Alexa Review rating Classification Random Forest Decision Trees.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\chintu reddy\\Desktop\\Super Data Science\\Machine Learning Classififcation Bootcamp\\6. Decision Trees and Random Forest\n"
     ]
    }
   ],
   "source": [
    "print(os.getcwd())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_alexa = pd.read_csv('amazon_alexa.tsv', sep ='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\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>rating</th>\n",
       "      <th>date</th>\n",
       "      <th>variation</th>\n",
       "      <th>verified_reviews</th>\n",
       "      <th>feedback</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love my Echo!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Loved it!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Walnut Finish</td>\n",
       "      <td>Sometimes while playing a game, you can answer...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I have had a lot of fun with this thing. My 4 ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Music</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   rating       date         variation  \\\n",
       "0       5  31-Jul-18  Charcoal Fabric    \n",
       "1       5  31-Jul-18  Charcoal Fabric    \n",
       "2       4  31-Jul-18    Walnut Finish    \n",
       "3       5  31-Jul-18  Charcoal Fabric    \n",
       "4       5  31-Jul-18  Charcoal Fabric    \n",
       "\n",
       "                                    verified_reviews  feedback  \n",
       "0                                      Love my Echo!         1  \n",
       "1                                          Loved it!         1  \n",
       "2  Sometimes while playing a game, you can answer...         1  \n",
       "3  I have had a lot of fun with this thing. My 4 ...         1  \n",
       "4                                              Music         1  "
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .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>rating</th>\n",
       "      <th>date</th>\n",
       "      <th>variation</th>\n",
       "      <th>verified_reviews</th>\n",
       "      <th>feedback</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Perfect for kids, adults and everyone in betwe...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Listening to music, searching locations, check...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I do love these things, i have them running my...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Only complaint I have is that the sound qualit...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>4</td>\n",
       "      <td>29-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Good</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating       date   variation  \\\n",
       "3145       5  30-Jul-18  Black  Dot   \n",
       "3146       5  30-Jul-18  Black  Dot   \n",
       "3147       5  30-Jul-18  Black  Dot   \n",
       "3148       5  30-Jul-18  White  Dot   \n",
       "3149       4  29-Jul-18  Black  Dot   \n",
       "\n",
       "                                       verified_reviews  feedback  \n",
       "3145  Perfect for kids, adults and everyone in betwe...         1  \n",
       "3146  Listening to music, searching locations, check...         1  \n",
       "3147  I do love these things, i have them running my...         1  \n",
       "3148  Only complaint I have is that the sound qualit...         1  \n",
       "3149                                               Good         1  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['rating', 'date', 'variation', 'verified_reviews', 'feedback'], dtype='object')"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                           Love my Echo!\n",
       "1                                               Loved it!\n",
       "2       Sometimes while playing a game, you can answer...\n",
       "3       I have had a lot of fun with this thing. My 4 ...\n",
       "4                                                   Music\n",
       "5       I received the echo as a gift. I needed anothe...\n",
       "6       Without having a cellphone, I cannot use many ...\n",
       "7       I think this is the 5th one I've purchased. I'...\n",
       "8                                             looks great\n",
       "9       Love it! I’ve listened to songs I haven’t hear...\n",
       "10      I sent it to my 85 year old Dad, and he talks ...\n",
       "11      I love it! Learning knew things with it eveyda...\n",
       "12      I purchased this for my mother who is having k...\n",
       "13                                     Love, Love, Love!!\n",
       "14                               Just what I expected....\n",
       "15                              I love it, wife hates it.\n",
       "16      Really happy with this purchase.  Great speake...\n",
       "17      We have only been using Alexa for a couple of ...\n",
       "18      We love the size of the 2nd generation echo. S...\n",
       "19      I liked the original Echo. This is the same bu...\n",
       "20      Love the Echo and how good the music sounds pl...\n",
       "21      We love Alexa! We use her to play music, play ...\n",
       "22      Have only had it set up for a few days. Still ...\n",
       "23      I love it. It plays my sleep sounds immediatel...\n",
       "24      I got a second unit for the bedroom, I was exp...\n",
       "25                                        Amazing product\n",
       "26      I love my Echo. It's easy to operate, loads of...\n",
       "27                              Sounds great!! Love them!\n",
       "28      Fun item to play with and get used to using.  ...\n",
       "29                                Just like the other one\n",
       "                              ...                        \n",
       "3120                                                     \n",
       "3121    I like the hands free operation vs the Tap. We...\n",
       "3122    I dislike that it confuses my requests all the...\n",
       "3123                                                     \n",
       "3124    Love my Alexa! Actually have 3 throughout the ...\n",
       "3125    This product is easy to use and very entertain...\n",
       "3126                                                     \n",
       "3127    works great but speaker is not the good for mu...\n",
       "3128      Outstanding product - easy to use.  works great\n",
       "3129    We have six of these throughout our home and t...\n",
       "3130            Use the product for music and it’s great!\n",
       "3131                           Easy to set-up and to use.\n",
       "3132                                     It works great!!\n",
       "3133    I like having more Alexa devices in my house a...\n",
       "3134                                           PHENOMENAL\n",
       "3135                 I loved it does exactly what it says\n",
       "3136    I used it to control my smart home devices. Wo...\n",
       "3137                                      Very convenient\n",
       "3138    Este producto llegó y a la semana se quedó sin...\n",
       "3139              Easy to set up Ready to use in minutes.\n",
       "3140                                                Barry\n",
       "3141                                                     \n",
       "3142    My three year old loves it.  Good for doing ba...\n",
       "3143           Awesome device wish I bought one ages ago.\n",
       "3144                                              love it\n",
       "3145    Perfect for kids, adults and everyone in betwe...\n",
       "3146    Listening to music, searching locations, check...\n",
       "3147    I do love these things, i have them running my...\n",
       "3148    Only complaint I have is that the sound qualit...\n",
       "3149                                                 Good\n",
       "Name: verified_reviews, Length: 3150, dtype: object"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa['verified_reviews']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           Charcoal Fabric \n",
       "1           Charcoal Fabric \n",
       "2             Walnut Finish \n",
       "3           Charcoal Fabric \n",
       "4           Charcoal Fabric \n",
       "5       Heather Gray Fabric \n",
       "6          Sandstone Fabric \n",
       "7           Charcoal Fabric \n",
       "8       Heather Gray Fabric \n",
       "9       Heather Gray Fabric \n",
       "10          Charcoal Fabric \n",
       "11          Charcoal Fabric \n",
       "12               Oak Finish \n",
       "13          Charcoal Fabric \n",
       "14               Oak Finish \n",
       "15      Heather Gray Fabric \n",
       "16      Heather Gray Fabric \n",
       "17      Heather Gray Fabric \n",
       "18          Charcoal Fabric \n",
       "19         Sandstone Fabric \n",
       "20          Charcoal Fabric \n",
       "21          Charcoal Fabric \n",
       "22      Heather Gray Fabric \n",
       "23          Charcoal Fabric \n",
       "24         Sandstone Fabric \n",
       "25         Sandstone Fabric \n",
       "26          Charcoal Fabric \n",
       "27          Charcoal Fabric \n",
       "28          Charcoal Fabric \n",
       "29          Charcoal Fabric \n",
       "                ...         \n",
       "3120              Black  Dot\n",
       "3121              Black  Dot\n",
       "3122              Black  Dot\n",
       "3123              Black  Dot\n",
       "3124              Black  Dot\n",
       "3125              Black  Dot\n",
       "3126              Black  Dot\n",
       "3127              Black  Dot\n",
       "3128              White  Dot\n",
       "3129              White  Dot\n",
       "3130              Black  Dot\n",
       "3131              Black  Dot\n",
       "3132              Black  Dot\n",
       "3133              White  Dot\n",
       "3134              Black  Dot\n",
       "3135              White  Dot\n",
       "3136              Black  Dot\n",
       "3137              Black  Dot\n",
       "3138              White  Dot\n",
       "3139              White  Dot\n",
       "3140              White  Dot\n",
       "3141              Black  Dot\n",
       "3142              White  Dot\n",
       "3143              Black  Dot\n",
       "3144              Black  Dot\n",
       "3145              Black  Dot\n",
       "3146              Black  Dot\n",
       "3147              Black  Dot\n",
       "3148              White  Dot\n",
       "3149              Black  Dot\n",
       "Name: variation, Length: 3150, dtype: object"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa['variation']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Charcoal Fabric ', 'Walnut Finish ', 'Heather Gray Fabric ',\n",
       "       'Sandstone Fabric ', 'Oak Finish ', 'Black', 'White',\n",
       "       'Black  Spot', 'White  Spot', 'Black  Show', 'White  Show',\n",
       "       'Black  Plus', 'White  Plus', 'Configuration: Fire TV Stick',\n",
       "       'Black  Dot', 'White  Dot'], dtype=object)"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa['variation'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "#visualizing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "# visualize feedbacks by customers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "positive = df_alexa[df_alexa['feedback'] == 1]\n",
    "negative = df_alexa[df_alexa['feedback'] == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>date</th>\n",
       "      <th>variation</th>\n",
       "      <th>verified_reviews</th>\n",
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       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love my Echo!</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
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       "      <td>Loved it!</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Walnut Finish</td>\n",
       "      <td>Sometimes while playing a game, you can answer...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I have had a lot of fun with this thing. My 4 ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Music</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>I received the echo as a gift. I needed anothe...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>Without having a cellphone, I cannot use many ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I think this is the 5th one I've purchased. I'...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>looks great</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Love it! I’ve listened to songs I haven’t hear...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I sent it to my 85 year old Dad, and he talks ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love it! Learning knew things with it eveyda...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Oak Finish</td>\n",
       "      <td>I purchased this for my mother who is having k...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love, Love, Love!!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Oak Finish</td>\n",
       "      <td>Just what I expected....</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>I love it, wife hates it.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Really happy with this purchase.  Great speake...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>We have only been using Alexa for a couple of ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>We love the size of the 2nd generation echo. S...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>I liked the original Echo. This is the same bu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love the Echo and how good the music sounds pl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>We love Alexa! We use her to play music, play ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Have only had it set up for a few days. Still ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love it. It plays my sleep sounds immediatel...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>I got a second unit for the bedroom, I was exp...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>Amazing product</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love my Echo. It's easy to operate, loads of...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Sounds great!! Love them!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Fun item to play with and get used to using.  ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Just like the other one</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3120</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I like the hands free operation vs the Tap. We...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>3</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I dislike that it confuses my requests all the...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Love my Alexa! Actually have 3 throughout the ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>This product is easy to use and very entertain...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>works great but speaker is not the good for mu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Outstanding product - easy to use.  works great</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>We have six of these throughout our home and t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Use the product for music and it’s great!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Easy to set-up and to use.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>It works great!!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>I like having more Alexa devices in my house a...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>PHENOMENAL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>I loved it does exactly what it says</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I used it to control my smart home devices. Wo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Very convenient</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Este producto llegó y a la semana se quedó sin...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Easy to set up Ready to use in minutes.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Barry</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>3</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>My three year old loves it.  Good for doing ba...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Awesome device wish I bought one ages ago.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>love it</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Perfect for kids, adults and everyone in betwe...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Listening to music, searching locations, check...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I do love these things, i have them running my...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Only complaint I have is that the sound qualit...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>4</td>\n",
       "      <td>29-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Good</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2893 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating       date             variation  \\\n",
       "0          5  31-Jul-18      Charcoal Fabric    \n",
       "1          5  31-Jul-18      Charcoal Fabric    \n",
       "2          4  31-Jul-18        Walnut Finish    \n",
       "3          5  31-Jul-18      Charcoal Fabric    \n",
       "4          5  31-Jul-18      Charcoal Fabric    \n",
       "5          5  31-Jul-18  Heather Gray Fabric    \n",
       "6          3  31-Jul-18     Sandstone Fabric    \n",
       "7          5  31-Jul-18      Charcoal Fabric    \n",
       "8          5  30-Jul-18  Heather Gray Fabric    \n",
       "9          5  30-Jul-18  Heather Gray Fabric    \n",
       "10         5  30-Jul-18      Charcoal Fabric    \n",
       "11         5  30-Jul-18      Charcoal Fabric    \n",
       "12         5  30-Jul-18           Oak Finish    \n",
       "13         5  30-Jul-18      Charcoal Fabric    \n",
       "14         5  30-Jul-18           Oak Finish    \n",
       "15         5  30-Jul-18  Heather Gray Fabric    \n",
       "16         5  30-Jul-18  Heather Gray Fabric    \n",
       "17         5  30-Jul-18  Heather Gray Fabric    \n",
       "18         5  30-Jul-18      Charcoal Fabric    \n",
       "19         4  30-Jul-18     Sandstone Fabric    \n",
       "20         5  30-Jul-18      Charcoal Fabric    \n",
       "21         5  30-Jul-18      Charcoal Fabric    \n",
       "22         4  30-Jul-18  Heather Gray Fabric    \n",
       "23         5  30-Jul-18      Charcoal Fabric    \n",
       "24         3  30-Jul-18     Sandstone Fabric    \n",
       "25         5  30-Jul-18     Sandstone Fabric    \n",
       "26         5  30-Jul-18      Charcoal Fabric    \n",
       "27         5  30-Jul-18      Charcoal Fabric    \n",
       "28         4  30-Jul-18      Charcoal Fabric    \n",
       "29         5  30-Jul-18      Charcoal Fabric    \n",
       "...      ...        ...                   ...   \n",
       "3120       5  30-Jul-18            Black  Dot   \n",
       "3121       5  30-Jul-18            Black  Dot   \n",
       "3122       3  30-Jul-18            Black  Dot   \n",
       "3123       4  30-Jul-18            Black  Dot   \n",
       "3124       5  30-Jul-18            Black  Dot   \n",
       "3125       4  30-Jul-18            Black  Dot   \n",
       "3126       5  30-Jul-18            Black  Dot   \n",
       "3127       4  30-Jul-18            Black  Dot   \n",
       "3128       5  30-Jul-18            White  Dot   \n",
       "3129       4  30-Jul-18            White  Dot   \n",
       "3130       5  30-Jul-18            Black  Dot   \n",
       "3131       5  30-Jul-18            Black  Dot   \n",
       "3132       5  30-Jul-18            Black  Dot   \n",
       "3133       4  30-Jul-18            White  Dot   \n",
       "3134       5  30-Jul-18            Black  Dot   \n",
       "3135       5  30-Jul-18            White  Dot   \n",
       "3136       4  30-Jul-18            Black  Dot   \n",
       "3137       5  30-Jul-18            Black  Dot   \n",
       "3138       5  30-Jul-18            White  Dot   \n",
       "3139       5  30-Jul-18            White  Dot   \n",
       "3140       4  30-Jul-18            White  Dot   \n",
       "3141       3  30-Jul-18            Black  Dot   \n",
       "3142       4  30-Jul-18            White  Dot   \n",
       "3143       5  30-Jul-18            Black  Dot   \n",
       "3144       5  30-Jul-18            Black  Dot   \n",
       "3145       5  30-Jul-18            Black  Dot   \n",
       "3146       5  30-Jul-18            Black  Dot   \n",
       "3147       5  30-Jul-18            Black  Dot   \n",
       "3148       5  30-Jul-18            White  Dot   \n",
       "3149       4  29-Jul-18            Black  Dot   \n",
       "\n",
       "                                       verified_reviews  feedback  \n",
       "0                                         Love my Echo!         1  \n",
       "1                                             Loved it!         1  \n",
       "2     Sometimes while playing a game, you can answer...         1  \n",
       "3     I have had a lot of fun with this thing. My 4 ...         1  \n",
       "4                                                 Music         1  \n",
       "5     I received the echo as a gift. I needed anothe...         1  \n",
       "6     Without having a cellphone, I cannot use many ...         1  \n",
       "7     I think this is the 5th one I've purchased. I'...         1  \n",
       "8                                           looks great         1  \n",
       "9     Love it! I’ve listened to songs I haven’t hear...         1  \n",
       "10    I sent it to my 85 year old Dad, and he talks ...         1  \n",
       "11    I love it! Learning knew things with it eveyda...         1  \n",
       "12    I purchased this for my mother who is having k...         1  \n",
       "13                                   Love, Love, Love!!         1  \n",
       "14                             Just what I expected....         1  \n",
       "15                            I love it, wife hates it.         1  \n",
       "16    Really happy with this purchase.  Great speake...         1  \n",
       "17    We have only been using Alexa for a couple of ...         1  \n",
       "18    We love the size of the 2nd generation echo. S...         1  \n",
       "19    I liked the original Echo. This is the same bu...         1  \n",
       "20    Love the Echo and how good the music sounds pl...         1  \n",
       "21    We love Alexa! We use her to play music, play ...         1  \n",
       "22    Have only had it set up for a few days. Still ...         1  \n",
       "23    I love it. It plays my sleep sounds immediatel...         1  \n",
       "24    I got a second unit for the bedroom, I was exp...         1  \n",
       "25                                      Amazing product         1  \n",
       "26    I love my Echo. It's easy to operate, loads of...         1  \n",
       "27                            Sounds great!! Love them!         1  \n",
       "28    Fun item to play with and get used to using.  ...         1  \n",
       "29                              Just like the other one         1  \n",
       "...                                                 ...       ...  \n",
       "3120                                                            1  \n",
       "3121  I like the hands free operation vs the Tap. We...         1  \n",
       "3122  I dislike that it confuses my requests all the...         1  \n",
       "3123                                                            1  \n",
       "3124  Love my Alexa! Actually have 3 throughout the ...         1  \n",
       "3125  This product is easy to use and very entertain...         1  \n",
       "3126                                                            1  \n",
       "3127  works great but speaker is not the good for mu...         1  \n",
       "3128    Outstanding product - easy to use.  works great         1  \n",
       "3129  We have six of these throughout our home and t...         1  \n",
       "3130          Use the product for music and it’s great!         1  \n",
       "3131                         Easy to set-up and to use.         1  \n",
       "3132                                   It works great!!         1  \n",
       "3133  I like having more Alexa devices in my house a...         1  \n",
       "3134                                         PHENOMENAL         1  \n",
