81% capstone-Ngrams-ebay-final.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 0x223676735f8>"
      ]
     },
     "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": {
      "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>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",
       "  <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>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>1</td>\n",
       "      <td>0</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>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>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Neutal</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",
       "      <td>0</td>\n",
       "      <td>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",
       "    </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",
       "      <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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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>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>0</td>\n",
       "      <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",
    "#     from nltk import ngrams\n",
    "\n",
    "#     sixgrams = ngrams(review.split(), 3)\n",
    "    \n",
    "#     for grams in sixgrams:\n",
    "#         corpus.append(grams)   \n",
    "    # append each string to create \n",
    "    # array of clean text  \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": [
       "['ipad cosmet condit',\n",
       " 'previous use pleas read descript may show sign use scratch screen',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'pleas feel free buy product thoroughli inspect clean test',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'good condit minor wear tear bodi light scratch screen function great',\n",
       " 'neutal',\n",
       " 'good condit clean icloud lock clean imei tablet fulli test work',\n",
       " 'neutal',\n",
       " 'new digit instal scratch back small dent top right bottom left corner',\n",
       " 'neutal',\n",
       " 'great work ipad minor surfac scratch back pictur light scratch',\n",
       " 'sell good qualiti ipad fulli test appl certifi technician',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'crack screen',\n",
       " 'great work ipad light scratch consist typic wear pictur',\n",
       " 'fulli function clean esn',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'ipad mini open box item good condit includ origin box includ genuin',\n",
       " 'fulli function',\n",
       " 'ipad use good cosmet condit minor scratch bodi normal',\n",
       " 'custom carrier return cosmet condit origin box',\n",
       " 'come usb cabl wall adapt may minor ding scuff',\n",
       " 'ipad previous use show light sign use light scratch front',\n",
       " 'good condit show sign use mostli case time still',\n",
       " 'sell good qualiti ipad fulli test appl certifi technician',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'use month like new condit includ smart case accessori',\n",
       " 'rare ever use',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'item profession test inspect test show featur work correctli',\n",
       " 'neutal',\n",
       " 'good condit',\n",
       " 'neutal',\n",
       " 'open box unit grade condit unit may contain minor cosmet imperfect',\n",
       " 'great condit new batteri instal month ago local appl store work like',\n",
       " 'neutal',\n",
       " 'bodi light scratch back engrav ding top right',\n",
       " 'ipad previous use show light sign use light scratch front',\n",
       " 'great shape',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'open use still box come book charger',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'like new',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'cosmet damag',\n",
       " 'minor scuff back otherwis look flawless see pictur',\n",
       " 'neutal',\n",
       " 'previous use pleas read descript may show sign use scratch screen',\n",
       " 'free day ship day warranti function includ major accessori show',\n",
       " 'previous use pleas read descript may show sign use scratch screen',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'day warranti product sign wear scratch previou use pleas see',\n",
       " 'neutal',\n",
       " 'heavili use digit crack top right corner plastic cover g antenna crack',\n",
       " 'overal good condit regular wear ding corner minor scratch screen',\n",
       " 'item use work fine good condit come origin ac adapt usb cabl',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'work perfectli icloud lock owner good condit work',\n",
       " 'overal good condit regular wear ding corner minor scratch screen',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'work perfectli icloud lock owner good condit work',\n",
       " 'neutal',\n",
       " 'sell good qualiti ipad fulli test appl certifi technician',\n",
       " 'scratch come screen protector charger',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'free day ship day warranti function includ major accessori show',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'open box excel condit origin accessori includ origin box',\n",
       " 'neutal',\n",
       " 'crack screen lock',\n",
       " 'grade c major dent scratch',\n",
       " 'neutal',\n",
       " 'item excel cosmet condit scratch screen may',\n",
       " 'neutal',\n",
       " 'small crack top right corner',\n",
       " 'tab averag condit scratch hous screen affect',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'ipad great shape minor cosmet scuff back screen excel shape',\n",
       " 'devic list near mint use cosmet condit light blemish use hous amp',\n",
       " 'neutal',\n",
       " 'readipad use excel condit absolut noth wrong recent',\n",
       " 'come grey ipad divid case white stylu appl usb wall charger usb cord hdmi adaptor',\n",
       " 'bare use like new',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'brand new unopen still seal ipad air',\n",
       " 'neutal',\n",
       " 'grade b refurbish factori packag surfac level scratch rear case',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'cosmet damag',\n",
       " 'neutal',\n",
       " 'bare use like new',\n",
       " 'good condit',\n",
       " 'new open box charger includ',\n",
       " 'neutal',\n",
       " 'overal good condit wear use scratch scuff nick scrape unit hous back',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'custom carrier return cosmet condit origin box',\n",
       " 'neutal',\n",
       " 'work great ding corner affect use add case ding complet unnotic',\n",
       " 'c stock seller refurbish amp fair condit fulli function clean imei amp icloud',\n",
       " 'neutal',\n",
       " 'like new never realli use scratch back',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'tab good condit minor scratch hous screen affect',\n",
       " 'neutal',\n",
       " 'great work ipad minor surfac scratch back pictur light scratch',\n",
       " 'note one corner slight scratch',\n",
       " 'neutal',\n",
       " 'ipad averag amount scratch scuff possibl ding corner overal good',\n",
       " 'neutal',\n",
       " 'ipad icloud lock repeat icloud lock get icloud lock',\n",
       " 'includ ipad charger wall plug appl ipad smart case front screen excel condit',\n",
       " 'neutal',\n",
       " 'rubber line worn light scratch lt br gt back work great',\n",
       " 'list includ charger',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'ipad use good work order scuff scratch gener use note',\n",
       " 'neutal',\n",
       " 'grade refurbish open compon unseal factori packag cosmet damag',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'tab averag condit scratch hous screen affect',\n",
       " 'excel condit see pictur',\n",
       " 'neutal',\n",
       " 'like brand new money back guarante',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'great work ipad minor surfac scratch back pictur light scratch',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'pleas see imag refer close descript',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'hous condit moder scratch dent crack damag screen condit moder scratch',\n",
       " 'good condit',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'open box accessori still origin packag',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'tab good condit minor scratch hous screen affect',\n",
       " 'clean scratch new digit come box',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'scuff scratch front back someth happen sound ringer work',\n",
       " 'neutal',\n",
       " 'good good condit restor factori set',\n",
       " 'new open box',\n",
       " 'clean esn icloud clear charger includ good condit see pictur',\n",
       " 'great work condit littl tear',\n",
       " 'neutal',\n",
       " 'screen great shape digit issu',\n",
       " 'neutal',\n",
       " 'ipad great condit work perfect still fast day one normal wear tear',\n",
       " 'overal good condit wear use scratch back hous screen minor',\n",
       " 'excel condit alway screen protector smart case cover',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'good use condit restor factori set',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'tab good condit minor scratch hous screen affect',\n",
       " 'neutal',\n",
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       " 'ipad set back factori set icloud readi anyon set come',\n",
       " 'neutal',\n",
       " 'devic list good condit minor mark scratch hous display',\n",
       " 'neutal',\n",
       " 'like new condit pleas scroll way bottom page read entir',\n",
       " 'scratch screen excel work conditon case mark store l',\n",
       " 'devic list near mint use cosmet condit light blemish use hous amp',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'good',\n",
       " 'ipad g excel condit tini scratch notic screen',\n",
       " 'minim use kept hard case sinc purchas come mint condit complet',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'tab good condit minor scratch hous screen affect',\n",
       " 'minor scratch top back edg light scratch back realli',\n",
       " 'neutal',\n",
       " 'clean like new dent minim sign use almost mint wipe readi activ',\n",
       " 'ipad convert g capabl wifi',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'open box cosmet damag includ accessori retail packag pleas contact us',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'screen crack name engrav back black',\n",
       " 'great condit',\n",
       " 'known defect slight scratch back ipad',\n",
       " 'geek squad certifi activ februari one year manufactur',\n",
       " 'neutal',\n",
       " 'clean',\n",
       " 'neutal',\n",
       " 'brand new open retail box item content new ipad accessori still plastic',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'great shape almost new',\n",
       " 'perfect condit bare use scratch damag still box along charger',\n",
       " 'note frame slight dent back cover fade',\n",
       " 'neutal',\n",
       " 'item excel cosmet condit scratch screen may',\n",
       " 'clean like new dent littl air like scratch back wipe readi',\n",
       " 'clean like new dent normal sign regular care use look almost',\n",
       " 'good condit screen protector small ding alway kept case',\n",
       " 'bought refurbish manufactur',\n",
       " 'great condit case time handl care ipad case',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'good condit fulli function',\n",
       " 'neutal',\n",
       " 'ipad mint mint condit actuuli almost never use open seal',\n",
       " 'neutal',\n",
       " 'work perfectli ipad good condit screen goe come need fix',\n",
       " 'new open packag still seal small cut outer box outsid',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'tablet great condit screen free scratch case light scuff',\n",
       " 'look like new origin box minor scratch bare see',\n",
       " 'item perfect work condit visibl wear deliv origin manufactur',\n",
       " 'neutal',\n",
       " 'work test wifi touch sound button charg port scratch case light scratch lcd',\n",
       " 'neutal',\n",
       " 'near mint beauti display minim sign use see photo detail includ free brand new',\n",
       " 'excel condit mark back name etch etch',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'like brand new',\n",
       " 'neutal',\n",
       " 'great condit cosmet includ warranti free magnet smart cover',\n",
       " 'neutal',\n",
       " 'item lightli use minim cosmet wear show minor sign wear light',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'look brand new alway kept case',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'item open box unit ipad show sign use includ origin',\n",
       " 'includ ipad includ usb power cord addit accessori box show sign',\n",
       " 'neutal',\n",
       " 'grade condit mean ipad work condit cosmet',\n",
       " 'tablet good work reset factori set',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'use ipad minor scratch front well back crack',\n",
       " 'neutal',\n",
       " 'almost new small scratch side pictur work perfectlycord charger',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'overal excel condit minor sign use',\n",
       " 'ipad mini retina display latest model gb wi fi silver amp white near mint condit excel',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'devic list good condit minor mark scratch hous display',\n",
       " 'great work ipad gb wifi pleas read full descipt',\n",
       " 'flawless condit function flawless retina display unit free',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'heavili use condit fulli function icloud clear profession restor inspect',\n",
       " 'devic list near mint use cosmet condit light blemish use hous amp',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'good work condit fulli function gb ipad air wifi pleas read full discript',\n",
       " 'neutal',\n",
       " 'like new model bluetooth keyboard latest model leather cream smart cover black',\n",
       " 'item use show gener wear associ normal use visibl cosmet',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'gentl use appl ipad air scratch screen almost visibl wear back item',\n",
       " 'ipad mini good condit overal minor scratch back otherwis good',\n",
       " 'use appl ipad gig st gener great work condit function littl',\n",
       " 'free day ship day warranti function includ major accessori show',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'never drop scratch rare use',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'devic list near mint use cosmet condit light blemish use hous amp',\n",
       " 'excel condit',\n",
       " 'includ ipad includ usb power cord addit accessori box ipad clean',\n",
       " 'use look great excel condit minor sign wear',\n",
       " 'item origin box show sign use guarante work condit',\n",
       " 'contain minor scratch blemish',\n",
       " 'great condit scratch screen',\n",
       " 'neutal',\n",
       " 'good condit',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'retail box small scratch smudg mark length screen neither',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'tablet good work reset factori set',\n",
       " 'clean like new one tini dent one corner look almost new screen sparkil',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'minor moder sign use rang light scratch heavi wear tear',\n",
       " 'brand new broke shrinkwrap make sure mobil',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " 'auction appl ipad st gen model mb gb memori storag touchscreen',\n",
       " 'neutal',\n",
       " 'use littl charger includ',\n",
       " 'neutal',\n",
       " 'devic list near mint use cosmet condit light blemish use hous amp',\n",
       " 'excel',\n",
       " 'fulli function',\n",
       " 'neutal',\n",
       " 'neutal',\n",
       " ...]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <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": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>description</th>\n",
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       "      <td>Neutal</td>\n",
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       "      <td>good condit clean icloud lock clean imei table...</td>\n",
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       "    </tr>\n",
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       "      <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>Great working iPad.  Very minor surface scratc...</td>\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>...</td>\n",
       "      <td>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>We are selling good quality iPads that have be...</td>\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>...</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>Neutal</td>\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>...</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>Neutal</td>\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>...</td>\n",
       "      <td>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>Crack on screen.</td>\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>...</td>\n",
       "      <td>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>Great working iPad.  Only light scratching con...</td>\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>...</td>\n",
       "      <td>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>FULLY FUNCTIONAL, CLEAN ESN</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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",
       "      <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>Neutal</td>\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>...</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>iPad mini 2 is an open box item, good conditio...</td>\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>...</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>FULLY FUNCTIONAL</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Ipad is used, in very good cosmetic condition....</td>\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>...</td>\n",
       "      <td>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>‰ÛÏ‰ÛÏCustomer or Carrier Return. Cosmetic con...</td>\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>...</td>\n",
       "      <td>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>Comes with USB Cable and wall adapter.  May ha...</td>\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>...</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>Neutal</td>\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>...</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>Neutal</td>\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>...</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>Neutal</td>\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>...</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>Neutal</td>\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>...</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>Neutal</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\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>...</td>\n",
       "      <td>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>Powers up, Good Glass, LCD, Digi. All function...</td>\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>...</td>\n",
       "      <td>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>Neutal</td>\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>...</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>Neutal</td>\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>...</td>\n",
       "      <td>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>Item specifics: Condition:  The screen got bro...</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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",
       "      <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>BROKEN: Device has at least one or more proble...</td>\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>...</td>\n",
       "      <td>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>Neutal</td>\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>...</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>Black bezel, Screen like new.  Working excelle...</td>\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>...</td>\n",
       "      <td>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>Slightly used item in mint condition. 100% wor...</td>\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>...</td>\n",
       "      <td>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>Cosmetically in mint condition. 100% working. ...</td>\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>...</td>\n",
       "      <td>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>100% working and cosmetically perfect. Minimal...</td>\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>...</td>\n",
       "      <td>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>Neutal</td>\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>...</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>Item Specifics: Condition: USED    The screen ...</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Unit has lots of scuffs and scratches from use...</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Good Condition. Used. Screen has a glitter siz...</td>\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>...</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>Overall item is in good condition and is fully...</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Used. Tested. Guaranteed to work. Physical con...</td>\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>...</td>\n",
