sentiment analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import math\n",
    "import nltk\n",
    "# import os\n",
    "%matplotlib inline\n",
    "# os.environ['PATH']+=os.pathsep + 'C:/Program Files (x86)/Graphviz2.38/bin/'\n",
    "from sklearn.feature_extraction.text import CountVectorizer, TfidfTransformer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "df = pd.read_excel(\"sent.xlsx\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>asins</th>\n",
       "      <th>brand</th>\n",
       "      <th>categories</th>\n",
       "      <th>primaryCategories</th>\n",
       "      <th>keys</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>manufacturerNumber</th>\n",
       "      <th>reviews.date</th>\n",
       "      <th>...</th>\n",
       "      <th>reviews.dateSeen</th>\n",
       "      <th>reviews.doRecommend</th>\n",
       "      <th>reviews.numHelpful</th>\n",
       "      <th>reviews.rating</th>\n",
       "      <th>reviews.sourceURLs</th>\n",
       "      <th>reviews.text</th>\n",
       "      <th>reviews.title</th>\n",
       "      <th>reviews.username</th>\n",
       "      <th>imageURLs</th>\n",
       "      <th>sourceURLs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-09-03T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I thought it would be as big as small paper bu...</td>\n",
       "      <td>Too small</td>\n",
       "      <td>llyyue</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-06-06T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>This kindle is light and easy to use especiall...</td>\n",
       "      <td>Great light reader. Easy to use at the beach</td>\n",
       "      <td>Charmi</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     id                                               name  \\\n",
       "0  AVqVGZNvQMlgsOJE6eUY  Amazon Kindle E-Reader 6\" Wifi (8th Generation...   \n",
       "1  AVqVGZNvQMlgsOJE6eUY  Amazon Kindle E-Reader 6\" Wifi (8th Generation...   \n",
       "\n",
       "        asins   brand                                         categories  \\\n",
       "0  B00ZV9PXP2  Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "1  B00ZV9PXP2  Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "\n",
       "  primaryCategories                                               keys  \\\n",
       "0       Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "1       Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "\n",
       "  manufacturer manufacturerNumber              reviews.date  \\\n",
       "0       Amazon         B00ZV9PXP2  2017-09-03T00:00:00.000Z   \n",
       "1       Amazon         B00ZV9PXP2  2017-06-06T00:00:00.000Z   \n",
       "\n",
       "                         ...                          \\\n",
       "0                        ...                           \n",
       "1                        ...                           \n",
       "\n",
       "                                    reviews.dateSeen reviews.doRecommend  \\\n",
       "0  2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...               False   \n",
       "1  2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "\n",
       "  reviews.numHelpful  reviews.rating  \\\n",
       "0                  0               3   \n",
       "1                  0               5   \n",
       "\n",
       "                                  reviews.sourceURLs  \\\n",
       "0  http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "1  http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "\n",
       "                                        reviews.text  \\\n",
       "0  I thought it would be as big as small paper bu...   \n",
       "1  This kindle is light and easy to use especiall...   \n",
       "\n",
       "                                  reviews.title reviews.username  \\\n",
       "0                                     Too small           llyyue   \n",
       "1  Great light reader. Easy to use at the beach           Charmi   \n",
       "\n",
       "                                           imageURLs  \\\n",
       "0  https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "1  https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "\n",
       "                                          sourceURLs  \n",
       "0  https://www.newegg.com/Product/Product.aspx%25...  \n",
       "1  https://www.newegg.com/Product/Product.aspx%25...  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reviews.numHelpful</th>\n",
       "      <th>reviews.rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5000.000000</td>\n",
       "      <td>5000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.312400</td>\n",
       "      <td>4.596800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.111582</td>\n",
       "      <td>0.731804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>105.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "       reviews.numHelpful  reviews.rating\n",
       "count         5000.000000     5000.000000\n",
       "mean             0.312400        4.596800\n",
       "std              3.111582        0.731804\n",
       "min              0.000000        1.000000\n",
       "25%              0.000000        4.000000\n",
       "50%              0.000000        5.000000\n",
       "75%              0.000000        5.000000\n",
       "max            105.000000        5.000000"
      ]
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     "execution_count": 3,
     "metadata": {},
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    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1=df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>categories</th>\n",
       "      <th>primaryCategories</th>\n",
       "      <th>keys</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>manufacturerNumber</th>\n",
       "      <th>reviews.date</th>\n",
       "      <th>...</th>\n",
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       "      <th>reviews.doRecommend</th>\n",
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       "      <th>0</th>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-09-03T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I thought it would be as big as small paper bu...</td>\n",
       "      <td>Too small</td>\n",
       "      <td>llyyue</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-06-06T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>This kindle is light and easy to use especiall...</td>\n",
       "      <td>Great light reader. Easy to use at the beach</td>\n",
       "      <td>Charmi</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
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      ],
      "text/plain": [
       "                     id                                               name  \\\n",
       "0  AVqVGZNvQMlgsOJE6eUY  Amazon Kindle E-Reader 6\" Wifi (8th Generation...   \n",
       "1  AVqVGZNvQMlgsOJE6eUY  Amazon Kindle E-Reader 6\" Wifi (8th Generation...   \n",
       "\n",
       "        asins   brand                                         categories  \\\n",
       "0  B00ZV9PXP2  Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "1  B00ZV9PXP2  Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "\n",
       "  primaryCategories                                               keys  \\\n",
       "0       Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "1       Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "\n",
       "  manufacturer manufacturerNumber              reviews.date  \\\n",
       "0       Amazon         B00ZV9PXP2  2017-09-03T00:00:00.000Z   \n",
       "1       Amazon         B00ZV9PXP2  2017-06-06T00:00:00.000Z   \n",
       "\n",
       "                         ...                          \\\n",
       "0                        ...                           \n",
       "1                        ...                           \n",
       "\n",
       "                                    reviews.dateSeen reviews.doRecommend  \\\n",
       "0  2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...               False   \n",
       "1  2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "\n",
       "  reviews.numHelpful  reviews.rating  \\\n",
       "0                  0               3   \n",
       "1                  0               5   \n",
       "\n",
       "                                  reviews.sourceURLs  \\\n",
       "0  http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "1  http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "\n",
       "                                        reviews.text  \\\n",
       "0  I thought it would be as big as small paper bu...   \n",
       "1  This kindle is light and easy to use especiall...   \n",
       "\n",
       "                                  reviews.title reviews.username  \\\n",
       "0                                     Too small           llyyue   \n",
       "1  Great light reader. Easy to use at the beach           Charmi   \n",
       "\n",
       "                                           imageURLs  \\\n",
       "0  https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "1  https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "\n",
       "                                          sourceURLs  \n",
       "0  https://www.newegg.com/Product/Product.aspx%25...  \n",
       "1  https://www.newegg.com/Product/Product.aspx%25...  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.notnull().any().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.isnull().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                      0\n",
       "name                    0\n",
       "asins                   0\n",
       "brand                   0\n",
       "categories              0\n",
       "primaryCategories       0\n",
       "keys                    0\n",
       "manufacturer            0\n",
       "manufacturerNumber      0\n",
       "reviews.date            0\n",
       "date.updated            0\n",
       "date.added              0\n",
       "reviews.dateSeen        0\n",
       "reviews.doRecommend     0\n",
       "reviews.numHelpful      0\n",
       "reviews.rating          0\n",
       "reviews.sourceURLs      0\n",
       "reviews.text            0\n",
       "reviews.title          13\n",
       "reviews.username        0\n",
       "imageURLs               0\n",
       "sourceURLs              0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=df1.dropna(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <th>reviews.date</th>\n",
       "      <th>...</th>\n",
       "      <th>reviews.dateSeen</th>\n",
       "      <th>reviews.doRecommend</th>\n",
       "      <th>reviews.numHelpful</th>\n",
       "      <th>reviews.rating</th>\n",
       "      <th>reviews.sourceURLs</th>\n",
       "      <th>reviews.text</th>\n",
       "      <th>reviews.title</th>\n",
       "      <th>reviews.username</th>\n",
       "      <th>imageURLs</th>\n",
       "      <th>sourceURLs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-09-03T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I thought it would be as big as small paper bu...</td>\n",
       "      <td>Too small</td>\n",
       "      <td>llyyue</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-06-06T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>This kindle is light and easy to use especiall...</td>\n",
       "      <td>Great light reader. Easy to use at the beach</td>\n",
       "      <td>Charmi</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     id                                               name  \\\n",
       "0  AVqVGZNvQMlgsOJE6eUY  Amazon Kindle E-Reader 6\" Wifi (8th Generation...   \n",
       "1  AVqVGZNvQMlgsOJE6eUY  Amazon Kindle E-Reader 6\" Wifi (8th Generation...   \n",
       "\n",
       "        asins   brand                                         categories  \\\n",
       "0  B00ZV9PXP2  Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "1  B00ZV9PXP2  Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "\n",
       "  primaryCategories                                               keys  \\\n",
       "0       Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "1       Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "\n",
       "  manufacturer manufacturerNumber              reviews.date  \\\n",
       "0       Amazon         B00ZV9PXP2  2017-09-03T00:00:00.000Z   \n",
       "1       Amazon         B00ZV9PXP2  2017-06-06T00:00:00.000Z   \n",
       "\n",
       "                         ...                          \\\n",
       "0                        ...                           \n",
       "1                        ...                           \n",
       "\n",
       "                                    reviews.dateSeen reviews.doRecommend  \\\n",
       "0  2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...               False   \n",
       "1  2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "\n",
       "  reviews.numHelpful  reviews.rating  \\\n",
       "0                  0               3   \n",
       "1                  0               5   \n",
       "\n",
       "                                  reviews.sourceURLs  \\\n",
       "0  http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "1  http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "\n",
       "                                        reviews.text  \\\n",
       "0  I thought it would be as big as small paper bu...   \n",
       "1  This kindle is light and easy to use especiall...   \n",
       "\n",
       "                                  reviews.title reviews.username  \\\n",
       "0                                     Too small           llyyue   \n",
       "1  Great light reader. Easy to use at the beach           Charmi   \n",
       "\n",
       "                                           imageURLs  \\\n",
       "0  https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "1  https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "\n",
       "                                          sourceURLs  \n",
       "0  https://www.newegg.com/Product/Product.aspx%25...  \n",
       "1  https://www.newegg.com/Product/Product.aspx%25...  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4987, 22)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'name', 'asins', 'brand', 'categories', 'primaryCategories',\n",
       "       'keys', 'manufacturer', 'manufacturerNumber', 'reviews.date',\n",
       "       'date.updated', 'date.added', 'reviews.dateSeen', 'reviews.doRecommend',\n",
       "       'reviews.numHelpful', 'reviews.rating', 'reviews.sourceURLs',\n",
       "       'reviews.text', 'reviews.title', 'reviews.username', 'imageURLs',\n",
       "       'sourceURLs'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 4987 entries, 0 to 4999\n",
      "Data columns (total 22 columns):\n",
      "id                     4987 non-null object\n",
      "name                   4987 non-null object\n",
      "asins                  4987 non-null object\n",
      "brand                  4987 non-null object\n",
      "categories             4987 non-null object\n",
      "primaryCategories      4987 non-null object\n",
      "keys                   4987 non-null object\n",
      "manufacturer           4987 non-null object\n",
      "manufacturerNumber     4987 non-null object\n",
      "reviews.date           4987 non-null object\n",
      "date.updated           4987 non-null object\n",
      "date.added             4987 non-null object\n",
      "reviews.dateSeen       4987 non-null object\n",
      "reviews.doRecommend    4987 non-null bool\n",
      "reviews.numHelpful     4987 non-null int64\n",
      "reviews.rating         4987 non-null int64\n",
      "reviews.sourceURLs     4987 non-null object\n",
      "reviews.text           4987 non-null object\n",
      "reviews.title          4987 non-null object\n",
      "reviews.username       4987 non-null object\n",
      "imageURLs              4987 non-null object\n",
      "sourceURLs             4987 non-null object\n",
      "dtypes: bool(1), int64(2), object(19)\n",
      "memory usage: 862.0+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "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>index</th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>asins</th>\n",
       "      <th>brand</th>\n",
       "      <th>categories</th>\n",
       "      <th>primaryCategories</th>\n",
       "      <th>keys</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>manufacturerNumber</th>\n",
       "      <th>...</th>\n",
       "      <th>reviews.dateSeen</th>\n",
       "      <th>reviews.doRecommend</th>\n",
       "      <th>reviews.numHelpful</th>\n",
       "      <th>reviews.rating</th>\n",
       "      <th>reviews.sourceURLs</th>\n",
       "      <th>reviews.text</th>\n",
       "      <th>reviews.title</th>\n",
       "      <th>reviews.username</th>\n",
       "      <th>imageURLs</th>\n",
       "      <th>sourceURLs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I thought it would be as big as small paper bu...</td>\n",
       "      <td>Too small</td>\n",
       "      <td>llyyue</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>This kindle is light and easy to use especiall...</td>\n",
       "      <td>Great light reader. Easy to use at the beach</td>\n",
       "      <td>Charmi</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Didnt know how much i'd use a kindle so went f...</td>\n",
       "      <td>Great for the price</td>\n",
       "      <td>johnnyjojojo</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-10-09T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>https://redsky.target.com/groot-domain-api/v1/...</td>\n",
       "      <td>I am 100 happy with my purchase. I caught it o...</td>\n",
       "      <td>A Great Buy</td>\n",
       "      <td>Kdperry</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Solid entry level Kindle. Great for kids. Gift...</td>\n",
       "      <td>Solid entry-level Kindle. Great for kids</td>\n",
       "      <td>Johnnyblack</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>This make an excellent ebook reader. Don't exp...</td>\n",
       "      <td>Good ebook</td>\n",
       "      <td>rmwarriors</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-10-09T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://redsky.target.com/groot-domain-api/v1/...</td>\n",
       "      <td>I ordered this for my daughter, as I have the ...</td>\n",
       "      <td>Light Weight - Makes a world of difference whe...</td>\n",
       "      <td>LexieCrews</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-07-31T00:00:00Z,2017-07-26T00:00:00Z,2018...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I bought my Kindle about 2 months ago and the ...</td>\n",
       "      <td>not good quality</td>\n",
       "      <td>merry</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-26T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>amazon kindle is always the best ebook, upgrad...</td>\n",
       "      <td>best ebook</td>\n",
       "      <td>STEF</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>It's beyond my expectation, and it can even sh...</td>\n",
       "      <td>Great Product</td>\n",
       "      <td>AEBY</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>If you really want to have a good read on some...</td>\n",
       "      <td>Good price excellent reader</td>\n",
       "      <td>jjhippo</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Love my kindle, makes reading at night so easy...</td>\n",
       "      <td>feels like a real book</td>\n",
       "      <td>Sean242</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>Good product for child. Who only need to read ...</td>\n",
       "      <td>Great readers</td>\n",
       "      <td>Jackie</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>This Kindle is a convenient size yet lettering...</td>\n",
       "      <td>Just what my grandson wanted</td>\n",
       "      <td>grandma</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I use this every day on my commute. Great batt...</td>\n",
       "      <td>Great for reading on the go</td>\n",
       "      <td>BeeRocker</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>It does its job but I would buy one which the ...</td>\n",
       "      <td>Does its job</td>\n",
       "      <td>Chillypr</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Great product for myself! And I bought it when...</td>\n",
       "      <td>Great!</td>\n",
       "      <td>John</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Item work well and was easy to read from in da...</td>\n",
       "      <td>Work</td>\n",
       "      <td>Bill</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-10-10T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>Great product and service will refer to a frie...</td>\n",
       "      <td>Great product and service</td>\n",
       "      <td>richard</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Everything is great except that i can't read e...</td>\n",
       "      <td>External pdf does not work properly</td>\n",
       "      <td>Superuser37</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>I was looking for a kindle whitepaper. I saw o...</td>\n",
       "      <td>Tricked into buying</td>\n",
       "      <td>Keith</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-10-09T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>https://redsky.target.com/groot-domain-api/v1/...</td>\n",
       "      <td>This is a nice bare-bones reading device. Easy...</td>\n",
       "      <td>Easy to use, bare-bones reading device</td>\n",
       "      <td>Nibbler</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>Easy to use and navigate, purchasing books is ...</td>\n",
       "      <td>Great e-reader for beginners</td>\n",
       "      <td>st2005</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>The Amazon Kindle is light weight and easy to ...</td>\n",
       "      <td>Good Deal for the Price</td>\n",
       "      <td>Robe12</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I love hear readers, I had to replace mine bec...</td>\n",
       "      <td>Great</td>\n",
       "      <td>kdla</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>Love the simplicity. Also love that I use it f...</td>\n",
       "      <td>Easy and simple</td>\n",
       "      <td>Kathy</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>My husband loves this Kindle. He has a muscula...</td>\n",
       "      <td>Compact and light</td>\n",
       "      <td>Debbie</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I've wanted a kindle for a while and decided t...</td>\n",
       "      <td>Great product at great price.</td>\n",
       "      <td>Tupiman</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I have several Kindles so knew what to expect....</td>\n",
       "      <td>Great reading tool</td>\n",
       "      <td>drd1</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-09-06T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I like this e reader, but wish the screen were...</td>\n",
       "      <td>Great reader but not perfect</td>\n",
       "      <td>MrPhilTX</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</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>4957</th>\n",
       "      <td>4970</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:37.900Z,2017-06-07T08:20:42.115Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Got this tablet for my 7yr old daughter and it...</td>\n",
       "      <td>Amazon - Fire 7 Tablet 16gb</td>\n",
       "      <td>Soundguy</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4958</th>\n",
       "      <td>4971</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-03T03:57:21.417Z,2017-04-30T02:06:32.7...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Hard to use, Lots of ads, and Randomly closes ...</td>\n",
       "      <td>Not a huge fan</td>\n",
       "      <td>Leigh</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4959</th>\n",
       "      <td>4972</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:03:12.505Z,2017-06-07T08:10:45.831Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>The features that I found on the Fire tablet f...</td>\n",
       "      <td>Product/Price value is awesome.</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4960</th>\n",
       "      <td>4973</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:56.961Z,2017-06-07T08:20:53.942Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Got this for my grandson 7 yrs old - perfect s...</td>\n",
       "      <td>Amazon Fire - Great 7\" Tablet</td>\n",
       "      <td>Kelley</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4961</th>\n",
       "      <td>4974</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:07:07.759Z,2017-06-07T08:10:44.120Z</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>It great just a little small then what I would...</td>\n",
       "      <td>It was the I deal gift for my gran child</td>\n",
       "      <td>Molly</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4962</th>\n",
       "      <td>4975</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:50.272Z,2017-06-07T08:20:49.679Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I wish it has some more of the apps from the p...</td>\n",
       "      <td>Fits perfectly in my hand</td>\n",
       "      <td>rabbit</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4963</th>\n",
       "      <td>4976</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:26.706Z,2017-06-07T08:20:36.785Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I like the unit but battery seems to run down ...</td>\n",
       "      <td>Simple to use</td>\n",
       "      <td>SWR55</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4964</th>\n",
       "      <td>4977</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:07:05.704Z,2017-06-07T08:20:58.621Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I'm very happy with my purchase. I bought one ...</td>\n",
       "      <td>Amazon Fire Tablet</td>\n",
       "      <td>drjpitbulljudge</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4965</th>\n",
       "      <td>4978</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-06-07T08:20:28.972Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Am happy with my purchase and the item is bein...</td>\n",
       "      <td>good</td>\n",
       "      <td>mintoo</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4966</th>\n",
       "      <td>4979</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:54.692Z,2017-06-07T08:20:52.340Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Amazon has consistently delivered quality tabl...</td>\n",
       "      <td>Great little tablet if you dont need HD resolu...</td>\n",
       "      <td>HMike</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4967</th>\n",
       "      <td>4980</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:42.089Z,2017-06-07T08:20:44.619Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Bought this tablet after a cheaper model quit ...</td>\n",
       "      <td>Easy access to my magazines and books.</td>\n",
       "      <td>Melita</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4968</th>\n",
       "      <td>4981</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:42.568Z,2017-06-07T08:20:44.619Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I reviewed a lot of tablets before I bought th...</td>\n",
       "      <td>Great beginner tablet.</td>\n",
       "      <td>Kat16</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4969</th>\n",
       "      <td>4982</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:42.695Z,2017-06-07T08:20:44.827Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This device performs great! For the price it's...</td>\n",
       "      <td>Great Value</td>\n",
       "      <td>wiseguy</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4970</th>\n",
       "      <td>4983</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-06-07T08:20:30.464Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Bought this to use on my travels. comes in han...</td>\n",
       "      <td>awesome for games and movies</td>\n",
       "      <td>julyfly</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4971</th>\n",