       "3135               I loved it does exactly what it says         1  \n",
       "3136  I used it to control my smart home devices. Wo...         1  \n",
       "3137                                    Very convenient         1  \n",
       "3138  Este producto llegó y a la semana se quedó sin...         1  \n",
       "3139            Easy to set up Ready to use in minutes.         1  \n",
       "3140                                              Barry         1  \n",
       "3141                                                            1  \n",
       "3142  My three year old loves it.  Good for doing ba...         1  \n",
       "3143         Awesome device wish I bought one ages ago.         1  \n",
       "3144                                            love it         1  \n",
       "3145  Perfect for kids, adults and everyone in betwe...         1  \n",
       "3146  Listening to music, searching locations, check...         1  \n",
       "3147  I do love these things, i have them running my...         1  \n",
       "3148  Only complaint I have is that the sound qualit...         1  \n",
       "3149                                               Good         1  \n",
       "\n",
       "[2893 rows x 5 columns]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "positive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>date</th>\n",
       "      <th>variation</th>\n",
       "      <th>verified_reviews</th>\n",
       "      <th>feedback</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>It's like Siri, in fact, Siri answers more acc...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Sound is terrible if u want good music too get...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Not much features.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>Stopped working after 2 weeks ,didn't follow c...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Sad joke. Worthless.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>2</td>\n",
       "      <td>29-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Really disappointed Alexa has to be plug-in to...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>2</td>\n",
       "      <td>29-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>It's got great sound and bass but it doesn't w...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>2</td>\n",
       "      <td>29-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>I am not super impressed with Alexa. When my P...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>2</td>\n",
       "      <td>29-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Too difficult to set up.  It keeps timing out ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>1</td>\n",
       "      <td>28-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Alexa hardly came on..</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>1</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>Item no longer works after just 5 months of us...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>1</td>\n",
       "      <td>29-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>This thing barely works. You have to select 3r...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>1</td>\n",
       "      <td>28-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>I returned 2 Echo Dots &amp; am only getting refun...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>1</td>\n",
       "      <td>28-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>not working</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>1</td>\n",
       "      <td>27-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>I'm an Echo fan but this one did not work</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>1</td>\n",
       "      <td>26-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>2</td>\n",
       "      <td>26-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>Doesn't always respond when spoken to with pro...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>1</td>\n",
       "      <td>25-Jul-18</td>\n",
       "      <td>White</td>\n",
       "      <td>It worked for a month or so then it stopped. I...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>2</td>\n",
       "      <td>25-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>Poor quality. Gave it away.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>1</td>\n",
       "      <td>24-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>Never could get it to work. A techie friend lo...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>2</td>\n",
       "      <td>22-Jul-18</td>\n",
       "      <td>White</td>\n",
       "      <td>Initially, this echo dot worked very well. Ove...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>1</td>\n",
       "      <td>20-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>I bought an echo dot that had been refurbished...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>1</td>\n",
       "      <td>19-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>Dont trust this....</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>1</td>\n",
       "      <td>16-Jul-18</td>\n",
       "      <td>White</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>1</td>\n",
       "      <td>13-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>I wanted to use these as a radio and intercom ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>1</td>\n",
       "      <td>12-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>Item has never worked. Out of box it is broken...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>1</td>\n",
       "      <td>11-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>Great product but returning for new Alexa Dot....</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>1</td>\n",
       "      <td>9-Jul-18</td>\n",
       "      <td>Black</td>\n",
       "      <td>&amp;#34;NEVER BUY CERTIFIED AND REFURBISHED ECHO ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>1</td>\n",
       "      <td>1-Jul-18</td>\n",
       "      <td>White</td>\n",
       "      <td>This item did not work. Certified refurbished ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>2</td>\n",
       "      <td>29-Jun-18</td>\n",
       "      <td>White</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2688</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Weak sound. Compared to the Google Home Mini t...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2696</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Echo Dot responds to us when we aren't even ta...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2697</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>NOT CONNECTED TO MY PHONE PLAYLIST :(</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2716</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>The only negative we have on this product is t...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2740</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I didn’t order it</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2745</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>The product sounded the same as the emoji spea...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2812</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I am quite disappointed by this product.There ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2823</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Nope. Still a lot to be improved. For most of ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2842</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I reached out to Amazon, because the device wa...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2851</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I didn't like that almost everytime i asked Al...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2866</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>The volume is very low</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2876</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2892</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Cheap and cheap sound.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>For the price, the product is nice quality and...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2922</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Used twice not working!!!!!!!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2932</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>This device does not interact with my home fil...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2940</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Not all that happy. The speaker isn’t great an...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2945</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>When you think about it this really doesn’t do...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2962</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>This worked well for about 6 months but then s...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2964</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Ask it to play Motown radio on Pandora and it ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2979</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3010</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Sound is terrible. Cannot pair with echo to pl...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3016</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>I am having real difficulty working with the E...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3024</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I was really happy with my original echo so i ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3039</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Weak sound. Compared to the Google Home Mini t...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3047</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Echo Dot responds to us when we aren't even ta...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3048</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>NOT CONNECTED TO MY PHONE PLAYLIST :(</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3067</th>\n",
       "      <td>2</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>The only negative we have on this product is t...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3091</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I didn’t order it</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3096</th>\n",
       "      <td>1</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>The product sounded the same as the emoji spea...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>257 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating       date             variation  \\\n",
       "46         2  30-Jul-18      Charcoal Fabric    \n",
       "111        2  30-Jul-18      Charcoal Fabric    \n",
       "141        1  30-Jul-18      Charcoal Fabric    \n",
       "162        1  30-Jul-18     Sandstone Fabric    \n",
       "176        2  30-Jul-18  Heather Gray Fabric    \n",
       "187        2  29-Jul-18      Charcoal Fabric    \n",
       "205        2  29-Jul-18     Sandstone Fabric    \n",
       "233        2  29-Jul-18     Sandstone Fabric    \n",
       "299        2  29-Jul-18      Charcoal Fabric    \n",
       "341        1  28-Jul-18      Charcoal Fabric    \n",
       "350        1  31-Jul-18                 Black   \n",
       "361        1  29-Jul-18                 Black   \n",
       "368        1  28-Jul-18                 Black   \n",
       "369        1  28-Jul-18                 Black   \n",
       "373        1  27-Jul-18                 Black   \n",
       "374        1  26-Jul-18                 Black   \n",
       "376        2  26-Jul-18                 Black   \n",
       "381        1  25-Jul-18                 White   \n",
       "382        2  25-Jul-18                 Black   \n",
       "388        1  24-Jul-18                 Black   \n",
       "394        2  22-Jul-18                 White   \n",
       "396        1  20-Jul-18                 Black   \n",
       "398        1  19-Jul-18                 Black   \n",
       "406        1  16-Jul-18                 White   \n",
       "418        1  13-Jul-18                 Black   \n",
       "420        1  12-Jul-18                 Black   \n",
       "424        1  11-Jul-18                 Black   \n",
       "434        1   9-Jul-18                 Black   \n",
       "470        1   1-Jul-18                 White   \n",
       "473        2  29-Jun-18                 White   \n",
       "...      ...        ...                   ...   \n",
       "2688       2  30-Jul-18            Black  Dot   \n",
       "2696       1  30-Jul-18            Black  Dot   \n",
       "2697       1  30-Jul-18            White  Dot   \n",
       "2716       2  30-Jul-18            Black  Dot   \n",
       "2740       1  30-Jul-18            Black  Dot   \n",
       "2745       1  30-Jul-18            White  Dot   \n",
       "2812       1  30-Jul-18            Black  Dot   \n",
       "2823       2  30-Jul-18            Black  Dot   \n",
       "2842       1  30-Jul-18            Black  Dot   \n",
       "2851       1  30-Jul-18            Black  Dot   \n",
       "2866       1  30-Jul-18            Black  Dot   \n",
       "2876       1  30-Jul-18            Black  Dot   \n",
       "2892       1  30-Jul-18            Black  Dot   \n",
       "2909       2  30-Jul-18            Black  Dot   \n",
       "2922       1  30-Jul-18            White  Dot   \n",
       "2932       1  30-Jul-18            Black  Dot   \n",
       "2940       2  30-Jul-18            White  Dot   \n",
       "2945       2  30-Jul-18            Black  Dot   \n",
       "2962       1  30-Jul-18            Black  Dot   \n",
       "2964       2  30-Jul-18            Black  Dot   \n",
       "2979       1  30-Jul-18            White  Dot   \n",
       "3010       2  30-Jul-18            Black  Dot   \n",
       "3016       1  30-Jul-18            White  Dot   \n",
       "3024       1  30-Jul-18            Black  Dot   \n",
       "3039       2  30-Jul-18            Black  Dot   \n",
       "3047       1  30-Jul-18            Black  Dot   \n",
       "3048       1  30-Jul-18            White  Dot   \n",
       "3067       2  30-Jul-18            Black  Dot   \n",
       "3091       1  30-Jul-18            Black  Dot   \n",
       "3096       1  30-Jul-18            White  Dot   \n",
       "\n",
       "                                       verified_reviews  feedback  \n",
       "46    It's like Siri, in fact, Siri answers more acc...         0  \n",
       "111   Sound is terrible if u want good music too get...         0  \n",
       "141                                  Not much features.         0  \n",
       "162   Stopped working after 2 weeks ,didn't follow c...         0  \n",
       "176                                Sad joke. Worthless.         0  \n",
       "187   Really disappointed Alexa has to be plug-in to...         0  \n",
       "205   It's got great sound and bass but it doesn't w...         0  \n",
       "233   I am not super impressed with Alexa. When my P...         0  \n",
       "299   Too difficult to set up.  It keeps timing out ...         0  \n",
       "341                              Alexa hardly came on..         0  \n",
       "350   Item no longer works after just 5 months of us...         0  \n",
       "361   This thing barely works. You have to select 3r...         0  \n",
       "368   I returned 2 Echo Dots & am only getting refun...         0  \n",
       "369                                         not working         0  \n",
       "373           I'm an Echo fan but this one did not work         0  \n",
       "374                                                             0  \n",
       "376   Doesn't always respond when spoken to with pro...         0  \n",
       "381   It worked for a month or so then it stopped. I...         0  \n",
       "382                         Poor quality. Gave it away.         0  \n",
       "388   Never could get it to work. A techie friend lo...         0  \n",
       "394   Initially, this echo dot worked very well. Ove...         0  \n",
       "396   I bought an echo dot that had been refurbished...         0  \n",
       "398                                 Dont trust this....         0  \n",
       "406                                                             0  \n",
       "418   I wanted to use these as a radio and intercom ...         0  \n",
       "420   Item has never worked. Out of box it is broken...         0  \n",
       "424   Great product but returning for new Alexa Dot....         0  \n",
       "434   &#34;NEVER BUY CERTIFIED AND REFURBISHED ECHO ...         0  \n",
       "470   This item did not work. Certified refurbished ...         0  \n",
       "473                                                None         0  \n",
       "...                                                 ...       ...  \n",
       "2688  Weak sound. Compared to the Google Home Mini t...         0  \n",
       "2696  Echo Dot responds to us when we aren't even ta...         0  \n",
       "2697              NOT CONNECTED TO MY PHONE PLAYLIST :(         0  \n",
       "2716  The only negative we have on this product is t...         0  \n",
       "2740                                  I didn’t order it         0  \n",
       "2745  The product sounded the same as the emoji spea...         0  \n",
       "2812  I am quite disappointed by this product.There ...         0  \n",
       "2823  Nope. Still a lot to be improved. For most of ...         0  \n",
       "2842  I reached out to Amazon, because the device wa...         0  \n",
       "2851  I didn't like that almost everytime i asked Al...         0  \n",
       "2866                             The volume is very low         0  \n",
       "2876                                                            0  \n",
       "2892                             Cheap and cheap sound.         0  \n",
       "2909  For the price, the product is nice quality and...         0  \n",
       "2922                      Used twice not working!!!!!!!         0  \n",
       "2932  This device does not interact with my home fil...         0  \n",
       "2940  Not all that happy. The speaker isn’t great an...         0  \n",
       "2945  When you think about it this really doesn’t do...         0  \n",
       "2962  This worked well for about 6 months but then s...         0  \n",
       "2964  Ask it to play Motown radio on Pandora and it ...         0  \n",
       "2979                                                            0  \n",
       "3010  Sound is terrible. Cannot pair with echo to pl...         0  \n",
       "3016  I am having real difficulty working with the E...         0  \n",
       "3024  I was really happy with my original echo so i ...         0  \n",
       "3039  Weak sound. Compared to the Google Home Mini t...         0  \n",
       "3047  Echo Dot responds to us when we aren't even ta...         0  \n",
       "3048              NOT CONNECTED TO MY PHONE PLAYLIST :(         0  \n",
       "3067  The only negative we have on this product is t...         0  \n",
       "3091                                  I didn’t order it         0  \n",
       "3096  The product sounded the same as the emoji spea...         0  \n",
       "\n",
       "[257 rows x 5 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "negative"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x285d68a6668>"
      ]
     },
     "execution_count": 95,
     "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": [
    "sns.countplot(df_alexa['feedback'], label = \"Count\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x285d9b02cc0>"
      ]
     },
     "execution_count": 97,
     "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": [
    "sns.countplot(x = df_alexa['rating'], data = df_alexa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x285c93ffac8>"
      ]
     },
     "execution_count": 24,
     "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": [
    "df_alexa['rating'].hist(bins = 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x285c94847b8>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20, 10))\n",
    "sns.barplot(x = 'variation', y = 'rating', data = df_alexa, palette = 'deep')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_alexa = df_alexa.drop(['date', 'rating'], axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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>variation</th>\n",
       "      <th>verified_reviews</th>\n",
       "      <th>feedback</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love my Echo!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Loved it!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Walnut Finish</td>\n",
       "      <td>Sometimes while playing a game, you can answer...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I have had a lot of fun with this thing. My 4 ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Music</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>I received the echo as a gift. I needed anothe...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>Without having a cellphone, I cannot use many ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I think this is the 5th one I've purchased. I'...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>looks great</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Love it! I’ve listened to songs I haven’t hear...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I sent it to my 85 year old Dad, and he talks ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love it! Learning knew things with it eveyda...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Oak Finish</td>\n",
       "      <td>I purchased this for my mother who is having k...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love, Love, Love!!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Oak Finish</td>\n",
       "      <td>Just what I expected....</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>I love it, wife hates it.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Really happy with this purchase.  Great speake...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>We have only been using Alexa for a couple of ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>We love the size of the 2nd generation echo. S...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>I liked the original Echo. This is the same bu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love the Echo and how good the music sounds pl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>We love Alexa! We use her to play music, play ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Have only had it set up for a few days. Still ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love it. It plays my sleep sounds immediatel...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>I got a second unit for the bedroom, I was exp...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>Amazing product</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love my Echo. It's easy to operate, loads of...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Sounds great!! Love them!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Fun item to play with and get used to using.  ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Just like the other one</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3120</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I like the hands free operation vs the Tap. We...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I dislike that it confuses my requests all the...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Love my Alexa! Actually have 3 throughout the ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>This product is easy to use and very entertain...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>works great but speaker is not the good for mu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Outstanding product - easy to use.  works great</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>We have six of these throughout our home and t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Use the product for music and it’s great!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Easy to set-up and to use.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>It works great!!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>I like having more Alexa devices in my house a...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>PHENOMENAL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>I loved it does exactly what it says</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I used it to control my smart home devices. Wo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Very convenient</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Este producto llegó y a la semana se quedó sin...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Easy to set up Ready to use in minutes.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Barry</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>My three year old loves it.  Good for doing ba...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Awesome device wish I bought one ages ago.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>love it</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Perfect for kids, adults and everyone in betwe...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Listening to music, searching locations, check...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I do love these things, i have them running my...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Only complaint I have is that the sound qualit...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Good</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3150 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 variation                                   verified_reviews  \\\n",