       "      <td>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>This item is brand new and was never used; how...</td>\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>...</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>Neutal</td>\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>...</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>This unit has minor scratches on case and seve...</td>\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>...</td>\n",
       "      <td>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>30 Day Warranty.  Fully functional engraved iP...</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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 × 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",
       "15                                               Neutal         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                                               Neutal         0      375.00   \n",
       "19                                               Neutal         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                                               Neutal         0      329.99   \n",
       "24                                               Neutal         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                                             Neutal         0      629.00   \n",
       "1832                                             Neutal         0      429.00   \n",
       "1833                                             Neutal         0      529.00   \n",
       "1834                                             Neutal         0      430.00   \n",
       "1835                                             Neutal         1       52.25   \n",
       "1836                                             Neutal         0       90.00   \n",
       "1837                                             Neutal         0       87.00   \n",
       "1838  Powers up, Good Glass, LCD, Digi. All function...         1       50.00   \n",
       "1839                                             Neutal         0      249.99   \n",
       "1840                                             Neutal         0      139.00   \n",
       "1841  Item specifics: Condition:  The screen got bro...         0      219.99   \n",
       "1842                                             Neutal         0      329.99   \n",
       "1843  BROKEN: Device has at least one or more proble...         0       36.95   \n",
       "1844                                             Neutal         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                                             Neutal         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                                             Neutal         0      279.00   \n",
       "1853                                             Neutal         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                                             Neutal         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",
       "      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",
       "15       0                         0                         0    1   \n",
       "16       1                         0                         0    0   \n",
       "17       0                         0                         0    0   \n",
       "18       1                         0                         0    0   \n",
       "19       0                         0                         0    0   \n",
       "20       1                         0                         0    0   \n",
       "21       0                         0                         0    0   \n",
       "22       0                         0                         0    0   \n",
       "23       0                         0                         0    1   \n",
       "24       0                         0                         0    0   \n",
       "25       0                         0                         0    0   \n",
       "26       1                         0                         0    0   \n",
       "27       0                         0                         0    0   \n",
       "28       0                         0                         0    0   \n",
       "29       1                         0                         1    0   \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    0   \n",
       "1838     1                         0                         0    0   \n",
       "1839     1                         0                         0    0   \n",
       "1840     0                         0                         0    0   \n",
       "1841     0                         0                         0    0   \n",
       "1842     0                         0                         0    1   \n",
       "1843     0                         1                         0    0   \n",
       "1844     0                         0                         0    1   \n",
       "1845     0                         0                         0    0   \n",
       "1846     0                         0                         0    0   \n",
       "1847     0                         0                         0    0   \n",
       "1848     0                         0                         0    0   \n",
       "1849     1                         0                         1    0   \n",
       "1850     0                         0                         0    0   \n",
       "1851     1                         1                         0    0   \n",
       "1852     0                         0                         0    1   \n",
       "1853     0                         0                         0    0   \n",
       "1854     1                         0                         0    0   \n",
       "1855     0                         0                         0    0   \n",
       "1856     1                         0                         0    0   \n",
       "1857     0                         0                         0    0   \n",
       "1858     0                         0                         0    1   \n",
       "1859     1                         0                         0    0   \n",
       "1860     0                         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",
       "15                          0                   0     0  ...         1   \n",
       "16                          0                   0     1  ...         0   \n",
       "17                          0                   1     0  ...         0   \n",
       "18                          0                   0     1  ...         0   \n",
       "19                          0                   0     1  ...         0   \n",
       "20                          0                   0     1  ...         0   \n",
       "21                          0                   0     1  ...         0   \n",
       "22                          0                   0     1  ...         0   \n",
       "23                          0                   0     0  ...         0   \n",
       "24                          0                   0     1  ...         1   \n",
       "25                          0                   0     1  ...         0   \n",
       "26                          0                   1     0  ...         0   \n",
       "27                          0                   0     1  ...         0   \n",
       "28                          1                   0     0  ...         0   \n",
       "29                          0                   0     0  ...         1   \n",
       "...                       ...                 ...   ...  ...       ...   \n",
       "1831                        0                   0     0  ...         0   \n",
       "1832                        0                   0     0  ...         0   \n",
       "1833                        0                   0     0  ...         0   \n",
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       "1844                        0                   0     0  ...         0   \n",
       "1845                        0                   0     1  ...         0   \n",
       "1846                        0                   0     1  ...         0   \n",
       "1847                        0                   0     1  ...         0   \n",
       "1848                        0                   0     1  ...         0   \n",
       "1849                        0                   0     0  ...         0   \n",
       "1850                        0                   0     1  ...         0   \n",
       "1851                        0                   0     0  ...         0   \n",
       "1852                        0                   0     0  ...         0   \n",
       "1853                        0                   0     1  ...         0   \n",
       "1854                        0                   0     1  ...         0   \n",
       "1855                        0                   0     1  ...         0   \n",
       "1856                        0                   0     1  ...         0   \n",
       "1857                        1                   0     0  ...         1   \n",
       "1858                        0                   0     0  ...         0   \n",
       "1859                        0                   1     0  ...         0   \n",
       "1860                        0                   0     1  ...         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",
       "15             0          0            0            0                 0   \n",
       "16             0          0            0            0                 0   \n",
       "17             0          0            1            0                 0   \n",
       "18             1          0            0            0                 0   \n",
       "19             0          0            0            0                 0   \n",
       "20             0          0            0            0                 0   \n",
       "21             0          0            0            0                 0   \n",
       "22             0          0            0            0                 0   \n",
       "23             0          0            0            0                 0   \n",
       "24             0          0            0            0                 0   \n",
       "25             0          0            1            0                 0   \n",
       "26             0          0            0            0                 0   \n",
       "27             0          0            0            0                 0   \n",
       "28             0          0            0            0                 0   \n",
       "29             0          0            0            0                 0   \n",
       "...          ...        ...          ...          ...               ...   \n",
       "1831           1          0            0            0                 0   \n",
       "1832           1          0            0            0                 0   \n",
       "1833           1          0            0            0                 0   \n",
       "1834           1          0            0            0                 0   \n",
       "1835           0          0            0            0                 0   \n",
       "1836           0          0            0            0                 0   \n",
       "1837           0          0            0            0                 0   \n",
       "1838           0          0            0            0                 0   \n",
       "1839           0          0            0            0                 0   \n",
       "1840           0          0            0            0                 0   \n",
       "1841           0          0            0            0                 0   \n",
       "1842           0          0            1            0                 0   \n",
       "1843           0          0            0            0                 0   \n",
       "1844           0          0            0            1                 0   \n",
       "1845           0          0            0            0                 0   \n",
       "1846           0          0            0            0                 0   \n",
       "1847           0          0            0            0                 0   \n",
       "1848           0          0            0            0                 0   \n",
       "1849           0          1            0            0                 0   \n",
       "1850           0          0            0            0                 0   \n",
       "1851           0          0            0            0                 0   \n",
       "1852           0          0            0            0                 0   \n",
       "1853           0          0            0            0                 0   \n",
       "1854           1          0            0            0                 0   \n",
       "1855           0          0            0            0                 0   \n",
       "1856           0          0            0            0                 0   \n",
       "1857           0          0            0            0                 0   \n",
       "1858           0          0            0            1                 0   \n",
       "1859           0          0            0            0                 0   \n",
       "1860           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",
       "15                     1                 0                 0   \n",
       "16                     1                 0                 0   \n",
       "17                     1                 0                 0   \n",
       "18                     1                 0                 0   \n",
       "19                     1                 0                 0   \n",
       "20                     1                 0                 0   \n",
       "21                     1                 0                 0   \n",
       "22                     0                 1                 0   \n",
       "23                     0                 0                 1   \n",
       "24                     0                 1                 0   \n",
       "25                     1                 0                 0   \n",
       "26                     0                 1                 0   \n",
       "27                     1                 0                 0   \n",
       "28                     1                 0                 0   \n",
       "29                     1                 0                 0   \n",
       "...                  ...               ...               ...   \n",
       "1831                   1                 0                 0   \n",
       "1832                   1                 0                 0   \n",
       "1833                   1                 0                 0   \n",
       "1834                   0                 0                 1   \n",
       "1835                   0                 0                 1   \n",
       "1836                   0                 1                 0   \n",
       "1837                   1                 0                 0   \n",
       "1838                   1                 0                 0   \n",
       "1839                   0                 1                 0   \n",
       "1840                   1                 0                 0   \n",
       "1841                   0                 0                 1   \n",
       "1842                   1                 0                 0   \n",
       "1843                   1                 0                 0   \n",
       "1844                   1                 0                 0   \n",
       "1845                   1                 0                 0   \n",
       "1846                   1                 0                 0   \n",
       "1847                   1                 0                 0   \n",
       "1848                   1                 0                 0   \n",
       "1849                   1                 0                 0   \n",
       "1850                   0                 0                 1   \n",
       "1851                   0                 1                 0   \n",
       "1852                   0                 0                 1   \n",
       "1853                   0                 0                 1   \n",
       "1854                   1                 0                 0   \n",
       "1855                   0                 1                 0   \n",
       "1856                   1                 0                 0   \n",
       "1857                   1                 0                 0   \n",
       "1858                   1                 0                 0   \n",
       "1859                   1                 0                 0   \n",
       "1860                   0                 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",
       "1853                                             neutal  \n",
       "1854  good condit use screen glitter size spec scree...  \n",
       "1855  overal item good condit fulli oper readi use c...  \n",
       "1856  use test guarante work physic condit grade b l...  \n",
       "1857     item brand new never use howev box packag open  \n",
       "1858                                             neutal  \n",
       "1859  unit minor scratch case sever small scratch di...  \n",
       "1860  day warranti fulli function engrav ipad st gen...  \n",
       "\n",
       "[1861 rows x 43 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_wo_desc_x_OHE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "description\n",
      "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",
      "new_Phrase\n"
     ]
    }
   ],
   "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)\n",
    "for col in model_wo_desc_x_OHE_X.columns:\n",
    "    print(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>description</th>\n",
       "      <th>biddable</th>\n",
       "      <th>startprice</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>AT&amp;T</th>\n",
       "      <th>...</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",
       "      <th>new_Phrase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>iPad is in 8.5+ out of 10 cosmetic condition!</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>ipad cosmet condit</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>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>previous use pleas read descript may show sign...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Neutal</td>\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>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>3</th>\n",
       "      <td>Neutal</td>\n",
       "      <td>0</td>\n",
       "      <td>235.00</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>...</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>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",
       "      <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>1</td>\n",
       "      <td>pleas feel free buy product thoroughli inspect...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Neutal</td>\n",
       "      <td>1</td>\n",
       "      <td>175.00</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>...</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>0</td>\n",
       "      <td>neutal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Neutal</td>\n",
       "      <td>1</td>\n",
       "      <td>100.00</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>...</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>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>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>8</th>\n",
       "      <td>Neutal</td>\n",
       "      <td>1</td>\n",
       "      <td>0.99</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",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\n",
       "      <td>1</td>\n",
       "      <td>150.00</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>...</td>\n",
       "      <td>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>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>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>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>GOOD CONDITION..CLEAN ICLOUD..NO LOCKS..CLEAN ...</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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>New Digitizer installed. Some scratches on bac...</td>\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>...</td>\n",
       "      <td>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>Neutal</td>\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>...</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>Great working iPad.  Very minor surface scratc...</td>\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>...</td>\n",
       "      <td>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>We are selling good quality iPads that have be...</td>\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>...</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>Neutal</td>\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>...</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>Neutal</td>\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>...</td>\n",
       "      <td>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>Crack on screen.</td>\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>...</td>\n",
       "      <td>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>Great working iPad.  Only light scratching con...</td>\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>...</td>\n",