       "      <td>4984</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:23.897Z,2017-06-07T08:20:35.053Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This is your basic Amazon taplet. Nothing too ...</td>\n",
       "      <td>Decent Tablet</td>\n",
       "      <td>Rich</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4972</th>\n",
       "      <td>4985</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:23.388Z,2017-06-07T08:20:34.420Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Purchased this for my fiance's youngest son fo...</td>\n",
       "      <td>great gift for young teen</td>\n",
       "      <td>strick</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4973</th>\n",
       "      <td>4986</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:29.037Z,2017-06-07T08:20:37.418Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>The apps are better, it charges faster and the...</td>\n",
       "      <td>Better than before!</td>\n",
       "      <td>thatwasfun</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4974</th>\n",
       "      <td>4987</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:47.628Z,2017-06-07T08:20:48.435Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>My children love these kindles! They are so mu...</td>\n",
       "      <td>So improved</td>\n",
       "      <td>1999-03-01 00:00:00</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975</th>\n",
       "      <td>4988</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:19.063Z,2017-06-07T08:20:32.250Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This tablet is so great for school children to...</td>\n",
       "      <td>EXCELLENT</td>\n",
       "      <td>Coupe</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4976</th>\n",
       "      <td>4989</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:23.897Z,2017-06-07T08:20:34.904Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This product was easy to set up and to use. Wo...</td>\n",
       "      <td>Great product, easy to use</td>\n",
       "      <td>Hoss</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4977</th>\n",
       "      <td>4990</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:43.694Z,2017-06-07T08:20:46.525Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Tablets are best used for personal reading. Cl...</td>\n",
       "      <td>Its a gift</td>\n",
       "      <td>Gordon</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4978</th>\n",
       "      <td>4991</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-03T03:57:21.828Z,2017-04-30T02:06:33.6...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>My son uses the device to help him do his home...</td>\n",
       "      <td>Good for my 11 year old son</td>\n",
       "      <td>JackieG</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4979</th>\n",
       "      <td>4992</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:24.716Z,2017-06-07T08:20:35.053Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>My 6yr old son loves the tablet!I plan on purc...</td>\n",
       "      <td>Great tablet!</td>\n",
       "      <td>QueenT</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4980</th>\n",
       "      <td>4993</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:41.386Z,2017-06-07T08:20:44.290Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I APPRECIATE the ease of purchasing and readin...</td>\n",
       "      <td>Im so happy with this product - Reading is GREAT!</td>\n",
       "      <td>Toddler</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4981</th>\n",
       "      <td>4994</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:20.357Z,2017-06-07T08:20:32.728Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I love this tablet/kindle. I can access email,...</td>\n",
       "      <td>Very versatile</td>\n",
       "      <td>Patty</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4982</th>\n",
       "      <td>4995</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:48.451Z,2017-06-07T08:20:48.408Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This is a great tablet for the price. Amazon i...</td>\n",
       "      <td>Good product</td>\n",
       "      <td>litle</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4983</th>\n",
       "      <td>4996</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:07:00.236Z,2017-06-07T08:20:55.199Z</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This tablet is the perfect size and so easy to...</td>\n",
       "      <td>Great Tablet</td>\n",
       "      <td>gracie</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4984</th>\n",
       "      <td>4997</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:03:13.567Z,2017-06-07T08:10:47.953Z</td>\n",
       "      <td>True</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Purchased this for my son. Has room to upgrade...</td>\n",
       "      <td>Great for kids or smaller needs</td>\n",
       "      <td>Hawk</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4985</th>\n",
       "      <td>4998</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:56.574Z,2017-06-07T08:20:53.942Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I had some thoughts about getting this for a 5...</td>\n",
       "      <td>Very sturdy for a 5 year old</td>\n",
       "      <td>Mrbilly</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4986</th>\n",
       "      <td>4999</td>\n",
       "      <td>AVqkIdZiv8e3D1O-leaJ</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-03T03:55:09.054Z,2017-04-30T02:03:18.1...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>this is a steal, have 8 gb model as well.This ...</td>\n",
       "      <td>great little tablet</td>\n",
       "      <td>tabman</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4987 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index                    id  \\\n",
       "0         0  AVqVGZNvQMlgsOJE6eUY   \n",
       "1         1  AVqVGZNvQMlgsOJE6eUY   \n",
       "2         2  AVqVGZNvQMlgsOJE6eUY   \n",
       "3         3  AVqVGZNvQMlgsOJE6eUY   \n",
       "4         4  AVqVGZNvQMlgsOJE6eUY   \n",
       "5         5  AVqVGZNvQMlgsOJE6eUY   \n",
       "6         6  AVqVGZNvQMlgsOJE6eUY   \n",
       "7         7  AVqVGZNvQMlgsOJE6eUY   \n",
       "8         8  AVqVGZNvQMlgsOJE6eUY   \n",
       "9         9  AVqVGZNvQMlgsOJE6eUY   \n",
       "10       10  AVqVGZNvQMlgsOJE6eUY   \n",
       "11       11  AVqVGZNvQMlgsOJE6eUY   \n",
       "12       12  AVqVGZNvQMlgsOJE6eUY   \n",
       "13       13  AVqVGZNvQMlgsOJE6eUY   \n",
       "14       14  AVqVGZNvQMlgsOJE6eUY   \n",
       "15       15  AVqVGZNvQMlgsOJE6eUY   \n",
       "16       16  AVqVGZNvQMlgsOJE6eUY   \n",
       "17       17  AVqVGZNvQMlgsOJE6eUY   \n",
       "18       18  AVqVGZNvQMlgsOJE6eUY   \n",
       "19       19  AVqVGZNvQMlgsOJE6eUY   \n",
       "20       20  AVqVGZNvQMlgsOJE6eUY   \n",
       "21       21  AVqVGZNvQMlgsOJE6eUY   \n",
       "22       22  AVqVGZNvQMlgsOJE6eUY   \n",
       "23       23  AVqVGZNvQMlgsOJE6eUY   \n",
       "24       24  AVqVGZNvQMlgsOJE6eUY   \n",
       "25       25  AVqVGZNvQMlgsOJE6eUY   \n",
       "26       26  AVqVGZNvQMlgsOJE6eUY   \n",
       "27       27  AVqVGZNvQMlgsOJE6eUY   \n",
       "28       28  AVqVGZNvQMlgsOJE6eUY   \n",
       "29       29  AVqVGZNvQMlgsOJE6eUY   \n",
       "...     ...                   ...   \n",
       "4957   4970  AVqkIdZiv8e3D1O-leaJ   \n",
       "4958   4971  AVqkIdZiv8e3D1O-leaJ   \n",
       "4959   4972  AVqkIdZiv8e3D1O-leaJ   \n",
       "4960   4973  AVqkIdZiv8e3D1O-leaJ   \n",
       "4961   4974  AVqkIdZiv8e3D1O-leaJ   \n",
       "4962   4975  AVqkIdZiv8e3D1O-leaJ   \n",
       "4963   4976  AVqkIdZiv8e3D1O-leaJ   \n",
       "4964   4977  AVqkIdZiv8e3D1O-leaJ   \n",
       "4965   4978  AVqkIdZiv8e3D1O-leaJ   \n",
       "4966   4979  AVqkIdZiv8e3D1O-leaJ   \n",
       "4967   4980  AVqkIdZiv8e3D1O-leaJ   \n",
       "4968   4981  AVqkIdZiv8e3D1O-leaJ   \n",
       "4969   4982  AVqkIdZiv8e3D1O-leaJ   \n",
       "4970   4983  AVqkIdZiv8e3D1O-leaJ   \n",
       "4971   4984  AVqkIdZiv8e3D1O-leaJ   \n",
       "4972   4985  AVqkIdZiv8e3D1O-leaJ   \n",
       "4973   4986  AVqkIdZiv8e3D1O-leaJ   \n",
       "4974   4987  AVqkIdZiv8e3D1O-leaJ   \n",
       "4975   4988  AVqkIdZiv8e3D1O-leaJ   \n",
       "4976   4989  AVqkIdZiv8e3D1O-leaJ   \n",
       "4977   4990  AVqkIdZiv8e3D1O-leaJ   \n",
       "4978   4991  AVqkIdZiv8e3D1O-leaJ   \n",
       "4979   4992  AVqkIdZiv8e3D1O-leaJ   \n",
       "4980   4993  AVqkIdZiv8e3D1O-leaJ   \n",
       "4981   4994  AVqkIdZiv8e3D1O-leaJ   \n",
       "4982   4995  AVqkIdZiv8e3D1O-leaJ   \n",
       "4983   4996  AVqkIdZiv8e3D1O-leaJ   \n",
       "4984   4997  AVqkIdZiv8e3D1O-leaJ   \n",
       "4985   4998  AVqkIdZiv8e3D1O-leaJ   \n",
       "4986   4999  AVqkIdZiv8e3D1O-leaJ   \n",
       "\n",
       "                                                   name       asins   brand  \\\n",
       "0     Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "1     Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "2     Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "3     Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "4     Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "5     Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "6     Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "7     Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "8     Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "9     Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "10    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "11    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "12    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "13    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "14    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "15    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "16    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "17    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "18    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "19    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "20    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "21    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "22    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "23    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "24    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "25    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "26    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "27    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "28    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "29    Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2  Amazon   \n",
       "...                                                 ...         ...     ...   \n",
       "4957  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4958  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4959  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4960  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4961  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4962  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4963  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4964  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4965  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4966  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4967  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4968  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4969  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4970  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4971  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4972  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4973  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4974  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4975  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4976  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4977  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4978  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4979  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4980  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4981  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4982  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4983  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4984  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4985  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "4986  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY  Amazon   \n",
       "\n",
       "                                             categories primaryCategories  \\\n",
       "0     Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "1     Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "2     Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "3     Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "4     Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "5     Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "6     Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "7     Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "8     Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "9     Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "10    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "11    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "12    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "13    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "14    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "15    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "16    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "17    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "18    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "19    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "20    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "21    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "22    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "23    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "24    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "25    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "26    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "27    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "28    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "29    Computers,Electronics Features,Tablets,Electro...       Electronics   \n",
       "...                                                 ...               ...   \n",
       "4957  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4958  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4959  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4960  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4961  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4962  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4963  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4964  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4965  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4966  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4967  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4968  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4969  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4970  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4971  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4972  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4973  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4974  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4975  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4976  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4977  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4978  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4979  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4980  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4981  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4982  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4983  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4984  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4985  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "4986  Tablets,Fire Tablets,Electronics,iPad & Tablet...       Electronics   \n",
       "\n",
       "                                                   keys manufacturer  \\\n",
       "0     allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "1     allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "2     allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "3     allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "4     allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "5     allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "6     allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "7     allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "8     allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "9     allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "10    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "11    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "12    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "13    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "14    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "15    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "16    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "17    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "18    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "19    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "20    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "21    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "22    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "23    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "24    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "25    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "26    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "27    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "28    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "29    allnewkindleereaderblack6glarefreetouchscreend...       Amazon   \n",
       "...                                                 ...          ...   \n",
       "4957  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4958  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4959  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4960  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4961  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4962  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4963  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4964  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4965  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4966  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4967  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4968  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4969  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4970  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4971  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4972  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4973  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4974  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4975  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4976  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4977  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4978  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4979  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4980  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4981  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4982  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4983  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4984  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4985  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "4986  841667103150,0841667103150,firetabletwithalexa...       Amazon   \n",
       "\n",
       "     manufacturerNumber                        ...                          \\\n",
       "0            B00ZV9PXP2                        ...                           \n",
       "1            B00ZV9PXP2                        ...                           \n",
       "2            B00ZV9PXP2                        ...                           \n",
       "3            B00ZV9PXP2                        ...                           \n",
       "4            B00ZV9PXP2                        ...                           \n",
       "5            B00ZV9PXP2                        ...                           \n",
       "6            B00ZV9PXP2                        ...                           \n",
       "7            B00ZV9PXP2                        ...                           \n",
       "8            B00ZV9PXP2                        ...                           \n",
       "9            B00ZV9PXP2                        ...                           \n",
       "10           B00ZV9PXP2                        ...                           \n",
       "11           B00ZV9PXP2                        ...                           \n",
       "12           B00ZV9PXP2                        ...                           \n",
       "13           B00ZV9PXP2                        ...                           \n",
       "14           B00ZV9PXP2                        ...                           \n",
       "15           B00ZV9PXP2                        ...                           \n",
       "16           B00ZV9PXP2                        ...                           \n",
       "17           B00ZV9PXP2                        ...                           \n",
       "18           B00ZV9PXP2                        ...                           \n",
       "19           B00ZV9PXP2                        ...                           \n",
       "20           B00ZV9PXP2                        ...                           \n",
       "21           B00ZV9PXP2                        ...                           \n",
       "22           B00ZV9PXP2                        ...                           \n",
       "23           B00ZV9PXP2                        ...                           \n",
       "24           B00ZV9PXP2                        ...                           \n",
       "25           B00ZV9PXP2                        ...                           \n",
       "26           B00ZV9PXP2                        ...                           \n",
       "27           B00ZV9PXP2                        ...                           \n",
       "28           B00ZV9PXP2                        ...                           \n",
       "29           B00ZV9PXP2                        ...                           \n",
       "...                 ...                        ...                           \n",
       "4957         B018Y224PY                        ...                           \n",
       "4958         B018Y224PY                        ...                           \n",
       "4959         B018Y224PY                        ...                           \n",
       "4960         B018Y224PY                        ...                           \n",
       "4961         B018Y224PY                        ...                           \n",
       "4962         B018Y224PY                        ...                           \n",
       "4963         B018Y224PY                        ...                           \n",
       "4964         B018Y224PY                        ...                           \n",
       "4965         B018Y224PY                        ...                           \n",
       "4966         B018Y224PY                        ...                           \n",
       "4967         B018Y224PY                        ...                           \n",
       "4968         B018Y224PY                        ...                           \n",
       "4969         B018Y224PY                        ...                           \n",
       "4970         B018Y224PY                        ...                           \n",
       "4971         B018Y224PY                        ...                           \n",
       "4972         B018Y224PY                        ...                           \n",
       "4973         B018Y224PY                        ...                           \n",
       "4974         B018Y224PY                        ...                           \n",
       "4975         B018Y224PY                        ...                           \n",
       "4976         B018Y224PY                        ...                           \n",
       "4977         B018Y224PY                        ...                           \n",
       "4978         B018Y224PY                        ...                           \n",
       "4979         B018Y224PY                        ...                           \n",
       "4980         B018Y224PY                        ...                           \n",
       "4981         B018Y224PY                        ...                           \n",
       "4982         B018Y224PY                        ...                           \n",
       "4983         B018Y224PY                        ...                           \n",
       "4984         B018Y224PY                        ...                           \n",
       "4985         B018Y224PY                        ...                           \n",
       "4986         B018Y224PY                        ...                           \n",
       "\n",
       "                                       reviews.dateSeen reviews.doRecommend  \\\n",
       "0     2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...               False   \n",
       "1     2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "2                                  2018-05-27T00:00:00Z                True   \n",
       "3                                  2018-10-09T00:00:00Z                True   \n",
       "4                                  2018-05-27T00:00:00Z                True   \n",
       "5     2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...               False   \n",
       "6                                  2018-10-09T00:00:00Z                True   \n",
       "7     2017-07-31T00:00:00Z,2017-07-26T00:00:00Z,2018...               False   \n",
       "8                                  2018-05-26T00:00:00Z                True   \n",
       "9                                  2018-05-27T00:00:00Z                True   \n",
       "10    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "11    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "12    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "13                                 2018-05-27T00:00:00Z                True   \n",
       "14    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "15    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "16                                 2018-05-27T00:00:00Z                True   \n",
       "17    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "18                                 2017-10-10T00:00:00Z                True   \n",
       "19                                 2018-05-27T00:00:00Z                True   \n",
       "20                                 2018-05-27T00:00:00Z               False   \n",
       "21                                 2018-10-09T00:00:00Z                True   \n",
       "22    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "23    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "24    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "25    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "26                                 2018-05-27T00:00:00Z                True   \n",
       "27    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "28    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "29    2018-05-27T00:00:00Z,2017-09-06T00:00:00Z,2017...                True   \n",
       "...                                                 ...                 ...   \n",
       "4957  2017-04-30T02:06:37.900Z,2017-06-07T08:20:42.115Z                True   \n",
       "4958  2017-04-03T03:57:21.417Z,2017-04-30T02:06:32.7...               False   \n",