       "0         Charcoal Fabric                                       Love my Echo!   \n",
       "1         Charcoal Fabric                                           Loved it!   \n",
       "2           Walnut Finish   Sometimes while playing a game, you can answer...   \n",
       "3         Charcoal Fabric   I have had a lot of fun with this thing. My 4 ...   \n",
       "4         Charcoal Fabric                                               Music   \n",
       "5     Heather Gray Fabric   I received the echo as a gift. I needed anothe...   \n",
       "6        Sandstone Fabric   Without having a cellphone, I cannot use many ...   \n",
       "7         Charcoal Fabric   I think this is the 5th one I've purchased. I'...   \n",
       "8     Heather Gray Fabric                                         looks great   \n",
       "9     Heather Gray Fabric   Love it! I’ve listened to songs I haven’t hear...   \n",
       "10        Charcoal Fabric   I sent it to my 85 year old Dad, and he talks ...   \n",
       "11        Charcoal Fabric   I love it! Learning knew things with it eveyda...   \n",
       "12             Oak Finish   I purchased this for my mother who is having k...   \n",
       "13        Charcoal Fabric                                  Love, Love, Love!!   \n",
       "14             Oak Finish                            Just what I expected....   \n",
       "15    Heather Gray Fabric                           I love it, wife hates it.   \n",
       "16    Heather Gray Fabric   Really happy with this purchase.  Great speake...   \n",
       "17    Heather Gray Fabric   We have only been using Alexa for a couple of ...   \n",
       "18        Charcoal Fabric   We love the size of the 2nd generation echo. S...   \n",
       "19       Sandstone Fabric   I liked the original Echo. This is the same bu...   \n",
       "20        Charcoal Fabric   Love the Echo and how good the music sounds pl...   \n",
       "21        Charcoal Fabric   We love Alexa! We use her to play music, play ...   \n",
       "22    Heather Gray Fabric   Have only had it set up for a few days. Still ...   \n",
       "23        Charcoal Fabric   I love it. It plays my sleep sounds immediatel...   \n",
       "24       Sandstone Fabric   I got a second unit for the bedroom, I was exp...   \n",
       "25       Sandstone Fabric                                     Amazing product   \n",
       "26        Charcoal Fabric   I love my Echo. It's easy to operate, loads of...   \n",
       "27        Charcoal Fabric                           Sounds great!! Love them!   \n",
       "28        Charcoal Fabric   Fun item to play with and get used to using.  ...   \n",
       "29        Charcoal Fabric                             Just like the other one   \n",
       "...                    ...                                                ...   \n",
       "3120            Black  Dot                                                      \n",
       "3121            Black  Dot  I like the hands free operation vs the Tap. We...   \n",
       "3122            Black  Dot  I dislike that it confuses my requests all the...   \n",
       "3123            Black  Dot                                                      \n",
       "3124            Black  Dot  Love my Alexa! Actually have 3 throughout the ...   \n",
       "3125            Black  Dot  This product is easy to use and very entertain...   \n",
       "3126            Black  Dot                                                      \n",
       "3127            Black  Dot  works great but speaker is not the good for mu...   \n",
       "3128            White  Dot    Outstanding product - easy to use.  works great   \n",
       "3129            White  Dot  We have six of these throughout our home and t...   \n",
       "3130            Black  Dot          Use the product for music and it’s great!   \n",
       "3131            Black  Dot                         Easy to set-up and to use.   \n",
       "3132            Black  Dot                                   It works great!!   \n",
       "3133            White  Dot  I like having more Alexa devices in my house a...   \n",
       "3134            Black  Dot                                         PHENOMENAL   \n",
       "3135            White  Dot               I loved it does exactly what it says   \n",
       "3136            Black  Dot  I used it to control my smart home devices. Wo...   \n",
       "3137            Black  Dot                                    Very convenient   \n",
       "3138            White  Dot  Este producto llegó y a la semana se quedó sin...   \n",
       "3139            White  Dot            Easy to set up Ready to use in minutes.   \n",
       "3140            White  Dot                                              Barry   \n",
       "3141            Black  Dot                                                      \n",
       "3142            White  Dot  My three year old loves it.  Good for doing ba...   \n",
       "3143            Black  Dot         Awesome device wish I bought one ages ago.   \n",
       "3144            Black  Dot                                            love it   \n",
       "3145            Black  Dot  Perfect for kids, adults and everyone in betwe...   \n",
       "3146            Black  Dot  Listening to music, searching locations, check...   \n",
       "3147            Black  Dot  I do love these things, i have them running my...   \n",
       "3148            White  Dot  Only complaint I have is that the sound qualit...   \n",
       "3149            Black  Dot                                               Good   \n",
       "\n",
       "      feedback  \n",
       "0            1  \n",
       "1            1  \n",
       "2            1  \n",
       "3            1  \n",
       "4            1  \n",
       "5            1  \n",
       "6            1  \n",
       "7            1  \n",
       "8            1  \n",
       "9            1  \n",
       "10           1  \n",
       "11           1  \n",
       "12           1  \n",
       "13           1  \n",
       "14           1  \n",
       "15           1  \n",
       "16           1  \n",
       "17           1  \n",
       "18           1  \n",
       "19           1  \n",
       "20           1  \n",
       "21           1  \n",
       "22           1  \n",
       "23           1  \n",
       "24           1  \n",
       "25           1  \n",
       "26           1  \n",
       "27           1  \n",
       "28           1  \n",
       "29           1  \n",
       "...        ...  \n",
       "3120         1  \n",
       "3121         1  \n",
       "3122         1  \n",
       "3123         1  \n",
       "3124         1  \n",
       "3125         1  \n",
       "3126         1  \n",
       "3127         1  \n",
       "3128         1  \n",
       "3129         1  \n",
       "3130         1  \n",
       "3131         1  \n",
       "3132         1  \n",
       "3133         1  \n",
       "3134         1  \n",
       "3135         1  \n",
       "3136         1  \n",
       "3137         1  \n",
       "3138         1  \n",
       "3139         1  \n",
       "3140         1  \n",
       "3141         1  \n",
       "3142         1  \n",
       "3143         1  \n",
       "3144         1  \n",
       "3145         1  \n",
       "3146         1  \n",
       "3147         1  \n",
       "3148         1  \n",
       "3149         1  \n",
       "\n",
       "[3150 rows x 3 columns]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#use dummies to convert variation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "variation_dummies = pd.get_dummies(df_alexa['variation'], drop_first = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3120</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3150 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Black  Dot  Black  Plus  Black  Show  Black  Spot  Charcoal Fabric   \\\n",
       "0              0            0            0            0                 1   \n",
       "1              0            0            0            0                 1   \n",
       "2              0            0            0            0                 0   \n",
       "3              0            0            0            0                 1   \n",
       "4              0            0            0            0                 1   \n",
       "5              0            0            0            0                 0   \n",
       "6              0            0            0            0                 0   \n",
       "7              0            0            0            0                 1   \n",
       "8              0            0            0            0                 0   \n",
       "9              0            0            0            0                 0   \n",
       "10             0            0            0            0                 1   \n",
       "11             0            0            0            0                 1   \n",
       "12             0            0            0            0                 0   \n",
       "13             0            0            0            0                 1   \n",
       "14             0            0            0            0                 0   \n",
       "15             0            0            0            0                 0   \n",
       "16             0            0            0            0                 0   \n",
       "17             0            0            0            0                 0   \n",
       "18             0            0            0            0                 1   \n",
       "19             0            0            0            0                 0   \n",
       "20             0            0            0            0                 1   \n",
       "21             0            0            0            0                 1   \n",
       "22             0            0            0            0                 0   \n",
       "23             0            0            0            0                 1   \n",
       "24             0            0            0            0                 0   \n",
       "25             0            0            0            0                 0   \n",
       "26             0            0            0            0                 1   \n",
       "27             0            0            0            0                 1   \n",
       "28             0            0            0            0                 1   \n",
       "29             0            0            0            0                 1   \n",
       "...          ...          ...          ...          ...               ...   \n",
       "3120           1            0            0            0                 0   \n",
       "3121           1            0            0            0                 0   \n",
       "3122           1            0            0            0                 0   \n",
       "3123           1            0            0            0                 0   \n",
       "3124           1            0            0            0                 0   \n",
       "3125           1            0            0            0                 0   \n",
       "3126           1            0            0            0                 0   \n",
       "3127           1            0            0            0                 0   \n",
       "3128           0            0            0            0                 0   \n",
       "3129           0            0            0            0                 0   \n",
       "3130           1            0            0            0                 0   \n",
       "3131           1            0            0            0                 0   \n",
       "3132           1            0            0            0                 0   \n",
       "3133           0            0            0            0                 0   \n",
       "3134           1            0            0            0                 0   \n",
       "3135           0            0            0            0                 0   \n",
       "3136           1            0            0            0                 0   \n",
       "3137           1            0            0            0                 0   \n",
       "3138           0            0            0            0                 0   \n",
       "3139           0            0            0            0                 0   \n",
       "3140           0            0            0            0                 0   \n",
       "3141           1            0            0            0                 0   \n",
       "3142           0            0            0            0                 0   \n",
       "3143           1            0            0            0                 0   \n",
       "3144           1            0            0            0                 0   \n",
       "3145           1            0            0            0                 0   \n",
       "3146           1            0            0            0                 0   \n",
       "3147           1            0            0            0                 0   \n",
       "3148           0            0            0            0                 0   \n",
       "3149           1            0            0            0                 0   \n",
       "\n",
       "      Configuration: Fire TV Stick  Heather Gray Fabric   Oak Finish   \\\n",
       "0                                0                     0            0   \n",
       "1                                0                     0            0   \n",
       "2                                0                     0            0   \n",
       "3                                0                     0            0   \n",
       "4                                0                     0            0   \n",
       "5                                0                     1            0   \n",
       "6                                0                     0            0   \n",
       "7                                0                     0            0   \n",
       "8                                0                     1            0   \n",
       "9                                0                     1            0   \n",
       "10                               0                     0            0   \n",
       "11                               0                     0            0   \n",
       "12                               0                     0            1   \n",
       "13                               0                     0            0   \n",
       "14                               0                     0            1   \n",
       "15                               0                     1            0   \n",
       "16                               0                     1            0   \n",
       "17                               0                     1            0   \n",
       "18                               0                     0            0   \n",
       "19                               0                     0            0   \n",
       "20                               0                     0            0   \n",
       "21                               0                     0            0   \n",
       "22                               0                     1            0   \n",
       "23                               0                     0            0   \n",
       "24                               0                     0            0   \n",
       "25                               0                     0            0   \n",
       "26                               0                     0            0   \n",
       "27                               0                     0            0   \n",
       "28                               0                     0            0   \n",
       "29                               0                     0            0   \n",
       "...                            ...                   ...          ...   \n",
       "3120                             0                     0            0   \n",
       "3121                             0                     0            0   \n",
       "3122                             0                     0            0   \n",
       "3123                             0                     0            0   \n",
       "3124                             0                     0            0   \n",
       "3125                             0                     0            0   \n",
       "3126                             0                     0            0   \n",
       "3127                             0                     0            0   \n",
       "3128                             0                     0            0   \n",
       "3129                             0                     0            0   \n",
       "3130                             0                     0            0   \n",
       "3131                             0                     0            0   \n",
       "3132                             0                     0            0   \n",
       "3133                             0                     0            0   \n",
       "3134                             0                     0            0   \n",
       "3135                             0                     0            0   \n",
       "3136                             0                     0            0   \n",
       "3137                             0                     0            0   \n",
       "3138                             0                     0            0   \n",
       "3139                             0                     0            0   \n",
       "3140                             0                     0            0   \n",
       "3141                             0                     0            0   \n",
       "3142                             0                     0            0   \n",
       "3143                             0                     0            0   \n",
       "3144                             0                     0            0   \n",
       "3145                             0                     0            0   \n",
       "3146                             0                     0            0   \n",
       "3147                             0                     0            0   \n",
       "3148                             0                     0            0   \n",
       "3149                             0                     0            0   \n",
       "\n",
       "      Sandstone Fabric   Walnut Finish   White  White  Dot  White  Plus  \\\n",
       "0                     0               0      0           0            0   \n",
       "1                     0               0      0           0            0   \n",
       "2                     0               1      0           0            0   \n",
       "3                     0               0      0           0            0   \n",
       "4                     0               0      0           0            0   \n",
       "5                     0               0      0           0            0   \n",
       "6                     1               0      0           0            0   \n",
       "7                     0               0      0           0            0   \n",
       "8                     0               0      0           0            0   \n",
       "9                     0               0      0           0            0   \n",
       "10                    0               0      0           0            0   \n",
       "11                    0               0      0           0            0   \n",
       "12                    0               0      0           0            0   \n",
       "13                    0               0      0           0            0   \n",
       "14                    0               0      0           0            0   \n",
       "15                    0               0      0           0            0   \n",
       "16                    0               0      0           0            0   \n",
       "17                    0               0      0           0            0   \n",
       "18                    0               0      0           0            0   \n",
       "19                    1               0      0           0            0   \n",
       "20                    0               0      0           0            0   \n",
       "21                    0               0      0           0            0   \n",
       "22                    0               0      0           0            0   \n",
       "23                    0               0      0           0            0   \n",
       "24                    1               0      0           0            0   \n",
       "25                    1               0      0           0            0   \n",
       "26                    0               0      0           0            0   \n",
       "27                    0               0      0           0            0   \n",
       "28                    0               0      0           0            0   \n",
       "29                    0               0      0           0            0   \n",
       "...                 ...             ...    ...         ...          ...   \n",
       "3120                  0               0      0           0            0   \n",
       "3121                  0               0      0           0            0   \n",
       "3122                  0               0      0           0            0   \n",
       "3123                  0               0      0           0            0   \n",
       "3124                  0               0      0           0            0   \n",
       "3125                  0               0      0           0            0   \n",
       "3126                  0               0      0           0            0   \n",
       "3127                  0               0      0           0            0   \n",
       "3128                  0               0      0           1            0   \n",
       "3129                  0               0      0           1            0   \n",
       "3130                  0               0      0           0            0   \n",
       "3131                  0               0      0           0            0   \n",
       "3132                  0               0      0           0            0   \n",
       "3133                  0               0      0           1            0   \n",
       "3134                  0               0      0           0            0   \n",
       "3135                  0               0      0           1            0   \n",
       "3136                  0               0      0           0            0   \n",
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  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_alexa.drop(['variation'], axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>Love my Echo!</td>\n",
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       "      <th>7</th>\n",
       "      <td>I think this is the 5th one I've purchased. I'...</td>\n",
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       "      <th>8</th>\n",
       "      <td>looks great</td>\n",