       "      <td>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>FULLY FUNCTIONAL, CLEAN ESN</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\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>...</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>iPad mini 2 is an open box item, good conditio...</td>\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>...</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>FULLY FUNCTIONAL</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Ipad is used, in very good cosmetic condition....</td>\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>...</td>\n",
       "      <td>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>‰ÛÏ‰ÛÏCustomer or Carrier Return. Cosmetic con...</td>\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>...</td>\n",
       "      <td>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>Comes with USB Cable and wall adapter.  May ha...</td>\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>...</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>Neutal</td>\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>...</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>Neutal</td>\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>...</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>Neutal</td>\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>...</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>Neutal</td>\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>...</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>Neutal</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\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>...</td>\n",
       "      <td>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>Powers up, Good Glass, LCD, Digi. All function...</td>\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>...</td>\n",
       "      <td>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>Neutal</td>\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>...</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>Neutal</td>\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>...</td>\n",
       "      <td>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>Item specifics: Condition:  The screen got bro...</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\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>...</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>BROKEN: Device has at least one or more proble...</td>\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>...</td>\n",
       "      <td>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>Neutal</td>\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>...</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>Black bezel, Screen like new.  Working excelle...</td>\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>...</td>\n",
       "      <td>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>Slightly used item in mint condition. 100% wor...</td>\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>...</td>\n",
       "      <td>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>Cosmetically in mint condition. 100% working. ...</td>\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>...</td>\n",
       "      <td>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>100% working and cosmetically perfect. Minimal...</td>\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>...</td>\n",
       "      <td>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>Neutal</td>\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>...</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>Item Specifics: Condition: USED    The screen ...</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Unit has lots of scuffs and scratches from use...</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Neutal</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Good Condition. Used. Screen has a glitter siz...</td>\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>...</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>Overall item is in good condition and is fully...</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Used. Tested. Guaranteed to work. Physical con...</td>\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>...</td>\n",
       "      <td>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>This item is brand new and was never used; how...</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",
       "      <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>Neutal</td>\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>...</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>This unit has minor scratches on case and seve...</td>\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>...</td>\n",
       "      <td>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>30 Day Warranty.  Fully functional engraved iP...</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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": [
       "                                            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",
       "15                                               Neutal         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                                               Neutal         0      375.00   \n",
       "19                                               Neutal         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                                               Neutal         0      329.99   \n",
       "24                                               Neutal         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                                             Neutal         0      629.00   \n",
       "1832                                             Neutal         0      429.00   \n",
       "1833                                             Neutal         0      529.00   \n",
       "1834                                             Neutal         0      430.00   \n",
       "1835                                             Neutal         1       52.25   \n",
       "1836                                             Neutal         0       90.00   \n",
       "1837                                             Neutal         0       87.00   \n",
       "1838  Powers up, Good Glass, LCD, Digi. All function...         1       50.00   \n",
       "1839                                             Neutal         0      249.99   \n",
       "1840                                             Neutal         0      139.00   \n",
       "1841  Item specifics: Condition:  The screen got bro...         0      219.99   \n",
       "1842                                             Neutal         0      329.99   \n",
       "1843  BROKEN: Device has at least one or more proble...         0       36.95   \n",
       "1844                                             Neutal         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                                             Neutal         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                                             Neutal         0      279.00   \n",
       "1853                                             Neutal         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                                             Neutal         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",
       "      For parts or not working  Manufacturer refurbished  New  \\\n",
       "0                            0                         0    0   \n",
       "1                            0                         0    0   \n",
       "2                            0                         0    0   \n",
       "3                            0                         0    0   \n",
       "4                            0                         0    0   \n",
       "5                            0                         0    0   \n",
       "6                            0                         0    1   \n",
       "7                            0                         0    1   \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                         0    1   \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                         0    1   \n",
       "24                           0                         0    0   \n",
       "25                           0                         0    0   \n",
       "26                           0                         0    0   \n",
       "27                           0                         0    0   \n",
       "28                           0                         0    0   \n",
       "29                           0                         1    0   \n",
       "...                        ...                       ...  ...   \n",
       "1831                         0                         0    1   \n",
       "1832                         0                         0    1   \n",
       "1833                         0                         0    1   \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                         0    1   \n",
       "1843                         1                         0    0   \n",
       "1844                         0                         0    1   \n",
       "1845                         0                         0    0   \n",
       "1846                         0                         0    0   \n",
       "1847                         0                         0    0   \n",
       "1848                         0                         0    0   \n",
       "1849                         0                         1    0   \n",
       "1850                         0                         0    0   \n",
       "1851                         1                         0    0   \n",
       "1852                         0                         0    1   \n",
       "1853                         0                         0    0   \n",
       "1854                         0                         0    0   \n",
       "1855                         0                         0    0   \n",
       "1856                         0                         0    0   \n",
       "1857                         0                         0    0   \n",
       "1858                         0                         0    1   \n",
       "1859                         0                         0    0   \n",
       "1860                         0                         0    0   \n",
       "\n",
       "      New other (see details)  Seller refurbished  Used  AT&T  ...  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",
       "5                           0                   0     1     1  ...         0   \n",
       "6                           0                   0     0     0  ...         0   \n",
       "7                           0                   0     0     0  ...         0   \n",
       "8                           0                   0     1     0  ...         0   \n",
       "9                           0                   0     1     0  ...         0   \n",
       "10                          0                   0     1     0  ...         0   \n",
       "11                          0                   1     0     0  ...         0   \n",
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       "13                          0                   0     1     0  ...         0   \n",
       "14                          0                   1     0     0  ...         0   \n",
       "15                          0                   0     0     0  ...         1   \n",
       "16                          0                   0     1     0  ...         0   \n",
       "17                          0                   1     0     0  ...         0   \n",
       "18                          0                   0     1     0  ...         0   \n",
       "19                          0                   0     1     0  ...         0   \n",
       "20                          0                   0     1     0  ...         0   \n",
       "21                          0                   0     1     0  ...         0   \n",
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       "25                          0                   0     1     0  ...         0   \n",
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       "27                          0                   0     1     0  ...         0   \n",
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       "29                          0                   0     0     0  ...         1   \n",
       "...                       ...                 ...   ...   ...  ...       ...   \n",
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       "1836                        0                   1     0     1  ...         0   \n",
       "1837                        0                   0     1     0  ...         0   \n",
       "1838                        0                   0     1     0  ...         0   \n",
       "1839                        0                   0     1     0  ...         1   \n",
       "1840                        0                   0     1     0  ...         0   \n",
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       "1857                        1                   0     0     0  ...         1   \n",
       "1858                        0                   0     0     0  ...         0   \n",
       "1859                        0                   1     0     0  ...         0   \n",
       "1860                        0                   0     1     1  ...         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",
       "15             0          0            0            0                 0   \n",
       "16             0          0            0            0                 0   \n",
       "17             0          0            1            0                 0   \n",
       "18             1          0            0            0                 0   \n",
       "19             0          0            0            0                 0   \n",
       "20             0          0            0            0                 0   \n",
       "21             0          0            0            0                 0   \n",
       "22             0          0            0            0                 0   \n",
       "23             0          0            0            0                 0   \n",
       "24             0          0            0            0                 0   \n",
       "25             0          0            1            0                 0   \n",
       "26             0          0            0            0                 0   \n",
       "27             0          0            0            0                 0   \n",
       "28             0          0            0            0                 0   \n",
       "29             0          0            0            0                 0   \n",
       "...          ...        ...          ...          ...               ...   \n",
       "1831           1          0            0            0                 0   \n",
       "1832           1          0            0            0                 0   \n",
       "1833           1          0            0            0                 0   \n",
       "1834           1          0            0            0                 0   \n",
       "1835           0          0            0            0                 0   \n",
       "1836           0          0            0            0                 0   \n",
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       "1838           0          0            0            0                 0   \n",
       "1839           0          0            0            0                 0   \n",
       "1840           0          0            0            0                 0   \n",
       "1841           0          0            0            0                 0   \n",
       "1842           0          0            1            0                 0   \n",
       "1843           0          0            0            0                 0   \n",
       "1844           0          0            0            1                 0   \n",
       "1845           0          0            0            0                 0   \n",
       "1846           0          0            0            0                 0   \n",
       "1847           0          0            0            0                 0   \n",
       "1848           0          0            0            0                 0   \n",
       "1849           0          1            0            0                 0   \n",
       "1850           0          0            0            0                 0   \n",
       "1851           0          0            0            0                 0   \n",
       "1852           0          0            0            0                 0   \n",
       "1853           0          0            0            0                 0   \n",
       "1854           1          0            0            0                 0   \n",
       "1855           0          0            0            0                 0   \n",
       "1856           0          0            0            0                 0   \n",
       "1857           0          0            0            0                 0   \n",
       "1858           0          0            0            1                 0   \n",
       "1859           0          0            0            0                 0   \n",
       "1860           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",
       "15                     1                 0                 0   \n",
       "16                     1                 0                 0   \n",
       "17                     1                 0                 0   \n",
       "18                     1                 0                 0   \n",
       "19                     1                 0                 0   \n",
       "20                     1                 0                 0   \n",
       "21                     1                 0                 0   \n",
       "22                     0                 1                 0   \n",
       "23                     0                 0                 1   \n",
       "24                     0                 1                 0   \n",
       "25                     1                 0                 0   \n",
       "26                     0                 1                 0   \n",
       "27                     1                 0                 0   \n",
       "28                     1                 0                 0   \n",
       "29                     1                 0                 0   \n",
       "...                  ...               ...               ...   \n",
       "1831                   1                 0                 0   \n",
       "1832                   1                 0                 0   \n",
       "1833                   1                 0                 0   \n",
       "1834                   0                 0                 1   \n",
       "1835                   0                 0                 1   \n",
       "1836                   0                 1                 0   \n",
       "1837                   1                 0                 0   \n",
       "1838                   1                 0                 0   \n",
       "1839                   0                 1                 0   \n",
       "1840                   1                 0                 0   \n",
       "1841                   0                 0                 1   \n",
       "1842                   1                 0                 0   \n",
       "1843                   1                 0                 0   \n",
       "1844                   1                 0                 0   \n",
       "1845                   1                 0                 0   \n",
       "1846                   1                 0                 0   \n",
       "1847                   1                 0                 0   \n",
       "1848                   1                 0                 0   \n",
       "1849                   1                 0                 0   \n",
       "1850                   0                 0                 1   \n",
       "1851                   0                 1                 0   \n",
       "1852                   0                 0                 1   \n",
       "1853                   0                 0                 1   \n",
       "1854                   1                 0                 0   \n",
       "1855                   0                 1                 0   \n",
       "1856                   1                 0                 0   \n",
       "1857                   1                 0                 0   \n",
       "1858                   1                 0                 0   \n",
       "1859                   1                 0                 0   \n",
       "1860                   0                 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",
       "1853                                             neutal  \n",
       "1854  good condit use screen glitter size spec scree...  \n",
       "1855  overal item good condit fulli oper readi use c...  \n",
       "1856  use test guarante work physic condit grade b l...  \n",
       "1857     item brand new never use howev box packag open  \n",
       "1858                                             neutal  \n",
       "1859  unit minor scratch case sever small scratch di...  \n",
       "1860  day warranti fulli function engrav ipad st gen...  \n",
       "\n",