       "4959  2017-04-30T02:03:12.505Z,2017-06-07T08:10:45.831Z                True   \n",
       "4960  2017-04-30T02:06:56.961Z,2017-06-07T08:20:53.942Z                True   \n",
       "4961  2017-04-30T02:07:07.759Z,2017-06-07T08:10:44.120Z                True   \n",
       "4962  2017-04-30T02:06:50.272Z,2017-06-07T08:20:49.679Z                True   \n",
       "4963  2017-04-30T02:06:26.706Z,2017-06-07T08:20:36.785Z                True   \n",
       "4964  2017-04-30T02:07:05.704Z,2017-06-07T08:20:58.621Z                True   \n",
       "4965                           2017-06-07T08:20:28.972Z                True   \n",
       "4966  2017-04-30T02:06:54.692Z,2017-06-07T08:20:52.340Z                True   \n",
       "4967  2017-04-30T02:06:42.089Z,2017-06-07T08:20:44.619Z                True   \n",
       "4968  2017-04-30T02:06:42.568Z,2017-06-07T08:20:44.619Z                True   \n",
       "4969  2017-04-30T02:06:42.695Z,2017-06-07T08:20:44.827Z                True   \n",
       "4970                           2017-06-07T08:20:30.464Z                True   \n",
       "4971  2017-04-30T02:06:23.897Z,2017-06-07T08:20:35.053Z                True   \n",
       "4972  2017-04-30T02:06:23.388Z,2017-06-07T08:20:34.420Z                True   \n",
       "4973  2017-04-30T02:06:29.037Z,2017-06-07T08:20:37.418Z                True   \n",
       "4974  2017-04-30T02:06:47.628Z,2017-06-07T08:20:48.435Z                True   \n",
       "4975  2017-04-30T02:06:19.063Z,2017-06-07T08:20:32.250Z                True   \n",
       "4976  2017-04-30T02:06:23.897Z,2017-06-07T08:20:34.904Z                True   \n",
       "4977  2017-04-30T02:06:43.694Z,2017-06-07T08:20:46.525Z                True   \n",
       "4978  2017-04-03T03:57:21.828Z,2017-04-30T02:06:33.6...                True   \n",
       "4979  2017-04-30T02:06:24.716Z,2017-06-07T08:20:35.053Z                True   \n",
       "4980  2017-04-30T02:06:41.386Z,2017-06-07T08:20:44.290Z                True   \n",
       "4981  2017-04-30T02:06:20.357Z,2017-06-07T08:20:32.728Z                True   \n",
       "4982  2017-04-30T02:06:48.451Z,2017-06-07T08:20:48.408Z                True   \n",
       "4983  2017-04-30T02:07:00.236Z,2017-06-07T08:20:55.199Z                True   \n",
       "4984  2017-04-30T02:03:13.567Z,2017-06-07T08:10:47.953Z                True   \n",
       "4985  2017-04-30T02:06:56.574Z,2017-06-07T08:20:53.942Z                True   \n",
       "4986  2017-04-03T03:55:09.054Z,2017-04-30T02:03:18.1...                True   \n",
       "\n",
       "     reviews.numHelpful reviews.rating  \\\n",
       "0                     0              3   \n",
       "1                     0              5   \n",
       "2                     0              4   \n",
       "3                     3              5   \n",
       "4                     0              5   \n",
       "5                     0              5   \n",
       "6                     0              5   \n",
       "7                     0              4   \n",
       "8                     0              5   \n",
       "9                     0              5   \n",
       "10                    3              5   \n",
       "11                    0              5   \n",
       "12                    0              5   \n",
       "13                    0              5   \n",
       "14                    0              5   \n",
       "15                    0              3   \n",
       "16                    0              5   \n",
       "17                    0              4   \n",
       "18                    0              5   \n",
       "19                    0              4   \n",
       "20                    1              1   \n",
       "21                    4              4   \n",
       "22                    0              5   \n",
       "23                    0              4   \n",
       "24                    0              4   \n",
       "25                    0              5   \n",
       "26                    0              5   \n",
       "27                    0              5   \n",
       "28                    0              5   \n",
       "29                    2              4   \n",
       "...                 ...            ...   \n",
       "4957                  0              4   \n",
       "4958                  0              2   \n",
       "4959                  0              4   \n",
       "4960                  0              4   \n",
       "4961                  1              4   \n",
       "4962                  0              3   \n",
       "4963                  0              4   \n",
       "4964                  0              5   \n",
       "4965                  0              4   \n",
       "4966                  0              4   \n",
       "4967                  0              4   \n",
       "4968                  0              5   \n",
       "4969                  0              5   \n",
       "4970                  0              5   \n",
       "4971                  0              4   \n",
       "4972                  0              5   \n",
       "4973                  0              5   \n",
       "4974                  0              5   \n",
       "4975                  0              5   \n",
       "4976                  0              4   \n",
       "4977                  0              5   \n",
       "4978                  0              4   \n",
       "4979                  0              5   \n",
       "4980                  0              5   \n",
       "4981                  0              5   \n",
       "4982                  0              5   \n",
       "4983                  1              5   \n",
       "4984                  8              4   \n",
       "4985                  0              5   \n",
       "4986                  0              5   \n",
       "\n",
       "                                     reviews.sourceURLs  \\\n",
       "0     http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "1     http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "2     https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "3     https://redsky.target.com/groot-domain-api/v1/...   \n",
       "4     https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "5     http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "6     https://redsky.target.com/groot-domain-api/v1/...   \n",
       "7     http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "8     https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "9     https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "10    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "11    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "12    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "13    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "14    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "15    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "16    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "17    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "18    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "19    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "20    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "21    https://redsky.target.com/groot-domain-api/v1/...   \n",
       "22    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "23    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "24    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "25    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "26    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "27    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "28    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "29    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "...                                                 ...   \n",
       "4957  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4958  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4959  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4960  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4961  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4962  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4963  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4964  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4965  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4966  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4967  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4968  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4969  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4970  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4971  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4972  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4973  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4974  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4975  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4976  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4977  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4978  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4979  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4980  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4981  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4982  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4983  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4984  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4985  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4986  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "\n",
       "                                           reviews.text  \\\n",
       "0     I thought it would be as big as small paper bu...   \n",
       "1     This kindle is light and easy to use especiall...   \n",
       "2     Didnt know how much i'd use a kindle so went f...   \n",
       "3     I am 100 happy with my purchase. I caught it o...   \n",
       "4     Solid entry level Kindle. Great for kids. Gift...   \n",
       "5     This make an excellent ebook reader. Don't exp...   \n",
       "6     I ordered this for my daughter, as I have the ...   \n",
       "7     I bought my Kindle about 2 months ago and the ...   \n",
       "8     amazon kindle is always the best ebook, upgrad...   \n",
       "9     It's beyond my expectation, and it can even sh...   \n",
       "10    If you really want to have a good read on some...   \n",
       "11    Love my kindle, makes reading at night so easy...   \n",
       "12    Good product for child. Who only need to read ...   \n",
       "13    This Kindle is a convenient size yet lettering...   \n",
       "14    I use this every day on my commute. Great batt...   \n",
       "15    It does its job but I would buy one which the ...   \n",
       "16    Great product for myself! And I bought it when...   \n",
       "17    Item work well and was easy to read from in da...   \n",
       "18    Great product and service will refer to a frie...   \n",
       "19    Everything is great except that i can't read e...   \n",
       "20    I was looking for a kindle whitepaper. I saw o...   \n",
       "21    This is a nice bare-bones reading device. Easy...   \n",
       "22    Easy to use and navigate, purchasing books is ...   \n",
       "23    The Amazon Kindle is light weight and easy to ...   \n",
       "24    I love hear readers, I had to replace mine bec...   \n",
       "25    Love the simplicity. Also love that I use it f...   \n",
       "26    My husband loves this Kindle. He has a muscula...   \n",
       "27    I've wanted a kindle for a while and decided t...   \n",
       "28    I have several Kindles so knew what to expect....   \n",
       "29    I like this e reader, but wish the screen were...   \n",
       "...                                                 ...   \n",
       "4957  Got this tablet for my 7yr old daughter and it...   \n",
       "4958  Hard to use, Lots of ads, and Randomly closes ...   \n",
       "4959  The features that I found on the Fire tablet f...   \n",
       "4960  Got this for my grandson 7 yrs old - perfect s...   \n",
       "4961  It great just a little small then what I would...   \n",
       "4962  I wish it has some more of the apps from the p...   \n",
       "4963  I like the unit but battery seems to run down ...   \n",
       "4964  I'm very happy with my purchase. I bought one ...   \n",
       "4965  Am happy with my purchase and the item is bein...   \n",
       "4966  Amazon has consistently delivered quality tabl...   \n",
       "4967  Bought this tablet after a cheaper model quit ...   \n",
       "4968  I reviewed a lot of tablets before I bought th...   \n",
       "4969  This device performs great! For the price it's...   \n",
       "4970  Bought this to use on my travels. comes in han...   \n",
       "4971  This is your basic Amazon taplet. Nothing too ...   \n",
       "4972  Purchased this for my fiance's youngest son fo...   \n",
       "4973  The apps are better, it charges faster and the...   \n",
       "4974  My children love these kindles! They are so mu...   \n",
       "4975  This tablet is so great for school children to...   \n",
       "4976  This product was easy to set up and to use. Wo...   \n",
       "4977  Tablets are best used for personal reading. Cl...   \n",
       "4978  My son uses the device to help him do his home...   \n",
       "4979  My 6yr old son loves the tablet!I plan on purc...   \n",
       "4980  I APPRECIATE the ease of purchasing and readin...   \n",
       "4981  I love this tablet/kindle. I can access email,...   \n",
       "4982  This is a great tablet for the price. Amazon i...   \n",
       "4983  This tablet is the perfect size and so easy to...   \n",
       "4984  Purchased this for my son. Has room to upgrade...   \n",
       "4985  I had some thoughts about getting this for a 5...   \n",
       "4986  this is a steal, have 8 gb model as well.This ...   \n",
       "\n",
       "                                          reviews.title     reviews.username  \\\n",
       "0                                             Too small               llyyue   \n",
       "1          Great light reader. Easy to use at the beach               Charmi   \n",
       "2                                   Great for the price         johnnyjojojo   \n",
       "3                                           A Great Buy              Kdperry   \n",
       "4              Solid entry-level Kindle. Great for kids          Johnnyblack   \n",
       "5                                            Good ebook           rmwarriors   \n",
       "6     Light Weight - Makes a world of difference whe...           LexieCrews   \n",
       "7                                      not good quality                merry   \n",
       "8                                            best ebook                 STEF   \n",
       "9                                         Great Product                 AEBY   \n",
       "10                          Good price excellent reader              jjhippo   \n",
       "11                               feels like a real book              Sean242   \n",
       "12                                        Great readers               Jackie   \n",
       "13                         Just what my grandson wanted              grandma   \n",
       "14                          Great for reading on the go            BeeRocker   \n",
       "15                                         Does its job             Chillypr   \n",
       "16                                               Great!                 John   \n",
       "17                                                 Work                 Bill   \n",
       "18                            Great product and service              richard   \n",
       "19                  External pdf does not work properly          Superuser37   \n",
       "20                                  Tricked into buying                Keith   \n",
       "21               Easy to use, bare-bones reading device              Nibbler   \n",
       "22                         Great e-reader for beginners               st2005   \n",
       "23                              Good Deal for the Price               Robe12   \n",
       "24                                                Great                 kdla   \n",
       "25                                      Easy and simple                Kathy   \n",
       "26                                    Compact and light               Debbie   \n",
       "27                        Great product at great price.              Tupiman   \n",
       "28                                   Great reading tool                 drd1   \n",
       "29                         Great reader but not perfect             MrPhilTX   \n",
       "...                                                 ...                  ...   \n",
       "4957                        Amazon - Fire 7 Tablet 16gb             Soundguy   \n",
       "4958                                     Not a huge fan                Leigh   \n",
       "4959                    Product/Price value is awesome.                Happy   \n",
       "4960                      Amazon Fire - Great 7\" Tablet               Kelley   \n",
       "4961           It was the I deal gift for my gran child                Molly   \n",
       "4962                          Fits perfectly in my hand               rabbit   \n",
       "4963                                      Simple to use                SWR55   \n",
       "4964                                 Amazon Fire Tablet      drjpitbulljudge   \n",
       "4965                                               good               mintoo   \n",
       "4966  Great little tablet if you dont need HD resolu...                HMike   \n",
       "4967             Easy access to my magazines and books.               Melita   \n",
       "4968                             Great beginner tablet.                Kat16   \n",
       "4969                                        Great Value              wiseguy   \n",
       "4970                       awesome for games and movies              julyfly   \n",
       "4971                                      Decent Tablet                 Rich   \n",
       "4972                          great gift for young teen               strick   \n",
       "4973                                Better than before!           thatwasfun   \n",
       "4974                                        So improved  1999-03-01 00:00:00   \n",
       "4975                                          EXCELLENT                Coupe   \n",
       "4976                         Great product, easy to use                 Hoss   \n",
       "4977                                         Its a gift               Gordon   \n",
       "4978                        Good for my 11 year old son              JackieG   \n",
       "4979                                      Great tablet!               QueenT   \n",
       "4980  Im so happy with this product - Reading is GREAT!              Toddler   \n",
       "4981                                     Very versatile                Patty   \n",
       "4982                                       Good product                litle   \n",
       "4983                                       Great Tablet               gracie   \n",
       "4984                    Great for kids or smaller needs                 Hawk   \n",
       "4985                       Very sturdy for a 5 year old              Mrbilly   \n",
       "4986                                great little tablet               tabman   \n",
       "\n",
       "                                              imageURLs  \\\n",
       "0     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "1     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "2     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "3     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "4     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "5     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "6     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "7     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "8     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "9     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "10    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "11    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "12    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "13    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "14    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "15    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "16    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "17    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "18    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "19    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "20    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "21    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "22    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "23    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "24    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "25    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "26    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "27    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "28    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "29    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "...                                                 ...   \n",
       "4957  https://images-na.ssl-images-amazon.com/images...   \n",
       "4958  https://images-na.ssl-images-amazon.com/images...   \n",
       "4959  https://images-na.ssl-images-amazon.com/images...   \n",
       "4960  https://images-na.ssl-images-amazon.com/images...   \n",
       "4961  https://images-na.ssl-images-amazon.com/images...   \n",
       "4962  https://images-na.ssl-images-amazon.com/images...   \n",
       "4963  https://images-na.ssl-images-amazon.com/images...   \n",
       "4964  https://images-na.ssl-images-amazon.com/images...   \n",
       "4965  https://images-na.ssl-images-amazon.com/images...   \n",
       "4966  https://images-na.ssl-images-amazon.com/images...   \n",
       "4967  https://images-na.ssl-images-amazon.com/images...   \n",
       "4968  https://images-na.ssl-images-amazon.com/images...   \n",
       "4969  https://images-na.ssl-images-amazon.com/images...   \n",
       "4970  https://images-na.ssl-images-amazon.com/images...   \n",
       "4971  https://images-na.ssl-images-amazon.com/images...   \n",
       "4972  https://images-na.ssl-images-amazon.com/images...   \n",
       "4973  https://images-na.ssl-images-amazon.com/images...   \n",
       "4974  https://images-na.ssl-images-amazon.com/images...   \n",
       "4975  https://images-na.ssl-images-amazon.com/images...   \n",
       "4976  https://images-na.ssl-images-amazon.com/images...   \n",
       "4977  https://images-na.ssl-images-amazon.com/images...   \n",
       "4978  https://images-na.ssl-images-amazon.com/images...   \n",
       "4979  https://images-na.ssl-images-amazon.com/images...   \n",
       "4980  https://images-na.ssl-images-amazon.com/images...   \n",
       "4981  https://images-na.ssl-images-amazon.com/images...   \n",
       "4982  https://images-na.ssl-images-amazon.com/images...   \n",
       "4983  https://images-na.ssl-images-amazon.com/images...   \n",
       "4984  https://images-na.ssl-images-amazon.com/images...   \n",
       "4985  https://images-na.ssl-images-amazon.com/images...   \n",
       "4986  https://images-na.ssl-images-amazon.com/images...   \n",
       "\n",
       "                                             sourceURLs  \n",
       "0     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "1     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "2     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "3     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "4     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "5     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "6     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "7     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "8     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "9     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "10    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "11    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "12    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "13    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "14    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "15    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "16    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "17    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "18    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "19    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "20    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "21    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "22    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "23    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "24    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "25    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "26    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "27    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "28    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "29    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "...                                                 ...  \n",
       "4957  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4958  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4959  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4960  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4961  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4962  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4963  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4964  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4965  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4966  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4967  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4968  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4969  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4970  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4971  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4972  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4973  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4974  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4975  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4976  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4977  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4978  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4979  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4980  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4981  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4982  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4983  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4984  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4985  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4986  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "\n",
       "[4987 rows x 23 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>asins</th>\n",
       "      <th>brand</th>\n",
       "      <th>categories</th>\n",
       "      <th>primaryCategories</th>\n",
       "      <th>keys</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>manufacturerNumber</th>\n",
       "      <th>reviews.date</th>\n",
       "      <th>...</th>\n",
       "      <th>reviews.dateSeen</th>\n",
       "      <th>reviews.doRecommend</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-09-03T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I thought it would be as big as small paper bu...</td>\n",
       "      <td>Too small</td>\n",
       "      <td>llyyue</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AVqVGZNvQMlgsOJE6eUY</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
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       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-06-06T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>This kindle is light and easy to use especiall...</td>\n",