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       "      <th>9</th>\n",
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       "      <th>11</th>\n",
       "      <td>I love it! Learning knew things with it eveyda...</td>\n",
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       "      <th>13</th>\n",
       "      <td>Love, Love, Love!!</td>\n",
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       "      <th>14</th>\n",
       "      <td>Just what I expected....</td>\n",
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       "      <th>15</th>\n",
       "      <td>I love it, wife hates it.</td>\n",
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       "      <th>16</th>\n",
       "      <td>Really happy with this purchase.  Great speake...</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>We have only been using Alexa for a couple of ...</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>We love the size of the 2nd generation echo. S...</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>I liked the original Echo. This is the same bu...</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
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       "      <th>21</th>\n",
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       "      <th>22</th>\n",
       "      <td>Have only had it set up for a few days. Still ...</td>\n",
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       "      <td>I love it. It plays my sleep sounds immediatel...</td>\n",
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       "      <th>24</th>\n",
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       "      <td>Amazing product</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>I love my Echo. It's easy to operate, loads of...</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Sounds great!! Love them!</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Fun item to play with and get used to using.  ...</td>\n",
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       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Just like the other one</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>3120</th>\n",
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       "      <th>3121</th>\n",
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       "      <th>3122</th>\n",
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       "      <th>3123</th>\n",
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       "      <td>Love my Alexa! Actually have 3 throughout the ...</td>\n",
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       "      <th>3126</th>\n",
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       "      <th>3127</th>\n",
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       "      <th>3129</th>\n",
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       "      <th>3131</th>\n",
       "      <td>Easy to set-up and to use.</td>\n",
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       "      <th>3132</th>\n",
       "      <td>It works great!!</td>\n",
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       "      <th>3137</th>\n",
       "      <td>Very convenient</td>\n",
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       "      <td>Este producto llegó y a la semana se quedó sin...</td>\n",
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       "      <th>3139</th>\n",
       "      <td>Easy to set up Ready to use in minutes.</td>\n",
       "      <td>1</td>\n",
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       "      <th>3140</th>\n",
       "      <td>Barry</td>\n",
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       "      <th>3141</th>\n",
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       "      <th>3142</th>\n",
       "      <td>My three year old loves it.  Good for doing ba...</td>\n",
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       "      <th>3143</th>\n",
       "      <td>Awesome device wish I bought one ages ago.</td>\n",
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       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>love it</td>\n",
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       "      <th>3145</th>\n",
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       "      <th>3146</th>\n",
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       "      <th>3147</th>\n",
       "      <td>I do love these things, i have them running my...</td>\n",
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       "      <th>3148</th>\n",
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       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>Good</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
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       "</table>\n",
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      "text/plain": [
       "                                       verified_reviews  feedback\n",
       "0                                         Love my Echo!         1\n",
       "1                                             Loved it!         1\n",
       "2     Sometimes while playing a game, you can answer...         1\n",
       "3     I have had a lot of fun with this thing. My 4 ...         1\n",
       "4                                                 Music         1\n",
       "5     I received the echo as a gift. I needed anothe...         1\n",
       "6     Without having a cellphone, I cannot use many ...         1\n",
       "7     I think this is the 5th one I've purchased. I'...         1\n",
       "8                                           looks great         1\n",
       "9     Love it! I’ve listened to songs I haven’t hear...         1\n",
       "10    I sent it to my 85 year old Dad, and he talks ...         1\n",
       "11    I love it! Learning knew things with it eveyda...         1\n",
       "12    I purchased this for my mother who is having k...         1\n",
       "13                                   Love, Love, Love!!         1\n",
       "14                             Just what I expected....         1\n",
       "15                            I love it, wife hates it.         1\n",
       "16    Really happy with this purchase.  Great speake...         1\n",
       "17    We have only been using Alexa for a couple of ...         1\n",
       "18    We love the size of the 2nd generation echo. S...         1\n",
       "19    I liked the original Echo. This is the same bu...         1\n",
       "20    Love the Echo and how good the music sounds pl...         1\n",
       "21    We love Alexa! We use her to play music, play ...         1\n",
       "22    Have only had it set up for a few days. Still ...         1\n",
       "23    I love it. It plays my sleep sounds immediatel...         1\n",
       "24    I got a second unit for the bedroom, I was exp...         1\n",
       "25                                      Amazing product         1\n",
       "26    I love my Echo. It's easy to operate, loads of...         1\n",
       "27                            Sounds great!! Love them!         1\n",
       "28    Fun item to play with and get used to using.  ...         1\n",
       "29                              Just like the other one         1\n",
       "...                                                 ...       ...\n",
       "3120                                                            1\n",
       "3121  I like the hands free operation vs the Tap. We...         1\n",
       "3122  I dislike that it confuses my requests all the...         1\n",
       "3123                                                            1\n",
       "3124  Love my Alexa! Actually have 3 throughout the ...         1\n",
       "3125  This product is easy to use and very entertain...         1\n",
       "3126                                                            1\n",
       "3127  works great but speaker is not the good for mu...         1\n",
       "3128    Outstanding product - easy to use.  works great         1\n",
       "3129  We have six of these throughout our home and t...         1\n",
       "3130          Use the product for music and it’s great!         1\n",
       "3131                         Easy to set-up and to use.         1\n",
       "3132                                   It works great!!         1\n",
       "3133  I like having more Alexa devices in my house a...         1\n",
       "3134                                         PHENOMENAL         1\n",
       "3135               I loved it does exactly what it says         1\n",
       "3136  I used it to control my smart home devices. Wo...         1\n",
       "3137                                    Very convenient         1\n",
       "3138  Este producto llegó y a la semana se quedó sin...         1\n",
       "3139            Easy to set up Ready to use in minutes.         1\n",
       "3140                                              Barry         1\n",
       "3141                                                            1\n",
       "3142  My three year old loves it.  Good for doing ba...         1\n",
       "3143         Awesome device wish I bought one ages ago.         1\n",
       "3144                                            love it         1\n",
       "3145  Perfect for kids, adults and everyone in betwe...         1\n",
       "3146  Listening to music, searching locations, check...         1\n",
       "3147  I do love these things, i have them running my...         1\n",
       "3148  Only complaint I have is that the sound qualit...         1\n",
       "3149                                               Good         1\n",
       "\n",
       "[3150 rows x 2 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_alexa = pd.concat([df_alexa, variation_dummies], axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Loved it!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Walnut Finish</td>\n",
       "      <td>Sometimes while playing a game, you can answer...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I have had a lot of fun with this thing. My 4 ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Music</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>I received the echo as a gift. I needed anothe...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>Without having a cellphone, I cannot use many ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I think this is the 5th one I've purchased. I'...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>looks great</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Love it! I’ve listened to songs I haven’t hear...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I sent it to my 85 year old Dad, and he talks ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love it! Learning knew things with it eveyda...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Oak Finish</td>\n",
       "      <td>I purchased this for my mother who is having k...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love, Love, Love!!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Oak Finish</td>\n",
       "      <td>Just what I expected....</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>I love it, wife hates it.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Really happy with this purchase.  Great speake...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>We have only been using Alexa for a couple of ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>We love the size of the 2nd generation echo. S...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>I liked the original Echo. This is the same bu...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love the Echo and how good the music sounds pl...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>We love Alexa! We use her to play music, play ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Have only had it set up for a few days. Still ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love it. It plays my sleep sounds immediatel...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>I got a second unit for the bedroom, I was exp...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>Amazing product</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love my Echo. It's easy to operate, loads of...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Sounds great!! Love them!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Fun item to play with and get used to using.  ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Just like the other one</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3120</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I like the hands free operation vs the Tap. We...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I dislike that it confuses my requests all the...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Love my Alexa! Actually have 3 throughout the ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>This product is easy to use and very entertain...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>works great but speaker is not the good for mu...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Outstanding product - easy to use.  works great</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>We have six of these throughout our home and t...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Use the product for music and it’s great!</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Easy to set-up and to use.</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>It works great!!</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>I like having more Alexa devices in my house a...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>PHENOMENAL</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>I loved it does exactly what it says</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I used it to control my smart home devices. Wo...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Very convenient</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Este producto llegó y a la semana se quedó sin...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Easy to set up Ready to use in minutes.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Barry</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>My three year old loves it.  Good for doing ba...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Awesome device wish I bought one ages ago.</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>love it</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Perfect for kids, adults and everyone in betwe...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Listening to music, searching locations, check...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I do love these things, i have them running my...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Only complaint I have is that the sound qualit...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Good</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3150 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 variation                                   verified_reviews  \\\n",
       "0         Charcoal Fabric                                       Love my Echo!   \n",
       "1         Charcoal Fabric                                           Loved it!   \n",
       "2           Walnut Finish   Sometimes while playing a game, you can answer...   \n",
       "3         Charcoal Fabric   I have had a lot of fun with this thing. My 4 ...   \n",
       "4         Charcoal Fabric                                               Music   \n",
       "5     Heather Gray Fabric   I received the echo as a gift. I needed anothe...   \n",
       "6        Sandstone Fabric   Without having a cellphone, I cannot use many ...   \n",
       "7         Charcoal Fabric   I think this is the 5th one I've purchased. I'...   \n",
       "8     Heather Gray Fabric                                         looks great   \n",
       "9     Heather Gray Fabric   Love it! I’ve listened to songs I haven’t hear...   \n",
       "10        Charcoal Fabric   I sent it to my 85 year old Dad, and he talks ...   \n",
       "11        Charcoal Fabric   I love it! Learning knew things with it eveyda...   \n",
       "12             Oak Finish   I purchased this for my mother who is having k...   \n",
       "13        Charcoal Fabric                                  Love, Love, Love!!   \n",
       "14             Oak Finish                            Just what I expected....   \n",
       "15    Heather Gray Fabric                           I love it, wife hates it.   \n",
       "16    Heather Gray Fabric   Really happy with this purchase.  Great speake...   \n",
       "17    Heather Gray Fabric   We have only been using Alexa for a couple of ...   \n",
       "18        Charcoal Fabric   We love the size of the 2nd generation echo. S...   \n",
       "19       Sandstone Fabric   I liked the original Echo. This is the same bu...   \n",
       "20        Charcoal Fabric   Love the Echo and how good the music sounds pl...   \n",
       "21        Charcoal Fabric   We love Alexa! We use her to play music, play ...   \n",
       "22    Heather Gray Fabric   Have only had it set up for a few days. Still ...   \n",
       "23        Charcoal Fabric   I love it. It plays my sleep sounds immediatel...   \n",
       "24       Sandstone Fabric   I got a second unit for the bedroom, I was exp...   \n",
       "25       Sandstone Fabric                                     Amazing product   \n",
       "26        Charcoal Fabric   I love my Echo. It's easy to operate, loads of...   \n",
       "27        Charcoal Fabric                           Sounds great!! Love them!   \n",
       "28        Charcoal Fabric   Fun item to play with and get used to using.  ...   \n",
       "29        Charcoal Fabric                             Just like the other one   \n",
       "...                    ...                                                ...   \n",
       "3120            Black  Dot                                                      \n",
       "3121            Black  Dot  I like the hands free operation vs the Tap. We...   \n",
       "3122            Black  Dot  I dislike that it confuses my requests all the...   \n",
       "3123            Black  Dot                                                      \n",
       "3124            Black  Dot  Love my Alexa! Actually have 3 throughout the ...   \n",
       "3125            Black  Dot  This product is easy to use and very entertain...   \n",
       "3126            Black  Dot                                                      \n",
       "3127            Black  Dot  works great but speaker is not the good for mu...   \n",
       "3128            White  Dot    Outstanding product - easy to use.  works great   \n",
       "3129            White  Dot  We have six of these throughout our home and t...   \n",
       "3130            Black  Dot          Use the product for music and it’s great!   \n",
       "3131            Black  Dot                         Easy to set-up and to use.   \n",
       "3132            Black  Dot                                   It works great!!   \n",
       "3133            White  Dot  I like having more Alexa devices in my house a...   \n",
       "3134            Black  Dot                                         PHENOMENAL   \n",
       "3135            White  Dot               I loved it does exactly what it says   \n",
       "3136            Black  Dot  I used it to control my smart home devices. Wo...   \n",
       "3137            Black  Dot                                    Very convenient   \n",
       "3138            White  Dot  Este producto llegó y a la semana se quedó sin...   \n",
       "3139            White  Dot            Easy to set up Ready to use in minutes.   \n",
       "3140            White  Dot                                              Barry   \n",
       "3141            Black  Dot                                                      \n",
       "3142            White  Dot  My three year old loves it.  Good for doing ba...   \n",
       "3143            Black  Dot         Awesome device wish I bought one ages ago.   \n",
       "3144            Black  Dot                                            love it   \n",
       "3145            Black  Dot  Perfect for kids, adults and everyone in betwe...   \n",
       "3146            Black  Dot  Listening to music, searching locations, check...   \n",
       "3147            Black  Dot  I do love these things, i have them running my...   \n",
       "3148            White  Dot  Only complaint I have is that the sound qualit...   \n",
       "3149            Black  Dot                                               Good   \n",
       "\n",
       "      feedback  Black  Dot  Black  Plus  Black  Show  Black  Spot  \\\n",
       "0            1           0            0            0            0   \n",
       "1            1           0            0            0            0   \n",
       "2            1           0            0            0            0   \n",
       "3            1           0            0            0            0   \n",
       "4            1           0            0            0            0   \n",
       "5            1           0            0            0            0   \n",
       "6            1           0            0            0            0   \n",
       "7            1           0            0            0            0   \n",
       "8            1           0            0            0            0   \n",
       "9            1           0            0            0            0   \n",
       "10           1           0            0            0            0   \n",
       "11           1           0            0            0            0   \n",
       "12           1           0            0            0            0   \n",
       "13           1           0            0            0            0   \n",
       "14           1           0            0            0            0   \n",
       "15           1           0            0            0            0   \n",
       "16           1           0            0            0            0   \n",
       "17           1           0            0            0            0   \n",
       "18           1           0            0            0            0   \n",
       "19           1           0            0            0            0   \n",
       "20           1           0            0            0            0   \n",
       "21           1           0            0            0            0   \n",
       "22           1           0            0            0            0   \n",
       "23           1           0            0            0            0   \n",
       "24           1           0            0            0            0   \n",
       "25           1           0            0            0            0   \n",
       "26           1           0            0            0            0   \n",
       "27           1           0            0            0            0   \n",
       "28           1           0            0            0            0   \n",
       "29           1           0            0            0            0   \n",
       "...        ...         ...          ...          ...          ...   \n",
       "3120         1           1            0            0            0   \n",
       "3121         1           1            0            0            0   \n",
       "3122         1           1            0            0            0   \n",
       "3123         1           1            0            0            0   \n",
       "3124         1           1            0            0            0   \n",
       "3125         1           1            0            0            0   \n",
       "3126         1           1            0            0            0   \n",
       "3127         1           1            0            0            0   \n",
       "3128         1           0            0            0            0   \n",
       "3129         1           0            0            0            0   \n",
       "3130         1           1            0            0            0   \n",
       "3131         1           1            0            0            0   \n",
       "3132         1           1            0            0            0   \n",
       "3133         1           0            0            0            0   \n",
       "3134         1           1            0            0            0   \n",
       "3135         1           0            0            0            0   \n",
       "3136         1           1            0            0            0   \n",