       "[1861 rows x 42 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_wo_desc_x_OHE_X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'previous use pleas read descript': 1769, 'use pleas read descript may': 2370, 'pleas read descript may show': 1733, 'read descript may show sign': 1808, 'descript may show sign use': 619, 'may show sign use scratch': 1376, 'show sign use scratch screen': 2061, 'pleas feel free buy product': 1730, 'feel free buy product thoroughli': 742, 'free buy product thoroughli inspect': 760, 'buy product thoroughli inspect clean': 227, 'product thoroughli inspect clean test': 1776, 'good condit minor wear tear': 891, 'condit minor wear tear bodi': 413, 'minor wear tear bodi light': 1451, 'wear tear bodi light scratch': 2425, 'tear bodi light scratch screen': 2207, 'bodi light scratch screen function': 151, 'light scratch screen function great': 1278, 'good condit clean icloud lock': 867, 'condit clean icloud lock clean': 345, 'clean icloud lock clean imei': 293, 'icloud lock clean imei tablet': 1014, 'lock clean imei tablet fulli': 1336, 'clean imei tablet fulli test': 297, 'imei tablet fulli test work': 1029, 'new digit instal scratch back': 1523, 'digit instal scratch back small': 641, 'instal scratch back small dent': 1059, 'scratch back small dent top': 1890, 'back small dent top right': 125, 'small dent top right bottom': 2117, 'dent top right bottom left': 612, 'top right bottom left corner': 2244, 'great work ipad minor surfac': 988, 'work ipad minor surfac scratch': 2515, 'ipad minor surfac scratch back': 1151, 'minor surfac scratch back pictur': 1448, 'surfac scratch back pictur light': 2190, 'scratch back pictur light scratch': 1885, 'sell good qualiti ipad fulli': 2027, 'good qualiti ipad fulli test': 918, 'qualiti ipad fulli test appl': 1805, 'ipad fulli test appl certifi': 1099, 'fulli test appl certifi technician': 788, 'great work ipad light scratch': 987, 'work ipad light scratch consist': 2514, 'ipad light scratch consist typic': 1126, 'light scratch consist typic wear': 1274, 'scratch consist typic wear pictur': 1898, 'ipad mini open box item': 1137, 'mini open box item good': 1390, 'open box item good condit': 1611, 'box item good condit includ': 170, 'item good condit includ origin': 1206, 'good condit includ origin box': 876, 'condit includ origin box includ': 379, 'includ origin box includ genuin': 1047, 'ipad use good cosmet condit': 1179, 'use good cosmet condit minor': 2330, 'good cosmet condit minor scratch': 908, 'cosmet condit minor scratch bodi': 503, 'condit minor scratch bodi normal': 409, 'custom carrier return cosmet condit': 557, 'carrier return cosmet condit origin': 243, 'return cosmet condit origin box': 1864, 'come usb cabl wall adapt': 327, 'usb cabl wall adapt may': 2286, 'cabl wall adapt may minor': 230, 'wall adapt may minor ding': 2405, 'adapt may minor ding scuff': 20, 'ipad previous use show light': 1161, 'previous use show light sign': 1770, 'use show light sign use': 2385, 'show light sign use light': 2053, 'light sign use light scratch': 1279, 'sign use light scratch front': 2079, 'good condit show sign use': 901, 'condit show sign use mostli': 456, 'show sign use mostli case': 2060, 'sign use mostli case time': 2080, 'use mostli case time still': 2362, 'use month like new condit': 2359, 'month like new condit includ': 1477, 'like new condit includ smart': 1300, 'new condit includ smart case': 1514, 'condit includ smart case accessori': 382, 'item profession test inspect test': 1225, 'profession test inspect test show': 1782, 'test inspect test show featur': 2222, 'inspect test show featur work': 1056, 'test show featur work correctli': 2224, 'open box unit grade condit': 1616, 'box unit grade condit unit': 184, 'unit grade condit unit may': 2263, 'grade condit unit may contain': 935, 'condit unit may contain minor': 465, 'unit may contain minor cosmet': 2267, 'may contain minor cosmet imperfect': 1374, 'great condit new batteri instal': 953, 'condit new batteri instal month': 417, 'new batteri instal month ago': 1503, 'batteri instal month ago local': 135, 'instal month ago local appl': 1058, 'month ago local appl store': 1475, 'ago local appl store work': 28, 'local appl store work like': 1333, 'bodi light scratch back engrav': 150, 'light scratch back engrav ding': 1272, 'scratch back engrav ding top': 1882, 'back engrav ding top right': 115, 'open use still box come': 1623, 'use still box come book': 2388, 'still box come book charger': 2171, 'minor scuff back otherwis look': 1444, 'scuff back otherwis look flawless': 2010, 'back otherwis look flawless see': 120, 'otherwis look flawless see pictur': 1646, 'free day ship day warranti': 761, 'day ship day warranti function': 577, 'ship day warranti function includ': 2046, 'day warranti function includ major': 580, 'warranti function includ major accessori': 2411, 'function includ major accessori show': 807, 'day warranti product sign wear': 581, 'warranti product sign wear scratch': 2412, 'product sign wear scratch previou': 1775, 'sign wear scratch previou use': 2090, 'wear scratch previou use pleas': 2422, 'scratch previou use pleas see': 1927, 'heavili use digit crack top': 999, 'use digit crack top right': 2322, 'digit crack top right corner': 639, 'crack top right corner plastic': 552, 'top right corner plastic cover': 2245, 'right corner plastic cover antenna': 1869, 'corner plastic cover antenna crack': 491, 'overal good condit regular wear': 1656, 'good condit regular wear ding': 895, 'condit regular wear ding corner': 437, 'regular wear ding corner minor': 1836, 'wear ding corner minor scratch': 2419, 'ding corner minor scratch screen': 645, 'item use work fine good': 1244, 'use work fine good condit': 2396, 'work fine good condit come': 2495, 'fine good condit come origin': 750, 'good condit come origin ac': 868, 'condit come origin ac adapt': 348, 'come origin ac adapt usb': 321, 'origin ac adapt usb cabl': 1631, 'work perfectli icloud lock owner': 2530, 'perfectli icloud lock owner good': 1705, 'icloud lock owner good condit': 1017, 'lock owner good condit work': 1339, 'scratch come screen protector charger': 1897, 'open box excel condit origin': 1607, 'box excel condit origin accessori': 166, 'excel condit origin accessori includ': 693, 'condit origin accessori includ origin': 424, 'origin accessori includ origin box': 1632, 'item excel cosmet condit scratch': 1198, 'excel cosmet condit scratch screen': 700, 'cosmet condit scratch screen may': 506, 'small crack top right corner': 2111, 'tab averag condit scratch hous': 2194, 'averag condit scratch hous screen': 110, 'condit scratch hous screen affect': 444, 'ipad great shape minor cosmet': 1118, 'great shape minor cosmet scuff': 978, 'shape minor cosmet scuff back': 2042, 'minor cosmet scuff back screen': 1414, 'cosmet scuff back screen excel': 521, 'scuff back screen excel shape': 2011, 'devic list near mint use': 630, 'list near mint use cosmet': 1327, 'near mint use cosmet condit': 1487, 'mint use cosmet condit light': 1465, 'use cosmet condit light blemish': 2318, 'cosmet condit light blemish use': 500, 'condit light blemish use hous': 388, 'light blemish use hous amp': 1271, 'readipad use excel condit absolut': 1811, 'use excel condit absolut noth': 2323, 'excel condit absolut noth wrong': 678, 'condit absolut noth wrong recent': 331, 'come grey ipad divid case': 317, 'grey ipad divid case white': 989, 'ipad divid case white stylu': 1089, 'divid case white stylu appl': 654, 'case white stylu appl usb': 264, 'white stylu appl usb wall': 2449, 'stylu appl usb wall charger': 2186, 'appl usb wall charger usb': 97, 'usb wall charger usb cord': 2288, 'wall charger usb cord hdmi': 2406, 'charger usb cord hdmi adaptor': 284, 'brand new unopen still seal': 205, 'new unopen still seal ipad': 1558, 'unopen still seal ipad air': 2276, 'grade refurbish factori packag surfac': 939, 'refurbish factori packag surfac level': 1827, 'factori packag surfac level scratch': 720, 'packag surfac level scratch rear': 1675, 'surfac level scratch rear case': 2189, 'new open box charger includ': 1542, 'overal good condit wear use': 1657, 'good condit wear use scratch': 905, 'condit wear use scratch scuff': 474, 'wear use scratch scuff nick': 2436, 'use scratch scuff nick scrape': 2377, 'scratch scuff nick scrape unit': 1938, 'scuff nick scrape unit hous': 2013, 'nick scrape unit hous back': 1568, 'work great ding corner affect': 2499, 'great ding corner affect use': 965, 'ding corner affect use add': 644, 'corner affect use add case': 487, 'affect use add case ding': 27, 'use add case ding complet': 2292, 'add case ding complet unnotic': 22, 'stock seller refurbish amp fair': 2182, 'seller refurbish amp fair condit': 2031, 'refurbish amp fair condit fulli': 1819, 'amp fair condit fulli function': 65, 'fair condit fulli function clean': 728, 'condit fulli function clean imei': 359, 'fulli function clean imei amp': 772, 'function clean imei amp icloud': 793, 'like new never realli use': 1314, 'new never realli use scratch': 1537, 'never realli use scratch back': 1496, 'tab good condit minor scratch': 2195, 'good condit minor scratch hous': 889, 'condit minor scratch hous screen': 412, 'minor scratch hous screen affect': 1436, 'note one corner slight scratch': 1585, 'ipad averag amount scratch scuff': 1079, 'averag amount scratch scuff possibl': 109, 'amount scratch scuff possibl ding': 62, 'scratch scuff possibl ding corner': 1939, 'scuff possibl ding corner overal': 2014, 'possibl ding corner overal good': 1750, 'ipad icloud lock repeat icloud': 1122, 'icloud lock repeat icloud lock': 1021, 'lock repeat icloud lock get': 1343, 'repeat icloud lock get icloud': 1843, 'icloud lock get icloud lock': 1015, 'includ ipad charger wall plug': 1042, 'ipad charger wall plug appl': 1082, 'charger wall plug appl ipad': 285, 'wall plug appl ipad smart': 2407, 'plug appl ipad smart case': 1742, 'appl ipad smart case front': 90, 'ipad smart case front screen': 1172, 'smart case front screen excel': 2129, 'case front screen excel condit': 248, 'rubber line worn light scratch': 1872, 'line worn light scratch lt': 1323, 'worn light scratch lt br': 2544, 'light scratch lt br gt': 1276, 'scratch lt br gt back': 1919, 'lt br gt back work': 1363, 'br gt back work great': 186, 'ipad use good work order': 1180, 'use good work order scuff': 2334, 'good work order scuff scratch': 929, 'work order scuff scratch gener': 2525, 'order scuff scratch gener use': 1630, 'scuff scratch gener use note': 2017, 'grade refurbish open compon unseal': 940, 'refurbish open compon unseal factori': 1832, 'open compon unseal factori packag': 1618, 'compon unseal factori packag cosmet': 330, 'unseal factori packag cosmet damag': 2278, 'like brand new money back': 1290, 'brand new money back guarante': 198, 'pleas see imag refer close': 1740, 'see imag refer close descript': 2020, 'hous condit moder scratch dent': 1003, 'condit moder scratch dent crack': 414, 'moder scratch dent crack damag': 1472, 'scratch dent crack damag screen': 1902, 'dent crack damag screen condit': 599, 'crack damag screen condit moder': 533, 'damag screen condit moder scratch': 566, 'open box accessori still origin': 1603, 'box accessori still origin packag': 157, 'clean scratch new digit come': 303, 'scratch new digit come box': 1923, 'scuff scratch front back someth': 2016, 'scratch front back someth happen': 1911, 'front back someth happen sound': 765, 'back someth happen sound ringer': 126, 'someth happen sound ringer work': 2135, 'good good condit restor factori': 914, 'good condit restor factori set': 897, 'clean esn icloud clear charger': 289, 'esn icloud clear charger includ': 673, 'icloud clear charger includ good': 1011, 'clear charger includ good condit': 305, 'charger includ good condit see': 279, 'includ good condit see pictur': 1040, 'great work condit littl tear': 982, 'screen great shape digit issu': 1979, 'ipad great condit work perfect': 1117, 'great condit work perfect still': 963, 'condit work perfect still fast': 478, 'work perfect still fast day': 2528, 'perfect still fast day one': 1695, 'still fast day one normal': 2173, 'fast day one normal wear': 739, 'day one normal wear tear': 573, 'condit wear use scratch back': 473, 'wear use scratch back hous': 2435, 'use scratch back hous screen': 2374, 'scratch back hous screen minor': 1883, 'excel condit alway screen protector': 680, 'condit alway screen protector smart': 334, 'alway screen protector smart case': 60, 'screen protector smart case cover': 1999, 'good use condit restor factori': 921, 'use condit restor factori set': 2312, 'item use item show sign': 1240, 'use item show sign wear': 2347, 'item show sign wear use': 1230, 'show sign wear use multipl': 2063, 'sign wear use multipl surfac': 2093, 'wear use multipl surfac scratch': 2433, 'use multipl surfac scratch scuff': 2363, 'item restor work order ebay': 1226, 'restor work order ebay seller': 1858, 'work order ebay seller third': 2521, 'order ebay seller third parti': 1627, 'ebay seller third parti approv': 661, 'ipad air good condit includ': 1069, 'air good condit includ origin': 35, 'includ origin box includ appl': 1046, 'origin box includ appl certifi': 1635, 'replac batteri ipad roughli one': 1845, 'batteri ipad roughli one year': 136, 'ipad roughli one year ago': 1165, 'roughli one year ago unabl': 1871, 'one year ago unabl properli': 1601, 'year ago unabl properli assembl': 2551, 'use two day mint blue': 2394, 'two day mint blue cover': 2256, 'ipad great condit screen case': 1115, 'great condit screen case light': 959, 'condit screen case light surfac': 447, 'screen case light surfac scratch': 1959, 'case light surfac scratch see': 250, 'light surfac scratch see photo': 1280, 'use great condit pleas refer': 2338, 'great condit pleas refer photo': 957, 'condit pleas refer photo addit': 432, 'pleas refer photo addit inform': 1737, 'like new lt br gt': 1312, 'sync charg cabl includ unit': 2193, 'charg cabl includ unit perfect': 271, 'cabl includ unit perfect work': 229, 'includ unit perfect work order': 1051, 'unit perfect work order minim': 2270, 'perfect work order minim scuff': 1700, 'work order minim scuff earbud': 2522, 'note surfac scratch back cover': 1586, 'ipad work howev screen replac': 1187, 'work howev screen replac done': 2511, 'howev screen replac done cleanli': 1009, 'screen replac done cleanli result': 2000, 'replac done cleanli result home': 1846, 'done cleanli result home button': 656, 'cleanli result home button loos': 304, 'use ipad come lighten cabl': 2341, 'ipad come lighten cabl power': 1085, 'come lighten cabl power brick': 318, 'lighten cabl power brick crack': 1281, 'use test camera speaker charg': 2391, 'test camera speaker charg port': 2216, 'camera speaker charg port button': 235, 'speaker charg port button touch': 2147, 'charg port button touch light': 273, 'port button touch light scratch': 1745, 'button touch light scratch case': 223, 'touch light scratch case light': 2247, 'appl ipad cherish previou owner': 79, 'ipad cherish previou owner sign': 1083, 'cherish previou owner sign use': 286, 'previou owner sign use faint': 1765, 'excel condit function appl warranti': 684, 'condit function appl warranti valid': 366, 'function appl warranti valid march': 791, 'appl warranti valid march light': 99, 'item great cosmet condit may': 1209, 'great cosmet condit may small': 964, 'cosmet condit may small scratch': 502, 'condit may small scratch light': 398, 'may small scratch light wear': 1377, 'small scratch light wear screen': 2123, 'pristin condit come case stylu': 1772, 'screen protector sinc date purchas': 1995, 'protector sinc date purchas ipad': 1794, 'sinc date purchas ipad ship': 2096, 'date purchas ipad ship screen': 570, 'purchas ipad ship screen protector': 1803, 'use hand time like new': 2339, 'semi deep scratch near top': 2034, 'deep scratch near top middl': 585, 'scratch near top middl portion': 1922, 'near top middl portion screen': 1491, 'top middl portion screen realli': 2243, 'middl portion screen realli possibl': 1384, 'portion screen realli possibl photograph': 1749, 'great ipad scratch kept case': 969, 'ipad scratch kept case time': 1166, 'scratch kept case time zombi': 1917, 'kept case time zombi skin': 1248, 'case time zombi skin easili': 263, 'item show sign heavi wear': 1229, 'small scratch top left ipad': 2126, 'scratch top left ipad invis': 1946, 'top left ipad invis use': 2240, 'left ipad invis use hard': 1266, 'item fantast condit use year': 1200, 'fantast condit use year kept': 738, 'condit use year kept padfolio': 471, 'test work digit flicker chang': 2228, 'work digit flicker chang color': 2494, 'digit flicker chang color minor': 640, 'flicker chang color minor dent': 756, 'chang color minor dent corner': 269, 'color minor dent corner includ': 310, 'minor dent corner includ power': 1419, 'would describ item excel scratch': 2545, 'describ item excel scratch well': 616, 'item excel scratch well taken': 1199, 'excel scratch well taken care': 706, 'scratch well taken care origin': 1950, 'well taken care origin owner': 2441, 'use come charger excel condit': 2304, 'item origin packag origin packag': 1222, 'origin packag origin packag sticker': 1641, 'packag origin packag sticker box': 1669, 'origin packag sticker box minor': 1643, 'packag sticker box minor screen': 1673, 'sticker box minor screen flaw': 2168, 'notic blemish screen good shape': 1589, 'blemish screen good shape alway': 148, 'screen good shape alway use': 1976, 'good shape alway use case': 919, 'shape alway use case cover': 2038, 'sigh light wear tini scratch': 2071, 'item nice shape scuff backsid': 1219, 'nice shape scuff backsid ipad': 1564, 'item use well taken care': 1243, 'use well taken care cosmet': 2395, 'well taken care cosmet wear': 2440, 'taken care cosmet wear question': 2204, 'care cosmet wear question feel': 239, 'cosmet wear question feel free': 522, 'previous own pleas read entir': 1768, 'own pleas read entir auction': 1665, 'pleas read entir auction tablet': 1734, 'read entir auction tablet light': 1809, 'entir auction tablet light scratch': 669, 'auction tablet light scratch back': 108, 'screen broken easili fix shatter': 1958, 'broken easili fix shatter rather': 210, 'easili fix shatter rather crack': 660, 'use month still perfect condit': 2361, 'screen scratch back scratch scuff': 2001, 'scratch back scratch scuff small': 1886, 'back scratch scuff small dent': 122, 'minor scrape ding scuff scratch': 1427, 'scrape ding scuff scratch associ': 1876, 'ding scuff scratch associ normal': 649, 'scuff scratch associ normal medium': 2015, 'scratch associ normal medium duti': 1879, 'associ normal medium duti wear': 103, 'normal medium duti wear use': 1572, 'medium duti wear use major': 1382, 'use alway case dent crack': 2295, 'alway case dent crack work': 55, 'case dent crack work great': 246, 'dent crack work great good': 600, 'crack work great good batteri': 555, 'work great good batteri life': 2501, 'item gentli use item show': 1204, 'gentli use item show minor': 853, 'use item show minor sign': 2346, 'item show minor sign wear': 1227, 'show minor sign wear tear': 2055, 'minor sign wear tear includ': 1447, 'sign wear tear includ scuff': 2091, 'wear tear includ scuff mark': 2426, 'appl ipad air st gen': 78, 'ipad air st gen gb': 1073, 'air st gen gb good': 40, 'st gen gb good condit': 2157, 'gen gb good condit cosmet': 840, 'gb good condit cosmet flaw': 818, 'good condit cosmet flaw come': 869, 'condit cosmet flaw come amp': 351, 'cosmet flaw come amp sold': 514, 'come oem box charger oem': 320, 'oem box charger oem packag': 1591, 'box charger oem packag new': 162, 'charger oem packag new use': 282, 'oem packag new use excel': 1592, 'packag new use excel condit': 1668, 'test faulti wi fi see': 2218, 'faulti wi fi see pictur': 741, 'wi fi see pictur minor': 2452, 'fi see pictur minor dent': 744, 'see pictur minor dent corner': 2024, 'pictur minor dent corner scuff': 1717, 'minor dent corner scuff case': 1420, 'dent corner scuff case screen': 598, 'corner scuff case screen power': 492, 'scuff case screen power suppli': 2012, 'ipad fantast condit perform flawlessli': 1098, 'fantast condit perform flawlessli includ': 737, 'condit perform flawlessli includ accessori': 430, 'perform flawlessli includ accessori see': 1708, 'good condit minor nick right': 885, 'condit minor nick right uppser': 406, 'minor nick right uppser corner': 1426, 'great shape gentli use normal': 976, 'shape gentli use normal wear': 2040, 'gentli use normal wear tear': 855, 'use absolut must sign use': 2289, 'absolut must sign use see': 2, 'must sign use see photo': 1484, 'sign use see photo come': 2085, 'use see photo come smoke': 2381, 'see photo come smoke free': 2021, 'photo come smoke free pet': 1711, 'come smoke free pet free': 326, 'smoke free pet free home': 2132, 'ipad excel condit otterbox wear': 1091, 'excel condit otterbox wear tear': 694, 'condit otterbox wear tear took': 427, 'otterbox wear tear took pictur': 1649, 'wear tear took pictur piec': 2432, 'slight scratch scuff custom blue': 2107, 'scratch scuff custom blue screen': 1936, 'good condit fulli function show': 872, 'condit fulli function show sign': 363, 'fulli function show sign wear': 785, 'function show sign wear use': 810, 'show sign wear use corpor': 2062, 'use littl wear screen protect': 2354, 'littl wear screen protect pleas': 1332, 'wear screen protect pleas look': 2423, 'screen protect pleas look pictur': 1988, 'minor scratch along side screen': 1428, 'scratch along side screen good': 1877, 'along side screen good condit': 50, 'like new case screen protector': 1293, 'new case screen protector sinc': 1506, 'case screen protector sinc day': 256, 'screen protector sinc day one': 1997, 'protector sinc day one scratch': 1796, 'excel pre own condit bare': 705, 'pre own condit bare use': 1759, 'own condit bare use crack': 1660, 'condit bare use crack major': 338, 'bare use crack major scratch': 130, 'perfect work order scratch dent': 1702, 'work order scratch dent crack': 2524, 'order scratch dent crack etc': 1629, 'item store demo restor factori': 1235, 'store demo restor factori set': 2185, 'demo restor factori set readi': 594, 'restor factori set readi use': 1857, 'grade refurbish factori packag small': 938, 'refurbish factori packag small dent': 1826, 'factori packag small dent side': 719, 'packag small dent side case': 1670, 'small dent side case see': 2115, 'dent side case see photo': 610, 'side case see photo sever': 2069, 'devic fantast condit gentli use': 623, 'fantast condit gentli use alway': 736, 'condit gentli use alway use': 370, 'gentli use alway use case': 