       "      <td>Great light reader. Easy to use at the beach</td>\n",
       "      <td>Charmi</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
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       "                     id                                               name  \\\n",
       "0  AVqVGZNvQMlgsOJE6eUY  Amazon Kindle E-Reader 6\" Wifi (8th Generation...   \n",
       "1  AVqVGZNvQMlgsOJE6eUY  Amazon Kindle E-Reader 6\" Wifi (8th Generation...   \n",
       "\n",
       "        asins   brand                                         categories  \\\n",
       "0  B00ZV9PXP2  Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "1  B00ZV9PXP2  Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "\n",
       "  primaryCategories                                               keys  \\\n",
       "0       Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "1       Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "\n",
       "  manufacturer manufacturerNumber              reviews.date  \\\n",
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       "1       Amazon         B00ZV9PXP2  2017-06-06T00:00:00.000Z   \n",
       "\n",
       "                         ...                          \\\n",
       "0                        ...                           \n",
       "1                        ...                           \n",
       "\n",
       "                                    reviews.dateSeen reviews.doRecommend  \\\n",
       "0  2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...               False   \n",
       "1  2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "\n",
       "  reviews.numHelpful  reviews.rating  \\\n",
       "0                  0               3   \n",
       "1                  0               5   \n",
       "\n",
       "                                  reviews.sourceURLs  \\\n",
       "0  http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "1  http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "\n",
       "                                        reviews.text  \\\n",
       "0  I thought it would be as big as small paper bu...   \n",
       "1  This kindle is light and easy to use especiall...   \n",
       "\n",
       "                                  reviews.title reviews.username  \\\n",
       "0                                     Too small           llyyue   \n",
       "1  Great light reader. Easy to use at the beach           Charmi   \n",
       "\n",
       "                                           imageURLs  \\\n",
       "0  https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
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       "\n",
       "                                          sourceURLs  \n",
       "0  https://www.newegg.com/Product/Product.aspx%25...  \n",
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       "\n",
       "[2 rows x 22 columns]"
      ]
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     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of nunique :24\n"
     ]
    }
   ],
   "source": [
    "#data.nunique().sum()\n",
    "#unique=data['id'].unique()\n",
    "unique=len(data[\"id\"].unique())\n",
    "print(\"number of nunique :\"+str(unique))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3cIOk60rZR6gezX2mpFnAHVSXdgGcCxwILAH+CBwBYHu1pE8CV5d6x9leXevoIiK6ZNjkCsyhugTqSgDbi1tOQrVl+5cM3l8KgyRm2y77Gmxb84BaXREREb2gTp/rw7YfGViQNJZBTihFRMST6iTXn0v6CLCppL8H/hX4abNhRUT0t7oDt6wCbgDeQdU3+tEmg4qI6Hd1biJ4Avh6eUVERA1tk6ukM22/SdINDNLHavvljUYWEdHHhmq5Hl2mrx+JQCIiRpO2yXXg/n/gH4Azbf9+ZEKKiOh/dU5oPRu4QNJlkuZI2rrpoCIi+l2d218/YXtHqgv8t6W6NOvCxiOLiOhjnTzFdSXwX8A9wLB3aEVEbMjqPIngnZIupXpqwFbAUblSICJiaHXGFnge1Vis1w1bMyIigHp9rnOBzSUdASBpgqTtG48sIqKP1ekWOBb4MHBMKdqIGk9/jYjYkNU5ofVG4A3AHwBsrwCGHSw7ImJDVie5PlLGWjWApM2aDSkiov/VSa5nSvoa1aOujwIuBE5rNqyIiP5WZ1Ssz5ZxXO8HXgx8zPaCxiOLiOhjdS7FoiTTBQCSxkh6i+3vNRpZREQfa9stIOnZko6R9CVJ08tTWd8FLAXeNHIhRkT0n6Fart8B7gUuB44EPgQ8A5iRGwoiIoY2VHJ9vu2/AZB0GnA3sJ3tB0YksoiIPjbU1QKPDszYfhy4LYk1IqKeoZLrTpLuL68HgJcPzEu6f7gNS5onaaWkG1vKxktaIGlxmW5RyiXpZElLJF0vadeWdWaW+oslzXw6BxsRMVLaJlfbY2w/u7yeZXtsy/yza2z7W8D+a5XNBS6yPZVqlK25pfwAYGp5zQZOgSoZA8cCewC7A8cOJOSIiF7WyXiuHbH9C2D1WsUzgNPL/OnAQS3l33blCqobFrYB9gMW2F5t+16qy8HWTtgRET2nseTaxtYDz+Yq04FBtycCy1rqLS9l7cr/gqTZkhZKWrhq1ar1HnhERCdGOrm2o0HKPET5Xxbap9qeZnvahAkT1mtwERGdGunkelf5uU+Zrizly4HJLfUmASuGKI+I6GkjnVzPAQbO+M8Ezm4pf1u5amBPYE3pNjgfmC5pi3Iia3opi4joabXGFlgXkn4A7A1sJWk51Vn/T1GNsjULuAM4pFQ/FzgQWAL8ETgCwPZqSZ8Eri71jrO99kmyiIie01hytX1Ym7f2HaSuqR7dPdh25gHz1mNoERGN65UTWhERo0qSa0REA5JcIyIakOQaEdGAJNeIiAYkuUZENCDJNSKiAUmuERENSHKNiGhAkmtERAOSXCMiGpDkGhHRgCTXiIgGJLlGRDQgyTUiogFJrhERDUhyjYhoQJJrREQDklwjIhqQ5BoR0YAk14iIBiS5RkQ0oG+Sq6T9Jd0qaYmkud2OJyJiKH2RXCWNAb4MHADsABwmaYfuRhUR0V5fJFdgd2CJ7aW2HwHOAGZ0OaaIiLbGdjuAmiYCy1qWlwN7dCmWP5sy92cd1b/9U69rKJKI6DX9klw1SJmfUkGaDcwuiw9KurXDfWwF3L0OsdWmE5vcevPxj4B+P4bE331NH8Pz6lbsl+S6HJjcsjwJWNFawfapwKnrugNJC21PW9f1u63f44f+P4bE3329dAz90ud6NTBV0vaSngEcCpzT5ZgiItrqi5ar7cckvQs4HxgDzLN9U5fDiohoqy+SK4Dtc4FzG9zFOncp9Ih+jx/6/xgSf/f1zDHI9vC1IiKiI/3S5xoR0VeSXOm/W2slTZZ0iaRbJN0k6ehSPl7SAkmLy3SLbsc6FEljJF0raX5Z3l7SlSX+H5aTlz1J0jhJZ0n6Tfke9urDz/995d/PjZJ+IGmTXv4OJM2TtFLSjS1lg37mqpxc/qavl7TrSMe7wSfXPr219jHgA7ZfCuwJzCkxzwUusj0VuKgs97KjgVtalk8ETirx3wvM6kpU9fwLcJ7tlwA7UR1H33z+kiYC7wGm2X4Z1YniQ+nt7+BbwP5rlbX7zA8AppbXbOCUEYrxSbY36BewF3B+y/IxwDHdjqvDYzgb+HvgVmCbUrYNcGu3Yxsi5klUfwz7APOpbhS5Gxg72PfSSy/g2cBtlHMWLeX99PkP3PU4nurE9nxgv17/DoApwI3DfebA14DDBqs3Uq8NvuXK4LfWTuxSLB2TNAXYBbgS2Nr2nQBl+tzuRTasLwD/BDxRlrcE7rP9WFnu5e/h+cAq4JulW+M0SZvRR5+/7d8DnwXuAO4E1gCL6J/vYEC7z7zrf9dJrjVure1VkjYHfgS81/b93Y6nLkmvB1baXtRaPEjVXv0exgK7AqfY3gX4Az3cBTCY0jc5A9ge2BbYjOqn9Np69TsYTtf/PSW51ri1thdJ2ogqsX7P9o9L8V2StinvbwOs7FZ8w3gV8AZJt1ONcLYPVUt2nKSBa697+XtYDiy3fWVZPosq2fbL5w/wWuA226tsPwr8GHgl/fMdDGj3mXf97zrJtQ9vrZUk4BvALbY/3/LWOcDMMj+Tqi+259g+xvYk21OoPu+Lbb8FuAQ4uFTr5fj/C1gm6cWlaF/gZvrk8y/uAPaU9Mzy72ngGPriO2jR7jM/B3hbuWpgT2DNQPfBiOl2B3UvvIADgd8C/wn8327HUyPev6X6iXM9cF15HUjVb3kRsLhMx3c71hrHsjcwv8w/H7gKWAL8K7Bxt+MbIu6dgYXlO/g3YIt++/yBTwC/AW4EvgNs3MvfAfADqv7hR6laprPafeZU3QJfLn/TN1BdFTGi8eYOrYiIBqRbICKiAUmuERENSHKNiGhAkmtERAOSXCMiGpDkGn9B0uOSriujJf1U0rh13M62ks5a3/GNFEl7D4zY1VL2LUkHt1ungzoTyuhT10p69RD1Pi7pg51FHr0gyTUG85DtnV2NlrQamLMuG7G9wvaQSWYDti/wG9u72L5sfW+814c73BAkucZwLqdlwAtJH5J0dRkj8xOl7ERJ/9hS5+OSPiBpysDYm2Xs1s+0rPuOUv4VSW8o8z+RNK/Mz5J0vKTNJP1M0q9LS/rNawco6dISw1WSfjvQEpR0uKQvtdSbL2nvMv9gWWeRpAsl7V62s3QgnuFI2k3Sz8s2zh+4DXOtOre3xHaVpBdK2hn4NHBg+YWwqaQHW9Y5WNK36sQwhC+qGvP3LZI2eZrbinWQ5BptlbFu96XcDixpOtX4mLtT3aG0m6S/oxofoDXpvYnq7p5Ws6huQXwF8ArgKEnbA78ABn4WT6QaUxequ9Auoxq/c4XtnUpL+rw24Y61vTvwXuDYGoe3GXCp7d2AB4DjqYZtfCNwXEu9V5cEeJ2k64CB/wg2Ar4IHFy2MQ84oc2+7i+xfQn4gu3rgI8BPyy/EB6qEW9HbL8V+CDVeAE3SfqipJ3W936ivSTXGMymJZHcQzXe54JSPr28rgWuAV4CTLV9LfDc0se6E3Cv7TvW2uZ0qnu9r6MaHnFLqkR9GVUC24Hq3vaBgTj2An5Fdevia0vr79W217SJeWDwmkVUY34O5xGeTNQ3AD93NYDJDWutf1lJgDvb3pknx514MfAyYEE5po9SDQ4ymB+0TPeqEdt6YXuR7TnAjlS3s14l6f0jtf8NXd88/TVG1EO2d5b0HKpBlOcAJ1Pdr/3Ptr82yDpnUQ348ddULdm1CXi37fP/4o2qf3B/qlbseKqW74O2HwAekLQb1dgJ/yzpAtvHrb0N4OEyfZwn/10/xlMbEK0/jx/1k/d+PzGwvu0nWkaFGoqAm2zXSZZuM9+uzl/8jJc0GfhpWfwq1ZMDjirLBwLfBLYGFto+sqwztrx3BNV/ZB8Dvlsj3lgPklyjLdtrJL0HOFvSKcD5wCclfc/2g6oeFfKo7ZVUCfXrwFbA/xhkc+cD75R0se1HJb0I+L3tP1D1676XaujBLakS9VlQXXEArLb93dIveXgHh3A78I+S/oqqy2H3Dj+CodwKTJC0l+3LSzfBi2zfNEjdNwOfKtPL22zvLkkvLdt9I1VXxZ/ZXkbVFdPqyy3z+7W+UVqo76L6ZXCS7V/UO6xYX5JcY0i2r5X0a+BQ298pCeBySQAPAm+lGvj6JknPokqYgw3tdhrVz+1rVK28CjiovHcZMN32Ekm/o2q9DpxB/xvgM5KeoBoN6Z0dhP8fVI9juYFq5KdrOlh3SLYfKZdbnVxa+GOpxqQdLLluLOlKqlb0YW02OZfqV8KyEuvmTzPE64Gd3UeDqI82GRUrokGqBgSfZvvubscSIysntCIiGpCWa0REA9JyjYhoQJJrREQDklwjIhqQ5BoR0YAk14iIBiS5RkQ04L8Bc0JC1YQGDYUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5,3))\n",
    "plt.hist(data['reviews.rating'], bins=20)\n",
    "plt.title(\"Rating\")\n",
    "plt.xlabel(\"Reviews Rating--->\")\n",
    "plt.ylabel(\"Reviews Range--->\")\n",
    "plt.show()\n",
    "\n",
    "fig = plt.figure(figsize=(5,3))\n",
    "plt.hist(data['reviews.numHelpful'], bins=20)\n",
    "plt.title(\"NumHelpful\")\n",
    "plt.xlabel(\"Reviews numHelpful--->\")\n",
    "plt.ylabel(\"Reviews Range--->\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.scatter(data['reviews.numHelpful'],data['reviews.rating'])\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "le = LabelEncoder()\n",
    "data['id'] = le.fit_transform(data['id'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "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>id</th>\n",
       "      <th>reviews.numHelpful</th>\n",
       "      <th>reviews.rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4987.000000</td>\n",
       "      <td>4987.000000</td>\n",
       "      <td>4987.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>13.483457</td>\n",
       "      <td>0.312212</td>\n",
       "      <td>4.595749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>7.261786</td>\n",
       "      <td>3.115148</td>\n",
       "      <td>0.732467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>23.000000</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                id  reviews.numHelpful  reviews.rating\n",
       "count  4987.000000         4987.000000     4987.000000\n",
       "mean     13.483457            0.312212        4.595749\n",
       "std       7.261786            3.115148        0.732467\n",
       "min       0.000000            0.000000        1.000000\n",
       "25%       6.000000            0.000000        4.000000\n",
       "50%      14.000000            0.000000        5.000000\n",
       "75%      21.000000            0.000000        5.000000\n",
       "max      23.000000          105.000000        5.000000"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>asins</th>\n",
       "      <th>brand</th>\n",
       "      <th>categories</th>\n",
       "      <th>primaryCategories</th>\n",
       "      <th>keys</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>manufacturerNumber</th>\n",
       "      <th>reviews.date</th>\n",
       "      <th>...</th>\n",
       "      <th>reviews.dateSeen</th>\n",
       "      <th>reviews.doRecommend</th>\n",
       "      <th>reviews.numHelpful</th>\n",
       "      <th>reviews.rating</th>\n",
       "      <th>reviews.sourceURLs</th>\n",
       "      <th>reviews.text</th>\n",
       "      <th>reviews.title</th>\n",
       "      <th>reviews.username</th>\n",
       "      <th>imageURLs</th>\n",
       "      <th>sourceURLs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-09-03T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I thought it would be as big as small paper bu...</td>\n",
       "      <td>Too small</td>\n",
       "      <td>llyyue</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-06-06T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>This kindle is light and easy to use especiall...</td>\n",
       "      <td>Great light reader. Easy to use at the beach</td>\n",
       "      <td>Charmi</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2018-04-20T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Didnt know how much i'd use a kindle so went f...</td>\n",
       "      <td>Great for the price</td>\n",
       "      <td>johnnyjojojo</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-11-02T17:33:31.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-10-09T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>https://redsky.target.com/groot-domain-api/v1/...</td>\n",
       "      <td>I am 100 happy with my purchase. I caught it o...</td>\n",
       "      <td>A Great Buy</td>\n",
       "      <td>Kdperry</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2018-04-24T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Solid entry level Kindle. Great for kids. Gift...</td>\n",
       "      <td>Solid entry-level Kindle. Great for kids</td>\n",
       "      <td>Johnnyblack</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2016-12-14T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>This make an excellent ebook reader. Don't exp...</td>\n",
       "      <td>Good ebook</td>\n",
       "      <td>rmwarriors</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-12-20T17:38:23.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-10-09T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://redsky.target.com/groot-domain-api/v1/...</td>\n",
       "      <td>I ordered this for my daughter, as I have the ...</td>\n",
       "      <td>Light Weight - Makes a world of difference whe...</td>\n",
       "      <td>LexieCrews</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-07-14T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-07-31T00:00:00Z,2017-07-26T00:00:00Z,2018...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I bought my Kindle about 2 months ago and the ...</td>\n",
       "      <td>not good quality</td>\n",
       "      <td>merry</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2018-05-23T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-26T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>amazon kindle is always the best ebook, upgrad...</td>\n",
       "      <td>best ebook</td>\n",
       "      <td>STEF</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2018-01-12T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>It's beyond my expectation, and it can even sh...</td>\n",
       "      <td>Great Product</td>\n",
       "      <td>AEBY</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2016-09-11T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>If you really want to have a good read on some...</td>\n",
       "      <td>Good price excellent reader</td>\n",
       "      <td>jjhippo</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-04-22T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Love my kindle, makes reading at night so easy...</td>\n",
       "      <td>feels like a real book</td>\n",
       "      <td>Sean242</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-02-20T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>Good product for child. Who only need to read ...</td>\n",
       "      <td>Great readers</td>\n",
       "      <td>Jackie</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2018-01-06T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>This Kindle is a convenient size yet lettering...</td>\n",
       "      <td>Just what my grandson wanted</td>\n",
       "      <td>grandma</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-02-23T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I use this every day on my commute. Great batt...</td>\n",
       "      <td>Great for reading on the go</td>\n",
       "      <td>BeeRocker</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-02-25T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>It does its job but I would buy one which the ...</td>\n",
       "      <td>Does its job</td>\n",
       "      <td>Chillypr</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-11-19T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Great product for myself! And I bought it when...</td>\n",
       "      <td>Great!</td>\n",
       "      <td>John</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2016-12-24T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Item work well and was easy to read from in da...</td>\n",
       "      <td>Work</td>\n",
       "      <td>Bill</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-10-07T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-10-10T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>Great product and service will refer to a frie...</td>\n",
       "      <td>Great product and service</td>\n",
       "      <td>richard</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-11-16T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>Everything is great except that i can't read e...</td>\n",
       "      <td>External pdf does not work properly</td>\n",
       "      <td>Superuser37</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-12-02T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>I was looking for a kindle whitepaper. I saw o...</td>\n",
       "      <td>Tricked into buying</td>\n",
       "      <td>Keith</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-03-22T15:18:54.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-10-09T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>https://redsky.target.com/groot-domain-api/v1/...</td>\n",
       "      <td>This is a nice bare-bones reading device. Easy...</td>\n",
       "      <td>Easy to use, bare-bones reading device</td>\n",
       "      <td>Nibbler</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-02-13T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>Easy to use and navigate, purchasing books is ...</td>\n",
       "      <td>Great e-reader for beginners</td>\n",
       "      <td>st2005</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2016-09-17T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>The Amazon Kindle is light weight and easy to ...</td>\n",
       "      <td>Good Deal for the Price</td>\n",
       "      <td>Robe12</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-01-29T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I love hear readers, I had to replace mine bec...</td>\n",
       "      <td>Great</td>\n",
       "      <td>kdla</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-02-17T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>Love the simplicity. Also love that I use it f...</td>\n",
       "      <td>Easy and simple</td>\n",
       "      <td>Kathy</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2018-05-01T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5442403/revie...</td>\n",
       "      <td>My husband loves this Kindle. He has a muscula...</td>\n",
       "      <td>Compact and light</td>\n",
       "      <td>Debbie</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-03-15T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I've wanted a kindle for a while and decided t...</td>\n",
       "      <td>Great product at great price.</td>\n",
       "      <td>Tupiman</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2016-10-01T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I have several Kindles so knew what to expect....</td>\n",
       "      <td>Great reading tool</td>\n",
       "      <td>drd1</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>11</td>\n",
       "      <td>Amazon Kindle E-Reader 6\" Wifi (8th Generation...</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Computers,Electronics Features,Tablets,Electro...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>allnewkindleereaderblack6glarefreetouchscreend...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B00ZV9PXP2</td>\n",
       "      <td>2017-09-01T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z,2017-09-06T00:00:00Z,2017...</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5442403/review...</td>\n",
       "      <td>I like this e reader, but wish the screen were...</td>\n",
       "      <td>Great reader but not perfect</td>\n",
       "      <td>MrPhilTX</td>\n",
       "      <td>https://pisces.bbystatic.com/image2/BestBuy_US...</td>\n",
       "      <td>https://www.newegg.com/Product/Product.aspx%25...</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>4970</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-01-09T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:37.900Z,2017-06-07T08:20:42.115Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Got this tablet for my 7yr old daughter and it...</td>\n",
       "      <td>Amazon - Fire 7 Tablet 16gb</td>\n",
       "      <td>Soundguy</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4971</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-01-20T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-03T03:57:21.417Z,2017-04-30T02:06:32.7...</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Hard to use, Lots of ads, and Randomly closes ...</td>\n",
       "      <td>Not a huge fan</td>\n",
       "      <td>Leigh</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4972</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-06-14T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:03:12.505Z,2017-06-07T08:10:45.831Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>The features that I found on the Fire tablet f...</td>\n",
       "      <td>Product/Price value is awesome.</td>\n",
       "      <td>Happy</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4973</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-09-02T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:56.961Z,2017-06-07T08:20:53.942Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Got this for my grandson 7 yrs old - perfect s...</td>\n",
       "      <td>Amazon Fire - Great 7\" Tablet</td>\n",
       "      <td>Kelley</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4974</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-07-02T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:07:07.759Z,2017-06-07T08:10:44.120Z</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>It great just a little small then what I would...</td>\n",
       "      <td>It was the I deal gift for my gran child</td>\n",
       "      <td>Molly</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-10-15T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:50.272Z,2017-06-07T08:20:49.679Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I wish it has some more of the apps from the p...</td>\n",
       "      <td>Fits perfectly in my hand</td>\n",
       "      <td>rabbit</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4976</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-02-03T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:26.706Z,2017-06-07T08:20:36.785Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I like the unit but battery seems to run down ...</td>\n",
       "      <td>Simple to use</td>\n",
       "      <td>SWR55</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4977</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-07-15T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:07:05.704Z,2017-06-07T08:20:58.621Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I'm very happy with my purchase. I bought one ...</td>\n",
       "      <td>Amazon Fire Tablet</td>\n",
       "      <td>drjpitbulljudge</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4978</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-05-17T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-06-07T08:20:28.972Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Am happy with my purchase and the item is bein...</td>\n",
       "      <td>good</td>\n",
       "      <td>mintoo</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4979</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-09-12T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:54.692Z,2017-06-07T08:20:52.340Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Amazon has consistently delivered quality tabl...</td>\n",
       "      <td>Great little tablet if you dont need HD resolu...</td>\n",
       "      <td>HMike</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4980</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-12-18T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:42.089Z,2017-06-07T08:20:44.619Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Bought this tablet after a cheaper model quit ...</td>\n",
       "      <td>Easy access to my magazines and books.</td>\n",
       "      <td>Melita</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4981</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-12-16T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:42.568Z,2017-06-07T08:20:44.619Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I reviewed a lot of tablets before I bought th...</td>\n",
       "      <td>Great beginner tablet.</td>\n",
       "      <td>Kat16</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4982</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-12-14T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:42.695Z,2017-06-07T08:20:44.827Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This device performs great! For the price it's...</td>\n",
       "      <td>Great Value</td>\n",
       "      <td>wiseguy</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4983</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-05-04T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-06-07T08:20:30.464Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Bought this to use on my travels. comes in han...</td>\n",
       "      <td>awesome for games and movies</td>\n",
       "      <td>julyfly</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4984</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-02-17T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:23.897Z,2017-06-07T08:20:35.053Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This is your basic Amazon taplet. Nothing too ...</td>\n",
       "      <td>Decent Tablet</td>\n",
       "      <td>Rich</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4985</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-02-24T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:23.388Z,2017-06-07T08:20:34.420Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Purchased this for my fiance's youngest son fo...</td>\n",
       "      <td>great gift for young teen</td>\n",
       "      <td>strick</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4986</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-01-28T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:29.037Z,2017-06-07T08:20:37.418Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>The apps are better, it charges faster and the...</td>\n",
       "      <td>Better than before!</td>\n",
       "      <td>thatwasfun</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4987</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-10-27T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:47.628Z,2017-06-07T08:20:48.435Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>My children love these kindles! They are so mu...</td>\n",
       "      <td>So improved</td>\n",
       "      <td>1999-03-01 00:00:00</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4988</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-03-15T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:19.063Z,2017-06-07T08:20:32.250Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This tablet is so great for school children to...</td>\n",
       "      <td>EXCELLENT</td>\n",
       "      <td>Coupe</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4989</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-02-18T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:23.897Z,2017-06-07T08:20:34.904Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This product was easy to set up and to use. Wo...</td>\n",
       "      <td>Great product, easy to use</td>\n",
       "      <td>Hoss</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4990</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-12-07T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:43.694Z,2017-06-07T08:20:46.525Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Tablets are best used for personal reading. Cl...</td>\n",
       "      <td>Its a gift</td>\n",
       "      <td>Gordon</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4991</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-01-18T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-03T03:57:21.828Z,2017-04-30T02:06:33.6...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>My son uses the device to help him do his home...</td>\n",
       "      <td>Good for my 11 year old son</td>\n",
       "      <td>JackieG</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4992</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-02-17T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:24.716Z,2017-06-07T08:20:35.053Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>My 6yr old son loves the tablet!I plan on purc...</td>\n",
       "      <td>Great tablet!</td>\n",
       "      <td>QueenT</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4993</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-12-24T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:41.386Z,2017-06-07T08:20:44.290Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I APPRECIATE the ease of purchasing and readin...</td>\n",
       "      <td>Im so happy with this product - Reading is GREAT!</td>\n",