       "3137         1           1            0            0            0   \n",
       "3138         1           0            0            0            0   \n",
       "3139         1           0            0            0            0   \n",
       "3140         1           0            0            0            0   \n",
       "3141         1           1            0            0            0   \n",
       "3142         1           0            0            0            0   \n",
       "3143         1           1            0            0            0   \n",
       "3144         1           1            0            0            0   \n",
       "3145         1           1            0            0            0   \n",
       "3146         1           1            0            0            0   \n",
       "3147         1           1            0            0            0   \n",
       "3148         1           0            0            0            0   \n",
       "3149         1           1            0            0            0   \n",
       "\n",
       "      Charcoal Fabric   Configuration: Fire TV Stick  Heather Gray Fabric   \\\n",
       "0                    1                             0                     0   \n",
       "1                    1                             0                     0   \n",
       "2                    0                             0                     0   \n",
       "3                    1                             0                     0   \n",
       "4                    1                             0                     0   \n",
       "5                    0                             0                     1   \n",
       "6                    0                             0                     0   \n",
       "7                    1                             0                     0   \n",
       "8                    0                             0                     1   \n",
       "9                    0                             0                     1   \n",
       "10                   1                             0                     0   \n",
       "11                   1                             0                     0   \n",
       "12                   0                             0                     0   \n",
       "13                   1                             0                     0   \n",
       "14                   0                             0                     0   \n",
       "15                   0                             0                     1   \n",
       "16                   0                             0                     1   \n",
       "17                   0                             0                     1   \n",
       "18                   1                             0                     0   \n",
       "19                   0                             0                     0   \n",
       "20                   1                             0                     0   \n",
       "21                   1                             0                     0   \n",
       "22                   0                             0                     1   \n",
       "23                   1                             0                     0   \n",
       "24                   0                             0                     0   \n",
       "25                   0                             0                     0   \n",
       "26                   1                             0                     0   \n",
       "27                   1                             0                     0   \n",
       "28                   1                             0                     0   \n",
       "29                   1                             0                     0   \n",
       "...                ...                           ...                   ...   \n",
       "3120                 0                             0                     0   \n",
       "3121                 0                             0                     0   \n",
       "3122                 0                             0                     0   \n",
       "3123                 0                             0                     0   \n",
       "3124                 0                             0                     0   \n",
       "3125                 0                             0                     0   \n",
       "3126                 0                             0                     0   \n",
       "3127                 0                             0                     0   \n",
       "3128                 0                             0                     0   \n",
       "3129                 0                             0                     0   \n",
       "3130                 0                             0                     0   \n",
       "3131                 0                             0                     0   \n",
       "3132                 0                             0                     0   \n",
       "3133                 0                             0                     0   \n",
       "3134                 0                             0                     0   \n",
       "3135                 0                             0                     0   \n",
       "3136                 0                             0                     0   \n",
       "3137                 0                             0                     0   \n",
       "3138                 0                             0                     0   \n",
       "3139                 0                             0                     0   \n",
       "3140                 0                             0                     0   \n",
       "3141                 0                             0                     0   \n",
       "3142                 0                             0                     0   \n",
       "3143                 0                             0                     0   \n",
       "3144                 0                             0                     0   \n",
       "3145                 0                             0                     0   \n",
       "3146                 0                             0                     0   \n",
       "3147                 0                             0                     0   \n",
       "3148                 0                             0                     0   \n",
       "3149                 0                             0                     0   \n",
       "\n",
       "      Oak Finish   Sandstone Fabric   Walnut Finish   White  White  Dot  \\\n",
       "0               0                  0               0      0           0   \n",
       "1               0                  0               0      0           0   \n",
       "2               0                  0               1      0           0   \n",
       "3               0                  0               0      0           0   \n",
       "4               0                  0               0      0           0   \n",
       "5               0                  0               0      0           0   \n",
       "6               0                  1               0      0           0   \n",
       "7               0                  0               0      0           0   \n",
       "8               0                  0               0      0           0   \n",
       "9               0                  0               0      0           0   \n",
       "10              0                  0               0      0           0   \n",
       "11              0                  0               0      0           0   \n",
       "12              1                  0               0      0           0   \n",
       "13              0                  0               0      0           0   \n",
       "14              1                  0               0      0           0   \n",
       "15              0                  0               0      0           0   \n",
       "16              0                  0               0      0           0   \n",
       "17              0                  0               0      0           0   \n",
       "18              0                  0               0      0           0   \n",
       "19              0                  1               0      0           0   \n",
       "20              0                  0               0      0           0   \n",
       "21              0                  0               0      0           0   \n",
       "22              0                  0               0      0           0   \n",
       "23              0                  0               0      0           0   \n",
       "24              0                  1               0      0           0   \n",
       "25              0                  1               0      0           0   \n",
       "26              0                  0               0      0           0   \n",
       "27              0                  0               0      0           0   \n",
       "28              0                  0               0      0           0   \n",
       "29              0                  0               0      0           0   \n",
       "...           ...                ...             ...    ...         ...   \n",
       "3120            0                  0               0      0           0   \n",
       "3121            0                  0               0      0           0   \n",
       "3122            0                  0               0      0           0   \n",
       "3123            0                  0               0      0           0   \n",
       "3124            0                  0               0      0           0   \n",
       "3125            0                  0               0      0           0   \n",
       "3126            0                  0               0      0           0   \n",
       "3127            0                  0               0      0           0   \n",
       "3128            0                  0               0      0           1   \n",
       "3129            0                  0               0      0           1   \n",
       "3130            0                  0               0      0           0   \n",
       "3131            0                  0               0      0           0   \n",
       "3132            0                  0               0      0           0   \n",
       "3133            0                  0               0      0           1   \n",
       "3134            0                  0               0      0           0   \n",
       "3135            0                  0               0      0           1   \n",
       "3136            0                  0               0      0           0   \n",
       "3137            0                  0               0      0           0   \n",
       "3138            0                  0               0      0           1   \n",
       "3139            0                  0               0      0           1   \n",
       "3140            0                  0               0      0           1   \n",
       "3141            0                  0               0      0           0   \n",
       "3142            0                  0               0      0           1   \n",
       "3143            0                  0               0      0           0   \n",
       "3144            0                  0               0      0           0   \n",
       "3145            0                  0               0      0           0   \n",
       "3146            0                  0               0      0           0   \n",
       "3147            0                  0               0      0           0   \n",
       "3148            0                  0               0      0           1   \n",
       "3149            0                  0               0      0           0   \n",
       "\n",
       "      White  Plus  White  Show  White  Spot  \n",
       "0               0            0            0  \n",
       "1               0            0            0  \n",
       "2               0            0            0  \n",
       "3               0            0            0  \n",
       "4               0            0            0  \n",
       "5               0            0            0  \n",
       "6               0            0            0  \n",
       "7               0            0            0  \n",
       "8               0            0            0  \n",
       "9               0            0            0  \n",
       "10              0            0            0  \n",
       "11              0            0            0  \n",
       "12              0            0            0  \n",
       "13              0            0            0  \n",
       "14              0            0            0  \n",
       "15              0            0            0  \n",
       "16              0            0            0  \n",
       "17              0            0            0  \n",
       "18              0            0            0  \n",
       "19              0            0            0  \n",
       "20              0            0            0  \n",
       "21              0            0            0  \n",
       "22              0            0            0  \n",
       "23              0            0            0  \n",
       "24              0            0            0  \n",
       "25              0            0            0  \n",
       "26              0            0            0  \n",
       "27              0            0            0  \n",
       "28              0            0            0  \n",
       "29              0            0            0  \n",
       "...           ...          ...          ...  \n",
       "3120            0            0            0  \n",
       "3121            0            0            0  \n",
       "3122            0            0            0  \n",
       "3123            0            0            0  \n",
       "3124            0            0            0  \n",
       "3125            0            0            0  \n",
       "3126            0            0            0  \n",
       "3127            0            0            0  \n",
       "3128            0            0            0  \n",
       "3129            0            0            0  \n",
       "3130            0            0            0  \n",
       "3131            0            0            0  \n",
       "3132            0            0            0  \n",
       "3133            0            0            0  \n",
       "3134            0            0            0  \n",
       "3135            0            0            0  \n",
       "3136            0            0            0  \n",
       "3137            0            0            0  \n",
       "3138            0            0            0  \n",
       "3139            0            0            0  \n",
       "3140            0            0            0  \n",
       "3141            0            0            0  \n",
       "3142            0            0            0  \n",
       "3143            0            0            0  \n",
       "3144            0            0            0  \n",
       "3145            0            0            0  \n",
       "3146            0            0            0  \n",
       "3147            0            0            0  \n",
       "3148            0            0            0  \n",
       "3149            0            0            0  \n",
       "\n",
       "[3150 rows x 18 columns]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "vectorizer = CountVectorizer()\n",
    "alexa_countvectorizer = vectorizer.fit_transform(df_alexa['verified_reviews'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3150, 4044)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alexa_countvectorizer.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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'nice', 'nicely', 'nicer', 'niece', 'nigh', 'night', 'nightmare', 'nights', 'nightstand', 'nil', 'nit', 'nite', 'nj', 'no', 'nobody', 'nois', 'noise', 'non', 'none', 'nonsense', 'nope', 'nor', 'norm', 'normal', 'north', 'nos', 'not', 'note', 'nothing', 'notice', 'noticeable', 'noticed', 'notification', 'notifications', 'notifies', 'novelty', 'now', 'nowhere', 'npr', 'nrw', 'nsa', 'nudged', 'numb', 'number', 'numbers', 'numerous', 'nurses', 'nuts', 'ny', 'obsessed', 'obtrusive', 'obvious', 'occasion', 'occasional', 'occasionally', 'ocean', 'odd', 'odds', 'of', 'off', 'offer', 'offered', 'offers', 'office', 'officially', 'offing', 'often', 'oh', 'ok', 'okay', 'old', 'older', 'oldest', 'olor', 'omg', 'on', 'once', 'onceproblem', 'one', 'ones', 'onetime', 'online', 'only', 'onme', 'onto', 'ontrac', 'oops', 'open', 'opened', 'opening', 'opens', 'opera', 'operate', 'operation', 'operations', 'operator', 'opinion', 'opportunity', 'opt', 'optical', 'optimum', 'option', 'optional', 'options', 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'rings', 'rivers', 'road', 'rock', 'rocks', 'roku', 'roll', 'room', 'roomba', 'rooms', 'rotate', 'rotates', 'rotation', 'rotations', 'rough', 'round', 'route', 'router', 'routine', 'routinely', 'routines', 'row', 'rub', 'rubber', 'run', 'running', 'runs', 's8', 's9', 'sad', 'sadly', 'safe', 'said', 'sale', 'sales', 'salsa', 'same', 'samsung', 'sang', 'sanity', 'satellite', 'satisfied', 'satisified', 'save', 'saved', 'saving', 'savvy', 'savy', 'saw', 'say', 'saying', 'says', 'scared', 'scenes', 'scent', 'schedule', 'scheduled', 'schedules', 'scheduling', 'school', 'science', 'scooped', 'scores', 'scottish', 'scoured', 'scratch', 'scratched', 'screamig', 'screaming', 'screen', 'screenless', 'screens', 'screenselect', 'screw', 'script', 'scroll', 'scrolling', 'scrolls', 'se', 'sealed', 'seamless', 'seamlessly', 'seams', 'search', 'searches', 'searching', 'season', 'second', 'seconds', 'secret', 'secretary', 'section', 'security', 'see', 'seeing', 'seem', 'seemed', 'seems', 'seen', 'seldom', 'select', 'selection', 'selections', 'self', 'selfies', 'sell', 'selling', 'semana', 'semi', 'send', 'sending', 'sends', 'senior', 'sense', 'sensitive', 'sensitivity', 'sent', 'sentence', 'separate', 'separately', 'seprately', 'series', 'serious', 'seriously', 'serius', 'serve', 'served', 'service', 'services', 'set', 'sets', 'setting', 'settings', 'settingshome', 'settins', 'settle', 'setup', 'setups', 'sever', 'several', 'sewing', 'sh', 'shaking', 'shape', 'sharing', 'sharp', 'she', 'shell', 'shelled', 'shifting', 'shine', 'shining', 'ship', 'shipment', 'shipped', 'shipping', 'shocked', 'shooting', 'shop', 'shopping', 'short', 'shortcomings', 'shorted', 'shorter', 'shortly', 'should', 'shouldn', 'shout', 'show', 'shower', 'showering', 'showing', 'showman', 'shown', 'shows', 'showtime', 'shuffle', 'shut', 'shuts', 'shutting', 'sibling', 'side', 'sigh', 'sight', 'sign', 'significant', 'silly', 'silver', 'similar', 'simple', 'simpler', 'simplicity', 'simplified', 'simplify', 'simply', 'simultaneously', 'sin', 'since', 'sincerely', 'sing', 'singing', 'single', 'singley', 'sink', 'sinqued', 'siri', 'sirius', 'sirrius', 'sister', 'sit', 'site', 'sits', 'sitting', 'situations', 'six', 'size', 'sized', 'skeptical', 'skill', 'skills', 'skips', 'skype', 'sleek', 'sleep', 'sleeper', 'sleeping', 'sleeps', 'sleepy', 'sliced', 'slide', 'slideshow', 'slight', 'slightly', 'sling', 'slow', 'slowly', 'sm', 'small', 'smaller', 'smart', 'smartbon', 'smarter', 'smarthome', 'smartphone', 'smartthing', 'smartthings', 'smells', 'smiths', 'smooth', 'smoothly', 'snap', 'snarls', 'sneaky', 'snell', 'snooze', 'snoozed', 'snoozes', 'so', 'soaked', 'soaking', 'soccer', 'social', 'socket', 'sofa', 'soft', 'softly', 'software', 'sold', 'solely', 'solid', 'solo', 'solución', 'solution', 'solved', 'solves', 'some', 'somebody', 'somehow', 'someone', 'something', 'sometime', 'sometimes', 'somewhat', 'son', 'song', 'songs', 'sonos', 'sons', 'sony', 'soon', 'sooner', 'sooo', 'sooooo', 'sooooooo', 'sopt', 'sore', 'sorely', 'sorprendió', 'sorry', 'sort', 'sound', 'soundbar', 'sounded', 'sounding', 'soundlink', 'sounds', 'soundtouch', 'source', 'sources', 'southern', 'spa', 'space', 'spaces', 'spacing', 'spam', 'span', 'spanish', 'spanking', 'spark', 'sparks', 'speak', 'speaker', 'speakers', 'speaking', 'speaks', 'special', 'specially', 'specific', 'specifically', 'specifily', 'specify', 'specifying', 'specs', 'spectacular', 'speech', 'speed', 'speeds', 'speedy', 'spell', 'spelling', 'spend', 'spending', 'spent', 'spiel', 'spilled', 'spin', 'spins', 'split', 'spoiled', 'spoke', 'spoken', 'sport', 'sports', 'spot', 'spotify', 'spotlight', 'spots', 'spouse', 'sprinkler', 'sprint', 'spur', 'spying', 'square', 'squirms', 'sry', 'ssdi', 'st', 'staff', 'stage', 'staging', 'stairs', 'stand', 'standalone', 'standard', 'standards', 'standing', 'stands', 'star', 'stark', 'stars', 'start', 'started', 'starting', 'starts', 'stat', 'state', 'statement', 'states', 'station', 'stationary', 'stationed', 'stations', 'stay', 'stayed', 'staying', 'steaming', 'steep', 'stellar', 'step', 'steps', 'stereo', 'stick', 'sticks', 'still', 'stimulus', 'stinks', 'stoled', 'stop', 'stopped', 'stops', 'storage', 'store', 'stories', 'storm', 'story', 'stove', 'straight', 'straightforward', 'strange', 'stream', 'streaming', 'streamline', 'strictly', 'string', 'strips', 'strong', 'strongly', 'structure', 'struggle', 'stubborn', 'stuck', 'students', 'stuff', 'stump', 'stupid', 'sturdy', 'style', 'stylish', 'su', 'sub', 'subject', 'subpar', 'subscriber', 'subscribing', 'subscription', 'subscriptiondoes', 'subscriptions', 'subsequently', 'substitute', 'success', 'successful', 'successfully', 'successor', 'such', 'suck', 'sucks', 'suffer', 'sufficient', 'suffolk', 'suggest', 'suggested', 'suggesting', 'suggestions', 'suggests', 'suitable', 'summoning', 'sunroom', 'supberb', 'super', 'superb', 'superior', 'supplied', 'supplying', 'support', 'supported', 'supporting', 'supports', 'suppose', 'supposed', 'sure', 'surely', 'surface', 'surprise', 'surprised', 'surprising', 'surprisingly', 'surround', 'survived', 'sweet', 'swell', 'swipe', 'swiping', 'switch', 'switched', 'switches', 'switching', 'sync', 'synced', 'synching', 'syncing', 'system', 'systems', 'table', 'tablet', 'tablets', 'tad', 'tailor', 'take', 'taken', 'takes', 'taking', 'tales', 'talk', 'talked', 'talking', 'talks', 'tall', 'taller', 'tap', 'tape', 'taping', 'tapped', 'tardis', 'tasha', 'task', 'tasks', 'teacher', 'teams', 'tear', 'tec', 'tech', 'techie', 'technical', 'technically', 'technicians', 'techno', 'technologically', 'technology', 'techy', 'teenagers', 'teeth', 'tekkie', 'telephone', 'television', 'tell', 'telling', 'tells', 'temp', 'temperature', 'temps', 'tempting', 'ten', 'tend', 'tends', 'terminology', 'terrible', 'terrific', 'test', 'tested', 'testing', 'texas', 'text', 'texts', 'tg', 'tge', 'than', 'thank', 'thanks', 'that', 'thats', 'the', 'theater', 'theecho', 'their', 'theirs', 'them', 'themes', 'themselves', 'then', 'theories', 'there', 'therefore', 'thermostat', 'these', 'thestand', 'thete', 'they', 'thick', 'thing', 'things', 'think', 'thinking', 'third', 'this', 'thongs', 'thorough', 'thoroughly', 'those', 'thou', 'though', 'thought', 'thoughts', 'thousands', 'three', 'thrilled', 'through', 'throughout', 'throw', 'thrown', 'thru', 'thu', 'thumb', 'thumbs', 'thunderstorm', 'thursday', 'ti', 'tickled', 'tiempo', 'tiene', 'ties', 'til', 'till', 'time', 'timer', 'timers', 'times', 'timing', 'tin', 'ting', 'tinker', 'tinkering', 'tinny', 'tiny', 'tipping', 'tips', 'tired', 'title', 'tivo', 'to', 'toda', 'today', 'toddler', 'together', 'toilet', 'told', 'tomorrow', 'tomy', 'ton', 'tones', 'tons', 'tony', 'too', 'took', 'tool', 'tools', 'tooth', 'top', 'topic', 'tosca', 'total', 'totallly', 'totally', 'tou', 'touch', 'touching', 'touted', 'toward', 'towards', 'tower', 'town', 'toy', 'tp', 'track', 'traditional', 'traffic', 'trailer', 'trailers', 'trained', 'trainees', 'training', 'transferring', 'travel', 'traveling', 'travelling', 'través', 'treadmill', 'treat', 'treble', 'trek', 'tremendous', 'trending', 'trial', 'tricks', 'tricky', 'tried', 'tries', 'trigger', 'trip', 'trivia', 'trouble', 'troubleshooting', 'troublesome', 'troubling', 'true', 'truly', 'trust', 'try', 'trying', 'tube', 'tubi', 'tune', 'tunein', 'tunes', 'turn', 'turned', 'turning', 'turns', 'tv', 'tvs', 'tweeter', 'tweeters', 'twice', 'twist', 'twitter', 'two', 'ty', 'type', 'typed', 'types', 'typical', 'typically', 'typing', 'títulos', 'udefulness', 'ugly', 'uhyour', 'ummm', 'un', 'unable', 'unacceptable', 'unavailable', 'unbelievable', 'uncle', 'under', 'underestimated', 'understand', 'understanding', 'understands', 'understood', 'unexpected', 'unfortunately', 'unhappy', 'unhelpful', 'unico', 'unimportant', 'uninstall', 'unique', 'unit', 'units', 'universal', 'unless', 'unlike', 'unlimited', 'unlocking', 'unnannounced', 'unnecessary', 'unobtrusive', 'unplug', 'unplugged', 'unresponsive', 'unsettling', 'untapped', 'until', 'unusable', 'unused', 'unwitty', 'unwrapped', 'up', 'upcoming', 'update', 'updated', 'updates', 'updating', 'upgrade', 'upgraded', 'upgrades', 'upgrading', 'upload', 'upon', 'upset', 'upsetting', 'upstairs', 'urge', 'us', 'usa', 'usable', 'usage', 'usb', 'usde', 'use', 'used', 'useful', 'useless', 'user', 'users', 'uses', 'using', 'usual', 'usually', 'utility', 'utilización', 'utilize', 'utilizing', 'vacation', 'vacations', 'vacuum', 'value', 'variant', 'variety', 'various', 'vast', 've', 'vehicle', 'verbal', 'verbalize', 'verbally', 'versa', 'versatile', 'versatility', 'verse', 'verses', 'version', 'versions', 'versus', 'very', 'vetted', 'vez', 'via', 'vibrating', 'vice', 'viceo', 'video', 'videos', 'view', 'viewed', 'viewing', 'views', 'vintage', 'viola', 'virtual', 'virtually', 'visa', 'visible', 'vision', 'visiting', 'visits', 'visual', 'visuals', 'vlan', 'voice', 'voices', 'voiceview', 'voila', 'voltage', 'voltson', 'volume', 'vs', 'vudu', 'wait', 'waited', 'waiting', 'waits', 'wake', 'wakes', 'waking', 'walk', 'walked', 'walking', 'walks', 'wall', 'walls', 'want', 'wanted', 'wanting', 'warehouse', 'warning', 'warns', 'warranty', 'was', 'wasconcerned', 'wasn', 'wasnt', 'waste', 'wasted', 'watch', 'watched', 'watching', 'water', 'wattage', 'wave', 'way', 'ways', 'we', 'weak', 'wealth', 'wear', 'weary', 'weather', 'web', 'website', 'websites', 'wedding', 'week', 'weekday', 'weekdays', 'weekend', 'weekly', 'weeks', 'weight', 'weird', 'welcome', 'well', 'wellfour', 'went', 'were', 'weren', 'what', 'whatever', 'whats', 'whatsoever', 'whe', 'when', 'whenever', 'where', 'wherever', 'whether', 'which', 'while', 'whisper', 'whistles', 'white', 'who', 'whole', 'whom', 'whos', 'whose', 'why', 'wi', 'wide', 'widespread', 'wife', 'wifi', 'wikipedia', 'will', 'willing', 'wind', 'window', 'winds', 'wink', 'wireless', 'wish', 'wished', 'wishing', 'with', 'within', 'without', 'woke', 'woken', 'won', 'wonder', 'wonderful', 'wonderfully', 'wonders', 'wont', 'woofer', 'woofers', 'woohoo', 'word', 'words', 'work', 'workarounds', 'worked', 'worker', 'working', 'workout', 'workreat', 'works', 'world', 'worried', 'worry', 'worse', 'worst', 'worth', 'worthless', 'worthy', 'would', 'wouldn', 'wow', 'writes', 'writing', 'wrong', 'www', 'xbox', 'xfinity', 'xm', 'yale', 'yard', 'yards', 'yeah', 'year', 'years', 'yell', 'yelling', 'yellow', 'yep', 'yes', 'yesterday', 'yet', 'yhe', 'york', 'you', 'young', 'younger', 'youngest', 'your', 'yourself', 'youtube', 'yr', 'yrs', 'yup', 'zero', 'zigbee', 'zonked', 'zzzz', 'zzzzzzz', 'útil']\n"