852, 'use alway use case case': 2296, 'use tab good condit minor': 2390, 'minor scratch hous screen phone': 1437, 'free day ship factori refurbish': 762, 'day ship factori refurbish day': 578, 'ship factori refurbish day warranti': 2047, 'factori refurbish day warranti function': 721, 'refurbish day warranti function includ': 1824, 'ipad work test run great': 1188, 'work test run great good': 2538, 'test run great good condit': 2223, 'run great good condit small': 1873, 'great good condit small light': 968, 'month old perfect condit still': 1480, 'old perfect condit still appl': 1593, 'perfect condit still appl warranti': 1686, 'condit still appl warranti black': 460, 'still appl warranti black appl': 2170, 'appl warranti black appl smart': 98, 'warranti black appl smart case': 2408, 'black appl smart case includ': 143, 'brand new condit box charger': 191, 'new condit box charger cord': 1511, 'condit box charger cord mint': 341, 'box charger cord mint condit': 160, 'charger cord mint condit screen': 278, 'cord mint condit screen protector': 485, 'use excel condit scratch ding': 2325, 'excel condit scratch ding dent': 697, 'condit scratch ding dent never': 443, 'scratch ding dent never drop': 1909, 'ding dent never drop zagg': 646, 'dent never drop zagg screen': 606, 'great condit fulli function includ': 949, 'condit fulli function includ box': 362, 'two scratch top right bottom': 2259, 'scratch top right bottom left': 1947, 'small dent upper left corner': 2118, 'crack screen fulli function replac': 546, 'screen fulli function replac screen': 1973, 'fulli function replac screen includ': 784, 'function replac screen includ instal': 809, 'replac screen includ instal minor': 1847, 'devic updat io higher devic': 635, 'updat io higher devic good': 2281, 'io higher devic good condit': 1062, 'higher devic good condit mark': 1000, 'devic excel use cosmet condit': 621, 'excel use cosmet condit devic': 711, 'use cosmet condit devic work': 2316, 'cosmet condit devic work condit': 496, 'ipad good work condit includ': 1113, 'good work condit includ power': 927, 'work condit includ power adapt': 2479, 'condit includ power adapt lightn': 381, 'includ power adapt lightn usb': 1049, 'power adapt lightn usb charg': 1751, 'adapt lightn usb charg cabl': 19, 'lightn usb charg cabl ipad': 1287, 'ipad use normal use condit': 1182, 'use normal use condit show': 2364, 'normal use condit show minor': 1576, 'use condit show minor wear': 2313, 'condit show minor wear regular': 455, 'show minor wear regular use': 2056, 'minor wear regular use noth': 1450, 'wear regular use noth major': 2421, 'use appl ipad gig st': 2301, 'appl ipad gig st gener': 83, 'ipad gig st gener great': 1107, 'gig st gener great work': 856, 'st gener great work condit': 2162, 'gener great work condit function': 847, 'great work condit function sim': 981, 'work condit function sim card': 2477, 'condit function sim card amp': 369, 'good condit minor scratch discolor': 887, 'condit minor scratch discolor normal': 410, 'minor scratch discolor normal wear': 1434, 'scratch discolor normal wear back': 1910, 'good condit item mark wear': 877, 'condit item mark wear damag': 384, 'item mark wear damag work': 1213, 'crack screen flaw shown pictur': 545, 'screen flaw shown pictur everyth': 1969, 'flaw shown pictur everyth fulli': 751, 'shown pictur everyth fulli function': 2065, 'origin packag sticker box devic': 1642, 'packag sticker box devic heavi': 1671, 'sticker box devic heavi scratch': 2166, 'advis ipad receiv fair condit': 26, 'ipad receiv fair condit includ': 1162, 'receiv fair condit includ consider': 1815, 'fair condit includ consider wear': 729, 'condit includ consider wear scratch': 377, 'work test wifi sound charg': 2541, 'test wifi sound charg port': 2226, 'wifi sound charg port button': 2465, 'sound charg port button scratch': 2141, 'charg port button scratch case': 272, 'port button scratch case light': 1744, 'button scratch case light scratch': 220, 'scratch case light scratch lcd': 1892, 'item lightli use minim cosmet': 1212, 'lightli use minim cosmet wear': 1285, 'use minim cosmet wear show': 2357, 'minim cosmet wear show minor': 1402, 'cosmet wear show minor sign': 523, 'wear show minor sign wear': 2424, 'show minor sign wear light': 2054, 'appl ipad mini st gener': 89, 'ipad mini st gener gb': 1144, 'mini st gener gb wi': 1397, 'st gener gb wi fi': 2161, 'gener gb wi fi space': 846, 'gb wi fi space gray': 833, 'wi fi space gray great': 2454, 'fi space gray great condit': 746, 'space gray great condit come': 2143, 'mint condit problem excel condit': 1458, 'good condit function gb ipad': 874, 'condit function gb ipad mini': 368, 'function gb ipad mini wifi': 803, 'gb ipad mini wifi white': 824, 'ipad mini wifi white pleas': 1148, 'mini wifi white pleas read': 1401, 'wifi white pleas read full': 2470, 'white pleas read full discript': 2448, 'great shape minim scratch come': 977, 'shape minim scratch come beetl': 2041, 'minim scratch come beetl defens': 1403, 'scratch come beetl defens case': 1895, 'come beetl defens case come': 314, 'beetl defens case come cord': 138, 'box purchas compani demo never': 178, 'purchas compani demo never use': 1802, 'ipad test good work condit': 1176, 'test good work condit includ': 2220, 'good work condit includ ac': 926, 'work condit includ ac adapt': 2478, 'condit includ ac adapt usb': 374, 'includ ac adapt usb cabl': 1031, 'ac adapt usb cabl screen': 7, 'ipad pretti good shape dent': 1160, 'pretti good shape dent ding': 1764, 'good shape dent ding normal': 920, 'shape dent ding normal wear': 2039, 'dent ding normal wear normal': 601, 'ding normal wear normal use': 648, 'screen perfect minor scratch back': 1987, 'perfect minor scratch back see': 1692, 'minor scratch back see photo': 1432, 'ipad absolut perfect condit everyth': 1063, 'absolut perfect condit everyth insid': 3, 'perfect condit everyth insid work': 1685, 'condit everyth insid work seamlessli': 356, 'light scratch nick normal daili': 1277, 'scratch nick normal daili use': 1925, 'nick normal daili use ipad': 1567, 'normal daili use ipad fulli': 1571, 'daili use ipad fulli function': 559, 'great condit crack scratch screen': 947, 'realli good condit otterbox day': 1814, 'good condit otterbox day ipad': 892, 'condit otterbox day ipad get': 426, 'devic list good condit minor': 629, 'list good condit minor mark': 1326, 'good condit minor mark scratch': 884, 'condit minor mark scratch hous': 405, 'minor mark scratch hous display': 1424, 'condit good dent minim sign': 371, 'good dent minim sign usag': 912, 'dent minim sign usag icloud': 604, 'minim sign usag icloud attach': 1404, 'camera speaker charg port headphon': 236, 'speaker charg port headphon jack': 2148, 'charg port headphon jack button': 274, 'port headphon jack button touch': 1746, 'headphon jack button touch light': 994, 'jack button touch light scratch': 1245, 'ipad air excel like new': 1064, 'air excel like new condit': 30, 'excel like new condit includ': 703, 'like new condit includ ipad': 1299, 'new condit includ ipad air': 1513, 'condit includ ipad air retail': 378, 'includ ipad air retail box': 1041, 'ipad use one work great': 1183, 'use one work great scratch': 2366, 'one work great scratch rear': 1600, 'work great scratch rear shown': 2507, 'great scratch rear shown photo': 973, 'take realli good care toy': 2203, 'realli good care toy ipad': 1813, 'good care toy ipad great': 866, 'care toy ipad great condit': 242, 'scratch dent drop liquid damag': 1903, 'like new white ipad mini': 1320, 'new white ipad mini scratch': 1560, 'white ipad mini scratch alway': 2443, 'ipad mini scratch alway kept': 1141, 'mini scratch alway kept case': 1394, 'scratch alway kept case sold': 1878, 'alway kept case sold keyboard': 57, 'kept case sold keyboard box': 1247, 'case sold keyboard box cord': 261, 'minor crack top back hous': 1417, 'crack top back hous minor': 550, 'top back hous minor dent': 2239, 'back hous minor dent lower': 118, 'hous minor dent lower right': 1004, 'minor dent lower right hous': 1421, 'devic factori unlock protect film': 622, 'factori unlock protect film instal': 727, 'unlock protect film instal come': 2274, 'protect film instal come degre': 1787, 'film instal come degre black': 749, 'instal come degre black rotat': 1057, 'seller refurbish item show sign': 2033, 'refurbish item show sign cosmet': 1830, 'item show sign cosmet use': 1228, 'show sign cosmet use unit': 2057, 'sign cosmet use unit work': 2072, 'perfectli good ipad gb st': 1704, 'good ipad gb st gener': 915, 'ipad gb st gener work': 1102, 'gb st gener work great': 827, 'st gener work great crack': 2164, 'gener work great crack scratch': 850, 'work great crack scratch back': 2498, 'great condit minor scratch back': 952, 'condit minor scratch back screen': 408, 'minor scratch back screen great': 1431, 'scratch back screen great condit': 1887, 'back screen great condit crack': 123, 'zero defect zero scratch zero': 2560, 'defect zero scratch zero dead': 591, 'zero scratch zero dead pixel': 2561, 'scratch zero dead pixel absolut': 1951, 'zero dead pixel absolut mint': 2559, 'dead pixel absolut mint condit': 584, 'pixel absolut mint condit exact': 1720, 'absolut mint condit exact condit': 0, 'work test button wifi sound': 2537, 'test button wifi sound camera': 2215, 'button wifi sound camera touch': 224, 'wifi sound camera touch scratch': 2464, 'sound camera touch scratch case': 2140, 'camera touch scratch case light': 237, 'touch scratch case light scratch': 2248, 'case light scratch lcd dust': 249, 'icloud lock use unlock part': 1022, 'devic list averag fair condit': 628, 'list averag fair condit scratch': 1324, 'averag fair condit scratch scuff': 111, 'fair condit scratch scuff hous': 732, 'condit scratch scuff hous amp': 446, 'scratch scuff hous amp screen': 1937, 'sometim ipad shut turn back': 2136, 'ipad shut turn back exterior': 1171, 'shut turn back exterior mint': 2068, 'turn back exterior mint condit': 2253, 'manufactur refurbish like new condit': 1369, 'refurbish like new condit appl': 1831, 'like new condit appl warranti': 1296, 'new condit appl warranti septemb': 1510, 'work test wifi touch sound': 2542, 'test wifi touch sound button': 2227, 'wifi touch sound button camera': 2467, 'touch sound button camera charg': 2250, 'sound button camera charg port': 2138, 'button camera charg port scratch': 218, 'camera charg port scratch case': 232, 'charg port scratch case light': 276, 'port scratch case light scratch': 1747, 'excel condit alway ipad case': 679, 'condit alway ipad case cover': 333, 'use appl ipad gb wi': 2300, 'appl ipad gb wi fi': 81, 'ipad gb wi fi white': 1103, 'gb wi fi white mc': 834, 'wi fi white mc show': 2456, 'fi white mc show sign': 748, 'white mc show sign wear': 2445, 'nice appl ipad mini gb': 1563, 'appl ipad mini gb wi': 86, 'ipad mini gb wi fi': 1133, 'mini gb wi fi space': 1387, 'wi fi space gray mf': 2455, 'fi space gray mf lock': 747, 'space gray mf lock work': 2145, 'gray mf lock work cannot': 943, 'test faulti camera normal wear': 2217, 'faulti camera normal wear tear': 740, 'camera normal wear tear screen': 234, 'normal wear tear screen dent': 1582, 'wear tear screen dent corner': 2431, 'tear screen dent corner power': 2213, 'screen dent corner power suppli': 1964, 'dent corner power suppli includ': 597, 'like new hardli ever use': 1309, 'item heavili use cosmet condit': 1210, 'heavili use cosmet condit brand': 997, 'use cosmet condit brand new': 2314, 'cosmet condit brand new scratch': 494, 'condit brand new scratch free': 342, 'brand new scratch free screen': 203, 'new scratch free screen fulli': 1553, 'mint condit scratch come case': 1459, 'condit scratch come case cover': 439, 'scratch come case cover black': 1896, 'come case cover black charger': 315, 'case cover black charger cabl': 244, 'power cord work howev begin': 1755, 'cord work howev begin crack': 486, 'work howev begin crack pleas': 2510, 'howev begin crack pleas see': 1006, 'begin crack pleas see pictur': 139, 'crack pleas see pictur small': 540, 'pleas see pictur small dent': 1741, 'see pictur small dent top': 2025, 'ipad damag bottom corner fulli': 1088, 'damag bottom corner fulli oper': 560, 'bottom corner fulli oper function': 154, 'corner fulli oper function intend': 489, 'good condit minor bump bruis': 883, 'condit minor bump bruis scratch': 403, 'minor bump bruis scratch screen': 1412, 'bump bruis scratch screen non': 217, 'bruis scratch screen non view': 216, 'scratch screen non view black': 1933, 'small crack top left screen': 2110, 'crack top left screen noth': 551, 'top left screen noth major': 2242, 'pristin condit scratch nick alway': 1774, 'condit scratch nick alway case': 445, 'scratch nick alway case includ': 1924, 'nick alway case includ work': 1566, 'use case screen protector sinc': 2303, 'screen protector sinc day liter': 1996, 'protector sinc day liter flawless': 1795, 'work perfectli tear cover scratch': 2532, 'perfectli tear cover scratch screen': 1707, 'tear cover scratch screen clear': 2208, 'scratch dent screen protector case': 1905, 'dent screen protector case sinc': 609, 'screen protector case sinc day': 1991, 'protector case sinc day one': 1790, 'case sinc day one open': 258, 'sinc day one open smart': 2098, 'day one open smart cover': 574, 'cover zagg invisibleshield sinc came': 529, 'zagg invisibleshield sinc came box': 2557, 'invisibleshield sinc came box kept': 1061, 'sinc came box kept case': 2095, 'came box kept case front': 231, 'appl tablet good condit esn': 95, 'tablet good condit esn clean': 2198, 'good condit esn clean instruct': 870, 'condit esn clean instruct power': 355, 'esn clean instruct power adapt': 672, 'pre own perfect work order': 1761, 'own perfect work order scratch': 1664, 'perfect work order scratch chip': 1701, 'great condit normal light scratch': 954, 'condit normal light scratch usag': 419, 'list use work like new': 1328, 'use work like new look': 2398, 'work like new look like': 2516, 'like new look like new': 1311, 'new look like new excel': 1534, 'look like new excel screen': 1357, 'like new excel screen color': 1308, 'new excel screen color scratch': 1525, 'scratch screen notic scratch back': 1934, 'screen notic scratch back fulli': 1985, 'notic scratch back fulli function': 1590, 'pad great condit keyword cover': 1676, 'fulli function clean esn amp': 770, 'function clean esn amp icloud': 792, 'clean esn amp icloud clear': 288, 'esn amp icloud clear profession': 671, 'amp icloud clear profession restor': 69, 'icloud clear profession restor inspect': 1012, 'clear profession restor inspect amp': 307, 'profession restor inspect amp test': 1781, 'new open box see pic': 1545, 'open box see pic descript': 1614, 'ipad icl ud lock therefor': 1120, 'icl ud lock therefor sold': 1010, 'ud lock therefor sold part': 2261, 'lock therefor sold part ipad': 1345, 'therefor sold part ipad near': 2230, 'sold part ipad near mint': 2134, 'part ipad near mint physic': 1678, 'two scratch visibl work great': 2260, 'scratch visibl work great like': 1949, 'visibl work great like new': 2404, 'work great like new still': 2503, 'great like new still everyth': 971, 'like new still everyth miss': 1318, 'person ipad excel use condit': 1709, 'ipad excel use condit ipad': 1094, 'excel use condit ipad top': 708, 'use condit ipad top qualiti': 2307, 'excel condit new case zagg': 691, 'condit new case zagg keyboard': 418, 'new case zagg keyboard color': 1507, 'case zagg keyboard color screen': 265, 'zagg keyboard color screen free': 2558, 'normal sign wear tear scratch': 1575, 'sign wear tear scratch back': 2092, 'wear tear scratch back see': 2430, 'tear scratch back see pictur': 2212, 'scratch back see pictur come': 1888, 'back see pictur come light': 124, 'see pictur come light blue': 2023, 'pictur come light blue magnet': 1716, 'come fold black case engrav': 316, 'fold black case engrav small': 757, 'black case engrav small letter': 145, 'case engrav small letter back': 247, 'engrav small letter back still': 668, 'small letter back still work': 2121, 'letter back still work perfectli': 1269, 'good condit slight dent two': 902, 'condit slight dent two corner': 458, 'slight dent two corner effect': 2105, 'dent two corner effect ipad': 613, 'two corner effect ipad perform': 2255, 'corner effect ipad perform pleas': 488, 'effect ipad perform pleas see': 665, 'open box function cosmet damag': 1610, 'box function cosmet damag includ': 168, 'function cosmet damag includ accessori': 795, 'cosmet damag includ accessori pleas': 510, 'damag includ accessori pleas contact': 564, 'includ accessori pleas contact us': 1034, 'fulli work normal wear tear': 789, 'work normal wear tear ipad': 2518, 'brand new never use plastic': 200, 'new never use plastic remov': 1539, 'never use plastic remov ipad': 1499, 'use plastic remov ipad howev': 2369, 'plastic remov ipad howev box': 1725, 'remov ipad howev box seal': 1839, 'come origin packag absolut scratch': 323, 'origin packag absolut scratch mark': 1639, 'packag absolut scratch mark absolut': 1666, 'absolut scratch mark absolut beauti': 4, 'scratch mark absolut beauti item': 1920, 'good cosmet perfect work condit': 910, 'cosmet perfect work condit two': 518, 'perfect work condit two dent': 1697, 'work condit two dent corner': 2487, 'condit two dent corner screen': 464, 'two dent corner screen free': 2257, 'new open box appear new': 1541, 'open box appear new liquid': 1604, 'box appear new liquid stock': 158, 'appear new liquid stock power': 73, 'new liquid stock power work': 1533, 'lightli use ipad spent time': 1284, 'use ipad spent time protect': 2343, 'ipad spent time protect otterbox': 1173, 'spent time protect otterbox storag': 2154, 'time protect otterbox storag work': 2235, 'use work great outer condit': 2397, 'work great outer condit great': 2505, 'excel condit scratch defect fulli': 695, 'condit scratch defect fulli function': 441, 'scratch defect fulli function kept': 1901, 'defect fulli function kept case': 587, 'fulli function kept case screen': 782, 'brand new except box open': 192, 'new except box open unus': 1526, 'ipad use time mint like': 1184, 'use time mint like new': 2393, 'time mint like new condit': 2234, 'mint like new condit come': 1463, 'like new condit come high': 1297, 'new condit come high speed': 1512, 'condit come high speed charger': 347, 'work condit cosmet damag hous': 2474, 'condit cosmet damag hous affect': 350, 'cosmet damag hous affect function': 509, 'damag hous affect function fulli': 563, 'minor sign use screen back': 1445, 'sign use screen back noth': 2084, 'use screen back noth affect': 2378, 'screen back noth affect function': 1955, 'absolut must sign use scratch': 1, 'must sign use scratch back': 1483, 'sign use scratch back tablet': 2083, 'use scratch back tablet see': 2375, 'scratch back tablet see photo': 1891, 'back tablet see photo come': 127, 'custom return item corner dent': 558, 'return item corner dent small': 1866, 'item corner dent small scuff': 1196, 'includ ac adapt case screen': 1030, 'ac adapt case screen protector': 6, 'adapt case screen protector box': 18, 'case screen protector box case': 254, 'screen protector box case screen': 1989, 'protector box case screen protector': 1789, 'box case screen protector scuff': 159, 'sign use scratch back devic': 2082, 'use scratch back devic check': 2373, 'scratch back devic check photo': 1880, 'back devic check photo item': 112, 'look brand new box scratch': 1350, 'brand new box scratch one': 188, 'new box scratch one small': 1504, 'box scratch one small even': 179, 'ipad great condit protect whole': 1114, 'great condit protect whole time': 958, 'condit protect whole time zoogu': 436, 'protect whole time zoogu case': 1788, 'bodi scratch ding charg port': 152, 'scratch ding charg port one': 1908, 'ding charg port one top': 643, 'charg port one top left': 275, 'reserv work great factori reset': 1850, 'work great factori reset extrem': 2500, 'great factori reset extrem light': 967, 'factori reset extrem light thin': 722, 'reset extrem light thin surfac': 1853, 'extrem light thin surfac scratch': 716, 'near perfect cosmet perfect work': 1490, 'perfect cosmet perfect work condit': 1688, 'work perfect ding pleas refer': 2527, 'perfect ding pleas refer pictur': 1690, 'item use show gener wear': 1242, 'use show gener wear associ': 2384, 'show gener wear associ normal': 2052, 'gener wear associ normal use': 849, 'wear associ normal use visibl': 2418, 'associ normal use visibl cosmet': 104, 'one year old bought brand': 1602, 'year old bought brand new': 2554, 'alway kept case screen protector': 56, 'kept case screen protector ipad': 1246, 'case screen protector ipad use': 255, 'screen protector ipad use home': 1994, 'protector ipad use home mint': 1793, 'good work fulli function gb': 928, 'work fulli function gb ipad': 2496, 'fulli function gb ipad air': 779, 'function gb ipad air wifi': 802, 'gb ipad air wifi amp': 820, 'ipad air wifi amp cellular': 1075, 'air wifi amp cellular pleas': 42, 'wifi amp cellular pleas read': 2457, 'amp cellular pleas read full': 64, 'cellular pleas read full discript': 267, 'use super great condit plastic': 2389, 'super great condit plastic till': 2187, 'great condit plastic till use': 956, 'condit plastic till use less': 431, 'plastic till use less year': 1727, 'screen flawless minor scratch bodi': 1970, 'special auction open box space': 2150, 'auction open box space gray': 107, 'open box space gray ipad': 1615, 'box space gray ipad air': 183, 'space gray ipad air gb': 2144, 'gray ipad air gb cellular': 942, 'ipad air gb cellular devic': 1065, 'air gb cellular devic cover': 31, 'ipad good condit includ charger': 1109, 'good condit includ charger slight': 875, 'condit includ charger slight scratch': 376, 'includ charger slight scratch back': 1036, 'charger slight scratch back small': 283, 'slight scratch back small bend': 2106, 'scratch back small bend near': 1889, 'excel use condit pleas see': 710, 'use condit pleas see photo': 2311, 'condit pleas see photo descript': 434, 'ipad gen gb white wifi': 1106, 'gen gb white wifi condit': 841, 'gb