       "      <td>Toddler</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4994</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2017-03-10T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:20.357Z,2017-06-07T08:20:32.728Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I love this tablet/kindle. I can access email,...</td>\n",
       "      <td>Very versatile</td>\n",
       "      <td>Patty</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-10-21T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:48.451Z,2017-06-07T08:20:48.408Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This is a great tablet for the price. Amazon i...</td>\n",
       "      <td>Good product</td>\n",
       "      <td>litle</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-08-10T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:07:00.236Z,2017-06-07T08:20:55.199Z</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>This tablet is the perfect size and so easy to...</td>\n",
       "      <td>Great Tablet</td>\n",
       "      <td>gracie</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-06-05T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:03:13.567Z,2017-06-07T08:10:47.953Z</td>\n",
       "      <td>True</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>Purchased this for my son. Has room to upgrade...</td>\n",
       "      <td>Great for kids or smaller needs</td>\n",
       "      <td>Hawk</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-09-02T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T02:06:56.574Z,2017-06-07T08:20:53.942Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>I had some thoughts about getting this for a 5...</td>\n",
       "      <td>Very sturdy for a 5 year old</td>\n",
       "      <td>Mrbilly</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>14</td>\n",
       "      <td>Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Tablets,Fire Tablets,Electronics,iPad &amp; Tablet...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667103150,0841667103150,firetabletwithalexa...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>B018Y224PY</td>\n",
       "      <td>2016-05-19T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-03T03:55:09.054Z,2017-04-30T02:03:18.1...</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5025900/review...</td>\n",
       "      <td>this is a steal, have 8 gb model as well.This ...</td>\n",
       "      <td>great little tablet</td>\n",
       "      <td>tabman</td>\n",
       "      <td>https://images-na.ssl-images-amazon.com/images...</td>\n",
       "      <td>https://www.barcodable.com/upc/841667103150,ht...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4987 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id                                               name       asins  \\\n",
       "0     11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "1     11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "2     11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "3     11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "4     11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "5     11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "6     11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "7     11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "8     11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "9     11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "10    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "11    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "12    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "13    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "14    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "15    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "16    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "17    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "18    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "19    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "20    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "21    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "22    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "23    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "24    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "25    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "26    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "27    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "28    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "29    11  Amazon Kindle E-Reader 6\" Wifi (8th Generation...  B00ZV9PXP2   \n",
       "...   ..                                                ...         ...   \n",
       "4970  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4971  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4972  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4973  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4974  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4975  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4976  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4977  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4978  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4979  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4980  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4981  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4982  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4983  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4984  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4985  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4986  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4987  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4988  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4989  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4990  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4991  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4992  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4993  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4994  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4995  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4996  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4997  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4998  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "4999  14  Fire Tablet with Alexa, 7\" Display, 16 GB, Mag...  B018Y224PY   \n",
       "\n",
       "       brand                                         categories  \\\n",
       "0     Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "1     Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "2     Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "3     Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "4     Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "5     Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "6     Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "7     Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "8     Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "9     Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "10    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "11    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "12    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "13    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "14    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "15    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "16    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "17    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "18    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "19    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "20    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "21    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "22    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "23    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "24    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "25    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "26    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "27    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "28    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "29    Amazon  Computers,Electronics Features,Tablets,Electro...   \n",
       "...      ...                                                ...   \n",
       "4970  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4971  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4972  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4973  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4974  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4975  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4976  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4977  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4978  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4979  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4980  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4981  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4982  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4983  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4984  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4985  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4986  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4987  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4988  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4989  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4990  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4991  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4992  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4993  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4994  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4995  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4996  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4997  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4998  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "4999  Amazon  Tablets,Fire Tablets,Electronics,iPad & Tablet...   \n",
       "\n",
       "     primaryCategories                                               keys  \\\n",
       "0          Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "1          Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "2          Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "3          Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "4          Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "5          Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "6          Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "7          Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "8          Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "9          Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "10         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "11         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "12         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "13         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "14         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "15         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "16         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "17         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "18         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "19         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "20         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "21         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "22         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "23         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "24         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "25         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "26         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "27         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "28         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "29         Electronics  allnewkindleereaderblack6glarefreetouchscreend...   \n",
       "...                ...                                                ...   \n",
       "4970       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4971       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4972       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4973       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4974       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4975       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4976       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4977       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4978       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4979       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4980       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4981       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4982       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4983       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4984       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4985       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4986       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4987       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4988       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4989       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4990       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4991       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4992       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4993       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4994       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4995       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4996       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4997       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4998       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "4999       Electronics  841667103150,0841667103150,firetabletwithalexa...   \n",
       "\n",
       "     manufacturer manufacturerNumber              reviews.date  \\\n",
       "0          Amazon         B00ZV9PXP2  2017-09-03T00:00:00.000Z   \n",
       "1          Amazon         B00ZV9PXP2  2017-06-06T00:00:00.000Z   \n",
       "2          Amazon         B00ZV9PXP2  2018-04-20T00:00:00.000Z   \n",
       "3          Amazon         B00ZV9PXP2  2017-11-02T17:33:31.000Z   \n",
       "4          Amazon         B00ZV9PXP2  2018-04-24T00:00:00.000Z   \n",
       "5          Amazon         B00ZV9PXP2  2016-12-14T00:00:00.000Z   \n",
       "6          Amazon         B00ZV9PXP2  2017-12-20T17:38:23.000Z   \n",
       "7          Amazon         B00ZV9PXP2  2017-07-14T00:00:00.000Z   \n",
       "8          Amazon         B00ZV9PXP2  2018-05-23T00:00:00.000Z   \n",
       "9          Amazon         B00ZV9PXP2  2018-01-12T00:00:00.000Z   \n",
       "10         Amazon         B00ZV9PXP2  2016-09-11T00:00:00.000Z   \n",
       "11         Amazon         B00ZV9PXP2  2017-04-22T00:00:00.000Z   \n",
       "12         Amazon         B00ZV9PXP2  2017-02-20T00:00:00.000Z   \n",
       "13         Amazon         B00ZV9PXP2  2018-01-06T00:00:00.000Z   \n",
       "14         Amazon         B00ZV9PXP2  2017-02-23T00:00:00.000Z   \n",
       "15         Amazon         B00ZV9PXP2  2017-02-25T00:00:00.000Z   \n",
       "16         Amazon         B00ZV9PXP2  2017-11-19T00:00:00.000Z   \n",
       "17         Amazon         B00ZV9PXP2  2016-12-24T00:00:00.000Z   \n",
       "18         Amazon         B00ZV9PXP2  2017-10-07T00:00:00.000Z   \n",
       "19         Amazon         B00ZV9PXP2  2017-11-16T00:00:00.000Z   \n",
       "20         Amazon         B00ZV9PXP2  2017-12-02T00:00:00.000Z   \n",
       "21         Amazon         B00ZV9PXP2  2017-03-22T15:18:54.000Z   \n",
       "22         Amazon         B00ZV9PXP2  2017-02-13T00:00:00.000Z   \n",
       "23         Amazon         B00ZV9PXP2  2016-09-17T00:00:00.000Z   \n",
       "24         Amazon         B00ZV9PXP2  2017-01-29T00:00:00.000Z   \n",
       "25         Amazon         B00ZV9PXP2  2017-02-17T00:00:00.000Z   \n",
       "26         Amazon         B00ZV9PXP2  2018-05-01T00:00:00.000Z   \n",
       "27         Amazon         B00ZV9PXP2  2017-03-15T00:00:00.000Z   \n",
       "28         Amazon         B00ZV9PXP2  2016-10-01T00:00:00.000Z   \n",
       "29         Amazon         B00ZV9PXP2  2017-09-01T00:00:00.000Z   \n",
       "...           ...                ...                       ...   \n",
       "4970       Amazon         B018Y224PY  2017-01-09T00:00:00.000Z   \n",
       "4971       Amazon         B018Y224PY  2017-01-20T00:00:00.000Z   \n",
       "4972       Amazon         B018Y224PY  2016-06-14T00:00:00.000Z   \n",
       "4973       Amazon         B018Y224PY  2016-09-02T00:00:00.000Z   \n",
       "4974       Amazon         B018Y224PY  2016-07-02T00:00:00.000Z   \n",
       "4975       Amazon         B018Y224PY  2016-10-15T00:00:00.000Z   \n",
       "4976       Amazon         B018Y224PY  2017-02-03T00:00:00.000Z   \n",
       "4977       Amazon         B018Y224PY  2016-07-15T00:00:00.000Z   \n",
       "4978       Amazon         B018Y224PY  2017-05-17T00:00:00.000Z   \n",
       "4979       Amazon         B018Y224PY  2016-09-12T00:00:00.000Z   \n",
       "4980       Amazon         B018Y224PY  2016-12-18T00:00:00.000Z   \n",
       "4981       Amazon         B018Y224PY  2016-12-16T00:00:00.000Z   \n",
       "4982       Amazon         B018Y224PY  2016-12-14T00:00:00.000Z   \n",
       "4983       Amazon         B018Y224PY  2017-05-04T00:00:00.000Z   \n",
       "4984       Amazon         B018Y224PY  2017-02-17T00:00:00.000Z   \n",
       "4985       Amazon         B018Y224PY  2017-02-24T00:00:00.000Z   \n",
       "4986       Amazon         B018Y224PY  2017-01-28T00:00:00.000Z   \n",
       "4987       Amazon         B018Y224PY  2016-10-27T00:00:00.000Z   \n",
       "4988       Amazon         B018Y224PY  2017-03-15T00:00:00.000Z   \n",
       "4989       Amazon         B018Y224PY  2017-02-18T00:00:00.000Z   \n",
       "4990       Amazon         B018Y224PY  2016-12-07T00:00:00.000Z   \n",
       "4991       Amazon         B018Y224PY  2017-01-18T00:00:00.000Z   \n",
       "4992       Amazon         B018Y224PY  2017-02-17T00:00:00.000Z   \n",
       "4993       Amazon         B018Y224PY  2016-12-24T00:00:00.000Z   \n",
       "4994       Amazon         B018Y224PY  2017-03-10T00:00:00.000Z   \n",
       "4995       Amazon         B018Y224PY  2016-10-21T00:00:00.000Z   \n",
       "4996       Amazon         B018Y224PY  2016-08-10T00:00:00.000Z   \n",
       "4997       Amazon         B018Y224PY  2016-06-05T00:00:00.000Z   \n",
       "4998       Amazon         B018Y224PY  2016-09-02T00:00:00.000Z   \n",
       "4999       Amazon         B018Y224PY  2016-05-19T00:00:00.000Z   \n",
       "\n",
       "                            ...                          \\\n",
       "0                           ...                           \n",
       "1                           ...                           \n",
       "2                           ...                           \n",
       "3                           ...                           \n",
       "4                           ...                           \n",
       "5                           ...                           \n",
       "6                           ...                           \n",
       "7                           ...                           \n",
       "8                           ...                           \n",
       "9                           ...                           \n",
       "10                          ...                           \n",
       "11                          ...                           \n",
       "12                          ...                           \n",
       "13                          ...                           \n",
       "14                          ...                           \n",
       "15                          ...                           \n",
       "16                          ...                           \n",
       "17                          ...                           \n",
       "18                          ...                           \n",
       "19                          ...                           \n",
       "20                          ...                           \n",
       "21                          ...                           \n",
       "22                          ...                           \n",
       "23                          ...                           \n",
       "24                          ...                           \n",
       "25                          ...                           \n",
       "26                          ...                           \n",
       "27                          ...                           \n",
       "28                          ...                           \n",
       "29                          ...                           \n",
       "...                         ...                           \n",
       "4970                        ...                           \n",
       "4971                        ...                           \n",
       "4972                        ...                           \n",
       "4973                        ...                           \n",
       "4974                        ...                           \n",
       "4975                        ...                           \n",
       "4976                        ...                           \n",
       "4977                        ...                           \n",
       "4978                        ...                           \n",
       "4979                        ...                           \n",
       "4980                        ...                           \n",
       "4981                        ...                           \n",
       "4982                        ...                           \n",
       "4983                        ...                           \n",
       "4984                        ...                           \n",
       "4985                        ...                           \n",
       "4986                        ...                           \n",
       "4987                        ...                           \n",
       "4988                        ...                           \n",
       "4989                        ...                           \n",
       "4990                        ...                           \n",
       "4991                        ...                           \n",
       "4992                        ...                           \n",
       "4993                        ...                           \n",
       "4994                        ...                           \n",
       "4995                        ...                           \n",
       "4996                        ...                           \n",
       "4997                        ...                           \n",
       "4998                        ...                           \n",
       "4999                        ...                           \n",
       "\n",
       "                                       reviews.dateSeen reviews.doRecommend  \\\n",
       "0     2018-05-27T00:00:00Z,2017-09-18T00:00:00Z,2017...               False   \n",
       "1     2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "2                                  2018-05-27T00:00:00Z                True   \n",
       "3                                  2018-10-09T00:00:00Z                True   \n",
       "4                                  2018-05-27T00:00:00Z                True   \n",
       "5     2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...               False   \n",
       "6                                  2018-10-09T00:00:00Z                True   \n",
       "7     2017-07-31T00:00:00Z,2017-07-26T00:00:00Z,2018...               False   \n",
       "8                                  2018-05-26T00:00:00Z                True   \n",
       "9                                  2018-05-27T00:00:00Z                True   \n",
       "10    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "11    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "12    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "13                                 2018-05-27T00:00:00Z                True   \n",
       "14    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "15    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "16                                 2018-05-27T00:00:00Z                True   \n",
       "17    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "18                                 2017-10-10T00:00:00Z                True   \n",
       "19                                 2018-05-27T00:00:00Z                True   \n",
       "20                                 2018-05-27T00:00:00Z               False   \n",
       "21                                 2018-10-09T00:00:00Z                True   \n",
       "22    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "23    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "24    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "25    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "26                                 2018-05-27T00:00:00Z                True   \n",
       "27    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "28    2018-05-27T00:00:00Z,2017-07-07T00:00:00Z,2017...                True   \n",
       "29    2018-05-27T00:00:00Z,2017-09-06T00:00:00Z,2017...                True   \n",
       "...                                                 ...                 ...   \n",
       "4970  2017-04-30T02:06:37.900Z,2017-06-07T08:20:42.115Z                True   \n",
       "4971  2017-04-03T03:57:21.417Z,2017-04-30T02:06:32.7...               False   \n",
       "4972  2017-04-30T02:03:12.505Z,2017-06-07T08:10:45.831Z                True   \n",
       "4973  2017-04-30T02:06:56.961Z,2017-06-07T08:20:53.942Z                True   \n",
       "4974  2017-04-30T02:07:07.759Z,2017-06-07T08:10:44.120Z                True   \n",
       "4975  2017-04-30T02:06:50.272Z,2017-06-07T08:20:49.679Z                True   \n",
       "4976  2017-04-30T02:06:26.706Z,2017-06-07T08:20:36.785Z                True   \n",
       "4977  2017-04-30T02:07:05.704Z,2017-06-07T08:20:58.621Z                True   \n",
       "4978                           2017-06-07T08:20:28.972Z                True   \n",
       "4979  2017-04-30T02:06:54.692Z,2017-06-07T08:20:52.340Z                True   \n",
       "4980  2017-04-30T02:06:42.089Z,2017-06-07T08:20:44.619Z                True   \n",
       "4981  2017-04-30T02:06:42.568Z,2017-06-07T08:20:44.619Z                True   \n",
       "4982  2017-04-30T02:06:42.695Z,2017-06-07T08:20:44.827Z                True   \n",
       "4983                           2017-06-07T08:20:30.464Z                True   \n",
       "4984  2017-04-30T02:06:23.897Z,2017-06-07T08:20:35.053Z                True   \n",
       "4985  2017-04-30T02:06:23.388Z,2017-06-07T08:20:34.420Z                True   \n",
       "4986  2017-04-30T02:06:29.037Z,2017-06-07T08:20:37.418Z                True   \n",
       "4987  2017-04-30T02:06:47.628Z,2017-06-07T08:20:48.435Z                True   \n",
       "4988  2017-04-30T02:06:19.063Z,2017-06-07T08:20:32.250Z                True   \n",
       "4989  2017-04-30T02:06:23.897Z,2017-06-07T08:20:34.904Z                True   \n",
       "4990  2017-04-30T02:06:43.694Z,2017-06-07T08:20:46.525Z                True   \n",
       "4991  2017-04-03T03:57:21.828Z,2017-04-30T02:06:33.6...                True   \n",
       "4992  2017-04-30T02:06:24.716Z,2017-06-07T08:20:35.053Z                True   \n",
       "4993  2017-04-30T02:06:41.386Z,2017-06-07T08:20:44.290Z                True   \n",
       "4994  2017-04-30T02:06:20.357Z,2017-06-07T08:20:32.728Z                True   \n",
       "4995  2017-04-30T02:06:48.451Z,2017-06-07T08:20:48.408Z                True   \n",
       "4996  2017-04-30T02:07:00.236Z,2017-06-07T08:20:55.199Z                True   \n",