     ]
    }
   ],
   "source": [
    "print(vectorizer.get_feature_names())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n"
     ]
    }
   ],
   "source": [
    "print(alexa_countvectorizer.toarray())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_alexa.drop(['verified_reviews'], axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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>feedback</th>\n",
       "      <th>Black  Dot</th>\n",
       "      <th>Black  Plus</th>\n",
       "      <th>Black  Show</th>\n",
       "      <th>Black  Spot</th>\n",
       "      <th>Charcoal Fabric</th>\n",
       "      <th>Configuration: Fire TV Stick</th>\n",
       "      <th>Heather Gray Fabric</th>\n",
       "      <th>Oak Finish</th>\n",
       "      <th>Sandstone Fabric</th>\n",
       "      <th>Walnut Finish</th>\n",
       "      <th>White</th>\n",
       "      <th>White  Dot</th>\n",
       "      <th>White  Plus</th>\n",
       "      <th>White  Show</th>\n",
       "      <th>White  Spot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3120</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3150 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      feedback  Black  Dot  Black  Plus  Black  Show  Black  Spot  \\\n",
       "0            1           0            0            0            0   \n",
       "1            1           0            0            0            0   \n",
       "2            1           0            0            0            0   \n",
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       "27           1           0            0            0            0   \n",
       "28           1           0            0            0            0   \n",
       "29           1           0            0            0            0   \n",
       "...        ...         ...          ...          ...          ...   \n",
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       "3129         1           0            0            0            0   \n",
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       "\n",
       "      Charcoal Fabric   Configuration: Fire TV Stick  Heather Gray Fabric   \\\n",
       "0                    1                             0                     0   \n",
       "1                    1                             0                     0   \n",
       "2                    0                             0                     0   \n",
       "3                    1                             0                     0   \n",
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       "9                    0                             0                     1   \n",
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       "11                   1                             0                     0   \n",
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       "16                   0                             0                     1   \n",
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       "18                   1                             0                     0   \n",
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       "20                   1                             0                     0   \n",
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       "24                   0                             0                     0   \n",
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       "26                   1                             0                     0   \n",
       "27                   1                             0                     0   \n",
       "28                   1                             0                     0   \n",
       "29                   1                             0                     0   \n",
       "...                ...                           ...                   ...   \n",
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       "\n",
       "      Oak Finish   Sandstone Fabric   Walnut Finish   White  White  Dot  \\\n",
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       "8               0                  0               0      0           0   \n",
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       "14              1                  0               0      0           0   \n",
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       "17              0                  0               0      0           0   \n",
       "18              0                  0               0      0           0   \n",
       "19              0                  1               0      0           0   \n",
       "20              0                  0               0      0           0   \n",
       "21              0                  0               0      0           0   \n",
       "22              0                  0               0      0           0   \n",
       "23              0                  0               0      0           0   \n",
       "24              0                  1               0      0           0   \n",
       "25              0                  1               0      0           0   \n",
       "26              0                  0               0      0           0   \n",
       "27              0                  0               0      0           0   \n",
       "28              0                  0               0      0           0   \n",
       "29              0                  0               0      0           0   \n",
       "...           ...                ...             ...    ...         ...   \n",
       "3120            0                  0               0      0           0   \n",
       "3121            0                  0               0      0           0   \n",
       "3122            0                  0               0      0           0   \n",
       "3123            0                  0               0      0           0   \n",
       "3124            0                  0               0      0           0   \n",
       "3125            0                  0               0      0           0   \n",
       "3126            0                  0               0      0           0   \n",
       "3127            0                  0               0      0           0   \n",
       "3128            0                  0               0      0           1   \n",
       "3129            0                  0               0      0           1   \n",
       "3130            0                  0               0      0           0   \n",
       "3131            0                  0               0      0           0   \n",
       "3132            0                  0               0      0           0   \n",
       "3133            0                  0               0      0           1   \n",
       "3134            0                  0               0      0           0   \n",
       "3135            0                  0               0      0           1   \n",
       "3136            0                  0               0      0           0   \n",
       "3137            0                  0               0      0           0   \n",
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       "3149            0                  0               0      0           0   \n",
       "\n",
       "      White  Plus  White  Show  White  Spot  \n",
       "0               0            0            0  \n",
       "1               0            0            0  \n",
       "2               0            0            0  \n",
       "3               0            0            0  \n",
       "4               0            0            0  \n",
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       "9               0            0            0  \n",
       "10              0            0            0  \n",
       "11              0            0            0  \n",
       "12              0            0            0  \n",
       "13              0            0            0  \n",
       "14              0            0            0  \n",
       "15              0            0            0  \n",
       "16              0            0            0  \n",
       "17              0            0            0  \n",
       "18              0            0            0  \n",
       "19              0            0            0  \n",
       "20              0            0            0  \n",
       "21              0            0            0  \n",
       "22              0            0            0  \n",
       "23              0            0            0  \n",
       "24              0            0            0  \n",
       "25              0            0            0  \n",
       "26              0            0            0  \n",
       "27              0            0            0  \n",
       "28              0            0            0  \n",
       "29              0            0            0  \n",
       "...           ...          ...          ...  \n",
       "3120            0            0            0  \n",
       "3121            0            0            0  \n",
       "3122            0            0            0  \n",
       "3123            0            0            0  \n",
       "3124            0            0            0  \n",
       "3125            0            0            0  \n",
       "3126            0            0            0  \n",
       "3127            0            0            0  \n",
       "3128            0            0            0  \n",
       "3129            0            0            0  \n",
       "3130            0            0            0  \n",
       "3131            0            0            0  \n",
       "3132            0            0            0  \n",
       "3133            0            0            0  \n",
       "3134            0            0            0  \n",
       "3135            0            0            0  \n",
       "3136            0            0            0  \n",
       "3137            0            0            0  \n",
       "3138            0            0            0  \n",
       "3139            0            0            0  \n",
       "3140            0            0            0  \n",
       "3141            0            0            0  \n",
       "3142            0            0            0  \n",
       "3143            0            0            0  \n",
       "3144            0            0            0  \n",
       "3145            0            0            0  \n",
       "3146            0            0            0  \n",
       "3147            0            0            0  \n",
       "3148            0            0            0  \n",
       "3149            0            0            0  \n",
       "\n",
       "[3150 rows x 16 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# encoded reviews\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "encoded_reviews = pd.DataFrame(alexa_countvectorizer.toarray())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_alexa = pd.concat([df_alexa, encoded_reviews], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3120</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3150 rows × 4060 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      feedback  Black  Dot  Black  Plus  Black  Show  Black  Spot  \\\n",
       "0            1           0            0            0            0   \n",
       "1            1           0            0            0            0   \n",
       "2            1           0            0            0            0   \n",
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       "26           1           0            0            0            0   \n",
       "27           1           0            0            0            0   \n",
       "28           1           0            0            0            0   \n",
       "29           1           0            0            0            0   \n",
       "...        ...         ...          ...          ...          ...   \n",
       "3120         1           1            0            0            0   \n",
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       "3148         1           0            0            0            0   \n",
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       "\n",
       "      Charcoal Fabric   Configuration: Fire TV Stick  Heather Gray Fabric   \\\n",
       "0                    1                             0                     0   \n",
       "1                    1                             0                     0   \n",
       "2                    0                             0                     0   \n",
       "3                    1                             0                     0   \n",
       "4                    1                             0                     0   \n",
       "5                    0                             0                     1   \n",
       "6                    0                             0                     0   \n",
       "7                    1                             0                     0   \n",
       "8                    0                             0                     1   \n",
       "9                    0                             0                     1   \n",
       "10                   1                             0                     0   \n",
       "11                   1                             0                     0   \n",
       "12                   0                             0                     0   \n",
       "13                   1                             0                     0   \n",
       "14                   0                             0                     0   \n",
       "15                   0                             0                     1   \n",
       "16                   0                             0                     1   \n",
       "17                   0                             0                     1   \n",
       "18                   1                             0                     0   \n",
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       "25                   0                             0                     0   \n",
       "26                   1                             0                     0   \n",
       "27                   1                             0                     0   \n",
       "28                   1                             0                     0   \n",
       "29                   1                             0                     0   \n",
       "...                ...                           ...                   ...   \n",
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       "3148                 0                             0                     0   \n",
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       "\n",
       "      Oak Finish   Sandstone Fabric   ...  4034  4035  4036  4037  4038  4039  \\\n",
       "0               0                  0  ...     0     0     0     0     0     0   \n",
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       "24              0                  1  ...     0     0     0     0     0     0   \n",
       "25              0                  1  ...     0     0     0     0     0     0   \n",
       "26              0                  0  ...     0     0     0     0     0     0   \n",
       "27              0                  0  ...     0     0     0     0     0     0   \n",
       "28              0                  0  ...     0     0     0     0     0     0   \n",
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       "3126            0                  0  ...     0     0     0     0     0     0   \n",
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       "3132            0                  0  ...     0     0     0     0     0     0   \n",
       "3133            0                  0  ...     0     0     0     0     0     0   \n",
       "3134            0                  0  ...     0     0     0     0     0     0   \n",
       "3135            0                  0  ...     0     0     0     0     0     0   \n",
       "3136            0                  0  ...     0     0     0     0     0     0   \n",
       "3137            0                  0  ...     0     0     0     0     0     0   \n",
       "3138            0                  0  ...     0     0     0     0     0     0   \n",
       "3139            0                  0  ...     0     0     0     0     0     0   \n",
       "3140            0                  0  ...     0     0     0     0     0     0   \n",
       "3141            0                  0  ...     0     0     0     0     0     0   \n",
       "3142            0                  0  ...     0     0     0     0     0     0   \n",
       "3143            0                  0  ...     0     0     0     0     0     0   \n",
       "3144            0                  0  ...     0     0     0     0     0     0   \n",
       "3145            0                  0  ...     0     0     0     0     0     0   \n",
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       "3149            0                  0  ...     0     0     0     0     0     0   \n",
       "\n",
       "      4040  4041  4042  4043  \n",
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       "1        0     0     0     0  \n",
       "2        0     0     0     0  \n",
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       "14       0     0     0     0  \n",
       "15       0     0     0     0  \n",
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       "17       0     0     0     0  \n",
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       "27       0     0     0     0  \n",
       "28       0     0     0     0  \n",
       "29       0     0     0     0  \n",
       "...    ...   ...   ...   ...  \n",
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       "\n",
       "[3150 rows x 4060 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df_alexa.drop(['feedback'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y = df_alexa['feedback']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Black  Dot</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</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>3120</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3150 rows × 4059 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Black  Dot  Black  Plus  Black  Show  Black  Spot  Charcoal Fabric   \\\n",
       "0              0            0            0            0                 1   \n",
       "1              0            0            0            0                 1   \n",
       "2              0            0            0            0                 0   \n",
       "3              0            0            0            0                 1   \n",
       "4              0            0            0            0                 1   \n",
       "5              0            0            0            0                 0   \n",
       "6              0            0            0            0                 0   \n",
       "7              0            0            0            0                 1   \n",
       "8              0            0            0            0                 0   \n",
       "9              0            0            0            0                 0   \n",
       "10             0            0            0            0                 1   \n",
       "11             0            0            0            0                 1   \n",
       "12             0            0            0            0                 0   \n",
       "13             0            0            0            0                 1   \n",
       "14             0            0            0            0                 0   \n",
       "15             0            0            0            0                 0   \n",
       "16             0            0            0            0                 0   \n",
       "17             0            0            0            0                 0   \n",
       "18             0            0            0            0                 1   \n",
       "19             0            0            0            0                 0   \n",
       "20             0            0            0            0                 1   \n",
       "21             0            0            0            0                 1   \n",
       "22             0            0            0            0                 0   \n",
       "23             0            0            0            0                 1   \n",
       "24             0            0            0            0                 0   \n",
       "25             0            0            0            0                 0   \n",
       "26             0            0            0            0                 1   \n",
       "27             0            0            0            0                 1   \n",
       "28             0            0            0            0                 1   \n",
       "29             0            0            0            0                 1   \n",
       "...          ...          ...          ...          ...               ...   \n",
       "3120           1            0            0            0                 0   \n",
       "3121           1            0            0            0                 0   \n",
       "3122           1            0            0            0                 0   \n",
       "3123           1            0            0            0                 0   \n",
       "3124           1            0            0            0                 0   \n",
       "3125           1            0            0            0                 0   \n",
       "3126           1            0            0            0                 0   \n",
       "3127           1            0            0            0                 0   \n",
       "3128           0            0            0            0                 0   \n",
       "3129           0            0            0            0                 0   \n",