white wifi condit good': 830, 'white wifi condit good new': 2450, 'wifi condit good new minor': 2460, 'condit good new minor sign': 372, 'good new minor sign use': 916, 'new minor sign use charger': 1535, 'refurbish best buy geek squad': 1821, 'best buy geek squad come': 140, 'buy geek squad come appl': 226, 'geek squad come appl manufactur': 839, 'squad come appl manufactur warranti': 2156, 'come appl manufactur warranti good': 313, 'appl manufactur warranti good till': 92, 'manufactur warranti good till march': 1371, 'item use amp heavili use': 1238, 'use amp heavili use cosmet': 2298, 'amp heavili use cosmet condit': 68, 'heavili use cosmet condit fulli': 998, 'use cosmet condit fulli function': 2317, 'cosmet condit fulli function icloud': 498, 'condit fulli function icloud clear': 361, 'like new use adult alway': 1319, 'new use adult alway kept': 1559, 'use adult alway kept sleev': 2293, 'adult alway kept sleev use': 25, 'ipad set back factori set': 1168, 'set back factori set icloud': 2035, 'back factori set icloud readi': 116, 'factori set icloud readi anyon': 724, 'set icloud readi anyon set': 2037, 'icloud readi anyon set come': 1023, 'like new condit pleas scroll': 1303, 'new condit pleas scroll way': 1518, 'condit pleas scroll way bottom': 433, 'pleas scroll way bottom page': 1739, 'scroll way bottom page read': 2009, 'way bottom page read entir': 2416, 'scratch screen excel work conditon': 1931, 'screen excel work conditon case': 1968, 'excel work conditon case mark': 713, 'work conditon case mark store': 2490, 'ipad excel condit tini scratch': 1092, 'excel condit tini scratch notic': 699, 'condit tini scratch notic screen': 462, 'minim use kept hard case': 1408, 'use kept hard case sinc': 2349, 'kept hard case sinc purchas': 1249, 'hard case sinc purchas come': 993, 'case sinc purchas come mint': 260, 'sinc purchas come mint condit': 2100, 'purchas come mint condit complet': 1801, 'minor scratch top back edg': 1442, 'scratch top back edg light': 1945, 'top back edg light scratch': 2238, 'back edg light scratch back': 114, 'edg light scratch back realli': 663, 'clean like new dent minim': 299, 'like new dent minim sign': 1305, 'new dent minim sign use': 1521, 'dent minim sign use almost': 605, 'minim sign use almost mint': 1405, 'sign use almost mint wipe': 2076, 'use almost mint wipe readi': 2294, 'almost mint wipe readi activ': 45, 'open box cosmet damag includ': 1606, 'box cosmet damag includ accessori': 165, 'cosmet damag includ accessori retail': 511, 'damag includ accessori retail packag': 565, 'includ accessori retail packag pleas': 1035, 'accessori retail packag pleas contact': 13, 'retail packag pleas contact us': 1862, 'screen crack name engrav back': 1963, 'crack name engrav back black': 538, 'known defect slight scratch back': 1257, 'defect slight scratch back ipad': 590, 'geek squad certifi activ februari': 838, 'squad certifi activ februari one': 2155, 'certifi activ februari one year': 268, 'activ februari one year manufactur': 14, 'brand new open retail box': 202, 'new open retail box item': 1548, 'open retail box item content': 1621, 'retail box item content new': 1860, 'box item content new ipad': 169, 'item content new ipad accessori': 1195, 'content new ipad accessori still': 482, 'new ipad accessori still plastic': 1527, 'perfect condit bare use scratch': 1683, 'condit bare use scratch damag': 339, 'bare use scratch damag still': 133, 'use scratch damag still box': 2376, 'scratch damag still box along': 1900, 'damag still box along charger': 568, 'note frame slight dent back': 1584, 'frame slight dent back cover': 759, 'slight dent back cover fade': 2104, 'clean like new dent littl': 298, 'like new dent littl air': 1304, 'new dent littl air like': 1520, 'dent littl air like scratch': 603, 'littl air like scratch back': 1329, 'air like scratch back wipe': 38, 'like scratch back wipe readi': 1321, 'clean like new dent normal': 300, 'like new dent normal sign': 1306, 'new dent normal sign regular': 1522, 'dent normal sign regular care': 607, 'normal sign regular care use': 1574, 'sign regular care use look': 2075, 'regular care use look almost': 1835, 'good condit screen protector small': 900, 'condit screen protector small ding': 453, 'screen protector small ding alway': 1998, 'protector small ding alway kept': 1797, 'small ding alway kept case': 2119, 'great condit case time handl': 945, 'condit case time handl care': 344, 'case time handl care ipad': 262, 'time handl care ipad case': 2233, 'ipad mint mint condit actuuli': 1152, 'mint mint condit actuuli almost': 1464, 'mint condit actuuli almost never': 1454, 'condit actuuli almost never use': 332, 'actuuli almost never use open': 17, 'almost never use open seal': 46, 'work perfectli ipad good condit': 2531, 'perfectli ipad good condit screen': 1706, 'ipad good condit screen goe': 1112, 'good condit screen goe come': 899, 'condit screen goe come need': 450, 'screen goe come need fix': 1975, 'new open packag still seal': 1546, 'open packag still seal small': 1619, 'packag still seal small cut': 1674, 'still seal small cut outer': 2178, 'seal small cut outer box': 2019, 'small cut outer box outsid': 2112, 'tablet great condit screen free': 2201, 'great condit screen free scratch': 960, 'condit screen free scratch case': 449, 'screen free scratch case light': 1971, 'free scratch case light scuff': 763, 'look like new origin box': 1358, 'like new origin box minor': 1317, 'new origin box minor scratch': 1549, 'origin box minor scratch bare': 1637, 'box minor scratch bare see': 174, 'item perfect work condit visibl': 1223, 'perfect work condit visibl wear': 1698, 'work condit visibl wear deliv': 2489, 'condit visibl wear deliv origin': 472, 'visibl wear deliv origin manufactur': 2403, 'wifi touch sound button charg': 2468, 'touch sound button charg port': 2251, 'sound button charg port scratch': 2139, 'button charg port scratch case': 219, 'near mint beauti display minim': 1486, 'mint beauti display minim sign': 1453, 'beauti display minim sign use': 137, 'display minim sign use see': 652, 'minim sign use see photo': 1407, 'sign use see photo detail': 2086, 'use see photo detail includ': 2382, 'see photo detail includ free': 2022, 'photo detail includ free brand': 1712, 'detail includ free brand new': 620, 'excel condit mark back name': 686, 'condit mark back name etch': 394, 'mark back name etch etch': 1372, 'great condit cosmet includ warranti': 946, 'condit cosmet includ warranti free': 352, 'cosmet includ warranti free magnet': 515, 'includ warranti free magnet smart': 1053, 'warranti free magnet smart cover': 2409, 'look brand new alway kept': 1349, 'brand new alway kept case': 187, 'item open box unit ipad': 1220, 'open box unit ipad show': 1617, 'box unit ipad show sign': 185, 'unit ipad show sign use': 2265, 'ipad show sign use includ': 1170, 'show sign use includ origin': 2059, 'includ ipad includ usb power': 1043, 'ipad includ usb power cord': 1125, 'includ usb power cord addit': 1052, 'usb power cord addit accessori': 2287, 'power cord addit accessori box': 1754, 'cord addit accessori box show': 484, 'addit accessori box show sign': 24, 'grade condit mean ipad work': 933, 'condit mean ipad work condit': 399, 'mean ipad work condit cosmet': 1381, 'tablet good work reset factori': 2200, 'good work reset factori set': 930, 'use ipad minor scratch front': 2342, 'ipad minor scratch front well': 1150, 'minor scratch front well back': 1435, 'scratch front well back crack': 1913, 'almost new small scratch side': 47, 'new small scratch side pictur': 1556, 'small scratch side pictur work': 2124, 'scratch side pictur work perfectlycord': 1940, 'side pictur work perfectlycord charger': 2070, 'overal excel condit minor sign': 1653, 'excel condit minor sign use': 688, 'ipad mini retina display latest': 1140, 'mini retina display latest model': 1393, 'retina display latest model gb': 1863, 'display latest model gb wi': 651, 'latest model gb wi fi': 1258, 'model gb wi fi silver': 1468, 'gb wi fi silver amp': 832, 'wi fi silver amp white': 2453, 'fi silver amp white near': 745, 'silver amp white near mint': 2094, 'amp white near mint condit': 71, 'white near mint condit excel': 2447, 'great work ipad gb wifi': 986, 'work ipad gb wifi pleas': 2513, 'ipad gb wifi pleas read': 1105, 'gb wifi pleas read full': 836, 'wifi pleas read full descipt': 2462, 'flawless condit function flawless retina': 754, 'condit function flawless retina display': 367, 'function flawless retina display unit': 801, 'flawless retina display unit free': 755, 'heavili use condit fulli function': 996, 'use condit fulli function icloud': 2306, 'fulli function icloud clear profession': 780, 'function icloud clear profession restor': 805, 'good work condit fulli function': 925, 'work condit fulli function gb': 2476, 'condit fulli function gb ipad': 360, 'gb ipad air wifi pleas': 821, 'ipad air wifi pleas read': 1076, 'air wifi pleas read full': 43, 'wifi pleas read full discript': 2463, 'like new model bluetooth keyboard': 1313, 'new model bluetooth keyboard latest': 1536, 'model bluetooth keyboard latest model': 1467, 'bluetooth keyboard latest model leather': 149, 'keyboard latest model leather cream': 1255, 'latest model leather cream smart': 1259, 'model leather cream smart cover': 1469, 'leather cream smart cover black': 1265, 'gentl use appl ipad air': 851, 'use appl ipad air scratch': 2299, 'appl ipad air scratch screen': 77, 'ipad air scratch screen almost': 1072, 'air scratch screen almost visibl': 39, 'scratch screen almost visibl wear': 1929, 'screen almost visibl wear back': 1953, 'almost visibl wear back item': 48, 'ipad mini good condit overal': 1134, 'mini good condit overal minor': 1388, 'good condit overal minor scratch': 893, 'condit overal minor scratch back': 428, 'overal minor scratch back otherwis': 1659, 'minor scratch back otherwis good': 1430, 'great work condit function littl': 980, 'never drop scratch rare use': 1495, 'cord addit accessori box ipad': 483, 'addit accessori box ipad clean': 23, 'use look great excel condit': 2355, 'look great excel condit minor': 1354, 'great excel condit minor sign': 966, 'excel condit minor sign wear': 689, 'item origin box show sign': 1221, 'origin box show sign use': 1638, 'box show sign use guarante': 180, 'show sign use guarante work': 2058, 'sign use guarante work condit': 2077, 'retail box small scratch smudg': 1861, 'box small scratch smudg mark': 182, 'small scratch smudg mark length': 2125, 'scratch smudg mark length screen': 1943, 'smudg mark length screen neither': 2133, 'clean like new one tini': 301, 'like new one tini dent': 1315, 'new one tini dent one': 1540, 'one tini dent one corner': 1599, 'tini dent one corner look': 2236, 'dent one corner look almost': 608, 'one corner look almost new': 1595, 'corner look almost new screen': 490, 'look almost new screen sparkil': 1348, 'minor moder sign use rang': 1425, 'moder sign use rang light': 1473, 'sign use rang light scratch': 2081, 'use rang light scratch heavi': 2371, 'rang light scratch heavi wear': 1806, 'light scratch heavi wear tear': 1275, 'brand new broke shrinkwrap make': 189, 'new broke shrinkwrap make sure': 1505, 'broke shrinkwrap make sure mobil': 207, 'auction appl ipad st gen': 105, 'appl ipad st gen model': 91, 'ipad st gen model mb': 1174, 'st gen model mb gb': 2158, 'gen model mb gb memori': 842, 'model mb gb memori storag': 1470, 'mb gb memori storag touchscreen': 1378, 'ipad like new accessori document': 1127, 'like new accessori document buy': 1291, 'new accessori document buy get': 1500, 'accessori document buy get gift': 11, 'fulli function issu newer model': 781, 'function issu newer model want': 808, 'issu newer model want sell': 1192, 'newer model want sell model': 1562, 'well kept place binder protector': 2438, 'kept place binder protector soon': 1252, 'place binder protector soon came': 1721, 'binder protector soon came box': 142, 'protector soon came box use': 1798, 'soon came box use occasion': 2137, 'screen protector day one purchas': 1993, 'protector day one purchas small': 1792, 'day one purchas small scuff': 575, 'one purchas small scuff side': 1598, 'purchas small scuff side tablet': 1804, 'small scuff side tablet fulli': 2127, 'appl ipad good condit esn': 84, 'ipad good condit esn good': 1108, 'good condit esn good tablet': 871, 'brand new ipad mini still': 193, 'new ipad mini still plastic': 1528, 'ipad mini still plastic wrap': 1145, 'mini still plastic wrap box': 1398, 'still plastic wrap box provid': 2177, 'plastic wrap box provid hospit': 1728, 'wrap box provid hospit cord': 2547, 'box provid hospit cord new': 177, 'provid hospit cord new unopen': 1799, 'tab mint condit tab test': 2196, 'mint condit tab test fulli': 1460, 'condit tab test fulli function': 461, 'tab test fulli function clean': 2197, 'test fulli function clean esn': 2219, 'bare use great condit dent': 131, 'use great condit dent scratch': 2335, 'intern buyer freight forward abl': 1060, 'buyer freight forward abl ship': 228, 'freight forward abl ship intern': 764, 'forward abl ship intern freight': 758, 'devic great condit grade howev': 626, 'great condit grade howev come': 950, 'condit grade howev come origin': 373, 'grade howev come origin packag': 937, 'howev come origin packag come': 1007, 'also includ life proof case': 53, 'includ life proof case charger': 1044, 'life proof case charger wall': 1270, 'proof case charger wall adapt': 1783, 'use great condit perfect screen': 2337, 'great condit perfect screen amp': 955, 'condit perfect screen amp work': 429, 'perfect screen amp work condit': 1693, 'screen amp work condit one': 1954, 'amp work condit one major': 72, 'work condit one major chip': 2484, 'condit one major chip crack': 423, 'item good cosmet condit may': 1208, 'good cosmet condit may long': 907, 'cosmet condit may long scratch': 501, 'condit may long scratch wear': 396, 'may long scratch wear regular': 1375, 'long scratch wear regular use': 1347, 'packag sticker box devic light': 1672, 'sticker box devic light scratch': 2167, 'ipad excel like new condit': 1093, 'excel like new condit function': 702, 'like new condit function properli': 1298, 'great work condit power button': 984, 'work condit power button work': 2485, 'condit power button work see': 435, 'power button work see descript': 1753, 'button work see descript icloud': 225, 'work see descript icloud unlock': 2536, 'minor scratch ipad bodi bezel': 1438, 'scratch ipad bodi bezel screen': 1916, 'restor factori backlit bluetooth keyboard': 1856, 'factori backlit bluetooth keyboard clean': 718, 'backlit bluetooth keyboard clean esn': 129, 'grade condit screen crack perfectli': 934, 'condit screen crack perfectli function': 448, 'grade fulli function devic work': 936, 'fulli function devic work great': 776, 'function devic work great passcod': 798, 'devic work great passcod lock': 637, 'work great passcod lock clean': 2506, 'great passcod lock clean imei': 972, 'passcod lock clean imei esn': 1679, 'lock clean imei esn grade': 1335, 'definit must appl ipad mini': 593, 'must appl ipad mini pre': 1482, 'appl ipad mini pre own': 88, 'ipad mini pre own sign': 1139, 'mini pre own sign use': 1392, 'pre own sign use nick': 1762, 'phone good condit minor scratch': 1710, 'item full work condit necessari': 1201, 'full work condit necessari charg': 769, 'work condit necessari charg compon': 2483, 'condit necessari charg compon compon': 415, 'necessari charg compon compon may': 1492, 'work great scratch screen front': 2508, 'great scratch screen front camera': 974, 'scratch screen front camera good': 1932, 'screen front camera good work': 1972, 'front camera good work condit': 766, 'camera good work condit back': 233, 'devic new perfect shape scratch': 631, 'new perfect shape scratch ding': 1552, 'perfect shape scratch ding broken': 1694, 'shape scratch ding broken screen': 2044, 'scratch ding broken screen grade': 1907, 'ding broken screen grade devic': 642, 'ipad excel use condit light': 1095, 'excel use condit light wear': 709, 'use condit light wear tear': 2308, 'excel condit minimum use kept': 687, 'condit minimum use kept smart': 402, 'minimum use kept smart case': 1411, 'use kept smart case sinc': 2350, 'kept smart case sinc purchas': 1254, 'ipad great work condit littl': 1119, 'great work condit littl wear': 983, 'work condit littl wear case': 2481, 'condit littl wear case screen': 390, 'seller refurbish amp fair cosmet': 2032, 'refurbish amp fair cosmet condit': 1820, 'amp fair cosmet condit fulli': 66, 'fair cosmet condit fulli function': 733, 'like new condit appl ipad': 1295, 'new condit appl ipad mini': 1509, 'condit appl ipad mini mgye': 337, 'appl ipad mini mgye gb': 87, 'ipad mini mgye gb wi': 1136, 'mini mgye gb wi fi': 1389, 'mgye gb wi fi gold': 1383, 'gb wi fi gold version': 831, 'wi fi gold version tablet': 2451, 'fi gold version tablet eread': 743, 'gold version tablet eread includ': 864, 'version tablet eread includ usb': 2400, 'come origin box manual unus': 322, 'origin box manual unus appl': 1636, 'box manual unus appl sticker': 173, 'manual unus appl sticker wall': 1368, 'unus appl sticker wall charger': 2280, 'appl sticker wall charger usb': 94, 'sticker wall charger usb cabl': 2169, 'item excel condit case sinc': 1197, 'excel condit case sinc day': 683, 'condit case sinc day one': 343, 'seen front face photo visibl': 2026, 'front face photo visibl scratch': 767, 'face photo visibl scratch howev': 717, 'photo visibl scratch howev scratch': 1713, 'bought one day remov ipad': 156, 'one day remov ipad plastic': 1597, 'day remov ipad plastic cover': 576, 'remov ipad plastic cover never': 1840, 'ipad plastic cover never use': 1156, 'plastic cover never use origin': 1723, 'cover never use origin box': 527, 'never use origin box accessori': 1498, 'sale includ gb wifi verizon': 1875, 'includ gb wifi verizon appl': 1039, 'gb wifi verizon appl ipad': 837, 'wifi verizon appl ipad air': 2469, 'verizon appl ipad air st': 2399, 'ipad air st gen origin': 1074, 'air st gen origin appl': 41, 'st gen origin appl lightn': 2159, 'gen origin appl lightn usb': 843, 'ipad use month normal wear': 1181, 'use month normal wear tear': 2360, 'month normal wear tear pleas': 1479, 'normal wear tear pleas look': 1581, 'wear tear pleas look pictur': 2429, 'tear pleas look pictur make': 2211, 'pleas look pictur make sure': 1731, 'use month alway screen protector': 2358, 'month alway screen protector case': 1476, 'alway screen protector case flawless': 59, 'brand new open realiz need': 201, 'new open realiz need purchas': 1547, 'open realiz need purchas best': 1620, 'realiz need purchas best buy': 1812, 'need purchas best buy still': 1494, 'purchas best buy still receipt': 1800, 'ipad excel condit never drop': 1090, 'excel condit never drop water': 690, 'condit never drop water screen': 416, 'item kept mint condit alway': 1211, 'kept mint condit alway use': 1250, 'mint condit alway use smart': 1455, 'condit alway use smart cover': 335, 'alway use smart cover kept': 61, 'use smart cover kept case': 2386, 'smart cover kept case well': 2130, 'sell unit refund return guarante': 2030, 'unit refund return guarante block': 2271, 'refund return guarante block bad': 1818, 'return guarante block bad imei': 1865, 'overal good condit minor scratch': 1654, 'good condit minor scratch front': 888, 'condit minor scratch front back': 411, 'open box cosmet damag function': 1605, 'box cosmet damag function includ': 164, 'cosmet damag function includ accessori': 508, 'damag function includ accessori retail': 562, 'function includ accessori retail packag': 806, 'use condit fulli function clean': 2305, 'clean imei amp icloud profession': 295, 'imei amp icloud profession restor': 1027, 'good conditionha speigen temper glass': 906, 'conditionha speigen temper glass preinstal': 480, 'speigen temper glass preinstal speigen': 2153, 'temper glass preinstal speigen case': 2214, 'glass preinstal speigen case come': 861, 'use excel condit includ ac': 2324, 'excel condit includ ac power': 685, 'condit includ ac power adapt': 375, 'includ ac power adapt usb': 1032, 'ac power adapt usb cabl': 8, 'power adapt usb cabl origin': 1752, 'adapt usb cabl origin box': 21, 'defect come portfolio case protect': 586, 'come portfolio case protect devic': 324, 'portfolio case protect devic minim': 1748, 'case protect devic minim scratch': 252, 'protect devic minim scratch edg': 1786, 'devic good use cosmet condit': 625, 'good use cosmet condit normal': 922, 'use cosmet condit normal wear': 2320, 'cosmet condit normal wear engrav': 505, 'condit normal wear engrav back': 421, 'normal wear engrav back devic': 1577, 'grade refurbish open unseal cosmet': 941, 'refurbish open unseal cosmet defect': 1833, 'open unseal cosmet defect note': 1622, 'unseal cosmet defect note consum': 2277, 'cosmet defect note consum return': 513, 'defect note consum return test': 589, 'ipad mini sure gener sell': 1146, 'mini sure gener sell best': 1399, 'sure gener sell best offer': 2188, 'gener sell best offer crack': 848, 'ipad look work great screen': 1129, 'look work great screen near': 1359, 'work great screen near mint': 2509, 'great screen near mint back': 975, 'screen near mint back edg': 1984, 'near mint back edg scuf': 1485, 'mint back edg scuf scratch': 1452, 'ipad show essenti sign use': 1169, 'show essenti sign use smart': 2051, 'essenti sign use smart cover': 674, 'sign use smart cover minim': 2087, 'use smart cover minim sign': 2387, 'smart cover minim sign use': 2131, 'like new appl ipad air': 1292, 'new appl ipad air gold': 1501, 'appl ipad air gold gb': 76, 'ipad air gold gb come': 1068, 'air gold gb come ac': 34, 'gold gb come ac adapt': 863, 'gb come ac adapt lightn': 816, 'come ac adapt lightn cabl': 312, 'ipad restor factori default set': 1164, 'use cosmet condit normal scratch': 2319, 'cosmet condit normal scratch wear': 504, 'condit normal scratch wear devic': 420, 'normal scratch wear devic work': 1573, 'ipad look excel unlock data': 1128, 'look excel unlock data usag': 1352, 'excel unlock data usag except': 707, 'unlock data usag