       "4997  2017-04-30T02:03:13.567Z,2017-06-07T08:10:47.953Z                True   \n",
       "4998  2017-04-30T02:06:56.574Z,2017-06-07T08:20:53.942Z                True   \n",
       "4999  2017-04-03T03:55:09.054Z,2017-04-30T02:03:18.1...                True   \n",
       "\n",
       "     reviews.numHelpful  reviews.rating  \\\n",
       "0                     0               3   \n",
       "1                     0               5   \n",
       "2                     0               4   \n",
       "3                     3               5   \n",
       "4                     0               5   \n",
       "5                     0               5   \n",
       "6                     0               5   \n",
       "7                     0               4   \n",
       "8                     0               5   \n",
       "9                     0               5   \n",
       "10                    3               5   \n",
       "11                    0               5   \n",
       "12                    0               5   \n",
       "13                    0               5   \n",
       "14                    0               5   \n",
       "15                    0               3   \n",
       "16                    0               5   \n",
       "17                    0               4   \n",
       "18                    0               5   \n",
       "19                    0               4   \n",
       "20                    1               1   \n",
       "21                    4               4   \n",
       "22                    0               5   \n",
       "23                    0               4   \n",
       "24                    0               4   \n",
       "25                    0               5   \n",
       "26                    0               5   \n",
       "27                    0               5   \n",
       "28                    0               5   \n",
       "29                    2               4   \n",
       "...                 ...             ...   \n",
       "4970                  0               4   \n",
       "4971                  0               2   \n",
       "4972                  0               4   \n",
       "4973                  0               4   \n",
       "4974                  1               4   \n",
       "4975                  0               3   \n",
       "4976                  0               4   \n",
       "4977                  0               5   \n",
       "4978                  0               4   \n",
       "4979                  0               4   \n",
       "4980                  0               4   \n",
       "4981                  0               5   \n",
       "4982                  0               5   \n",
       "4983                  0               5   \n",
       "4984                  0               4   \n",
       "4985                  0               5   \n",
       "4986                  0               5   \n",
       "4987                  0               5   \n",
       "4988                  0               5   \n",
       "4989                  0               4   \n",
       "4990                  0               5   \n",
       "4991                  0               4   \n",
       "4992                  0               5   \n",
       "4993                  0               5   \n",
       "4994                  0               5   \n",
       "4995                  0               5   \n",
       "4996                  1               5   \n",
       "4997                  8               4   \n",
       "4998                  0               5   \n",
       "4999                  0               5   \n",
       "\n",
       "                                     reviews.sourceURLs  \\\n",
       "0     http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "1     http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "2     https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "3     https://redsky.target.com/groot-domain-api/v1/...   \n",
       "4     https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "5     http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "6     https://redsky.target.com/groot-domain-api/v1/...   \n",
       "7     http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "8     https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "9     https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "10    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "11    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "12    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "13    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "14    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "15    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "16    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "17    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "18    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "19    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "20    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "21    https://redsky.target.com/groot-domain-api/v1/...   \n",
       "22    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "23    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "24    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "25    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "26    https://reviews.bestbuy.com/3545/5442403/revie...   \n",
       "27    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "28    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "29    http://reviews.bestbuy.com/3545/5442403/review...   \n",
       "...                                                 ...   \n",
       "4970  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4971  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4972  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4973  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4974  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4975  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4976  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4977  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4978  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4979  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4980  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4981  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4982  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4983  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4984  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4985  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4986  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4987  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4988  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4989  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4990  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4991  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4992  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4993  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4994  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4995  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4996  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4997  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4998  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "4999  http://reviews.bestbuy.com/3545/5025900/review...   \n",
       "\n",
       "                                           reviews.text  \\\n",
       "0     I thought it would be as big as small paper bu...   \n",
       "1     This kindle is light and easy to use especiall...   \n",
       "2     Didnt know how much i'd use a kindle so went f...   \n",
       "3     I am 100 happy with my purchase. I caught it o...   \n",
       "4     Solid entry level Kindle. Great for kids. Gift...   \n",
       "5     This make an excellent ebook reader. Don't exp...   \n",
       "6     I ordered this for my daughter, as I have the ...   \n",
       "7     I bought my Kindle about 2 months ago and the ...   \n",
       "8     amazon kindle is always the best ebook, upgrad...   \n",
       "9     It's beyond my expectation, and it can even sh...   \n",
       "10    If you really want to have a good read on some...   \n",
       "11    Love my kindle, makes reading at night so easy...   \n",
       "12    Good product for child. Who only need to read ...   \n",
       "13    This Kindle is a convenient size yet lettering...   \n",
       "14    I use this every day on my commute. Great batt...   \n",
       "15    It does its job but I would buy one which the ...   \n",
       "16    Great product for myself! And I bought it when...   \n",
       "17    Item work well and was easy to read from in da...   \n",
       "18    Great product and service will refer to a frie...   \n",
       "19    Everything is great except that i can't read e...   \n",
       "20    I was looking for a kindle whitepaper. I saw o...   \n",
       "21    This is a nice bare-bones reading device. Easy...   \n",
       "22    Easy to use and navigate, purchasing books is ...   \n",
       "23    The Amazon Kindle is light weight and easy to ...   \n",
       "24    I love hear readers, I had to replace mine bec...   \n",
       "25    Love the simplicity. Also love that I use it f...   \n",
       "26    My husband loves this Kindle. He has a muscula...   \n",
       "27    I've wanted a kindle for a while and decided t...   \n",
       "28    I have several Kindles so knew what to expect....   \n",
       "29    I like this e reader, but wish the screen were...   \n",
       "...                                                 ...   \n",
       "4970  Got this tablet for my 7yr old daughter and it...   \n",
       "4971  Hard to use, Lots of ads, and Randomly closes ...   \n",
       "4972  The features that I found on the Fire tablet f...   \n",
       "4973  Got this for my grandson 7 yrs old - perfect s...   \n",
       "4974  It great just a little small then what I would...   \n",
       "4975  I wish it has some more of the apps from the p...   \n",
       "4976  I like the unit but battery seems to run down ...   \n",
       "4977  I'm very happy with my purchase. I bought one ...   \n",
       "4978  Am happy with my purchase and the item is bein...   \n",
       "4979  Amazon has consistently delivered quality tabl...   \n",
       "4980  Bought this tablet after a cheaper model quit ...   \n",
       "4981  I reviewed a lot of tablets before I bought th...   \n",
       "4982  This device performs great! For the price it's...   \n",
       "4983  Bought this to use on my travels. comes in han...   \n",
       "4984  This is your basic Amazon taplet. Nothing too ...   \n",
       "4985  Purchased this for my fiance's youngest son fo...   \n",
       "4986  The apps are better, it charges faster and the...   \n",
       "4987  My children love these kindles! They are so mu...   \n",
       "4988  This tablet is so great for school children to...   \n",
       "4989  This product was easy to set up and to use. Wo...   \n",
       "4990  Tablets are best used for personal reading. Cl...   \n",
       "4991  My son uses the device to help him do his home...   \n",
       "4992  My 6yr old son loves the tablet!I plan on purc...   \n",
       "4993  I APPRECIATE the ease of purchasing and readin...   \n",
       "4994  I love this tablet/kindle. I can access email,...   \n",
       "4995  This is a great tablet for the price. Amazon i...   \n",
       "4996  This tablet is the perfect size and so easy to...   \n",
       "4997  Purchased this for my son. Has room to upgrade...   \n",
       "4998  I had some thoughts about getting this for a 5...   \n",
       "4999  this is a steal, have 8 gb model as well.This ...   \n",
       "\n",
       "                                          reviews.title     reviews.username  \\\n",
       "0                                             Too small               llyyue   \n",
       "1          Great light reader. Easy to use at the beach               Charmi   \n",
       "2                                   Great for the price         johnnyjojojo   \n",
       "3                                           A Great Buy              Kdperry   \n",
       "4              Solid entry-level Kindle. Great for kids          Johnnyblack   \n",
       "5                                            Good ebook           rmwarriors   \n",
       "6     Light Weight - Makes a world of difference whe...           LexieCrews   \n",
       "7                                      not good quality                merry   \n",
       "8                                            best ebook                 STEF   \n",
       "9                                         Great Product                 AEBY   \n",
       "10                          Good price excellent reader              jjhippo   \n",
       "11                               feels like a real book              Sean242   \n",
       "12                                        Great readers               Jackie   \n",
       "13                         Just what my grandson wanted              grandma   \n",
       "14                          Great for reading on the go            BeeRocker   \n",
       "15                                         Does its job             Chillypr   \n",
       "16                                               Great!                 John   \n",
       "17                                                 Work                 Bill   \n",
       "18                            Great product and service              richard   \n",
       "19                  External pdf does not work properly          Superuser37   \n",
       "20                                  Tricked into buying                Keith   \n",
       "21               Easy to use, bare-bones reading device              Nibbler   \n",
       "22                         Great e-reader for beginners               st2005   \n",
       "23                              Good Deal for the Price               Robe12   \n",
       "24                                                Great                 kdla   \n",
       "25                                      Easy and simple                Kathy   \n",
       "26                                    Compact and light               Debbie   \n",
       "27                        Great product at great price.              Tupiman   \n",
       "28                                   Great reading tool                 drd1   \n",
       "29                         Great reader but not perfect             MrPhilTX   \n",
       "...                                                 ...                  ...   \n",
       "4970                        Amazon - Fire 7 Tablet 16gb             Soundguy   \n",
       "4971                                     Not a huge fan                Leigh   \n",
       "4972                    Product/Price value is awesome.                Happy   \n",
       "4973                      Amazon Fire - Great 7\" Tablet               Kelley   \n",
       "4974           It was the I deal gift for my gran child                Molly   \n",
       "4975                          Fits perfectly in my hand               rabbit   \n",
       "4976                                      Simple to use                SWR55   \n",
       "4977                                 Amazon Fire Tablet      drjpitbulljudge   \n",
       "4978                                               good               mintoo   \n",
       "4979  Great little tablet if you dont need HD resolu...                HMike   \n",
       "4980             Easy access to my magazines and books.               Melita   \n",
       "4981                             Great beginner tablet.                Kat16   \n",
       "4982                                        Great Value              wiseguy   \n",
       "4983                       awesome for games and movies              julyfly   \n",
       "4984                                      Decent Tablet                 Rich   \n",
       "4985                          great gift for young teen               strick   \n",
       "4986                                Better than before!           thatwasfun   \n",
       "4987                                        So improved  1999-03-01 00:00:00   \n",
       "4988                                          EXCELLENT                Coupe   \n",
       "4989                         Great product, easy to use                 Hoss   \n",
       "4990                                         Its a gift               Gordon   \n",
       "4991                        Good for my 11 year old son              JackieG   \n",
       "4992                                      Great tablet!               QueenT   \n",
       "4993  Im so happy with this product - Reading is GREAT!              Toddler   \n",
       "4994                                     Very versatile                Patty   \n",
       "4995                                       Good product                litle   \n",
       "4996                                       Great Tablet               gracie   \n",
       "4997                    Great for kids or smaller needs                 Hawk   \n",
       "4998                       Very sturdy for a 5 year old              Mrbilly   \n",
       "4999                                great little tablet               tabman   \n",
       "\n",
       "                                              imageURLs  \\\n",
       "0     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "1     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "2     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "3     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "4     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "5     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "6     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "7     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "8     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "9     https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "10    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "11    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "12    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "13    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "14    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "15    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "16    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "17    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "18    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "19    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "20    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "21    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "22    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "23    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "24    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "25    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "26    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "27    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "28    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "29    https://pisces.bbystatic.com/image2/BestBuy_US...   \n",
       "...                                                 ...   \n",
       "4970  https://images-na.ssl-images-amazon.com/images...   \n",
       "4971  https://images-na.ssl-images-amazon.com/images...   \n",
       "4972  https://images-na.ssl-images-amazon.com/images...   \n",
       "4973  https://images-na.ssl-images-amazon.com/images...   \n",
       "4974  https://images-na.ssl-images-amazon.com/images...   \n",
       "4975  https://images-na.ssl-images-amazon.com/images...   \n",
       "4976  https://images-na.ssl-images-amazon.com/images...   \n",
       "4977  https://images-na.ssl-images-amazon.com/images...   \n",
       "4978  https://images-na.ssl-images-amazon.com/images...   \n",
       "4979  https://images-na.ssl-images-amazon.com/images...   \n",
       "4980  https://images-na.ssl-images-amazon.com/images...   \n",
       "4981  https://images-na.ssl-images-amazon.com/images...   \n",
       "4982  https://images-na.ssl-images-amazon.com/images...   \n",
       "4983  https://images-na.ssl-images-amazon.com/images...   \n",
       "4984  https://images-na.ssl-images-amazon.com/images...   \n",
       "4985  https://images-na.ssl-images-amazon.com/images...   \n",
       "4986  https://images-na.ssl-images-amazon.com/images...   \n",
       "4987  https://images-na.ssl-images-amazon.com/images...   \n",
       "4988  https://images-na.ssl-images-amazon.com/images...   \n",
       "4989  https://images-na.ssl-images-amazon.com/images...   \n",
       "4990  https://images-na.ssl-images-amazon.com/images...   \n",
       "4991  https://images-na.ssl-images-amazon.com/images...   \n",
       "4992  https://images-na.ssl-images-amazon.com/images...   \n",
       "4993  https://images-na.ssl-images-amazon.com/images...   \n",
       "4994  https://images-na.ssl-images-amazon.com/images...   \n",
       "4995  https://images-na.ssl-images-amazon.com/images...   \n",
       "4996  https://images-na.ssl-images-amazon.com/images...   \n",
       "4997  https://images-na.ssl-images-amazon.com/images...   \n",
       "4998  https://images-na.ssl-images-amazon.com/images...   \n",
       "4999  https://images-na.ssl-images-amazon.com/images...   \n",
       "\n",
       "                                             sourceURLs  \n",
       "0     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "1     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "2     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "3     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "4     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "5     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "6     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "7     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "8     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "9     https://www.newegg.com/Product/Product.aspx%25...  \n",
       "10    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "11    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "12    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "13    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "14    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "15    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "16    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "17    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "18    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "19    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "20    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "21    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "22    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "23    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "24    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "25    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "26    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "27    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "28    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "29    https://www.newegg.com/Product/Product.aspx%25...  \n",
       "...                                                 ...  \n",
       "4970  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4971  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4972  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4973  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4974  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4975  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4976  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4977  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4978  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4979  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4980  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4981  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4982  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4983  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4984  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4985  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4986  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4987  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4988  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4989  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4990  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4991  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4992  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4993  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4994  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4995  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4996  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4997  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4998  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "4999  https://www.barcodable.com/upc/841667103150,ht...  \n",
       "\n",
       "[4987 rows x 22 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data1=data[['id']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from sklearn.preprocessing import OneHotEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# on=OneHotEncoder()\n",
    "# data['id'] = on.fit_transform(data1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Split into Train/Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before 4987\n",
      "After 4987\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import StratifiedShuffleSplit\n",
    "print(\"Before {}\".format(len(data)))\n",
    "dataAfter = data.dropna(subset=[\"reviews.rating\"]) # removes all NAN in reviews.rating\n",
    "print(\"After {}\".format(len(dataAfter)))\n",
    "dataAfter[\"reviews.rating\"] = dataAfter[\"reviews.rating\"].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "split = StratifiedShuffleSplit(n_splits=5, test_size=0.2)\n",
    "for train_index, test_index in split.split(dataAfter, dataAfter[\"reviews.rating\"]): \n",
    "    train_x = dataAfter.reindex(train_index)\n",
    "    test_x = dataAfter.reindex(test_index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Check to see if train/test sets were stratified proportionately in comparison to raw data.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3989"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.0    0.686137\n",
       "4.0    0.248684\n",
       "3.0    0.040612\n",
       "1.0    0.012033\n",
       "2.0    0.010780\n",
       "Name: reviews.rating, dtype: float64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_x[\"reviews.rating\"].value_counts()/len(train_x) # value_count() counts all the values based on column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "998"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(test_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.0    0.719439\n",
       "4.0    0.213427\n",
       "3.0    0.035070\n",
       "1.0    0.015030\n",
       "2.0    0.011022\n",
       "Name: reviews.rating, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_x[\"reviews.rating\"].value_counts()/len(test_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Exploration (Training Set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>asins</th>\n",
       "      <th>brand</th>\n",
       "      <th>categories</th>\n",
       "      <th>primaryCategories</th>\n",
       "      <th>keys</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>manufacturerNumber</th>\n",
       "      <th>reviews.date</th>\n",
       "      <th>...</th>\n",
       "      <th>reviews.dateSeen</th>\n",
       "      <th>reviews.doRecommend</th>\n",
       "      <th>reviews.numHelpful</th>\n",
       "      <th>reviews.rating</th>\n",
       "      <th>reviews.sourceURLs</th>\n",
       "      <th>reviews.text</th>\n",
       "      <th>reviews.title</th>\n",
       "      <th>reviews.username</th>\n",
       "      <th>imageURLs</th>\n",
       "      <th>sourceURLs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4053</th>\n",
       "      <td>18.0</td>\n",
       "      <td>All-New Fire HD 8 Tablet, 8\" HD Display, Wi-Fi...</td>\n",