       "3130           1            0            0            0                 0   \n",
       "3131           1            0            0            0                 0   \n",
       "3132           1            0            0            0                 0   \n",
       "3133           0            0            0            0                 0   \n",
       "3134           1            0            0            0                 0   \n",
       "3135           0            0            0            0                 0   \n",
       "3136           1            0            0            0                 0   \n",
       "3137           1            0            0            0                 0   \n",
       "3138           0            0            0            0                 0   \n",
       "3139           0            0            0            0                 0   \n",
       "3140           0            0            0            0                 0   \n",
       "3141           1            0            0            0                 0   \n",
       "3142           0            0            0            0                 0   \n",
       "3143           1            0            0            0                 0   \n",
       "3144           1            0            0            0                 0   \n",
       "3145           1            0            0            0                 0   \n",
       "3146           1            0            0            0                 0   \n",
       "3147           1            0            0            0                 0   \n",
       "3148           0            0            0            0                 0   \n",
       "3149           1            0            0            0                 0   \n",
       "\n",
       "      Configuration: Fire TV Stick  Heather Gray Fabric   Oak Finish   \\\n",
       "0                                0                     0            0   \n",
       "1                                0                     0            0   \n",
       "2                                0                     0            0   \n",
       "3                                0                     0            0   \n",
       "4                                0                     0            0   \n",
       "5                                0                     1            0   \n",
       "6                                0                     0            0   \n",
       "7                                0                     0            0   \n",
       "8                                0                     1            0   \n",
       "9                                0                     1            0   \n",
       "10                               0                     0            0   \n",
       "11                               0                     0            0   \n",
       "12                               0                     0            1   \n",
       "13                               0                     0            0   \n",
       "14                               0                     0            1   \n",
       "15                               0                     1            0   \n",
       "16                               0                     1            0   \n",
       "17                               0                     1            0   \n",
       "18                               0                     0            0   \n",
       "19                               0                     0            0   \n",
       "20                               0                     0            0   \n",
       "21                               0                     0            0   \n",
       "22                               0                     1            0   \n",
       "23                               0                     0            0   \n",
       "24                               0                     0            0   \n",
       "25                               0                     0            0   \n",
       "26                               0                     0            0   \n",
       "27                               0                     0            0   \n",
       "28                               0                     0            0   \n",
       "29                               0                     0            0   \n",
       "...                            ...                   ...          ...   \n",
       "3120                             0                     0            0   \n",
       "3121                             0                     0            0   \n",
       "3122                             0                     0            0   \n",
       "3123                             0                     0            0   \n",
       "3124                             0                     0            0   \n",
       "3125                             0                     0            0   \n",
       "3126                             0                     0            0   \n",
       "3127                             0                     0            0   \n",
       "3128                             0                     0            0   \n",
       "3129                             0                     0            0   \n",
       "3130                             0                     0            0   \n",
       "3131                             0                     0            0   \n",
       "3132                             0                     0            0   \n",
       "3133                             0                     0            0   \n",
       "3134                             0                     0            0   \n",
       "3135                             0                     0            0   \n",
       "3136                             0                     0            0   \n",
       "3137                             0                     0            0   \n",
       "3138                             0                     0            0   \n",
       "3139                             0                     0            0   \n",
       "3140                             0                     0            0   \n",
       "3141                             0                     0            0   \n",
       "3142                             0                     0            0   \n",
       "3143                             0                     0            0   \n",
       "3144                             0                     0            0   \n",
       "3145                             0                     0            0   \n",
       "3146                             0                     0            0   \n",
       "3147                             0                     0            0   \n",
       "3148                             0                     0            0   \n",
       "3149                             0                     0            0   \n",
       "\n",
       "      Sandstone Fabric   Walnut Finish   ...  4034  4035  4036  4037  4038  \\\n",
       "0                     0               0  ...     0     0     0     0     0   \n",
       "1                     0               0  ...     0     0     0     0     0   \n",
       "2                     0               1  ...     0     0     0     0     0   \n",
       "3                     0               0  ...     0     1     0     0     0   \n",
       "4                     0               0  ...     0     0     0     0     0   \n",
       "5                     0               0  ...     0     0     0     0     0   \n",
       "6                     1               0  ...     0     0     0     0     0   \n",
       "7                     0               0  ...     0     0     0     0     0   \n",
       "8                     0               0  ...     0     0     0     0     0   \n",
       "9                     0               0  ...     0     0     0     0     0   \n",
       "10                    0               0  ...     0     0     0     0     0   \n",
       "11                    0               0  ...     0     0     0     0     0   \n",
       "12                    0               0  ...     0     0     0     0     0   \n",
       "13                    0               0  ...     0     0     0     0     0   \n",
       "14                    0               0  ...     0     0     0     0     0   \n",
       "15                    0               0  ...     0     0     0     0     0   \n",
       "16                    0               0  ...     0     0     0     0     0   \n",
       "17                    0               0  ...     0     0     0     0     0   \n",
       "18                    0               0  ...     0     0     0     0     0   \n",
       "19                    1               0  ...     0     0     0     0     0   \n",
       "20                    0               0  ...     0     0     0     0     0   \n",
       "21                    0               0  ...     0     0     0     0     0   \n",
       "22                    0               0  ...     0     0     0     0     0   \n",
       "23                    0               0  ...     0     0     0     0     0   \n",
       "24                    1               0  ...     0     0     0     0     0   \n",
       "25                    1               0  ...     0     0     0     0     0   \n",
       "26                    0               0  ...     0     0     0     0     0   \n",
       "27                    0               0  ...     0     0     0     0     0   \n",
       "28                    0               0  ...     0     0     0     0     0   \n",
       "29                    0               0  ...     0     0     0     0     0   \n",
       "...                 ...             ...  ...   ...   ...   ...   ...   ...   \n",
       "3120                  0               0  ...     0     0     0     0     0   \n",
       "3121                  0               0  ...     0     0     0     0     0   \n",
       "3122                  0               0  ...     0     0     0     0     0   \n",
       "3123                  0               0  ...     0     0     0     0     0   \n",
       "3124                  0               0  ...     0     0     0     0     0   \n",
       "3125                  0               0  ...     0     0     0     0     0   \n",
       "3126                  0               0  ...     0     0     0     0     0   \n",
       "3127                  0               0  ...     0     0     0     0     0   \n",
       "3128                  0               0  ...     0     0     0     0     0   \n",
       "3129                  0               0  ...     0     0     0     0     0   \n",
       "3130                  0               0  ...     0     0     0     0     0   \n",
       "3131                  0               0  ...     0     0     0     0     0   \n",
       "3132                  0               0  ...     0     0     0     0     0   \n",
       "3133                  0               0  ...     0     0     0     0     0   \n",
       "3134                  0               0  ...     0     0     0     0     0   \n",
       "3135                  0               0  ...     0     0     0     0     0   \n",
       "3136                  0               0  ...     0     0     0     0     0   \n",
       "3137                  0               0  ...     0     0     0     0     0   \n",
       "3138                  0               0  ...     0     0     0     0     0   \n",
       "3139                  0               0  ...     0     0     0     0     0   \n",
       "3140                  0               0  ...     0     0     0     0     0   \n",
       "3141                  0               0  ...     0     0     0     0     0   \n",
       "3142                  0               0  ...     0     0     0     0     0   \n",
       "3143                  0               0  ...     0     0     0     0     0   \n",
       "3144                  0               0  ...     0     0     0     0     0   \n",
       "3145                  0               0  ...     0     0     0     0     0   \n",
       "3146                  0               0  ...     0     0     0     0     0   \n",
       "3147                  0               0  ...     0     0     0     0     0   \n",
       "3148                  0               0  ...     0     0     0     0     0   \n",
       "3149                  0               0  ...     0     0     0     0     0   \n",
       "\n",
       "      4039  4040  4041  4042  4043  \n",
       "0        0     0     0     0     0  \n",
       "1        0     0     0     0     0  \n",
       "2        0     0     0     0     0  \n",
       "3        0     0     0     0     0  \n",
       "4        0     0     0     0     0  \n",
       "5        0     0     0     0     0  \n",
       "6        0     0     0     0     0  \n",
       "7        0     0     0     0     0  \n",
       "8        0     0     0     0     0  \n",
       "9        0     0     0     0     0  \n",
       "10       0     0     0     0     0  \n",
       "11       0     0     0     0     0  \n",
       "12       0     0     0     0     0  \n",
       "13       0     0     0     0     0  \n",
       "14       0     0     0     0     0  \n",
       "15       0     0     0     0     0  \n",
       "16       0     0     0     0     0  \n",
       "17       0     0     0     0     0  \n",
       "18       0     0     0     0     0  \n",
       "19       0     0     0     0     0  \n",
       "20       0     0     0     0     0  \n",
       "21       0     0     0     0     0  \n",
       "22       0     0     0     0     0  \n",
       "23       0     0     0     0     0  \n",
       "24       0     0     0     0     0  \n",
       "25       0     0     0     0     0  \n",
       "26       0     0     0     0     0  \n",
       "27       0     0     0     0     0  \n",
       "28       0     0     0     0     0  \n",
       "29       0     0     0     0     0  \n",
       "...    ...   ...   ...   ...   ...  \n",
       "3120     0     0     0     0     0  \n",
       "3121     0     0     0     0     0  \n",
       "3122     0     0     0     0     0  \n",
       "3123     0     0     0     0     0  \n",
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       "3126     0     0     0     0     0  \n",
       "3127     0     0     0     0     0  \n",
       "3128     0     0     0     0     0  \n",
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       "3138     0     0     0     0     0  \n",
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       "3140     0     0     0     0     0  \n",
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       "3148     0     0     0     0     0  \n",
       "3149     0     0     0     0     0  \n",
       "\n",
       "[3150 rows x 4059 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       1\n",
       "1       1\n",
       "2       1\n",
       "3       1\n",
       "4       1\n",
       "5       1\n",
       "6       1\n",
       "7       1\n",
       "8       1\n",
       "9       1\n",
       "10      1\n",
       "11      1\n",
       "12      1\n",
       "13      1\n",
       "14      1\n",
       "15      1\n",
       "16      1\n",
       "17      1\n",
       "18      1\n",
       "19      1\n",
       "20      1\n",
       "21      1\n",
       "22      1\n",
       "23      1\n",
       "24      1\n",
       "25      1\n",
       "26      1\n",
       "27      1\n",
       "28      1\n",
       "29      1\n",
       "       ..\n",
       "3120    1\n",
       "3121    1\n",
       "3122    1\n",
       "3123    1\n",
       "3124    1\n",
       "3125    1\n",
       "3126    1\n",
       "3127    1\n",
       "3128    1\n",
       "3129    1\n",
       "3130    1\n",
       "3131    1\n",
       "3132    1\n",
       "3133    1\n",
       "3134    1\n",
       "3135    1\n",
       "3136    1\n",
       "3137    1\n",
       "3138    1\n",
       "3139    1\n",
       "3140    1\n",
       "3141    1\n",
       "3142    1\n",
       "3143    1\n",
       "3144    1\n",
       "3145    1\n",
       "3146    1\n",
       "3147    1\n",
       "3148    1\n",
       "3149    1\n",
       "Name: feedback, Length: 3150, dtype: int64"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3150, 4059)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "# model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size = 0.20, random_state = 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2520, 4059)"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(630, 4059)"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2520,)"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(630,)"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "# lest train our classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "from sklearn.ensemble import RandomForestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "randomforest_classifier = RandomForestClassifier(n_estimators = 150, criterion = 'entropy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='entropy',\n",
       "            max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, n_estimators=150, n_jobs=None,\n",
       "            oob_score=False, random_state=None, verbose=0,\n",
       "            warm_start=False)"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "randomforest_classifier.fit(X_train, Y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "## evaluating the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_predict_train = randomforest_classifier.predict(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, ..., 1, 1, 1], dtype=int64)"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_predict_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "cm = confusion_matrix(Y_train, y_predict_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x285d8eeab38>"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(cm, annot = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.99      0.94      0.97       198\n",
      "           1       0.99      1.00      1.00      2322\n",
      "\n",
      "   micro avg       0.99      0.99      0.99      2520\n",
      "   macro avg       0.99      0.97      0.98      2520\n",
      "weighted avg       0.99      0.99      0.99      2520\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(Y_train, y_predict_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_predict_test = randomforest_classifier.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], dtype=int64)"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_predict_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "cm = confusion_matrix(Y_test, y_predict_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x285d8f89588>"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(cm, annot = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.80      0.14      0.23        59\n",
      "           1       0.92      1.00      0.96       571\n",
      "\n",
      "   micro avg       0.92      0.92      0.92       630\n",
      "   macro avg       0.86      0.57      0.59       630\n",
      "weighted avg       0.91      0.92      0.89       630\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(Y_test, y_predict_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Lets improve the model now. Because there azre 51 values are mis classified in confusion matrix. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\chintu reddy\\Desktop\\Super Data Science\\Machine Learning Classififcation Bootcamp\\6. Decision Trees and Random Forest\n"
     ]
    }
   ],
   "source": [
    "print(os.getcwd())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_alexa = pd.read_csv('amazon_alexa.tsv', sep ='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_alexa = pd.concat([df_alexa, pd.DataFrame(alexa_countvectorizer.toarray())], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>date</th>\n",
       "      <th>variation</th>\n",
       "      <th>verified_reviews</th>\n",
       "      <th>feedback</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>...</th>\n",
       "      <th>4034</th>\n",
       "      <th>4035</th>\n",
       "      <th>4036</th>\n",
       "      <th>4037</th>\n",
       "      <th>4038</th>\n",
       "      <th>4039</th>\n",
       "      <th>4040</th>\n",
       "      <th>4041</th>\n",
       "      <th>4042</th>\n",
       "      <th>4043</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love my Echo!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Loved it!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Walnut Finish</td>\n",
       "      <td>Sometimes while playing a game, you can answer...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I have had a lot of fun with this thing. My 4 ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Music</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>I received the echo as a gift. I needed anothe...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>Without having a cellphone, I cannot use many ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I think this is the 5th one I've purchased. I'...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>looks great</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Love it! I’ve listened to songs I haven’t hear...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I sent it to my 85 year old Dad, and he talks ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love it! Learning knew things with it eveyda...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Oak Finish</td>\n",
       "      <td>I purchased this for my mother who is having k...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love, Love, Love!!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Oak Finish</td>\n",
       "      <td>Just what I expected....</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>I love it, wife hates it.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Really happy with this purchase.  Great speake...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>We have only been using Alexa for a couple of ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>We love the size of the 2nd generation echo. S...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>I liked the original Echo. This is the same bu...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love the Echo and how good the music sounds pl...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>We love Alexa! We use her to play music, play ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Have only had it set up for a few days. Still ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love it. It plays my sleep sounds immediatel...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>I got a second unit for the bedroom, I was exp...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>Amazing product</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love my Echo. It's easy to operate, loads of...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Sounds great!! Love them!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Fun item to play with and get used to using.  ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Just like the other one</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</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>3120</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I like the hands free operation vs the Tap. We...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>3</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I dislike that it confuses my requests all the...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Love my Alexa! Actually have 3 throughout the ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>This product is easy to use and very entertain...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>works great but speaker is not the good for mu...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Outstanding product - easy to use.  works great</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>We have six of these throughout our home and t...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Use the product for music and it’s great!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Easy to set-up and to use.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>It works great!!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>I like having more Alexa devices in my house a...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>PHENOMENAL</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>I loved it does exactly what it says</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I used it to control my smart home devices. Wo...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Very convenient</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Este producto llegó y a la semana se quedó sin...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Easy to set up Ready to use in minutes.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Barry</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>3</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>My three year old loves it.  Good for doing ba...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Awesome device wish I bought one ages ago.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>love it</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Perfect for kids, adults and everyone in betwe...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Listening to music, searching locations, check...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I do love these things, i have them running my...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Only complaint I have is that the sound qualit...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>4</td>\n",