except sprint': 2273, 'data usag except sprint tmobil': 569, 'usag except sprint tmobil work': 2285, 'cosmet condit fulli function clean': 497, 'condit fulli function clean esn': 358, 'fulli function clean esn imei': 771, 'lightli use abus nice use': 1283, 'use abus nice use condit': 2290, 'abus nice use condit minor': 5, 'nice use condit minor sign': 1565, 'use condit minor sign wear': 2310, 'ipad new open box exterior': 1153, 'new open box exterior plastic': 1543, 'open box exterior plastic wrap': 1609, 'box exterior plastic wrap interior': 167, 'exterior plastic wrap interior wrap': 715, 'plastic wrap interior wrap ipad': 1729, 'excel condit bare use scratch': 682, 'condit bare use scratch dent': 340, 'brand new ipad untouch still': 194, 'new ipad untouch still wrap': 1529, 'ipad untouch still wrap origin': 1177, 'untouch still wrap origin plastic': 2279, 'still wrap origin plastic insid': 2181, 'wrap origin plastic insid box': 2548, 'origin plastic insid box open': 1644, 'plastic insid box open verifi': 1724, 'great work gb ipad air': 985, 'work gb ipad air wifi': 2497, 'gb ipad air wifi space': 822, 'ipad air wifi space gray': 1077, 'air wifi space gray pleas': 44, 'wifi space gray pleas read': 2466, 'space gray pleas read full': 2146, 'gray pleas read full descript': 944, 'gb ipad mini wifi black': 823, 'ipad mini wifi black pleas': 1147, 'mini wifi black pleas read': 1400, 'wifi black pleas read full': 2458, 'black pleas read full discript': 146, 'profession inspect reset clean good': 1777, 'inspect reset clean good cosmet': 1055, 'reset clean good cosmet work': 1852, 'clean good cosmet work condit': 292, 'good cosmet work condit unit': 911, 'cosmet work condit unit may': 525, 'ipad fair condit minor scratch': 1096, 'fair condit minor scratch back': 731, 'condit minor scratch back edg': 407, 'minor scratch back edg around': 1429, 'scratch back edg around screen': 1881, 'back edg around screen black': 113, 'edg around screen black instead': 662, 'around screen black instead white': 102, 'minor scratch ipad bodi screen': 1439, 'open box like new lightli': 1612, 'box like new lightli use': 171, 'like new lightli use one': 1310, 'new lightli use one day': 1532, 'lightli use one day chang': 1286, 'use one day chang mind': 2365, 'one day chang mind get': 1596, 'day chang mind get ipad': 571, 'chang mind get ipad cellular': 270, 'work test wifi button sound': 2540, 'test wifi button sound charg': 2225, 'wifi button sound charg port': 2459, 'button sound charg port scratch': 222, 'sound charg port scratch case': 2142, 'profession refurbish clean excel work': 1779, 'refurbish clean excel work condit': 1823, 'clean excel work condit unit': 291, 'excel work condit unit show': 712, 'work condit unit show sign': 2488, 'condit unit show sign use': 466, 'appl ipad fair cosmet condit': 80, 'ipad fair cosmet condit includ': 1097, 'fair cosmet condit includ origin': 734, 'cosmet condit includ origin box': 499, 'condit includ origin box instruct': 380, 'new outer shrink wrap remov': 1551, 'outer shrink wrap remov includ': 1651, 'shrink wrap remov includ origin': 2067, 'wrap remov includ origin accessori': 2549, 'remov includ origin accessori manual': 1838, 'tablet good condit minor scratch': 2199, 'unabl accept new appl updat': 2262, 'accept new appl updat still': 10, 'new appl updat still connect': 1502, 'appl updat still connect wifi': 96, 'updat still connect wifi network': 2284, 'profession refurbish clean excel cosmet': 1778, 'refurbish clean excel cosmet work': 1822, 'clean excel cosmet work condit': 290, 'excel cosmet work condit unit': 701, 'cosmet work condit unit come': 524, 'item use amp fair cosmet': 1237, 'use amp fair cosmet condit': 2297, 'great condit minim use case': 951, 'condit minim use case includ': 400, 'use cosmet scratch good condit': 2321, 'cosmet scratch good condit perfect': 520, 'scratch good condit perfect work': 1914, 'good condit littl scratch protect': 879, 'condit littl scratch protect case': 389, 'littl scratch protect case littl': 1331, 'scratch protect case littl wear': 1928, 'protect case littl wear corner': 1785, 'case littl wear corner see': 251, 'item use accept condit minor': 1236, 'use accept condit minor dent': 2291, 'accept condit minor dent back': 9, 'condit minor dent back plate': 404, 'minor dent back plate medium': 1418, 'dent back plate medium moder': 595, 'use fair condit mani scratch': 2326, 'fair condit mani scratch hous': 730, 'condit mani scratch hous screen': 393, 'mani scratch hous screen noth': 1366, 'scratch hous screen noth major': 1915, 'virtual flawless case day visibl': 2401, 'flawless case day visibl defect': 753, 'case day visibl defect scratch': 245, 'screen brand new item heavili': 1957, 'brand new item heavili use': 195, 'new item heavili use cosmet': 1530, 'pristin condit scratch dent ding': 1773, 'ipad use care perfect condit': 1178, 'use care perfect condit come': 2302, 'care perfect condit come appl': 240, 'perfect condit come appl smart': 1684, 'use good work condit cosmet': 2333, 'good work condit cosmet scratch': 924, 'work condit cosmet scratch blemish': 2475, 'condit cosmet scratch blemish scratch': 353, 'cosmet scratch blemish scratch visibl': 519, 'excel condit scratch dent well': 696, 'condit scratch dent well kept': 442, 'scratch dent well kept shown': 1906, 'dent well kept shown pic': 614, 'well kept shown pic came': 2439, 'kept shown pic came charger': 1253, 'shown pic came charger data': 2064, 'screen coupl small unnotic singl': 1960, 'coupl small unnotic singl scratch': 526, 'small unnotic singl scratch largest': 2128, 'unnotic singl scratch largest scratch': 2275, 'singl scratch largest scratch somewhat': 2101, 'scratch largest scratch somewhat notic': 1918, 'pristin condit clean scratch dent': 1771, 'condit clean scratch dent screen': 346, 'clean scratch dent screen imperfect': 302, 'scratch dent screen imperfect unit': 1904, 'like new open box look': 1316, 'new open box look like': 1544, 'open box look like may': 1613, 'box look like may use': 172, 'look like may use twice': 1355, 'ipad black rd gener gb': 1081, 'black rd gener gb storag': 147, 'rd gener gb storag model': 1807, 'gener gb storag model mc': 845, 'gb storag model mc ipad': 828, 'storag model mc ipad nice': 2184, 'model mc ipad nice shape': 1471, 'mc ipad nice shape glass': 1379, 'ipad nice shape glass case': 1154, 'appl ipad air gb white': 75, 'ipad air gb white md': 1067, 'air gb white md white': 33, 'gb white md white item': 829, 'white md white item previous': 2446, 'md white item previous lightli': 1380, 'white item previous lightli use': 2444, 'item previous lightli use good': 1224, 'previous lightli use good condit': 1766, 'item still complet work order': 1234, 'still complet work order minor': 2172, 'complet work order minor scratch': 329, 'work order minor scratch normal': 2523, 'order minor scratch normal wear': 1628, 'minor scratch normal wear tear': 1441, 'scratch normal wear tear damag': 1926, 'normal wear tear damag screen': 1580, 'fulli work use condit ipad': 790, 'fulli function clean imei esn': 773, 'function clean imei esn amp': 794, 'clean imei esn amp icloud': 296, 'use condit mark scratch small': 2309, 'condit mark scratch small dent': 395, 'mark scratch small dent come': 1373, 'scratch small dent come non': 1941, 'small dent come non origin': 2113, 'dent come non origin charger': 596, 'come non origin charger work': 319, 'still look brand new kept': 2176, 'look brand new kept otterbox': 1351, 'brand new kept otterbox entir': 196, 'new kept otterbox entir time': 1531, 'ipad great condit well taken': 1116, 'great condit well taken care': 962, 'condit well taken care pleas': 475, 'well taken care pleas note': 2442, 'taken care pleas note smart': 2205, 'care pleas note smart cover': 241, 'use item sign normal wear': 2348, 'item sign normal wear see': 1231, 'sign normal wear see pictur': 2074, 'normal wear see pictur descript': 1579, 'ipad work great iphon broken': 1186, 'work great iphon broken fulli': 2502, 'great iphon broken fulli function': 970, 'perfect work order cannot updat': 1699, 'work order cannot updat past': 2519, 'order cannot updat past cosmet': 1625, 'cannot updat past cosmet blemish': 238, 'updat past cosmet blemish hard': 2283, 'past cosmet blemish hard shell': 1682, 'perfect work condit kept otterbox': 1696, 'work condit kept otterbox defend': 2480, 'condit kept otterbox defend case': 387, 'kept otterbox defend case sinc': 1251, 'otterbox defend case sinc day': 1648, 'defend case sinc day pleas': 592, 'case sinc day pleas see': 259, 'sinc day pleas see photo': 2099, 'near new condit origin box': 1488, 'new condit origin box charger': 1517, 'open box exhibit never use': 1608, 'sign wear includ accessori except': 2089, 'wear includ accessori except remot': 2420, 'includ accessori except remot control': 1033, 'accessori except remot control user': 12, 'except remot control user guid': 714, 'remot control user guid work': 1837, 'item use like new condit': 1241, 'use like new condit item': 2353, 'like new condit item come': 1301, 'new condit item come origin': 1515, 'condit item come origin packag': 383, 'test work great condit grade': 2229, 'ipad clear factori reset icloud': 1084, 'clear factori reset icloud remov': 306, 'factori reset icloud remov readi': 723, 'reset icloud remov readi new': 1855, 'icloud remov readi new owner': 1024, 'remov readi new owner setup': 1842, 'depict describ list due win': 615, 'describ list due win bidder': 617, 'list due win bidder buy': 1325, 'due win bidder buy default': 659, 'use good condit reset factori': 2328, 'good condit reset factori set': 896, 'condit reset factori set includ': 438, 'reset factori set includ otter': 1854, 'factori set includ otter box': 725, 'manufactur refurbish year alreadi minor': 1370, 'refurbish year alreadi minor scrape': 1834, 'year alreadi minor scrape work': 2552, 'alreadi minor scrape work properli': 51, 'mint condit come screen protector': 1456, 'condit come screen protector case': 349, 'come screen protector case charger': 325, 'screen protector case charger earbud': 1990, 'includ origin packag bought new': 1048, 'origin packag bought new two': 1640, 'packag bought new two month': 1667, 'bought new two month ago': 155, 'new two month ago late': 1557, 'two month ago late return': 2258, 'month ago late return loss': 1474, 'brand new lt br gt': 197, 'small dent site dock connector': 2116, 'dent site dock connector port': 611, 'site dock connector port often': 2102, 'dock connector port often time': 655, 'connector port often time depress': 481, 'new condit use short time': 1519, 'condit use short time alway': 470, 'use short time alway case': 2383, 'short time alway case also': 2048, 'time alway case also sell': 2232, 'alway case also sell case': 54, 'good overal condit use lightli': 917, 'overal condit use lightli minor': 1652, 'condit use lightli minor sign': 467, 'use lightli minor sign wear': 2351, 'lightli minor sign wear back': 1282, 'minor sign wear back case': 1446, 'sign wear back case screen': 2088, 'item near perfect condit without': 1218, 'near perfect condit without origin': 1489, 'perfect condit without origin box': 1687, 'condit without origin box come': 476, 'without origin box come certifi': 2472, 'origin box come certifi lighten': 1634, 'box come certifi lighten cabl': 163, 'month need perfect shape unlock': 1478, 'ipad air less year old': 1071, 'air less year old yr': 37, 'less year old yr limit': 1268, 'year old yr limit warranti': 2555, 'old yr limit warranti expir': 1594, 'yr limit warranti expir juli': 2556, 'limit warranti expir juli perfect': 1322, 'small scratch back ipad screen': 2122, 'scratch back ipad screen flawless': 1884, 'back ipad screen flawless condit': 119, 'good condit scratch corner otherwis': 898, 'condit scratch corner otherwis almost': 440, 'scratch corner otherwis almost new': 1899, 'like box new otter box': 1288, 'box new otter box sinc': 175, 'new otter box sinc day': 1550, 'otter box sinc day one': 1647, 'box sinc day one come': 181, 'sinc day one come otter': 2097, 'day one come otter box': 572, 'work perfectli excel condit screen': 2529, 'perfectli excel condit screen protector': 1703, 'excel condit screen protector come': 698, 'condit screen protector come smart': 452, 'screen protector come smart case': 1992, 'protector come smart case pouch': 1791, 'flawless bare use like brand': 752, 'bare use like brand new': 132, 'use like brand new complet': 2352, 'like brand new complet eras': 1289, 'brand new complet eras reset': 190, 'new complet eras reset scratch': 1508, 'complet eras reset scratch crack': 328, 'fantast condit fulli function small': 735, 'condit fulli function small ding': 364, 'fulli function small ding lower': 786, 'function small ding lower right': 811, 'small ding lower right corner': 2120, 'ding lower right corner impact': 647, 'lower right corner impact screen': 1362, 'right corner impact screen case': 1868, 'minor wear along lower chrome': 1449, 'wear along lower chrome edg': 2417, 'along lower chrome edg otherwis': 49, 'lower chrome edg otherwis flawless': 1361, 'chrome edg otherwis flawless scratch': 287, 'edg otherwis flawless scratch mark': 664, 'otherwis flawless scratch mark glass': 1645, 'half screen work crack damag': 991, 'screen work crack damag shown': 2006, 'work crack damag shown pictur': 2492, 'barley use great condit excel': 134, 'use great condit excel camera': 2336, 'great condit excel camera light': 948, 'condit excel camera light durabl': 357, 'excel camera light durabl love': 677, 'ipad power set charger noth': 1159, 'power set charger noth happen': 1758, 'set charger noth happen sinc': 2036, 'charger noth happen sinc get': 281, 'broken devic least one problem': 208, 'devic least one problem part': 627, 'least one problem part repair': 1264, 'clean icloud lock power ipad': 294, 'icloud lock power ipad bad': 1020, 'lock power ipad bad power': 1342, 'power ipad bad power button': 1757, 'ipad bad power button power': 1080, 'ipad icloud lock abl use': 1121, 'icloud lock abl use sold': 1013, 'lock abl use sold part': 1334, 'pleas note unit work condit': 1732, 'note unit work condit lock': 1587, 'unit work condit lock anoth': 2272, 'work condit lock anoth appl': 2482, 'condit lock anoth appl id': 391, 'stop charg year ago took': 2183, 'charg year ago took appl': 277, 'year ago took appl said': 2550, 'ago took appl said connector': 29, 'took appl said connector pin': 2237, 'appl said connector pin insid': 93, 'said connector pin insid ipad': 1874, 'ipad would updat last softwar': 1189, 'would updat last softwar upgrad': 2546, 'updat last softwar upgrad appl': 2282, 'tablet great condit total work': 2202, 'great condit total work need': 961, 'condit total work need reactiv': 463, 'activ lock icloud lock passcod': 15, 'lock icloud lock passcod lock': 1337, 'icloud lock passcod lock sold': 1018, 'lock passcod lock sold return': 1340, 'passcod lock sold return sale': 1680, 'lock sold return sale final': 1344, 'appl ipad gb wifi ipad': 82, 'ipad gb wifi ipad crack': 1104, 'gb wifi ipad crack screen': 835, 'wifi ipad crack screen bent': 2461, 'ipad crack screen bent corner': 1087, 'crack screen bent corner nd': 542, 'ipad crack fulli function everyth': 1086, 'crack fulli function everyth work': 535, 'fulli function everyth work well': 778, 'function everyth work well need': 800, 'everyth work well need screen': 676, 'work well need screen digit': 2543, 'pleas read entir descript answer': 1735, 'read entir descript answer question': 1810, 'entir descript answer question usual': 670, 'descript answer question usual alreadi': 618, 'ipad mini dent heavi visibl': 1132, 'mini dent heavi visibl scratch': 1386, 'dent heavi visibl scratch shown': 602, 'heavi visibl scratch shown pictur': 995, 'work crack screen dent corner': 2493, 'crack screen dent corner see': 543, 'screen dent corner see photo': 1965, 'ipad function howev crack screen': 1100, 'function howev crack screen includ': 804, 'howev crack screen includ ipad': 1008, 'crack screen includ ipad includ': 548, 'everyth work perfect damag shown': 675, 'work perfect damag shown third': 2526, 'perfect damag shown third pictur': 1689, 'damag shown third pictur screen': 567, 'shown third pictur screen work': 2066, 'third pictur screen work perfect': 2231, 'pictur screen work perfect origin': 1718, 'screen work perfect origin box': 2007, 'sell ipad mini brand new': 2028, 'ipad mini brand new screen': 1131, 'mini brand new screen dont': 1385, 'brand new screen dont know': 204, 'new screen dont know what': 1554, 'screen dont know what wrong': 1967, 'dont know what wrong sometim': 657, 'know what wrong sometim work': 1256, 'broken screen still work fine': 214, 'pin lock home button work': 1719, 'ipad minor crack glass minor': 1149, 'minor crack glass minor crack': 1416, 'crack glass minor crack crack': 536, 'glass minor crack crack actual': 860, 'minor crack crack actual view': 1415, 'crack crack actual view area': 532, 'crack actual view area fulli': 530, 'pleas scroll see pictur full': 1738, 'scroll see pictur full descript': 2008, 'display work need new screen': 653, 'work need new screen sold': 2517, 'need new screen sold price': 1493, 'new screen sold price reflect': 1555, 'screen sold price reflect sold': 2002, 'non function unit handset pleas': 1569, 'function unit handset pleas refer': 813, 'unit handset pleas refer item': 2264, 'handset pleas refer item descript': 992, 'pleas refer item descript contact': 1736, 'refer item descript contact us': 1817, 'fulli function crack digit screen': 774, 'function crack digit screen work': 796, 'crack digit screen work great': 534, 'broken devic problem appl id': 209, 'icloud lock im sell part': 1016, 'lock im sell part ipad': 1338, 'im sell part ipad sign': 1026, 'sell part ipad sign use': 2029, 'mani crack screen ipad includ': 1365, 'crack screen ipad includ chip': 549, 'screen ipad includ chip bottom': 1981, 'ipad includ chip bottom right': 1124, 'includ chip bottom right edg': 1037, 'item broken function sold part': 1194, 'broken function sold part see': 211, 'function sold part see pictur': 812, 'screen crack cover tape appear': 1961, 'crack cover tape appear function': 531, 'cover tape appear function otherwis': 528, 'tape appear function otherwis sold': 2206, 'work condit shatter miss glass': 2486, 'condit shatter miss glass around': 454, 'shatter miss glass around home': 2045, 'miss glass around home button': 1466, 'glass around home button sever': 858, 'around home button sever crack': 101, 'home button sever crack run': 1002, 'button sever crack run across': 221, 'touch screen issu handset pleas': 2249, 'screen issu handset pleas refer': 1982, 'issu handset pleas refer item': 1190, 'use good condit small crack': 2329, 'good condit small crack top': 903, 'condit small crack top right': 459, 'crack top right corner wipe': 554, 'top right corner wipe clean': 2246, 'right corner wipe clean readi': 1870, 'corner wipe clean readi use': 493, 'item fulli function crack top': 1202, 'fulli function crack top right': 775, 'function crack top right corner': 797, 'crack top right corner screen': 553, 'minor cosmet defect lcd work': 1413, 'cosmet defect lcd work order': 512, 'defect lcd work order devic': 588, 'lcd work order devic cloud': 1263, 'work order devic cloud lock': 2520, 'order devic cloud lock unabl': 1626, 'screen turn pressur appli touch': 2004, 'turn pressur appli touch appli': 2254, 'pressur appli touch appli pressur': 1763, 'appli touch appli pressur anoth': 100, 'ipad power iphon averag shape': 1157, 'water damag broken see full': 2415, 'damag broken see full descript': 561, 'broken see full descript detail': 215, 'physic great shape minor scratch': 1715, 'great shape minor scratch minor': 979, 'shape minor scratch minor get': 2043, 'minor scratch minor get clear': 1440, 'scratch minor get clear photo': 1921, 'crack screen devic still fulli': 544, 'screen devic still fulli function': 1966, 'devic still fulli function icloud': 634, 'still fulli function icloud unlock': 2174, 'ipad mini st gen sustain': 1143, 'mini st gen sustain minor': 1396, 'st gen sustain minor drop': 2160, 'gen sustain minor drop display': 844, 'sustain minor drop display glass': 2191, 'minor drop display glass crack': 1422, 'drop display glass crack top': 658, 'display glass crack top left': 650, 'ipad good condit minim wear': 1111, 'good condit minim wear tear': 882, 'condit minim wear tear ipad': 401, 'minim wear tear ipad power': 1410, 'wear tear ipad power keep': 2428, 'tear ipad power keep boot': 2210, 'ipad power keep boot loop': 1158, 'devic poor use cosmet condit': 632, 'poor use cosmet condit crack': 1743, 'use cosmet condit crack outer': 2315, 'cosmet condit crack outer glass': 495, 'condit crack outer glass color': 354, 'crack outer glass color white': 539, 'outer glass color white devic': 1650, 'item fulli function let connect': 1203, 'fulli function let connect itun': 783, 'auction ipad mini part ipad': 106, 'ipad mini part ipad mini': 1138, 'mini part ipad mini lock': 1391, 'part ipad mini lock owner': 1677, 'ipad mini lock owner forgot': 1135, 'crack screen good condit otherwis': 547, 'light scratch case screen overal': 1273, 'scratch case screen overal good': 1893, 'case screen overal good condit': 253, 'screen overal good condit pleas': 1986, 'overal good condit pleas see': 1655, 'good condit pleas see photo': 894, 'front glass alreadi remov readi': 768, 'glass alreadi remov readi new': 857, 'alreadi remov readi new digit': 52, 'remov readi new digit instal': 1841, 'minim wear tear ipad icloud': 1409, 'wear tear ipad icloud lock': 2427, 'tear ipad icloud lock sold': 2209, 'ipad icloud lock sold part': 1123, 'good condit minor scratch back': 886, 'broken screen includ unit noth': 213, 'screen includ unit noth els': 1980, 'includ unit noth els unit': 1050, 'unit noth els unit icloud': 2269, 'noth els unit icloud lock': 1588, 'els unit icloud lock disclaim': 666, 'show appl id lock password': 2049, 'appl id lock password requir': 74, 'id lock password requir activ': 1025, 'lock password requir