       "      <td>B01AHB9CN2</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Electronics,iPad &amp; Tablets,All Tablets,Fire Ta...</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>841667104676,amazon/53004484,amazon/b01ahb9cn2...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>53-004484</td>\n",
       "      <td>2017-01-18T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-30T00:45:00.000Z,2017-06-07T09:04:00.000Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5620406/review...</td>\n",
       "      <td>This game seems to be another good addition to...</td>\n",
       "      <td>My son likes it</td>\n",
       "      <td>Melikey</td>\n",
       "      <td>https://i5.walmartimages.com/asr/c494506a-b347...</td>\n",
       "      <td>http://www.walmart.com/ip/All-New-Fire-HD-8-Ta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1775</th>\n",
       "      <td>13.0</td>\n",
       "      <td>Kindle E-reader - White, 6 Glare-Free Touchscr...</td>\n",
       "      <td>B017JG41PC</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Office,eBook Readers,Electronics Features,Walm...</td>\n",
       "      <td>Office Supplies,Electronics</td>\n",
       "      <td>841667100418,0841667100418,amazonkindlewhite/5...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>53-004447</td>\n",
       "      <td>2018-01-21T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5435001/revie...</td>\n",
       "      <td>I purchased this as a replacement for my older...</td>\n",
       "      <td>Great Device</td>\n",
       "      <td>danny</td>\n",
       "      <td>https://www.barcodable.com/images/barcode/0841...</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5435001/revie...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id                                               name       asins  \\\n",
       "4053  18.0  All-New Fire HD 8 Tablet, 8\" HD Display, Wi-Fi...  B01AHB9CN2   \n",
       "1775  13.0  Kindle E-reader - White, 6 Glare-Free Touchscr...  B017JG41PC   \n",
       "\n",
       "       brand                                         categories  \\\n",
       "4053  Amazon  Electronics,iPad & Tablets,All Tablets,Fire Ta...   \n",
       "1775  Amazon  Office,eBook Readers,Electronics Features,Walm...   \n",
       "\n",
       "                primaryCategories  \\\n",
       "4053                  Electronics   \n",
       "1775  Office Supplies,Electronics   \n",
       "\n",
       "                                                   keys manufacturer  \\\n",
       "4053  841667104676,amazon/53004484,amazon/b01ahb9cn2...       Amazon   \n",
       "1775  841667100418,0841667100418,amazonkindlewhite/5...       Amazon   \n",
       "\n",
       "     manufacturerNumber              reviews.date  \\\n",
       "4053          53-004484  2017-01-18T00:00:00.000Z   \n",
       "1775          53-004447  2018-01-21T00:00:00.000Z   \n",
       "\n",
       "                            ...                          \\\n",
       "4053                        ...                           \n",
       "1775                        ...                           \n",
       "\n",
       "                                       reviews.dateSeen reviews.doRecommend  \\\n",
       "4053  2017-04-30T00:45:00.000Z,2017-06-07T09:04:00.000Z                True   \n",
       "1775                               2018-05-27T00:00:00Z                True   \n",
       "\n",
       "     reviews.numHelpful reviews.rating  \\\n",
       "4053                0.0            5.0   \n",
       "1775                0.0            4.0   \n",
       "\n",
       "                                     reviews.sourceURLs  \\\n",
       "4053  http://reviews.bestbuy.com/3545/5620406/review...   \n",
       "1775  https://reviews.bestbuy.com/3545/5435001/revie...   \n",
       "\n",
       "                                           reviews.text    reviews.title  \\\n",
       "4053  This game seems to be another good addition to...  My son likes it   \n",
       "1775  I purchased this as a replacement for my older...     Great Device   \n",
       "\n",
       "     reviews.username                                          imageURLs  \\\n",
       "4053          Melikey  https://i5.walmartimages.com/asr/c494506a-b347...   \n",
       "1775            danny  https://www.barcodable.com/images/barcode/0841...   \n",
       "\n",
       "                                             sourceURLs  \n",
       "4053  http://www.walmart.com/ip/All-New-Fire-HD-8-Ta...  \n",
       "1775  https://reviews.bestbuy.com/3545/5435001/revie...  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews = train_x.copy()\n",
    "reviews.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "reviews.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "reviews=reviews.drop(columns=['index'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>All-New Fire HD 8 Tablet, 8\" HD Display, Wi-Fi...</td>\n",
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       "      <td>53-004484</td>\n",
       "      <td>2017-01-18T00:00:00.000Z</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>http://reviews.bestbuy.com/3545/5620406/review...</td>\n",
       "      <td>This game seems to be another good addition to...</td>\n",
       "      <td>My son likes it</td>\n",
       "      <td>Melikey</td>\n",
       "      <td>https://i5.walmartimages.com/asr/c494506a-b347...</td>\n",
       "      <td>http://www.walmart.com/ip/All-New-Fire-HD-8-Ta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13.0</td>\n",
       "      <td>Kindle E-reader - White, 6 Glare-Free Touchscr...</td>\n",
       "      <td>B017JG41PC</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Office,eBook Readers,Electronics Features,Walm...</td>\n",
       "      <td>Office Supplies,Electronics</td>\n",
       "      <td>841667100418,0841667100418,amazonkindlewhite/5...</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>53-004447</td>\n",
       "      <td>2018-01-21T00:00:00.000Z</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5435001/revie...</td>\n",
       "      <td>I purchased this as a replacement for my older...</td>\n",
       "      <td>Great Device</td>\n",
       "      <td>danny</td>\n",
       "      <td>https://www.barcodable.com/images/barcode/0841...</td>\n",
       "      <td>https://reviews.bestbuy.com/3545/5435001/revie...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     id                                               name       asins  \\\n",
       "0  18.0  All-New Fire HD 8 Tablet, 8\" HD Display, Wi-Fi...  B01AHB9CN2   \n",
       "1  13.0  Kindle E-reader - White, 6 Glare-Free Touchscr...  B017JG41PC   \n",
       "\n",
       "    brand                                         categories  \\\n",
       "0  Amazon  Electronics,iPad & Tablets,All Tablets,Fire Ta...   \n",
       "1  Amazon  Office,eBook Readers,Electronics Features,Walm...   \n",
       "\n",
       "             primaryCategories  \\\n",
       "0                  Electronics   \n",
       "1  Office Supplies,Electronics   \n",
       "\n",
       "                                                keys manufacturer  \\\n",
       "0  841667104676,amazon/53004484,amazon/b01ahb9cn2...       Amazon   \n",
       "1  841667100418,0841667100418,amazonkindlewhite/5...       Amazon   \n",
       "\n",
       "  manufacturerNumber              reviews.date  \\\n",
       "0          53-004484  2017-01-18T00:00:00.000Z   \n",
       "1          53-004447  2018-01-21T00:00:00.000Z   \n",
       "\n",
       "                         ...                          \\\n",
       "0                        ...                           \n",
       "1                        ...                           \n",
       "\n",
       "                                    reviews.dateSeen reviews.doRecommend  \\\n",
       "0  2017-04-30T00:45:00.000Z,2017-06-07T09:04:00.000Z                True   \n",
       "1                               2018-05-27T00:00:00Z                True   \n",
       "\n",
       "  reviews.numHelpful reviews.rating  \\\n",
       "0                0.0            5.0   \n",
       "1                0.0            4.0   \n",
       "\n",
       "                                  reviews.sourceURLs  \\\n",
       "0  http://reviews.bestbuy.com/3545/5620406/review...   \n",
       "1  https://reviews.bestbuy.com/3545/5435001/revie...   \n",
       "\n",
       "                                        reviews.text    reviews.title  \\\n",
       "0  This game seems to be another good addition to...  My son likes it   \n",
       "1  I purchased this as a replacement for my older...     Great Device   \n",
       "\n",
       "  reviews.username                                          imageURLs  \\\n",
       "0          Melikey  https://i5.walmartimages.com/asr/c494506a-b347...   \n",
       "1            danny  https://www.barcodable.com/images/barcode/0841...   \n",
       "\n",
       "                                          sourceURLs  \n",
       "0  http://www.walmart.com/ip/All-New-Fire-HD-8-Ta...  \n",
       "1  https://reviews.bestbuy.com/3545/5435001/revie...  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### **Columns Exploration**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(24, 25)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(reviews[\"name\"].unique()), len(reviews[\"asins\"].unique())\n",
    "#ASIN stands for Amazon Standard Identification Number"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "asins\n",
       "B00IOY8XWQ          [Amazon - Kindle Voyage - 6\" - 4GB - Black]\n",
       "B00IOYAM4I    [Amazon - Kindle Voyage - 4GB - Wi-Fi + 3G - B...\n",
       "B00QFQRELG    [Amazon 9W PowerFast Official OEM USB Charger ...\n",
       "B00REQKWGA    [Kindle Oasis E-reader with Leather Charging C...\n",
       "B00VINDBJK    [Kindle Oasis E-reader with Leather Charging C...\n",
       "B00ZV9PXP2    [Amazon Kindle E-Reader 6\" Wifi (8th Generatio...\n",
       "B010CEHQTG    [Amazon Echo Show Alexa-enabled Bluetooth Spea...\n",
       "B017JG41PC    [Kindle E-reader - White, 6 Glare-Free Touchsc...\n",
       "B0189XYY0Q    [Fire HD 10 Tablet, 10.1 HD Display, Wi-Fi, 16...\n",
       "B018Y224PY    [Fire Tablet with Alexa, 7\" Display, 16 GB, Ma...\n",
       "B018Y225IA    [Brand New Amazon Kindle Fire 16gb 7\" Ips Disp...\n",
       "B018Y22BI4    [Fire Tablet, 7 Display, Wi-Fi, 16 GB - Includ...\n",
       "B018Y22C2Y    [Fire Kids Edition Tablet, 7 Display, Wi-Fi, 1...\n",
       "B018Y23MNM    [Fire Kids Edition Tablet, 7 Display, Wi-Fi, 1...\n",
       "B01ACEKAJY    [All-New Fire HD 8 Tablet, 8\" HD Display, Wi-F...\n",
       "B01AHB9C1E    [Fire HD 8 Tablet with Alexa, 8\" HD Display, 3...\n",
       "B01AHB9CN2    [All-New Fire HD 8 Tablet, 8\" HD Display, Wi-F...\n",
       "B01AHB9CYG    [All-New Fire HD 8 Tablet, 8\" HD Display, Wi-F...\n",
       "B01AHBBG04    [All-New Fire HD 8 Tablet, 8 HD Display, Wi-Fi...\n",
       "B01AHBDCKQ    [All-New Fire HD 8 Tablet, 8 HD Display, Wi-Fi...\n",
       "B01BH83OOM    [Amazon Tap - Alexa-Enabled Portable Bluetooth...\n",
       "B01J24C0TI    [Amazon Echo Show Alexa-enabled Bluetooth Spea...\n",
       "B01N32NCPM    [Amazon Fire TV with 4K Ultra HD and Alexa Voi...\n",
       "B06XB29FPF        [Amazon - Echo Plus w/ Built-In Hub - Silver]\n",
       "Name: name, dtype: object"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews.groupby(\"asins\")[\"name\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All-New Fire HD 8 Tablet, 8\" HD Display, Wi-Fi, 16 GB - Includes Special Offers, Magenta\n"
     ]
    }
   ],
   "source": [
    "# Lets see all the different names for this product that have 2 ASINs\n",
    "different_names = reviews[reviews[\"asins\"] =='B01AHB9CN2'][\"name\"].unique()\n",
    "for name in different_names:\n",
    "    print(name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "630"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews[reviews[\"asins\"] == \"B01AHB9CN2\"][\"name\"].value_counts().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Confirmed our hypothesis that each ASIN can have multiple names. Therefore we should only really concern ourselves with which ASINs do well, not the product names.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7,5))\n",
    "ax1 = plt.subplot(211)\n",
    "ax2 = plt.subplot(212, sharex = ax1)\n",
    "reviews[\"asins\"].value_counts().plot(kind=\"bar\", ax=ax1, title=\"ASIN Frequency\")\n",
    "np.log10(reviews[\"asins\"].value_counts()).plot(kind=\"bar\", ax=ax2, title=\"ASIN Frequency (Log10 Adjusted)\") \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.588900050226017"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews[\"reviews.rating\"].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### reviews.rating / ASINs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "asins_count_ix = reviews[\"asins\"].value_counts().index\n",
    "plt.subplots(2,1,figsize=(7,5))\n",
    "plt.subplot(2,1,1)\n",
    "reviews[\"asins\"].value_counts().plot(kind=\"bar\", title=\"ASIN Frequency\")\n",
    "plt.subplot(2,1,2)\n",
    "sns.pointplot(x=\"asins\", y=\"reviews.rating\", order=asins_count_ix, data=reviews)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### reviews.doRecommend / ASINs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots (2,1,figsize=(7,5))\n",
    "plt.subplot(2,1,1)\n",
    "reviews[\"asins\"].value_counts().plot(kind=\"bar\", title=\"ASIN Frequency\")\n",
    "plt.subplot(2,1,2)\n",
    "sns.pointplot(x=\"asins\", y=\"reviews.doRecommend\", order=asins_count_ix, data=reviews)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "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>id</th>\n",
       "      <th>reviews.doRecommend</th>\n",
       "      <th>reviews.numHelpful</th>\n",
       "      <th>reviews.rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.042589</td>\n",
       "      <td>-0.025815</td>\n",
       "      <td>0.079359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reviews.doRecommend</th>\n",
       "      <td>0.042589</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.041688</td>\n",
       "      <td>0.641393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reviews.numHelpful</th>\n",
       "      <td>-0.025815</td>\n",
       "      <td>-0.041688</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.067469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reviews.rating</th>\n",
       "      <td>0.079359</td>\n",
       "      <td>0.641393</td>\n",
       "      <td>-0.067469</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           id  reviews.doRecommend  reviews.numHelpful  \\\n",
       "id                   1.000000             0.042589           -0.025815   \n",
       "reviews.doRecommend  0.042589             1.000000           -0.041688   \n",
       "reviews.numHelpful  -0.025815            -0.041688            1.000000   \n",
       "reviews.rating       0.079359             0.641393           -0.067469   \n",
       "\n",
       "                     reviews.rating  \n",
       "id                         0.079359  \n",
       "reviews.doRecommend        0.641393  \n",
       "reviews.numHelpful        -0.067469  \n",
       "reviews.rating             1.000000  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr=data.corr()\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "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>id</th>\n",
       "      <th>reviews.numHelpful</th>\n",
       "      <th>reviews.rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.022754</td>\n",
       "      <td>0.076485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reviews.numHelpful</th>\n",
       "      <td>-0.022754</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.074108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reviews.rating</th>\n",
       "      <td>0.076485</td>\n",
       "      <td>-0.074108</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          id  reviews.numHelpful  reviews.rating\n",
       "id                  1.000000           -0.022754        0.076485\n",
       "reviews.numHelpful -0.022754            1.000000       -0.074108\n",
       "reviews.rating      0.076485           -0.074108        1.000000"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_matrix = reviews.corr()\n",
    "corr_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2599859a58>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QaXuJ2+4jdcNP+Rn1WWlqeraP3BCRtiKyUUQ2icgzZylzu4isF5F1IjImp2OeU2IRxznto6rtVXX/ueyTj1qo6nXAHOCFAMcStK6rV4NtW7az47dETp5MZeq3M2jZtlmmMi3bNuW7cd8DEDd5Fo2aNDi9rV0ztv+WyKaNmzPtc+TwUQCKFC1CkaJF0AJ6f++s6tepRXiZ0oEO45x06NiaMaMnAJCQsJLw8NJERlbMVCYysiKlS5dm2bIVAIwZPYGOnVpnbH9j6Iu88MLrmW7DvnTpCvbvTwFg2bIVxMRE5nFNshd6xTWk70pE9yRBWionl86maL2bMpUp1qwDx2dOgiOHANCDpz++QipXQ8qUI3Xtj/ka99loqmb7yImIhALDgXZAdaCniFTPUqYa8Cxws6rWAB7P6bg5Jgn32+7PIvIBsAK4S0QWi8gKERkvImEi0k5EvvbZp7mITHafbxWRCu7z3iKyTERWiciHIhLqZsJh7vYBIrLZfV5VRBa4z4e42XK1iLzlJ8aSIvKVu30cUNJnW0+3ZbJWRN44SzUXAzE++5wRp7u+rVvvn0RkpruuvIh85772EhG5zl0/SERGiUi8+zu4VUSGurFMF5GiPr+fwe7vdLmI1BOROBH5VUQe9onpKRFJcF/n/7K8Nx+53yTiRaSku+16N87FwF9zep8vRERkRZISd2UsJyftIiIq84fSJZGXZJRJS0vj4MFDlC0fTsmLSvBg/7sZ/tZHZxw3JCSEb2eNZuH6eBbNXcrqFevyshp/atHREezYsTNjeWdiMlHRmZNAVHQkOxOTMpYTE5OIjo4AoH2HW0jauYs1a34+62vcc08P4uPneBv4OZJyFdB9ezKW0/ftQcpVyFQmJLISoRGVKPXCu5R68T2K1HK/BIlQ8o6HOTbuw/wMOXsX3hXWENikqptV9QTwFdAlS5kHgeGq+geAqu7O6aC5bX1cDfwHaAX0AW5R1XrAcmAgMAO4UURKueV7AJluMi4i17rrb1bVOkAa0AuYBzRxizUBfheRGKAxMF9EygPdgBpu68JfH8MjwBF3+z+A693XjAbeAGKBOkADEenqZ/+2wHfZxSkiFYGPgNtUtTbwF3ff/wNWuq/9nPt7OqUq0AHnjfoSmK2qtYCj7vpTtqtqI2A+8DnQHbgReMWNqTVQDeePoA5wvYg0dfethvOm1wD2A7e56z8DHnOPm7dEzliVtXUhfsqg0P/ph/h8xNiM1omv9PR0usX2onntDlxXtwbVrqnqWcgmM3/vT27eQ1WlZMkSPP10P159ddhZj9+0aSPuvqcHL74w5MKDvRB+/gzJ2hIODSUkMobDrw/kyL//Qcn7/wYXlaJYy86cXL0sU2IKtAttseB8od7us7wDny/ZrquAq0RkofvluW1OB83trLDfVHWJiHTEaS4tdP/IigGLVTVVRKYDnUTkG5wPzaezHKMlzgd+grtvSWC3qia7rZ7SwKXAGKApTpKZAKQAx4CPReR7YIqf+JoC/wJQ1dUistpd3wCYo6p7AERktFv2O3f7bBGJAHZzuivMb5w4H/TzVHWL+zr73PKNcT/MVXWWiFwsIuHutmmqelJE1gChwHR3/Rqgsk/8k3zWh6nqQeCgiBwTZ3yqtftY6ZYLw0ko24AtqrrKXf8jUNl9/bKqOtdd/wVOU/cMItIX6AsQEXY5ZUtW9FcsW7uSdhMVE5GxHBkVwe7kvVnK7CIqJoJdSbsJDQ2ldOkw9v9xgOvq1aBNx1ieeqk/pcNLk56ezvFjxxn96fiMfQ+mHGLZoh9pEtuI/2349ZzjM/71fegu7ruvJwA//vgTlSpFZ2yLjokkOWlXpvI7E5OIjjk96SImJoqkpN1cccXlVL68EkuWTnPXR7Jw0RSaNe3Krl17qFnzGoZ/MIRuXe9l377A9orrvr1I+dN/4yHlK6L7f89UJn3fHtJ+/RnS0tC9yaQnbSc0ohKhVatT5OpaFI/tDCVKIkWKoMeOcnz8x/ldjQw53Y7F9//bNVJVR/oW8XfYLMtFcD5vmgOVcL7w18xuiCO3ieWwTxAzVLWnnzLjcLpc9gEJ7oejLwFGqeqzfvZdDNwHbMT51n4/0Aj4m5u0GuJ84N8B9MNpgWTlLz37+6X5aoFTt89xWgcDzxaniHQ+h9c4Ve44gKqmi8hJPf0VMJ3Mv/vjPuuP+6w/VU6A11U1UxtcRCpnKZ+GkwjlLLGeGajzRzYS4JpLGpzXIMaaleu5/IrLiLksmt1Ju2nfrRVPPvxipjKz4ubTtUcHVi1fQ5tOsSxZkABA786n/+b7PfUgRw4fZfSn4yl3cVlST6ZyMOUQxUsUp1HThnz83n8w3hn54ReM/PALANq0bcHDD9/D+PGTaNCgLikpB0lOzvzNPDl5D4cOHaJBg7okJKzkzl63MuLfn7Nu3UYqVz49V2b9zwto0rgTv//+B5UqRTNm7Age6PMEmzZtydf6+ZO2ZQOhETFIhUj0j70UvaEFR0ZknqiQumIhRW+M5eSCOCSsDCGRlUjfncTRD09PPCjauA2hVa4KaFIB0NQctvv8f5/FDpwv9KdUAnb6KbNEVU8CW0RkI06iSTjbQc91VtgS4GYRuRJARC4SkavcbXOAejj9ceP87DsT6C4il7j7lpfTM7HmAU+6P1fifOAfV9UDIhIGhKvqVJxBozp+jj0Pp1sNEakJXOeuXwo0E5EK7jhJT2Cu746qetQ97t1ut9vZ4lzsHqvKqfV+Xrs5sFdVU87+KzwvccD97u8CEYk5FZ8/7jeJAyLS2F3Vy+N4MklLS+PVZ4byybh/8f3C8Uyb+AObNm6m/98fokUbp8fum9ETKVsunLilE7j34V7887Xh2R6zYkQFRn07golzxjA+bhSL5i5jzowFeVkNzzz18hB6PfQEW7ftoGXX3vx3clygQ8pR3PTZbNmyjTVr5zJ8+Os8/vjpLwaLl0zNeD5gwAt88MEQ1qydy+bNvxEXNyfb4z773GOUL1+Od959jcVLpjJ/waRsy+e59HSOfvEepZ56g7Ahn3Fy2RzSE3+jeLd7KVLX6TVOXZOAHkohbPCnlHrmnxwbNxI97PW/tEcufIwlAagmIlVEpBjOl/esb9J3OJ/JiDNefhWwmWxITjNt3G/FU1S1prscizNuUdwt8oKqTnK3vQ/cC1yiqkfcdVuB+qq6V0R64MwuCAFOAn91u9iqApuAq1X1FxGJBzao6mMiEgVMBErgfBN/S1VHuS2I+qr6kjtg/RlON90q4Eqc8YXlInKn+5oCTFXVp7PG5S6/h9M192o2cbYDBrvrd6tqKzfBfAZUAY4Afd3uuEHAIVV9yz3+IVU9lRgytmX5/dzrPu/n53c3AHjA/Z0fAnrjtFB835sncbrSBonI9cCnbkxxQPdT5c7mfFsswWDNen/fdQqPspf5a8QXHjv/UrjH18JHzcypd8Wv3S2bZfs/e8nMuTkeV0TaA+/gdNd/qqr/EJFXgOWqOkmcMYF/4oxFpwH/UNWvsj1msEzhNHnPEkvwssQS3M43sexq3jzb/9mIOXPO67gXyi7pYowxQSqnwftAscRijDFBKj01IA2SHFliMcaYIKVqicUYY4yHrMVijDHGUwV17pUlFmOMCVLpqQXzzieWWIwxJkilp1lXmDHGGA/Z4L0xxhhPpVmLxRhjjJesxWKMMcZTNsZijDHGU5puicUYY4yH0tJturExxhgPpVmLxRhjjJds8N4UeElH9gU6hDxT2O9Xsn/brECHkKdKRjcJdAh5KnXU+e1nLRZjjDGeshaLMcYYT6VZYjHGGOOldEssxhhjvGQtFmOMMZ6yxGKMMcZT6RTMxFIwT9s0xhiTozQk20duiEhbEdkoIptE5JlsynUXERWR+jkd0xKLMcYEKUWyfeREREKB4UA7oDrQU0Sq+ylXGngMWJqbuCyxGGNMkErN4ZELDYFNqrpZVU8AXwFd/JR7FRgKHMvNQS2xGGNMkLrQFgsQA2z3Wd7hrssgInWBS1V1Sm7jssF7Y4wJUqmSffIQkb5AX59VI1V1pG8RP7upz/4hwNvAvecSlyUWY4wJUmk5bHeTyMhsiuwALvVZrgTs9FkuDdQE5oiTxCKBSSLSWVWXn+2glliMMSZIpefQYsmFBKCaiFQBEoE7gDtPbVTVA0CFU8siMgd4MrukAjbGYowxQSsth0dOVDUV6AfEAT8DX6vqOhF5RUQ6n29c1mIxxpgg5cVV81V1KjA1y7qXzlK2eW6OaS0W45k33nyJlT/NYuGS76ldu4bfMnXq1GTR0qms/GkWb7x5+m/31deeIWFFPAuXfM+XY/9NeHjpjG01alzNjJnjWZIwjUVLp1K8eLE8r4s/b771MqvXzGHp0mnUqXOW+tWtybJl01m9Zg5vvvXyGdsHDHiQw0e2cvHF5QDo0aMLS5dOY+nSacyc9V9q1bo2T+twoV4YPIymHe6ga++HAx3KOXt72CtsWL+AFT/OoG6dmn7L1Ktbi5UrfmDD+gW8PeyVTNv++uh9rFs7j59WzWLI688D0LNnN5YnxGc8Thzbfta//bzgxQmSeSEoEouITBWRsoGO43yJyFYR8e2nbC4i2U7dy00Zt9ybIrJORN7MpkxlEVl7blGfm1atm1O1amXq1o5lQP/nGfbOK37LDXvnFQb0f566tWOpWrUyt7RqBsDsWQu4sUE7br6xA7/+bwsD//YIAKGhoYz8ZBhPDHiRGxu0o0O7Ozl5Mpcz9D3Upk1zrryyCtfVak6/fs/xzrv/8Fvu3Xdfo1+/57iullO+devmGdtiYqKIjW3Ctm07MtZt3bqdNm16cMMN7XhjyHu89/7reV2VC9K1fStGDHst0GGcs3ZtY6l2ZRWuqd6YRx75O8PP8nse/v7rPPLI37mmemOqXVmFtm1aANC82U107tSGuvVuoXadWP45bAQAY8d+S/0GranfoDX33vcYW7du56ef1uVbvdIl+0eg5HtiEcc5va6qtlfV/XkVU5B7CKinqk8FMogOHW9h7NhvAViesIrw8DJERFTMVCYioiKly4SRsGwl4PxTduzUCoBZsxaQlub0CickrCI6JhKA2JZNWLd2A2vXbgDgj337SU9Pz5c6+erQsTVjRk9w41tJeHhpIiMz1y8ysiKlS5dm2bIVAIwZPYGOnVpnbH9j6Iu88MLrqJ7eZ+nSFezfnwLAsmUriHHrXVDVr1OL8DKlcy5YwHTq1IYvRn8DwNJlKwgvG05k5CWZykRGXkLpMqVZsvRHAL4Y/Q2dO7cF4KGH7mbom8M5ceIEAHv2/H7Ga9zRoyvjvp6Yl9U4w4WOseSVfEks7jfmn0XkA2AFcJeILBaRFSIyXkTCRKSdiHzts09zEZnsPs/4xi8ivUVkmYisEpEPRSRURG4XkWHu9gEistl9XlVEFrjPh4jIehFZLSJv+YnxXhGZICLTReR/IjLUZ9shn+fdReRz9/nnIvJvEZktIptFpJmIfOrW9fNc/m5KufskiMhKETnjrFcRGSQiX4jILDe2B931k4BSwFIR6eHG091f3HktKiqCxB2nZynu3JlMdHTmD8no6Eh2JiafLpOYRFRUxBnH6n1Xd2bEzwXgyisro6pM+O4z5i2YyIDH+55RPj9ER0eww7d+iclEZalfVHQkOxOTMpYTE5OIjnbq177DLSTt3MWaNT+f9TXuuacH8fFzvA3cABATHcmO7affv8QdScRkef9ioiNJ3JHkt0y1alfQuHFDFi2YzKwfvqH+9bXPeI2/dO/EV+O+y6Ma+Jcq2T8CJT8H768G7gNeAiYAt6jqYRH5OzAQGAx8KCKlVPUw0AMY53sAEbnWXX+zqp50E1UvIB449Y29CfC7iMQAjYH5IlIe6AZco6qaTbdaHaAucBzYKCLvqer2s5Q9pRwQC3QGJgM3Aw8ACSJSR1VXueVmi8ipLxFhwAb3+fPALFW9341rmYj84Od1rgNuxEkkK0Xke1XtLCKHVLWO+/tpl0OseUb8THtU36/mgL+ZkVnLPPnUo6SmpfH1OOebX5EiRWjUqD7Nm3Xj6JGjTJryBatWrWXunEXeBZ8Luauf/zIlS5bg6af70bnTXWc9ftOmjbj7nh60uqX7WcuY83fe7597rmCRIqFWw15lAAAgAElEQVSULRvOTY070aB+HcaOGUG1qxtllGvYoC5Hjh5l3bqNHkeevfxvu+dOfnaF/aaqS3A+HKsDC0VkFXAPcLk77W060ElEigAdgKztypbA9Tgf2qvc5StUNRkIcy+UdikwBmiKk2TmAyk417j5WERuBY6cJcaZqnpAVY8B64HLc1Gvyer8ha4BdqnqGlVNB9YBlX3KtVDVOm4SeMBnfWvgGbc+c4ASwGV+Xmeiqh5V1b3AbJxr/FwwEekrIstFZPmJkynntO8DfXszf9Fk5i+aTHLSbmIqRWdsi46OJClpV6byiYnJGV1cANExUSQn785Y7nnnrbRp24IH738iY93OncksWLCMfb//wdGjx4iPn5tvg6N9H7qLxUumsnjJVJKSdlHJt34xkSRnqd/OxCSiY6IylmNiokhK2s0VV1xO5csrsWTpNNb/vICYmEgWLpqS0VVYs+Y1DP9gCD1uf5B9+6zH1yuPPHxPxqD6zqRkKl16+v2LqRTFzizv347EJGIqRWUus9Mpk7gjie++mwZAwvJVpKenU6FC+YyyPW7vwrhx+dsNBpAm2T8CJT8Ty2H3pwAzTn3Iqmp1Ve3jbhsH3I7TAkhQ1YNZjiHAKJ99r1bVQe62xTgtoo04yaQJ0AhY6CathsB/ga44Ccyf4z7P0zjdovP9alPiLPukZ9k/ndy1CAW4zadOl6mqv/4SzWEZnOvOhYAzlgXkOH1KVUeqan1VrV+saJlchHvaxyO/pMlNnWhyUyemTImnZ89uANRvUIeUlIPs2rUnU/ldu/Zw6OBh6jeoAzgzar6f4jTOWt7SlMcH9uWOHg9x9Ojp69zN/GEeNWteTcmSJQgNDaVx44Zs2PC/c4rzfI388Asa3dieRje2Z/LkeO7sdSsADRrUJSXlIMnJmeuXnLyHQ4cO0aBBXQDu7HUr30+JZ926jVSuXJ/q1zam+rWNSUxM5uabOrJr1x4qVYpmzNgRPNDnCTZt2pIv9fqz+PeIURkD65MmxXFXL6c1eEPDeqQcSMn0pQYgOXk3Bw8e4oaG9QC4q1d3Jk+OA2DipDhatLgZcLrFihUrxt69+wCnpXPbbR3zfXwFnA+Z7B6BEohZYUuAm0XkSgARuUhErnK3zQHqAQ+SpRvMNRPoLiKXuPuWF5FTrYp5wJPuz5VAC+C4qh4QkTAg3J2v/ThOl9e52CUi17qTDrqd4745iQP6u4ng1AXf/OkiIiVE5GKgOc4Zs1ltxWnRgXOF0qLehnp28XFz2Lp1G6tWz+Jf7w/mb0+cnmo7f9HkjOcDH3+J94a/zqrVs9iy5TdmuGMKb/1zEGFhYXw3aRTzF03m7XdfBWD//hTef+9TZs/7lgWLp/DTqnXEx83Jr2pliJs+my1btrFm7VyGD3+dxx9/MWPb4iWnTwEYMOAFPvhgCGvWzmXz5t+IyyHWZ597jPLly/HOu6+xeMlU5i+YlFdV8MRTLw+h10NPsHXbDlp27c1/3Q/egm7qtJls3rKNjT8vZMSIofTr/1zGtuUJ8RnP+/V7lg8/fJONPy/k182/MW36LAA++/wrqlS5jFUrZzL6yw+4v8/jGfs0bXIjiYlJbNmyLf8q5CqoLRbJ2s+YJy8iUhmYoqo13eVY4A2guFvkBVWd5G57H+eCZ5eo6hF33VagvqruFZEewLM4SfEk8FdVXSIiVYFNwNWq+ouIxAMbVPUxEYnC6VYrgdNCeEtVR4lzZml9VX1JRO51n/dzX3OKW26OOyD+Bs5VQNcCYap6rztAP0VVv/FTR99tGfG725rjXBaho4iUBN4BbnJj2+qu9y0zCIgGquJ0kw1V1Y/cYx1S1TD3eYRbzxCcJNxfVcOyxnY24WFV8/6PIUBS0wM5Rybv7d82K9Ah5KmS0U0CHUKeSj2ReF5p4O3Lemf7P/vEti8Dkl7yJbGYC+MmlkOqesZsNi9ZYglelliC2/kmlrdySCxPBiix2CVdjDEmSAVySnF2LLEEAZ8JCsYYk6GgdjFYYjHGmCCVWkBTiyUWY4wJUgUzrVhiMcaYoGVjLMYYYzyVXkDbLJZYjDEmSBXUSfSWWIwxJkilWYvFGGOMlwrq1Y0tsRhjTJCyFosxxhhPFdQWS1Dc894YY8yZ0tBsH7khIm1FZKOIbBKRZ/xsH+hz992ZPleUPytLLMYYE6TS0WwfORGRUGA40A7nBow9RaR6lmIrca7Ofh3wDTCUHFhiMcaYIOVBi6UhsElVN6vqCeArnHs5ZVDV2aduYYJzP61KOR3UEosxxgQpD+4gGYNzn6lTdrjrzqYPMC2ng9rgvclwVZns/p6C2w+t8u1mmgFR2O9XcnTn/ECHUCDl1CoRkb5AX59VI1V1pG8RP7v5PaiI9AbqA81yissSizHGBKmcEoubREZmU2QHcKnPciVgZ9ZCInIL8DzQTFWP5xSXJRZjjAlS6Rd+B+AEoJqIVAESgTuAO30LiEhd4EOgraruzs1BLbEYY0yQutATJFU1VUT6AXFAKPCpqq4TkVeA5ao6CXgTCAPGiwjANlXtnN1xLbEYY0yQUg/OvFfVqcDULOte8nl+y7ke0xKLMcYEKbuDpDHGGE950WLJC5ZYjDEmSKVd+OB9nrDEYowxQcq6wowxxnjKusKMMcZ4Kk0L5oXzLbEYY0yQKphpxRKLMcYErbQCmlossRhjTJBSmxVmjDHGS9ZiMcYY46mCeh6L3ejLeKJR84Z8M/9LJiwcwz39ep2xvWixogweMYgJC8fw2ZQRRFWKBKBtt1aMnvFJxmPpjjlcVeNKAFp1jmXMD58xbvYo+r/wcL7WJztFajUgbMjnhA39D8U73OG3TNGGzQgb/Clhgz+h5MPPZd5Y4iJKvzOOEnf1z4doc+/tYa+wYf0CVvw4g7p1avotU69uLVau+IEN6xfw9rBXMm3766P3sW7tPH5aNYshrz8PQM+e3VieEJ/xOHFsO7Vr18jzupyvFwYPo2mHO+jau+D8vWXnQm9NnFcssfghIlNFpGyg4wAQkbIi8qjPcrSIfBPImLIKCQnh6cFPMKDXU9ze/G5ad2lJlWqXZyrTpWcHUvYf5Nab72TMR19nJIrp386gV6s+9GrVh5f6/4Ok7cn8sm4T4eXK8NiLj/Do7Y/To8U9lK9QngaN6wWieplJCCXufozD/3yWQ8/eT9EbYwmJzlzXkIgYinfsyaHXHuPQc304NvqDTNtL3HYfqRt+ys+oc9SubSzVrqzCNdUb88gjf2f4+6/7LTf8/dd55JG/c031xlS7sgpt27QAoHmzm+jcqQ11691C7Tqx/HPYCADGjv2W+g1aU79Ba+697zG2bt3OTz+ty7d6nauu7VsxYthrgQ4j19I0PdtHoBT6xCKOc6qnqrZX1f15FVNWIpJdl2RZICOxqOpOVe2e91HlXo2617J9ayKJ25JIPZnKjIkzadamcaYyTds05vvx0wGYNWWu3yTRpmtL4r77AYCYy6LZtnk7+/cdAGDZ/OXEts/xxnV5LvSKa0jflYjuSYK0VE4unU3RejdlKlOsWQeOz5wERw4BoAdP/ymFVK6GlClH6tof8zXunHTq1IYvRjvfV5YuW0F42XAiIy/JVCYy8hJKlynNkqVO7F+M/obOndsC8NBDdzP0zeGcOHECgD17fj/jNe7o0ZVxX0/My2pcsPp1ahFepnSgw8g1a7HkIxGpLCI/i8gHwArgLhFZLCIrRGS8iISJSDsR+dpnn+YiMtl9vlVEKrjPe4vIMhFZJSIfikioiNwuIsPc7QNEZLP7vKqILHCfDxGR9SKyWkTe8hPjvW4sk4F4N6aZboxrRKSLW3QIUNV9/Tfduq31OcYEEZkuIv8TkaE+x+8jIr+IyBwR+UhE3s+DXzUAFSMrsGvn6fv/7EraQ8WoipnKXOJTJi0tjUMphwkvH56pTKvOscR/NxOA7Vt3cHnVy4iqFEloaCjN2zYhIibzB10gSLkK6L49Gcvp+/Yg5SpkKhMSWYnQiEqUeuFdSr34HkVqNXB3Fkre8TDHxn2YnyHnSkx0JDu2n75xYOKOJGKiI88ok7gjyW+ZatWuoHHjhixaMJlZP3xD/etrn/Eaf+neia/GfZdHNfhzStf0bB+BUpgH768G7gNeAiYAt6jqYRH5OzAQGAx8KCKlVPUw0AMY53sAEbnWXX+zqp50E1UvIB54yi3WBPhdRGKAxsB8ESkPdAOuUVXNplutEXCdqu5zWy3dVDXFTWpLRGQS8AxQU1XruDFVznKMOkBd4DiwUUTeA9KAF4F6wEFgFpBnfS/uzX8yyToN0l8ZfMrUqHstx44e59eNWwA4eOAQbzw7jMEjBpGens6a5euIvjzK28DPh987hGf5ZhgaSkhkDIdfH4iUq0jY8+9w8Pk+FLvpFk6uXpYpMRUU5/senrqkSJEioZQtG85NjTvRoH4dxo4ZQbWrG2WUa9igLkeOHmXduo0eR/7nFshWSXYKc2L5TVWXiEhHoDqw0P3HKAYsdu+cNh3o5I5ZdACeznKMlsD1QIK7b0lgt6omuy2M0jj3ix4DNMVJMhOAFOAY8LGIfA9MOUuMM1R1n/tcgMEi0hTnhNoYICIX9ZypqgcARGQ9cDlQAZh76tgiMh64yt/OItIX6AtwefiVVLzo3D+8dyftISL6dGsiIqoie5P3Ziqzyy2zO2kPoaGhhJUpxYE/UjK2t+5yuhvslPkzFjF/xiIAuvXqRFp62jnH5jXdtxcpf7o1FlK+Iro/c7dP+r49pP36M6SloXuTSU/aTmhEJUKrVqfI1bUoHtsZSpREihRBjx3l+PiP87saADzy8D306eNMtFi+fBWVLo3O2BZTKYqdSbsyld+RmERMpajMZXY6ZRJ3JPHdd9MASFi+ivT0dCpUKM/evc6fd4/buzBuXMHuBgtGBfWSLoWyK8x12P0pOB/gddxHdVXt424bB9wOxAIJqnowyzEEGOWz79WqOsjdthinRbQRmI+TVBoBC1U1FWgI/BfoCkzPIUZwWkIVgevd1skuoEQu6nnc53kazpcFf9+r/VLVkapaX1Xrn09SAVi/agOXValE9KVRFClahFZdWjIvfmGmMvPjF9LhL05/fGzHZiQsWJGxTURo2bE5MybOzLRPuYudhl7p8DC639uViWPOlp/zT9qWDYRGxCAVIiG0CEVvaMHJlYsylUldsZAi19YBQMLKEBJZifTdSRz98HUODryTg0/24thXH3Ji4YyAJRWAf48YlTGwPmlSHHf1cobubmhYj5QDKSQnZ769eXLybg4ePMQNDZ3xsbt6dWfy5DgAJk6Ko0WLmwGnW6xYsWIZSUVEuO22jgV+fCUYFdTB+8LcYjllCTBcRK5U1U0ichFQSVV/AeYAnwAPkqUbzDUTmCgib6vqbreLq7Sq/gbMA15xHyuBFsBRVT0gImHARao6VUSWAJtyEWc4TmvopIi0wGl5gNOVda6jicuAt0WknLv/bcCaczxGrqWlpTH0+Xf415i3CA0NYdJXU9n8y1Yeeup+fv5pI/PiFzJx7Pf837+eZ8LCMaTsP8jzjwzK2L/ujbXZnbSHxG1JmY77t1cfo1p1Z+rxx29/zrbNO/KqCrmXns7RL96j1FNvQEgIJ+dNIz3xN4p3u5e0rRtJXbmY1DUJFKlZn7DBn0J6GsfGjUQPp+R87ACaOm0mbdvGsvHnhRw5epQHHhiYsW15Qjz1G7QGoF+/Z/nkk7cpWaIE0+NmM236LAA++/wrPv7on6xaOZMTJ05yf5/HM/Zv2uRGEhOT2LJlW/5W6jw89fIQElauZv/+FFp27c2jfe7itk5tAh3WWRXUqxtLQb0kwIVwxyGmqGpNdzkWeAMo7hZ5QVUnudveB+4FLlHVI+66rUB9Vd0rIj2AZ3FadyeBv7pdbFVxEsbVqvqLiMQDG1T1MRGJAibitDgEeEtVR4lIZ/e4L4nIve7zfu5rVgAmA0WBVcDNQDtV3SoiY4DrgGnA8FN183OMKe5rzXG7uJ4EdgI/A/tU9fnsfm8NopsWvj8G1w+tigY6hDx18dgNgQ4hTx3dOT/QIeSpohWuyHUvg69rLmmQ7f/sht0J53XcC1UoE4sBEQlT1UPupIBvgU9V9dvs9rHEErwssQS3800sV1Wsn+3/7C97lgcksfwZusL+rAaJyC04raZ4wOZ5GlPIFNTBe0sshZSqPhnoGIwxecuLMRYRaQu8C4QCH6vqkCzbiwP/wZkh+zvQQ1W3ZnfMwjwrzBhjCrU0Tcv2kRMRCcUZt22Hc1pGTxGpnqVYH+APVb0SeBtnvDpblliMMSZIeTDduCGwSVU3q+oJ4CugS5YyXYBR7vNvgJbi94zn0yyxGGNMkFLVbB+5EANs91ne4a7zW8Y9R+8AcHF2B7UxFmOMCVI5tUp8r6zhGqmqI32L+Nkta0bKTZlMLLEYY0yQyqlV4iaRkdkU2YFzWapTKuGc++avzA739IVwYB/ZsK4wY4wJUh6MsSQA1USkiogUA+4AJmUpMwm4x33eHZilOWQ0a7EYY0yQSr/AE9zdi/H2A+Jwpht/qqrrROQVYLl7hZJPgC9EZBNOS8X/bVN9WGIxxpgg5cUJkqo6FZiaZd1LPs+PAX85l2NaYjHGmCCVlm5n3htjjPFQQb26sSUWY4wJUtZiMcYY4ylrsRhjjPFUegFtsdj9WEzAiEjfLGcBFyqFuX6FuW5Q+OuX1+wESRNIfXMuEtQKc/0Kc92g8NcvT1liMcYY4ylLLMYYYzxlicUEUmHvwy7M9SvMdYPCX788ZYP3xhhjPGUtFmOMMZ6yxGKMMcZTlliMMcZ4yhKLMcYYT9klXUy+EJFbs9uuqhPyK5a8ICJryOY+4Kp6XT6G46ls6iaABnPdfInIv/ysPoBzw6uJ+R1PMLPEYvJLJ/fnJcBNwCx3uQUwBwjqxAJ0dH/+1f35hfuzF3Ak/8PxVMecixQKJYBrgPHu8m3AOqCPiLRQ1ccDFlmQsenGJl+JyBTgQVVNcpejgOGqmm2LJliIyEJVvTmndabgEZFZQGtVTXWXiwDxQCtgjapWD2R8wcTGWEx+q3wqqbh2AVcFKpg8UEpEGp9aEJGbgFIBjMczInJQRFLcxzERSRORlEDH5aEYMr9XpYBoVU0DjgcmpOBkXWEmv80RkThgLE6//R3A7MCG5Kk+wKciEu4u7wfuD2A8nlHV0r7LItIVaBigcPLCUGCViMzBGT9qCgwWkVLAD4EMLNhYV5jJd+5AfhN3cZ6qfhvIePKCiJTB+f86EOhY8pKILFHVGwMdh1fcrtmGOIllmaruDHBIQckSizEeEpHiOIO+lfHpEVDVVwIVk1eyzOwLAeoDzVS1UYBC8pyIxACXk/m9mxe4iIKTdYWZfCEiC1S1sYgcJPPU1VNTVssEKDSvTcSZovojha9fvpPP81RgK9AlMKF4T0TeAHrgzAQ7dWtGBSyxnCNrsRjjIRFZq6o1Ax2Hl0TkDVX9u4jcrqpfBzqevCIiG4HrVLWwfSHIdzYrzBhvLRKRWoEOwmPtRaQo8EygA8ljm4GigQ6iMLCuMGO81Ri4V0S24HSFFYaz06cDe3GmUqfg1onC1415BGdW2Ex8ujFV9bHAhRScrCvMGA+JyOX+1qvqb/kdi9dEZKKqFpoxlaxE5B5/61V1VH7HEuwssRjjMfcEyWqq+pmIVATCVHVLoOPygohE4kzHVZzpuLsCHJIpgCyxGOMhEXkZZxru1ap6lYhEA+MLwyVdRKQP8DLOdd4EaAa8oqqfBjSwCyQiX6vq7We72GaQd2MGhCUWYzwkIquAusAKVa3rrltdGD6c3FlTN6nq7+7yxcAiVb06sJFdGBGJUtWkwtyNmd9sVpgx3jqhzrc1BXAvB1JY7AAO+iwfBLYHKBbP+Fy77lFV/c33ATwayNiClSUWY7z1tYh8CJQVkQdxrjH1UYBj8koisFREBrldfkuATSIyUEQGBjg2L7Tys65dvkdRCNh0Y2M8pKpviUgrIAW4GnhJVWcEOCyv/Oo+Tjl186vSfsoGDRF5BKdlcoWIrPbZVBpYGJiogpuNsRiTB9yLUPpeb2pfAMMx2XCvRF0OeJ3MJ4EetPft/FhiMcZDIvIQ8ApwFOd6U6dOIrwioIFdABGZTPa3Xe6cj+HkORG5BOdukgCo6rYAhhOULLEY4yER+R/QSFX3BjoWr4hIs+y2q+rc/IolL4lIJ2AYEA3sxrnK8c+qWiOggQUhG2Mxxlu/Evz3uM/EN3GISEngMlXdGMCQ8sprwI3AD6paV0RaAD0DHFNQssRijLeexbkQ5VIK2fWm3G/0bwHFgCoiUgfnBMnC0hV2UlV/F5EQEQlR1dnupfTNObLEYoy3PsQ5M30Np+/pUVgMwrmcyxwAVV0lIpUDF47n9otIGM79V0aLyG6c+86Yc2SJxRhvpapqYTinw59UVT0gIoGOI690wZl08QTQCwjHmYhhzpElFmO8NVtE+gKTydwVVhimra4VkTuBUBGpBjwGLApwTJ4QkVBgoqregtPStCsaXwCbFWaMh9z7sGQV1NONTxGRi4DngdY406jjgFdV9VhAA/OIiEwC7lLVA4GOJdhZYjHGGJyrHOPMCpsBHD61vjBMvMhv1hVmjIfcLpUOQGUyn3k/LFAxXag/0QmS37sPc4EssRjjrcnAMQrXrLC33J+Cc0HNBwIYS56xO0V6x7rCjPFQYbn3ytmIyMpT95n5MxCRQao6KNBxBBu7bL4x3pomIq0DHUQe+rN9E/0x0AEEI+sKM8ZbS4BvRSQEOMnpi1CWCWxY509EyvsshopIOZx6AYVmKrVfqjo50DEEI+sKM8ZDIrIZ6Aqs0ULyz+VOoVZ8komPQjGVGkBEhuJcL+woMB2oDTyuql8GNLAgZInFGA+JSBzQTlULy8D9n4aIrFLVOiLSDefLwRPAbFWtHeDQgo51hRnjrSRgjohMI/OZ90E73diXiFzHmVOpJwQsIG8VdX+2B8aq6r5CfPmaPGWJxRhvbXEfxdxHoSEinwLXAes4PZVagcKSWCaLyAacrrBHRaQiztRxc46sK8yYPCAipXHGHw4FOhaviMh6Va0e6DjykjsxIUVV00SkFFBaVZMDHVewsenGxnhIRGqKyEpgLbBORH4UkcJyB8LFIlJoE4uIzAeeBFqJSGlVPWxJ5fxYi8UYD4nIIuB5VZ3tLjcHBqvqTQENzAMi0hTnygLJOONHp6ZSF4oTQkXkCqAx0ATnmmHHgfmq+kRAAwtCNsZijLdKnUoqAKo6x+1SKQw+Be6icF2uJoOqbhaRo8AJ99ECuDawUQUnSyzGeGuziLwIfOEu98YZzC8MtqnqpEAHkVdE5FdgLzAG+ATob9PGz491hRnjIXfw9/9wulTAuc3t/6nqH4GLyhsi8gFQljNvYlYoZoWJyACc9+1SYAMwF5inqr8GNLAgZInFGJMrIvKZn9WqqvfnezB5yL3v/X04A/mVVDU0wCEFHUssxnhIRGYAf1HV/e5yOeArVW0T2MhMTkTknzgtljBgMTAfZ/B+c0ADC0I2xmKMtyqcSioAqvqHiFwSyIC84rZYzvgmWohaLEuAoaq6K9CBBDtLLMZ4K11ELlPVbQAicjmF51LzU3yelwC6ATsDFEte+C9wp4hUUdVXReQyIFJVlwU6sGBjXWHGeEhE2gIjcQZ+AZoCfVU1LnBR5Q331gA/qGpsoGPxgoj8G2cadayqXut2Y8araoMAhxZ0rMVijIdUdbqI1MM5wU6AJ1R1b4DDyivVgMsCHYSHblDVeu6VE051Yxaq673lF7ukizEeEudyuG2Beu5Noi4SkYYBDssTInJQRFJO/cSZdvz3QMfloZMiEorbdelehNLOYzkP1hVmjIesOyV4iUgvoAdQDxgFdAdeUNXxAQ0sCFlXmDHeKtTdKSISA1xO5vuxzAtcRN5R1dEi8iPQEqcbs6uq/hzgsIKSJRZjvFVou1NE5A2cb/TrgTR3teJcXSBoiUgZVU0RkfLAbmCsz7byqrovcNEFJ0ssxnjrX8C3wCUi8g/c7pTAhuSZrsDVqno8x5LBZQzQEfiRzFPDxV2+IhBBBTMbYzHGYyJyDae7U2YWlu4U93bLfylMNy8zecMSizF5SETKAn9V1X8EOpYLJSL/BWoDM8l8EcrHAhaUh0RkIvAVMFFVjwQ6nmBm042N8YCIXCoiI0Vkiog8ICIXudee+gUoFJd0ASYBrwKLcLqNTj0Ki2E4N/n6WUTGi0h3ESkR6KCCkbVYjPGAiMzGOdt+Mc55LC2BdTgnSNrtbYOIO/kiFngQaKuqZQIcUtCxxGKMB0TkJ1Wt7bO8C7isEA50ZyIig1R1UKDj8IqIlAQ6cfp8limq2j+wUQUfmxVmjEfckyHFXUzGOeu+FEAhnrJaaLrCRGQccAMwHRgOzLE7SJ4fa7EY4wER2Ypzvor42ayqalNWCzj3AqIzVDUtx8ImW5ZYjDG5IiJDgdeAozjf6msDj6vqlwENzCMichEwEKcLs6+IVMM5b2dKDruaLGxWmDEeE5HOIvKW++gY6Hg81FpVU3BOJtwBXAU8FdiQPPUZcAK4yV3egZNIzTmyxGKMh0RkCDAA57In64EBIvJ6YKPyTFH3Z3tgbCEcN6qqqkOBkwCqehT/XZsmBzZ4b4y32gN1Tg36isgoYCXwbECj8sZkEdmA0xX2qHsdtGMBjslLJ9xZYaeu81YVnxNBTe5Zi8UY75X9//buL9Tvuo7j+POVGP2ZiwZJgttoYiWMFbLatGHMSHahVLSIjZHrIsGLkMkQBwqCKeKFgSCOLkrBtZVIhAuCGOZOf2a5WghbXWhMvEkGwsaUNuTVxec79GyLBr3P+XzP97wecOD8fufmdXXefL+fP6/3/f6xbimK2b4XuAFYa/ss8Dbwtb6pagw9Ortpa0fLJe2h3TBwT9dgC1QW7yMKSdoCPAK8QHuNchOwy/a+rhBgcvgAAAS0SURBVMEKSJqh3WQ8A/ze9qnOkUoNV+bfwnvtn4cm3P45pzJYIopJugr4Au2f00tTOXkvaRWwgXbtyXraa6IZ2zu6Bisi6QngKdt/7p1loctgiSgw9Nz/V7b/Ml9Z5tIwNL9MGy4bgddtb+qbqoako7SdbseB0wzX5tte0zXYApTBElFguCsM4EPAWuBvtH9Ma2hPLRt6Zasi6VXgBK2/ZAY4MqWT6ZJWXux728fnO8tCl8ESUUjSPuAh268Mn1cDO21v7xqsgKS7aK/ClgN/p126edD2q12DxehksEQUknTE9uf/13cLmaQlwHeBncDVti/rHClGJoMlopCkvbT388/QzkNsA5bY3tI1WIGhX2YDsIRWDzBDW7x/rWuwGJ0MlohCQzHUnbRtxtC25z5pe8EfJJT0Ldqrr3/1zhLjlsESEZdE0geArcCnbD8oaQXwSdt/6hwtRiYn7yPmmKQHemco8gTt5P3W4fOp4buIWXJXWMTcm0oZ1jrb10v6K4DttyR9sHeoGJ88sUTMMdvP985Q5OzQB3/uksZP0MrNImbJYIkoJOlRSUslXS7pgKQTkrb1zlXkceAXwJWSHgJ+BzzcN1KMURbvIwqdO7Mi6RvA14EdwAu2P9c5WglJnwW+QrtV4IDtY50jxQhljSWi1gVlWO1G9oVL0lLbJyUtA94E9r7vb8smWPgV/6cMlohaUyzD+imtjvgww/rKQMPnVT1CxXjlVVhEMUkfB07aflfSR4ErpnJ1fsSlyOJ9RKGhDGsn8FVJV9g+PZWhIumXkrZI+kjvLDFuGSwRtW4H/gF8E/iDpJcl/bBzpiqP0XpYjkl6VtLm4QqbiFmyxhJRyPZrkt4Bzgw/G4Hr+qaqYftF4MXhLMvNwPeAHwNLuwaL0ckaS0ShRVCG9WHgNuDbwPXAftvf75sqxiaDJaLQlMuwJP0MWAf8Gvg58NspDc2ok8ESMQemWIYlaRPwG9vv9s4S45bBElFoymVYw26wu4EVtu+QdC3wGdv7O0eLkclgiSg05TKs4VXYYeA7tlcP6y1/nFLtctTIduOIWs/RzrDcDyBphaQvds5U5RrbjwJnAWy/Qzt9HzFLBktErSmXYZ0ZnlLOXZt/DfDvvpFijHKOJaLWJMuw1G7S3E3bEbZc0h7gS8D2nrlinDJYImpNsgzLtoet1LcA62mvwO6yfaJvshijDJaIWueXYW0G7usbqcwhYJXtX/UOEuOWXWERxaZahiXpKPBp4DhwmuHafNtrugaL0clgiShwXhnWBaZQhiVp5cW+t318vrPEuGWwRBSQtN/2rZL+yUXKsGynDCsWjQyWiIgolXMsEYVShhWRwRJRLWVYsejlVVjEHDivDGuT7ZRhxaKRcywRxS5ShvV030QR8ytPLBGFUoYVkcESUSplWBFZvI+odhDYJelHAJKulXRr50wR8yqDJaLWT4AzwI3D5zeAH/SLEzH/MlgiaqUMKxa9DJaIWinDikUv240jiqQMK6LJrrCIQpIOM7sM61DKsGKxyRNLRK2UYcWilyeWiEIpw4rIYIkolTKsiAyWiIgolu3GERFRKoMlIiJKZbBERESpDJaIiCiVwRIREaX+A9ib8plsuUcgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(5,3))\n",
    "sns.heatmap(corr,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "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>asins</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>B01AHB9CN2</th>\n",
       "      <td>630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B010CEHQTG</th>\n",
       "      <td>511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B06XB29FPF</th>\n",
       "      <td>460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B018Y22C2Y</th>\n",
       "      <td>446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B018Y225IA</th>\n",
       "      <td>372</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            asins\n",
       "B01AHB9CN2    630\n",
       "B010CEHQTG    511\n",
       "B06XB29FPF    460\n",
       "B018Y22C2Y    446\n",
       "B018Y225IA    372"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts = reviews[\"asins\"].value_counts().to_frame()\n",
    "counts.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "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>reviews.rating</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>asins</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>B00IOY8XWQ</th>\n",
       "      <td>4.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B00IOYAM4I</th>\n",
       "      <td>4.818182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B00QFQRELG</th>\n",
       "      <td>4.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B00REQKWGA</th>\n",
       "      <td>4.774194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B00VINDBJK</th>\n",
       "      <td>4.600000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            reviews.rating\n",
       "asins                     \n",
       "B00IOY8XWQ        4.600000\n",
       "B00IOYAM4I        4.818182\n",
       "B00QFQRELG        4.850000\n",
       "B00REQKWGA        4.774194\n",
       "B00VINDBJK        4.600000"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_rating = reviews.groupby(\"asins\")[\"reviews.rating\"].mean().to_frame()\n",
    "avg_rating.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\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>asins</th>\n",
       "      <th>reviews.rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>B01AHB9CN2</th>\n",
       "      <td>630</td>\n",
       "      <td>4.579365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B010CEHQTG</th>\n",
       "      <td>511</td>\n",
       "      <td>4.663405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B06XB29FPF</th>\n",
       "      <td>460</td>\n",
       "      <td>4.754348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B018Y22C2Y</th>\n",
       "      <td>446</td>\n",
       "      <td>4.573991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B018Y225IA</th>\n",
       "      <td>372</td>\n",
       "      <td>4.526882</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            asins  reviews.rating\n",
       "B01AHB9CN2    630        4.579365\n",
       "B010CEHQTG    511        4.663405\n",
       "B06XB29FPF    460        4.754348\n",
       "B018Y22C2Y    446        4.573991\n",
       "B018Y225IA    372        4.526882"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table = counts.join(avg_rating)\n",
    "table.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>asins</th>\n",
       "      <th>reviews.rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>asins</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.167456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reviews.rating</th>\n",
       "      <td>-0.167456</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   asins  reviews.rating\n",
       "asins           1.000000       -0.167456\n",
       "reviews.rating -0.167456        1.000000"
      ]
     },
     "execution_count": 50,
     "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": [
    "plt.scatter(\"asins\", \"reviews.rating\", data=table)\n",
    "table.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### NLP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Tkenization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "from nltk.tokenize import word_tokenize,sent_tokenize\n",
    "data['reviews.text']= data['reviews.text'].map(lambda x:word_tokenize(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       [I, thought, it, would, be, as, big, as, small...\n",
       "1       [This, kindle, is, light, and, easy, to, use, ...\n",
       "2       [Didnt, know, how, much, i, 'd, use, a, kindle...\n",
       "3       [I, am, 100, happy, with, my, purchase, ., I, ...\n",
       "4       [Solid, entry, level, Kindle, ., Great, for, k...\n",
       "5       [This, make, an, excellent, ebook, reader, ., ...\n",
       "6       [I, ordered, this, for, my, daughter, ,, as, I...\n",
       "7       [I, bought, my, Kindle, about, 2, months, ago,...\n",
       "8       [amazon, kindle, is, always, the, best, ebook,...\n",
       "9       [It, 's, beyond, my, expectation, ,, and, it, ...\n",
       "10      [If, you, really, want, to, have, a, good, rea...\n",
       "11      [Love, my, kindle, ,, makes, reading, at, nigh...\n",
       "12      [Good, product, for, child, ., Who, only, need...\n",
       "13      [This, Kindle, is, a, convenient, size, yet, l...\n",
       "14      [I, use, this, every, day, on, my, commute, .,...\n",
       "15      [It, does, its, job, but, I, would, buy, one, ...\n",
       "16      [Great, product, for, myself, !, And, I, bough...\n",
       "17      [Item, work, well, and, was, easy, to, read, f...\n",
       "18      [Great, product, and, service, will, refer, to...\n",
       "19      [Everything, is, great, except, that, i, ca, n...\n",
       "20      [I, was, looking, for, a, kindle, whitepaper, ...\n",
       "21      [This, is, a, nice, bare-bones, reading, devic...\n",
       "22      [Easy, to, use, and, navigate, ,, purchasing, ...\n",
       "23      [The, Amazon, Kindle, is, light, weight, and, ...\n",
       "24      [I, love, hear, readers, ,, I, had, to, replac...\n",
       "25      [Love, the, simplicity, ., Also, love, that, I...\n",
       "26      [My, husband, loves, this, Kindle, ., He, has,...\n",
       "27      [I, 've, wanted, a, kindle, for, a, while, and...\n",
       "28      [I, have, several, Kindles, so, knew, what, to...\n",
       "29      [I, like, this, e, reader, ,, but, wish, the, ...\n",
       "                              ...                        \n",
       "4970    [Got, this, tablet, for, my, 7yr, old, daughte...\n",
       "4971    [Hard, to, use, ,, Lots, of, ads, ,, and, Rand...\n",
       "4972    [The, features, that, I, found, on, the, Fire,...\n",
       "4973    [Got, this, for, my, grandson, 7, yrs, old, -,...\n",
       "4974    [It, great, just, a, little, small, then, what...\n",
       "4975    [I, wish, it, has, some, more, of, the, apps, ...\n",
       "4976    [I, like, the, unit, but, battery, seems, to, ...\n",
       "4977    [I, 'm, very, happy, with, my, purchase, ., I,...\n",
       "4978    [Am, happy, with, my, purchase, and, the, item...\n",
       "4979    [Amazon, has, consistently, delivered, quality...\n",
       "4980    [Bought, this, tablet, after, a, cheaper, mode...\n",
       "4981    [I, reviewed, a, lot, of, tablets, before, I, ...\n",
       "4982    [This, device, performs, great, !, For, the, p...\n",
       "4983    [Bought, this, to, use, on, my, travels, ., co...\n",
       "4984    [This, is, your, basic, Amazon, taplet, ., Not...\n",
       "4985    [Purchased, this, for, my, fiance, 's, younges...\n",
       "4986    [The, apps, are, better, ,, it, charges, faste...\n",
       "4987    [My, children, love, these, kindles, !, They, ...\n",
       "4988    [This, tablet, is, so, great, for, school, chi...\n",
       "4989    [This, product, was, easy, to, set, up, and, t...\n",
       "4990    [Tablets, are, best, used, for, personal, read...\n",
       "4991    [My, son, uses, the, device, to, help, him, do...\n",
       "4992    [My, 6yr, old, son, loves, the, tablet, !, I, ...\n",
       "4993    [I, APPRECIATE, the, ease, of, purchasing, and...\n",
       "4994    [I, love, this, tablet/kindle, ., I, can, acce...\n",
       "4995    [This, is, a, great, tablet, for, the, price, ...\n",
       "4996    [This, tablet, is, the, perfect, size, and, so...\n",
       "4997    [Purchased, this, for, my, son, ., Has, room, ...\n",
       "4998    [I, had, some, thoughts, about, getting, this,...\n",
       "4999    [this, is, a, steal, ,, have, 8, gb, model, as...\n",
       "Name: reviews.text, Length: 4987, dtype: object"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['reviews.text']\n",
    "#data.boxplot(column='reviews.rating')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Removing Stopwords**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "from nltk.corpus import stopwords\n",
    "sw = set(stopwords.words('english'))\n",
    "data['reviews.text'] = data['reviews.text'].map(lambda x:[w for w in x if w not in sw])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    [I, thought, would, big, small, paper, turn, l...\n",
       "1    [This, kindle, light, easy, use, especially, b...\n",
       "2    [Didnt, know, much, 'd, use, kindle, went, low...\n",
       "3    [I, 100, happy, purchase, ., I, caught, sale, ...\n",
       "4    [Solid, entry, level, Kindle, ., Great, kids, ...\n",
       "Name: reviews.text, dtype: object"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['reviews.text'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Lematization**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "from nltk.stem import WordNetLemmatizer\n",
    "lem = WordNetLemmatizer()\n",
    "data['reviews.text'] = data['reviews.text'].map(lambda x:[lem.lemmatize(word) for word in x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    [I, thought, would, big, small, paper, turn, l...\n",
       "1    [This, kindle, light, easy, use, especially, b...\n",
       "2    [Didnt, know, much, 'd, use, kindle, went, low...\n",
       "3    [I, 100, happy, purchase, ., I, caught, sale, ...\n",
       "4    [Solid, entry, level, Kindle, ., Great, kid, ....\n",
       "Name: reviews.text, dtype: object"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['reviews.text'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Convert String in to lower case**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "data['reviews.text']=data['reviews.text'].map(lambda x:(str(x).lower()))\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "d=data['reviews.text'] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sentiment Analysis Implementation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Sentiment Analysis-Using the features in place, we will build a Regressor/Classifier that can determine a review's sentiment.***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4053    Positive\n",
       "1775     Neutral\n",
       "180     Positive\n",
       "1602    Positive\n",
       "847     Positive\n",
       "Name: Sentiment, dtype: object"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def sentiments(rating):\n",
    "    if (rating == 5) or (rating == 5):\n",
    "        return \"Positive\"\n",
    "    elif rating == 4:\n",
    "        return \"Neutral\"\n",
    "    elif (rating == 3) or (rating == 1):\n",
    "        return \"Negative\"\n",
    "# Add sentiments to the data\n",
    "train_x[\"Sentiment\"] = train_x[\"reviews.rating\"].apply(sentiments)\n",
    "test_x[\"Sentiment\"] = test_x[\"reviews.rating\"].apply(sentiments)\n",
    "train_x[\"Sentiment\"][0:5]\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3989 998\n",
      "3989 998\n"
     ]
    }
   ],
   "source": [
    "X_train = train_x[\"reviews.text\"]\n",
    "Y_train = train_x[\"Sentiment\"]\n",
    "X_test = test_x[\"reviews.text\"]\n",
    "Y_test = test_x[\"Sentiment\"]\n",
    "print(len(X_train), len(X_test))\n",
    "print(len(Y_train), len(Y_test))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3989, 4926)"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Replace \"nan\" with space\n",
    "X_train = X_train.fillna(' ')\n",
    "X_test = X_test.fillna(' ')\n",
    "Y_train = Y_train.fillna(' ')\n",
    "Y_test = Y_test.fillna(' ')\n",
    "\n",
    "# Text preprocessing and occurance counting\n",
    "from sklearn.feature_extraction.text import CountVectorizer \n",
    "count_vect = CountVectorizer()\n",
    "X_train_counts = count_vect.fit_transform(X_train) \n",
    "X_train_counts.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3989, 4926)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "tfidf_transformer = TfidfTransformer(use_idf=False)\n",
    "X_train_tfidf = tfidf_transformer.fit_transform(X_train_counts)\n",
    "X_train_tfidf.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Python scikit-learn provides a Pipeline utility to help automate machine learning workflows. Pipelines work by allowing for a linear sequence of data transforms to be chained together culminating in a modeling process that can be evaluated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(memory=None,\n",
       "     steps=[('vect', CountVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
       "        dtype=<class 'numpy.int64'>, encoding='utf-8', input='content',\n",
       "        lowercase=True, max_df=1.0, max_features=None, min_df=1,\n",
       "        ngram_range=(1, 1), preprocessor=None, stop_words=None,\n",
       "        strip...alse, use_idf=True)), ('clf_nominalNB', MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True))])"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.pipeline import Pipeline\n",
    "multiNB_pipe = Pipeline([(\"vect\", CountVectorizer()), (\"tfidf\", TfidfTransformer()), (\"clf_nominalNB\", MultinomialNB())])\n",
    "multiNB_pipe.fit(X_train, Y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model testing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Naive Bayes Classifier**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7214428857715431"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "multiNB_pipe.fit(X_train, Y_train)\n",
    "\n",
    "predNB= multiNB_pipe.predict(X_test)\n",
    "np.mean(predNB == Y_test)\n",
    "\n",
    "NB=multiNB_pipe.score(X_test,Y_test)\n",
    "NB"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Logistic Regression**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shivshankar\\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",
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:460: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.\n",
      "  \"this warning.\", FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7374749498997996"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "logReg_pipe = Pipeline([(\"vect\", CountVectorizer()), (\"tfidf\", TfidfTransformer()), (\"logReg\", LogisticRegression())])\n",
    "logReg_pipe.fit(X_train, Y_train)\n",
    "\n",
    "predLog = logReg_pipe.predict(X_test)\n",
    "np.mean(predLog == X_test)\n",
    "\n",
    "LG=logReg_pipe.score(X_test,Y_test)\n",
    "LG\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**SVM Classifier**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7535070140280561"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.svm import LinearSVC\n",
    "SVC_pipe = Pipeline([(\"vect\", CountVectorizer()), (\"tfidf\", TfidfTransformer()), (\"linearSVC\",LinearSVC(random_state=400))])\n",
    "SVC_pipe.fit(X_train, Y_train)\n",
    "\n",
    "predSVC= SVC_pipe.predict(X_test)\n",
    "np.mean(predSVC == Y_test)\n",
    "\n",
    "SV=SVC_pipe.score(X_test,Y_test)\n",
    "SV"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Decision Tree Classifier**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7234468937875751"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "DT_pipe = Pipeline([(\"vect\", CountVectorizer()), (\"tfidf\", TfidfTransformer()), \n",
    "                                  (\"decisionTree\", DecisionTreeClassifier(random_state=400))])\n",
    "DT_pipe.fit(X_train, Y_train)\n",
    "\n",
    "predDT= DT_pipe.predict(X_test)\n",
    "np.mean(predDT == Y_test)\n",
    "\n",
    "DT=DT_pipe.score(X_test,Y_test)\n",
    "DT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Random Forest Classifier**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\sklearn\\ensemble\\forest.py:246: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n",
      "  \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7785571142284569"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "RF_pipe = Pipeline([(\"vect\", CountVectorizer()), (\"tfidf\", TfidfTransformer()), \n",
    "                                  (\"randomforest\", RandomForestClassifier(random_state=400))])\n",
    "RF_pipe.fit(X_train, Y_train)\n",
    "predRF=RF_pipe.predict(X_test)\n",
    "np.mean(predRF == Y_test)\n",
    "\n",
    "RF=RF_pipe.score(X_test,Y_test)\n",
    "RF"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**All Model Accuracy**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "AllScore=[['Naive Bayes',NB],[\"Logistic\",LG],[\"SVC\",SV],[\"DecisionTree\",DT],[\"RandomForest\",RF]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Model</th>\n",
       "      <th>Accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Naive Bayes</td>\n",
       "      <td>0.721443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Logistic</td>\n",
       "      <td>0.737475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SVC</td>\n",
       "      <td>0.753507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DecisionTree</td>\n",
       "      <td>0.723447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RandomForest</td>\n",
       "      <td>0.778557</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Model  Accuracy\n",
       "0   Naive Bayes  0.721443\n",
       "1      Logistic  0.737475\n",
       "2           SVC  0.753507\n",
       "3  DecisionTree  0.723447\n",
       "4  RandomForest  0.778557"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "show= pd.DataFrame(AllScore, columns = ['Model', 'Accuracy'])\n",
    "show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_split.py:2053: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Positive    NaN\n",
       "Name: Sentiment, dtype: object"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "parameters = {'vect__ngram_range': [(1, 1), (1, 2)],    \n",
    "             'tfidf__use_idf': (True, False), \n",
    "             } \n",
    "gs_SVC_pipe = GridSearchCV(SVC_pipe, parameters, n_jobs=-1)\n",
    "gs_SVC_pipe = gs_SVC_pipe.fit(X_train,Y_train)\n",
    "new_text = [\"this is a steal, have 8 gb model as well.This has more punch..\"]\n",
    "              \n",
    "Y_train[gs_SVC_pipe.predict(new_text)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7194388777555111"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictedGS_SVC_pipe = gs_SVC_pipe.predict(Y_test)\n",
    "np.mean(predictedGS_SVC_pipe == Y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- After testing some arbitrary reviews, it seems that our features is performing correctly with Positive, Neutral, Negative results\n",
    "- We also see that after running the grid search, our Support Vector Machine Classifier has improved to **70<%** accuracy level"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis of SVMC\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Analyze the best mean score of the grid search (classifier, parameters, CPU core)\n",
    "Analyze the best estimator\n",
    "Analyze the best parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7392830283279017\n",
      "Pipeline(memory=None,\n",
      "     steps=[('vect', CountVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
      "        dtype=<class 'numpy.int64'>, encoding='utf-8', input='content',\n",
      "        lowercase=True, max_df=1.0, max_features=None, min_df=1,\n",
      "        ngram_range=(1, 2), preprocessor=None, stop_words=None,\n",
      "        strip...max_iter=1000,\n",
      "     multi_class='ovr', penalty='l2', random_state=400, tol=0.0001,\n",
      "     verbose=0))])\n",
      "{'tfidf__use_idf': True, 'vect__ngram_range': (1, 2)}\n"
     ]
    }
   ],
   "source": [
    "for performance_analysis in (gs_SVC_pipe.best_score_,gs_SVC_pipe.best_estimator_,gs_SVC_pipe.best_params_):\n",
    "    print(performance_analysis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "                   0.00      0.00      0.00        17\n",
      "    Negative       0.00      0.00      0.00        50\n",
      "     Neutral       0.00      0.00      0.00       213\n",
      "    Positive       0.72      1.00      0.84       718\n",
      "\n",
      "   micro avg       0.72      0.72      0.72       998\n",
      "   macro avg       0.18      0.25      0.21       998\n",
      "weighted avg       0.52      0.72      0.60       998\n",
      "\n",
      "Accuracy: 0.7194388777555111\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
      "  'precision', 'predicted', average, warn_for)\n",
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
      "  'precision', 'predicted', average, warn_for)\n",
      "C:\\Users\\Shivshankar\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
      "  'precision', 'predicted', average, warn_for)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "print(classification_report(Y_test, predictedGS_SVC_pipe))\n",
    "print('Accuracy: {}'. format(accuracy_score(Y_test, predictedGS_SVC_pipe)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from sklearn import tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install graphviz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Rdf=tree.export_graphviz(RF,out_file='tree.dot',feature_names=Y_train.columns,max_depth=10,filled=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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