activ screen': 1341, 'password requir activ screen unknown': 1681, 'requir activ screen unknown imei': 1849, 'activ screen unknown imei storag': 16, 'screen unknown imei storag space': 2005, 'ipad air gb logic board': 1066, 'air gb logic board icloud': 32, 'gb logic board icloud turn': 826, 'logic board icloud turn power': 1346, 'screen crack multipl place hole': 1962, 'crack multipl place hole top': 537, 'multipl place hole top left': 1481, 'place hole top left ipad': 1722, 'hole top left ipad need': 1001, 'top left ipad need new': 2241, 'ipad gb hous scratch small': 1101, 'gb hous scratch small dent': 819, 'hous scratch small dent overal': 1005, 'scratch small dent overal good': 1942, 'small dent overal good condit': 2114, 'crack work read first buy': 556, 'slightli use own littl less': 2109, 'use own littl less year': 2367, 'own littl less year alway': 1662, 'littl less year alway leather': 1330, 'less year alway leather bound': 1267, 'year alway leather bound case': 2553, 'alway leather bound case minor': 58, 'item minor screen bodi scratch': 1215, 'minor screen bodi scratch sticker': 1443, 'screen bodi scratch sticker back': 1956, 'bodi scratch sticker back power': 153, 'scratch sticker back power fulli': 1944, 'sticker back power fulli function': 2165, 'back power fulli function clean': 121, 'gb gb amp gb ipad': 817, 'gb amp gb ipad wifi': 815, 'amp gb ipad wifi amp': 67, 'gb ipad wifi amp cellular': 825, 'ipad wifi amp cellular pleas': 1185, 'amp cellular pleas read descript': 63, 'ipad air ipad amp ipad': 1070, 'air ipad amp ipad none': 36, 'ipad amp ipad none icloud': 1078, 'amp ipad none icloud lock': 70, 'ipad none icloud lock pleas': 1155, 'none icloud lock pleas read': 1570, 'icloud lock pleas read descript': 1019, 'profession refurbish excel like new': 1780, 'refurbish excel like new condit': 1825, 'excel like new condit origin': 704, 'like new condit origin appl': 1302, 'new condit origin appl box': 1516, 'condit origin appl box come': 425, 'origin appl box come day': 1633, 'work great noth wrong upgrad': 2504, 'lcd look good bright clear': 1262, 'look good bright clear visibl': 1353, 'good bright clear visibl imperfect': 865, 'bright clear visibl imperfect screen': 206, 'clear visibl imperfect screen glass': 309, 'visibl imperfect screen glass good': 2402, 'minor issu lcd backlight caus': 1423, 'issu lcd backlight caus display': 1191, 'lcd backlight caus display slight': 1260, 'backlight caus display slight wavi': 128, 'caus display slight wavi textur': 266, 'new without box plastic still': 1561, 'without box plastic still ipad': 2471, 'box plastic still ipad receiv': 176, 'plastic still ipad receiv replac': 1726, 'still ipad receiv replac appl': 2175, 'ipad receiv replac appl never': 1163, 'receiv replac appl never use': 1816, 'replac appl never use sinc': 1844, 'excel condit normal wear use': 692, 'condit normal wear use real': 422, 'normal wear use real mark': 1583, 'wear use real mark case': 2434, 'use real mark case day': 2372, 'imei review swappa com websit': 1028, 'review swappa com websit show': 1867, 'swappa com websit show clear': 2192, 'com websit show clear still': 311, 'websit show clear still sure': 2437, 'show clear still sure imei': 2050, 'clear still sure imei statu': 308, 'still sure imei statu buy': 2179, 'day warranti refurbish ipad mini': 582, 'warranti refurbish ipad mini sign': 2413, 'refurbish ipad mini sign normal': 1828, 'ipad mini sign normal wear': 1142, 'mini sign normal wear includ': 1395, 'sign normal wear includ possibl': 2073, 'normal wear includ possibl scratch': 1578, 'use good use item good': 2332, 'good use item good condit': 923, 'use item good condit item': 2344, 'item good condit item may': 1207, 'good condit item may minor': 878, 'condit item may minor scratch': 385, 'item may minor scratch scuff': 1214, 'day warranti refurbish ipad scratch': 583, 'warranti refurbish ipad scratch screen': 2414, 'refurbish ipad scratch screen wear': 1829, 'ipad scratch screen wear backplat': 1167, 'scratch screen wear backplat come': 1935, 'without retail box charger includ': 2473, 'retail box charger includ manual': 1859, 'box charger includ manual includ': 161, 'charger includ manual includ custom': 280, 'includ manual includ custom carrier': 1045, 'manual includ custom carrier return': 1367, 'includ custom carrier return new': 1038, 'devic use good cosmet condit': 636, 'use good cosmet condit sign': 2331, 'good cosmet condit sign normal': 909, 'cosmet condit sign normal wear': 507, 'condit sign normal wear tear': 457, 'devic previous own mint condit': 633, 'previous own mint condit item': 1767, 'own mint condit item mint': 1663, 'mint condit item mint condit': 1457, 'condit item mint condit may': 386, 'item mint condit may sign': 1216, 'item use good condit minor': 1239, 'use good condit minor sign': 2327, 'good condit minor sign use': 890, 'gentli use look like new': 854, 'use look like new clean': 2356, 'look like new clean esi': 1356, 'like new clean esi imi': 1294, 'pre own devic good condit': 1760, 'own devic good condit may': 1661, 'devic good condit may sign': 624, 'good condit may sign minim': 881, 'condit may sign minim wear': 397, 'crack screeb touchscreen still work': 541, 'screeb touchscreen still work reset': 1952, 'touchscreen still work reset back': 2252, 'still work reset back factori': 2180, 'work reset back factori set': 2535, 'reset back factori set without': 1851, 'back factori set without issu': 117, 'factori set without issu find': 726, 'like new excel condit appl': 1307, 'new excel condit appl ipad': 1524, 'excel condit appl ipad mini': 681, 'condit appl ipad mini box': 336, 'appl ipad mini box fast': 85, 'ipad mini box fast shipment': 1130, 'ipad good condit major scratch': 1110, 'good condit major scratch screen': 880, 'condit major scratch screen crack': 392, 'major scratch screen crack dent': 1364, 'scratch screen crack dent ipad': 1930, 'power good glass lcd digi': 1756, 'good glass lcd digi function': 913, 'glass lcd digi function work': 859, 'lcd digi function work properli': 1261, 'digi function work properli batteri': 638, 'function work properli batteri use': 814, 'work properli batteri use test': 2534, 'properli batteri use test work': 1784, 'item specif condit screen got': 1232, 'specif condit screen got broken': 2151, 'condit screen got broken replac': 451, 'screen got broken replac unit': 1977, 'got broken replac unit work': 931, 'broken replac unit work great': 212, 'replac unit work great seller': 1848, 'black bezel screen like new': 144, 'bezel screen like new work': 141, 'screen like new work excel': 1983, 'slightli use item mint condit': 2108, 'use item mint condit work': 2345, 'item mint condit work test': 1217, 'mint condit work test verifi': 1462, 'condit work test verifi scratch': 479, 'work test verifi scratch invis': 2539, 'cosmet mint condit work inivis': 516, 'mint condit work inivis scratch': 1461, 'condit work inivis scratch front': 477, 'work inivis scratch front screen': 2512, 'inivis scratch front screen back': 1054, 'scratch front screen back cover': 1912, 'work cosmet perfect minim sign': 2491, 'cosmet perfect minim sign use': 517, 'perfect minim sign use invis': 1691, 'minim sign use invis scratch': 1406, 'sign use invis scratch front': 2078, 'item specif condit use screen': 1233, 'specif condit use screen got': 2152, 'condit use screen got broken': 469, 'use screen got broken replac': 2380, 'screen got broken replac work': 1978, 'got broken replac work great': 932, 'unit lot scuff scratch use': 2266, 'lot scuff scratch use part': 1360, 'scuff scratch use part bezel': 2018, 'scratch use part bezel miss': 1948, 'use part bezel miss digit': 2368, 'good condit use screen glitter': 904, 'condit use screen glitter size': 468, 'use screen glitter size spec': 2379, 'screen glitter size spec screen': 1974, 'glitter size spec screen spec': 862, 'size spec screen spec bare': 2103, 'spec screen spec bare visibl': 2149, 'screen spec bare visibl screen': 2003, 'overal item good condit fulli': 1658, 'item good condit fulli oper': 1205, 'good condit fulli oper readi': 873, 'condit fulli oper readi use': 365, 'fulli oper readi use come': 787, 'oper readi use come box': 1624, 'use test guarante work physic': 2392, 'test guarante work physic condit': 2221, 'guarante work physic condit grade': 990, 'work physic condit grade light': 2533, 'physic condit grade light scratch': 1714, 'item brand new never use': 1193, 'brand new never use howev': 199, 'new never use howev box': 1538, 'never use howev box packag': 1497, 'use howev box packag open': 2340, 'unit minor scratch case sever': 2268, 'minor scratch case sever small': 1433, 'scratch case sever small scratch': 1894, 'case sever small scratch display': 257, 'day warranti fulli function engrav': 579, 'warranti fulli function engrav ipad': 2410, 'fulli function engrav ipad st': 777, 'function engrav ipad st gener': 799, 'engrav ipad st gener sign': 667, 'ipad st gener sign normal': 1175, 'st gener sign normal wear': 2163}\n",
      "[7.83625928 7.43079417 7.83625928 ... 7.83625928 7.83625928 7.83625928]\n",
      "(1861, 2562)\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",
    "bag=model_wo_desc_x_OHE_X['new_Phrase']\n",
    "# create the transform\n",
    "vectorizer1 = TfidfVectorizer(ngram_range=(5,5),norm=None,analyzer='word')\n",
    "# tokenize and build vocab\n",
    "vectorizer1.fit(bag)\n",
    "# summarize\n",
    "print(vectorizer1.vocabulary_)\n",
    "print(vectorizer1.idf_)\n",
    "# encode document\n",
    "vector1 = vectorizer1.transform(bag)\n",
    "# summarize encoded vector\n",
    "print(vector1.shape)\n",
    "print(vector1.toarray())\n",
    "bow_tfidf = vector1.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1846</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1847</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1848</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1849</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1850</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1851</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1852</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1853</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1861 rows × 2562 columns</p>\n",
       "</div>"
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       "1856   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "1857   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "1858   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "1859   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "1860   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "\n",
       "[1861 rows x 2562 columns]"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bag_df_tfidf = pd.DataFrame(bow_tfidf)\n",
    "bag_df_tfidf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>235.00</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>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>199.99</td>\n",
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       "      <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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>175.00</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",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>100.00</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>0.99</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>150.00</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</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>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1861 rows × 2602 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",
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       "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  ...  2552  2553  2554  2555  2556  \\\n",
       "0                      0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1                      0     1     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "2                      0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "3                      0     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "4                      1     0     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "5                      0     1     1     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "6                      0     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "7                      0     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "8                      0     1     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "9                      0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "10                     0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "11                     1     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "12                     0     1     1     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "13                     0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "14                     1     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "15                     0     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "16                     0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "17                     1     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "18                     0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "19                     0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "20                     0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "21                     0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "22                     0     1     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "23                     0     0     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "24                     0     1     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "25                     0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "26                     1     0     1     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "27                     0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "28                     0     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "29                     0     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "...                  ...   ...   ...   ...  ...   ...   ...   ...   ...   ...   \n",
       "1831                   0     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
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       "1834                   0     1     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1835                   0     1     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1836                   1     0     1     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1837                   0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1838                   0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1839                   0     1     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1840                   0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
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       "1846                   0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
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       "1848                   0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1849                   0     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1850                   0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1851                   0     0     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1852                   0     0     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1853                   0     1     0     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1854                   0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1855                   0     1     1     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1856                   0     1     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1857                   0     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1858                   0     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1859                   1     0     0     1  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "1860                   0     1     1     0  ...   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "      2557  2558  2559  2560  2561  \n",
       "0      0.0   0.0   0.0   0.0   0.0  \n",
       "1      0.0   0.0   0.0   0.0   0.0  \n",
       "2      0.0   0.0   0.0   0.0   0.0  \n",
       "3      0.0   0.0   0.0   0.0   0.0  \n",
       "4      0.0   0.0   0.0   0.0   0.0  \n",
       "5      0.0   0.0   0.0   0.0   0.0  \n",
       "6      0.0   0.0   0.0   0.0   0.0  \n",
       "7      0.0   0.0   0.0   0.0   0.0  \n",
       "8      0.0   0.0   0.0   0.0   0.0  \n",
       "9      0.0   0.0   0.0   0.0   0.0  \n",
       "10     0.0   0.0   0.0   0.0   0.0  \n",
       "11     0.0   0.0   0.0   0.0   0.0  \n",
       "12     0.0   0.0   0.0   0.0   0.0  \n",
       "13     0.0   0.0   0.0   0.0   0.0  \n",
       "14     0.0   0.0   0.0   0.0   0.0  \n",
       "15     0.0   0.0   0.0   0.0   0.0  \n",
       "16     0.0   0.0   0.0   0.0   0.0  \n",
       "17     0.0   0.0   0.0   0.0   0.0  \n",
       "18     0.0   0.0   0.0   0.0   0.0  \n",
       "19     0.0   0.0   0.0   0.0   0.0  \n",
       "20     0.0   0.0   0.0   0.0   0.0  \n",
       "21     0.0   0.0   0.0   0.0   0.0  \n",
       "22     0.0   0.0   0.0   0.0   0.0  \n",
       "23     0.0   0.0   0.0   0.0   0.0  \n",
       "24     0.0   0.0   0.0   0.0   0.0  \n",
       "25     0.0   0.0   0.0   0.0   0.0  \n",
       "26     0.0   0.0   0.0   0.0   0.0  \n",
       "27     0.0   0.0   0.0   0.0   0.0  \n",
       "28     0.0   0.0   0.0   0.0   0.0  \n",
       "29     0.0   0.0   0.0   0.0   0.0  \n",
       "...    ...   ...   ...   ...   ...  \n",
       "1831   0.0   0.0   0.0   0.0   0.0  \n",
       "1832   0.0   0.0   0.0   0.0   0.0  \n",
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       "1835   0.0   0.0   0.0   0.0   0.0  \n",
       "1836   0.0   0.0   0.0   0.0   0.0  \n",
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       "1839   0.0   0.0   0.0   0.0   0.0  \n",
       "1840   0.0   0.0   0.0   0.0   0.0  \n",
       "1841   0.0   0.0   0.0   0.0   0.0  \n",
       "1842   0.0   0.0   0.0   0.0   0.0  \n",
       "1843   0.0   0.0   0.0   0.0   0.0  \n",
       "1844   0.0   0.0   0.0   0.0   0.0  \n",
       "1845   0.0   0.0   0.0   0.0   0.0  \n",
       "1846   0.0   0.0   0.0   0.0   0.0  \n",
       "1847   0.0   0.0   0.0   0.0   0.0  \n",
       "1848   0.0   0.0   0.0   0.0   0.0  \n",
       "1849   0.0   0.0   0.0   0.0   0.0  \n",
       "1850   0.0   0.0   0.0   0.0   0.0  \n",
       "1851   0.0   0.0   0.0   0.0   0.0  \n",
       "1852   0.0   0.0   0.0   0.0   0.0  \n",
       "1853   0.0   0.0   0.0   0.0   0.0  \n",
       "1854   0.0   0.0   0.0   0.0   0.0  \n",
       "1855   0.0   0.0   0.0   0.0   0.0  \n",
       "1856   0.0   0.0   0.0   0.0   0.0  \n",
       "1857   0.0   0.0   0.0   0.0   0.0  \n",
       "1858   0.0   0.0   0.0   0.0   0.0  \n",
       "1859   0.0   0.0   0.0   0.0   0.0  \n",
       "1860   0.0   0.0   0.0   0.0   0.0  \n",
       "\n",
       "[1861 rows x 2602 columns]"
      ]
     },
     "execution_count": 167,
     "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','description'],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": 168,
   "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,random_state=50) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "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": 169,
     "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": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8042895442359249"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_rfc_tiidf.score(X_test_desc_tiidf, y_test_desc_tiidf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Logistic Regression "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "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": [
       "0.8203753351206434"
      ]
     },
     "execution_count": 191,
     "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": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7560321715817694"
      ]
     },
     "execution_count": 192,
     "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": 193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5656836461126006"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB \n",
    "gnb_tiidf = GaussianNB() \n",
    "gnb_tiidf.fit(X_train_desc_tiidf,y_train_desc_tiidf)\n",
    "gnb_tiidf.score(X_test_desc_tiidf, y_test_desc_tiidf)\n",
    "# gnb_tiidf_ypred =gnb_tiidf.predict(X_test_desc_tiidf)\n",
    "# print(gnb_tiidf_ypred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 19, 158],\n",
       "       [  4, 192]], dtype=int64)"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "cm=confusion_matrix(y_test_desc_tiidf,gnb_tiidf_ypred)\n",
    "cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5656836461126006"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "accuracy_score(y_test_desc_tiidf,gnb_tiidf_ypred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6863270777479893"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import MultinomialNB\n",
    "MulNB_tiidf = MultinomialNB()\n",
    "MulNB_tiidf.fit(X_train_desc_tiidf,y_train_desc_tiidf)\n",
    "MulNB_tiidf.score(X_test_desc_tiidf, y_test_desc_tiidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8016085790884718"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "gb = GradientBoostingClassifier(n_estimators=12, learning_rate = 1.0, max_features=700, max_depth = 20, random_state = 0)\n",
    "gb.fit(X_train_desc_tiidf,y_train_desc_tiidf)\n",
    "gb.score(X_test_desc_tiidf, y_test_desc_tiidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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