       "      <td>29-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Good</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3150 rows × 4049 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating       date             variation  \\\n",
       "0          5  31-Jul-18      Charcoal Fabric    \n",
       "1          5  31-Jul-18      Charcoal Fabric    \n",
       "2          4  31-Jul-18        Walnut Finish    \n",
       "3          5  31-Jul-18      Charcoal Fabric    \n",
       "4          5  31-Jul-18      Charcoal Fabric    \n",
       "5          5  31-Jul-18  Heather Gray Fabric    \n",
       "6          3  31-Jul-18     Sandstone Fabric    \n",
       "7          5  31-Jul-18      Charcoal Fabric    \n",
       "8          5  30-Jul-18  Heather Gray Fabric    \n",
       "9          5  30-Jul-18  Heather Gray Fabric    \n",
       "10         5  30-Jul-18      Charcoal Fabric    \n",
       "11         5  30-Jul-18      Charcoal Fabric    \n",
       "12         5  30-Jul-18           Oak Finish    \n",
       "13         5  30-Jul-18      Charcoal Fabric    \n",
       "14         5  30-Jul-18           Oak Finish    \n",
       "15         5  30-Jul-18  Heather Gray Fabric    \n",
       "16         5  30-Jul-18  Heather Gray Fabric    \n",
       "17         5  30-Jul-18  Heather Gray Fabric    \n",
       "18         5  30-Jul-18      Charcoal Fabric    \n",
       "19         4  30-Jul-18     Sandstone Fabric    \n",
       "20         5  30-Jul-18      Charcoal Fabric    \n",
       "21         5  30-Jul-18      Charcoal Fabric    \n",
       "22         4  30-Jul-18  Heather Gray Fabric    \n",
       "23         5  30-Jul-18      Charcoal Fabric    \n",
       "24         3  30-Jul-18     Sandstone Fabric    \n",
       "25         5  30-Jul-18     Sandstone Fabric    \n",
       "26         5  30-Jul-18      Charcoal Fabric    \n",
       "27         5  30-Jul-18      Charcoal Fabric    \n",
       "28         4  30-Jul-18      Charcoal Fabric    \n",
       "29         5  30-Jul-18      Charcoal Fabric    \n",
       "...      ...        ...                   ...   \n",
       "3120       5  30-Jul-18            Black  Dot   \n",
       "3121       5  30-Jul-18            Black  Dot   \n",
       "3122       3  30-Jul-18            Black  Dot   \n",
       "3123       4  30-Jul-18            Black  Dot   \n",
       "3124       5  30-Jul-18            Black  Dot   \n",
       "3125       4  30-Jul-18            Black  Dot   \n",
       "3126       5  30-Jul-18            Black  Dot   \n",
       "3127       4  30-Jul-18            Black  Dot   \n",
       "3128       5  30-Jul-18            White  Dot   \n",
       "3129       4  30-Jul-18            White  Dot   \n",
       "3130       5  30-Jul-18            Black  Dot   \n",
       "3131       5  30-Jul-18            Black  Dot   \n",
       "3132       5  30-Jul-18            Black  Dot   \n",
       "3133       4  30-Jul-18            White  Dot   \n",
       "3134       5  30-Jul-18            Black  Dot   \n",
       "3135       5  30-Jul-18            White  Dot   \n",
       "3136       4  30-Jul-18            Black  Dot   \n",
       "3137       5  30-Jul-18            Black  Dot   \n",
       "3138       5  30-Jul-18            White  Dot   \n",
       "3139       5  30-Jul-18            White  Dot   \n",
       "3140       4  30-Jul-18            White  Dot   \n",
       "3141       3  30-Jul-18            Black  Dot   \n",
       "3142       4  30-Jul-18            White  Dot   \n",
       "3143       5  30-Jul-18            Black  Dot   \n",
       "3144       5  30-Jul-18            Black  Dot   \n",
       "3145       5  30-Jul-18            Black  Dot   \n",
       "3146       5  30-Jul-18            Black  Dot   \n",
       "3147       5  30-Jul-18            Black  Dot   \n",
       "3148       5  30-Jul-18            White  Dot   \n",
       "3149       4  29-Jul-18            Black  Dot   \n",
       "\n",
       "                                       verified_reviews  feedback  0  1  2  3  \\\n",
       "0                                         Love my Echo!         1  0  0  0  0   \n",
       "1                                             Loved it!         1  0  0  0  0   \n",
       "2     Sometimes while playing a game, you can answer...         1  0  0  0  0   \n",
       "3     I have had a lot of fun with this thing. My 4 ...         1  0  0  0  0   \n",
       "4                                                 Music         1  0  0  0  0   \n",
       "5     I received the echo as a gift. I needed anothe...         1  0  0  0  0   \n",
       "6     Without having a cellphone, I cannot use many ...         1  0  0  0  0   \n",
       "7     I think this is the 5th one I've purchased. I'...         1  0  0  0  0   \n",
       "8                                           looks great         1  0  0  0  0   \n",
       "9     Love it! I’ve listened to songs I haven’t hear...         1  0  0  0  0   \n",
       "10    I sent it to my 85 year old Dad, and he talks ...         1  0  0  0  0   \n",
       "11    I love it! Learning knew things with it eveyda...         1  0  0  0  0   \n",
       "12    I purchased this for my mother who is having k...         1  0  0  0  0   \n",
       "13                                   Love, Love, Love!!         1  0  0  0  0   \n",
       "14                             Just what I expected....         1  0  0  0  0   \n",
       "15                            I love it, wife hates it.         1  0  0  0  0   \n",
       "16    Really happy with this purchase.  Great speake...         1  0  0  0  0   \n",
       "17    We have only been using Alexa for a couple of ...         1  0  0  0  0   \n",
       "18    We love the size of the 2nd generation echo. S...         1  0  0  0  0   \n",
       "19    I liked the original Echo. This is the same bu...         1  0  0  0  0   \n",
       "20    Love the Echo and how good the music sounds pl...         1  0  0  0  0   \n",
       "21    We love Alexa! We use her to play music, play ...         1  0  0  0  0   \n",
       "22    Have only had it set up for a few days. Still ...         1  0  0  0  0   \n",
       "23    I love it. It plays my sleep sounds immediatel...         1  0  0  0  0   \n",
       "24    I got a second unit for the bedroom, I was exp...         1  0  0  0  0   \n",
       "25                                      Amazing product         1  0  0  0  0   \n",
       "26    I love my Echo. It's easy to operate, loads of...         1  0  0  0  0   \n",
       "27                            Sounds great!! Love them!         1  0  0  0  0   \n",
       "28    Fun item to play with and get used to using.  ...         1  0  0  0  0   \n",
       "29                              Just like the other one         1  0  0  0  0   \n",
       "...                                                 ...       ... .. .. .. ..   \n",
       "3120                                                            1  0  0  0  0   \n",
       "3121  I like the hands free operation vs the Tap. We...         1  0  0  0  0   \n",
       "3122  I dislike that it confuses my requests all the...         1  0  0  0  0   \n",
       "3123                                                            1  0  0  0  0   \n",
       "3124  Love my Alexa! Actually have 3 throughout the ...         1  0  0  0  0   \n",
       "3125  This product is easy to use and very entertain...         1  0  0  0  0   \n",
       "3126                                                            1  0  0  0  0   \n",
       "3127  works great but speaker is not the good for mu...         1  0  0  0  0   \n",
       "3128    Outstanding product - easy to use.  works great         1  0  0  0  0   \n",
       "3129  We have six of these throughout our home and t...         1  0  0  0  0   \n",
       "3130          Use the product for music and it’s great!         1  0  0  0  0   \n",
       "3131                         Easy to set-up and to use.         1  0  0  0  0   \n",
       "3132                                   It works great!!         1  0  0  0  0   \n",
       "3133  I like having more Alexa devices in my house a...         1  0  0  0  0   \n",
       "3134                                         PHENOMENAL         1  0  0  0  0   \n",
       "3135               I loved it does exactly what it says         1  0  0  0  0   \n",
       "3136  I used it to control my smart home devices. Wo...         1  0  0  0  0   \n",
       "3137                                    Very convenient         1  0  0  0  0   \n",
       "3138  Este producto llegó y a la semana se quedó sin...         1  0  0  0  0   \n",
       "3139            Easy to set up Ready to use in minutes.         1  0  0  0  0   \n",
       "3140                                              Barry         1  0  0  0  0   \n",
       "3141                                                            1  0  0  0  0   \n",
       "3142  My three year old loves it.  Good for doing ba...         1  0  0  0  0   \n",
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       "3144                                            love it         1  0  0  0  0   \n",
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       "3147  I do love these things, i have them running my...         1  0  0  0  0   \n",
       "3148  Only complaint I have is that the sound qualit...         1  0  0  0  0   \n",
       "3149                                               Good         1  0  0  0  0   \n",
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       "\n",
       "[3150 rows x 4049 columns]"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_alexa['length'] = df_alexa['verified_reviews'].apply(len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Sandstone Fabric</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>looks great</td>\n",
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       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Love it! I’ve listened to songs I haven’t hear...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>114</td>\n",
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       "      <th>10</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I sent it to my 85 year old Dad, and he talks ...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love it! Learning knew things with it eveyda...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>169</td>\n",
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       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Oak Finish</td>\n",
       "      <td>I purchased this for my mother who is having k...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>290</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love, Love, Love!!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>18</td>\n",
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       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Oak Finish</td>\n",
       "      <td>Just what I expected....</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>I love it, wife hates it.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Really happy with this purchase.  Great speake...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>We have only been using Alexa for a couple of ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>We love the size of the 2nd generation echo. S...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>I liked the original Echo. This is the same bu...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Love the Echo and how good the music sounds pl...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>We love Alexa! We use her to play music, play ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Heather Gray Fabric</td>\n",
       "      <td>Have only had it set up for a few days. Still ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love it. It plays my sleep sounds immediatel...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>I got a second unit for the bedroom, I was exp...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Sandstone Fabric</td>\n",
       "      <td>Amazing product</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>I love my Echo. It's easy to operate, loads of...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Sounds great!! Love them!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Fun item to play with and get used to using.  ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Charcoal Fabric</td>\n",
       "      <td>Just like the other one</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</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>3120</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I like the hands free operation vs the Tap. We...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>3</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I dislike that it confuses my requests all the...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Love my Alexa! Actually have 3 throughout the ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>This product is easy to use and very entertain...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>works great but speaker is not the good for mu...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Outstanding product - easy to use.  works great</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>We have six of these throughout our home and t...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Use the product for music and it’s great!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Easy to set-up and to use.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>It works great!!</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>I like having more Alexa devices in my house a...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>PHENOMENAL</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>I loved it does exactly what it says</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I used it to control my smart home devices. Wo...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Very convenient</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Este producto llegó y a la semana se quedó sin...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Easy to set up Ready to use in minutes.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Barry</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>3</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>4</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>My three year old loves it.  Good for doing ba...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Awesome device wish I bought one ages ago.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>love it</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Perfect for kids, adults and everyone in betwe...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Listening to music, searching locations, check...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>I do love these things, i have them running my...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>5</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>White  Dot</td>\n",
       "      <td>Only complaint I have is that the sound qualit...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>4</td>\n",
       "      <td>29-Jul-18</td>\n",
       "      <td>Black  Dot</td>\n",
       "      <td>Good</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3150 rows × 4050 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating       date             variation  \\\n",
       "0          5  31-Jul-18      Charcoal Fabric    \n",
       "1          5  31-Jul-18      Charcoal Fabric    \n",
       "2          4  31-Jul-18        Walnut Finish    \n",
       "3          5  31-Jul-18      Charcoal Fabric    \n",
       "4          5  31-Jul-18      Charcoal Fabric    \n",
       "5          5  31-Jul-18  Heather Gray Fabric    \n",
       "6          3  31-Jul-18     Sandstone Fabric    \n",
       "7          5  31-Jul-18      Charcoal Fabric    \n",
       "8          5  30-Jul-18  Heather Gray Fabric    \n",
       "9          5  30-Jul-18  Heather Gray Fabric    \n",
       "10         5  30-Jul-18      Charcoal Fabric    \n",
       "11         5  30-Jul-18      Charcoal Fabric    \n",
       "12         5  30-Jul-18           Oak Finish    \n",
       "13         5  30-Jul-18      Charcoal Fabric    \n",
       "14         5  30-Jul-18           Oak Finish    \n",
       "15         5  30-Jul-18  Heather Gray Fabric    \n",
       "16         5  30-Jul-18  Heather Gray Fabric    \n",
       "17         5  30-Jul-18  Heather Gray Fabric    \n",
       "18         5  30-Jul-18      Charcoal Fabric    \n",
       "19         4  30-Jul-18     Sandstone Fabric    \n",
       "20         5  30-Jul-18      Charcoal Fabric    \n",
       "21         5  30-Jul-18      Charcoal Fabric    \n",
       "22         4  30-Jul-18  Heather Gray Fabric    \n",
       "23         5  30-Jul-18      Charcoal Fabric    \n",
       "24         3  30-Jul-18     Sandstone Fabric    \n",
       "25         5  30-Jul-18     Sandstone Fabric    \n",
       "26         5  30-Jul-18      Charcoal Fabric    \n",
       "27         5  30-Jul-18      Charcoal Fabric    \n",
       "28         4  30-Jul-18      Charcoal Fabric    \n",
       "29         5  30-Jul-18      Charcoal Fabric    \n",
       "...      ...        ...                   ...   \n",
       "3120       5  30-Jul-18            Black  Dot   \n",
       "3121       5  30-Jul-18            Black  Dot   \n",
       "3122       3  30-Jul-18            Black  Dot   \n",
       "3123       4  30-Jul-18            Black  Dot   \n",
       "3124       5  30-Jul-18            Black  Dot   \n",
       "3125       4  30-Jul-18            Black  Dot   \n",
       "3126       5  30-Jul-18            Black  Dot   \n",
       "3127       4  30-Jul-18            Black  Dot   \n",
       "3128       5  30-Jul-18            White  Dot   \n",
       "3129       4  30-Jul-18            White  Dot   \n",
       "3130       5  30-Jul-18            Black  Dot   \n",
       "3131       5  30-Jul-18            Black  Dot   \n",
       "3132       5  30-Jul-18            Black  Dot   \n",
       "3133       4  30-Jul-18            White  Dot   \n",
       "3134       5  30-Jul-18            Black  Dot   \n",
       "3135       5  30-Jul-18            White  Dot   \n",
       "3136       4  30-Jul-18            Black  Dot   \n",
       "3137       5  30-Jul-18            Black  Dot   \n",
       "3138       5  30-Jul-18            White  Dot   \n",
       "3139       5  30-Jul-18            White  Dot   \n",
       "3140       4  30-Jul-18            White  Dot   \n",
       "3141       3  30-Jul-18            Black  Dot   \n",
       "3142       4  30-Jul-18            White  Dot   \n",
       "3143       5  30-Jul-18            Black  Dot   \n",
       "3144       5  30-Jul-18            Black  Dot   \n",
       "3145       5  30-Jul-18            Black  Dot   \n",
       "3146       5  30-Jul-18            Black  Dot   \n",
       "3147       5  30-Jul-18            Black  Dot   \n",
       "3148       5  30-Jul-18            White  Dot   \n",
       "3149       4  29-Jul-18            Black  Dot   \n",
       "\n",
       "                                       verified_reviews  feedback  0  1  2  3  \\\n",
       "0                                         Love my Echo!         1  0  0  0  0   \n",
       "1                                             Loved it!         1  0  0  0  0   \n",
       "2     Sometimes while playing a game, you can answer...         1  0  0  0  0   \n",
       "3     I have had a lot of fun with this thing. My 4 ...         1  0  0  0  0   \n",
       "4                                                 Music         1  0  0  0  0   \n",
       "5     I received the echo as a gift. I needed anothe...         1  0  0  0  0   \n",
       "6     Without having a cellphone, I cannot use many ...         1  0  0  0  0   \n",
       "7     I think this is the 5th one I've purchased. I'...         1  0  0  0  0   \n",
       "8                                           looks great         1  0  0  0  0   \n",
       "9     Love it! I’ve listened to songs I haven’t hear...         1  0  0  0  0   \n",
       "10    I sent it to my 85 year old Dad, and he talks ...         1  0  0  0  0   \n",
       "11    I love it! Learning knew things with it eveyda...         1  0  0  0  0   \n",
       "12    I purchased this for my mother who is having k...         1  0  0  0  0   \n",
       "13                                   Love, Love, Love!!         1  0  0  0  0   \n",
       "14                             Just what I expected....         1  0  0  0  0   \n",
       "15                            I love it, wife hates it.         1  0  0  0  0   \n",
       "16    Really happy with this purchase.  Great speake...         1  0  0  0  0   \n",
       "17    We have only been using Alexa for a couple of ...         1  0  0  0  0   \n",
       "18    We love the size of the 2nd generation echo. S...         1  0  0  0  0   \n",
       "19    I liked the original Echo. This is the same bu...         1  0  0  0  0   \n",
       "20    Love the Echo and how good the music sounds pl...         1  0  0  0  0   \n",
       "21    We love Alexa! We use her to play music, play ...         1  0  0  0  0   \n",
       "22    Have only had it set up for a few days. Still ...         1  0  0  0  0   \n",
       "23    I love it. It plays my sleep sounds immediatel...         1  0  0  0  0   \n",
       "24    I got a second unit for the bedroom, I was exp...         1  0  0  0  0   \n",
       "25                                      Amazing product         1  0  0  0  0   \n",
       "26    I love my Echo. It's easy to operate, loads of...         1  0  0  0  0   \n",
       "27                            Sounds great!! Love them!         1  0  0  0  0   \n",
       "28    Fun item to play with and get used to using.  ...         1  0  0  0  0   \n",
       "29                              Just like the other one         1  0  0  0  0   \n",
       "...                                                 ...       ... .. .. .. ..   \n",
       "3120                                                            1  0  0  0  0   \n",
       "3121  I like the hands free operation vs the Tap. We...         1  0  0  0  0   \n",
       "3122  I dislike that it confuses my requests all the...         1  0  0  0  0   \n",
       "3123                                                            1  0  0  0  0   \n",
       "3124  Love my Alexa! Actually have 3 throughout the ...         1  0  0  0  0   \n",
       "3125  This product is easy to use and very entertain...         1  0  0  0  0   \n",
       "3126                                                            1  0  0  0  0   \n",
       "3127  works great but speaker is not the good for mu...         1  0  0  0  0   \n",
       "3128    Outstanding product - easy to use.  works great         1  0  0  0  0   \n",
       "3129  We have six of these throughout our home and t...         1  0  0  0  0   \n",
       "3130          Use the product for music and it’s great!         1  0  0  0  0   \n",
       "3131                         Easy to set-up and to use.         1  0  0  0  0   \n",
       "3132                                   It works great!!         1  0  0  0  0   \n",
       "3133  I like having more Alexa devices in my house a...         1  0  0  0  0   \n",
       "3134                                         PHENOMENAL         1  0  0  0  0   \n",
       "3135               I loved it does exactly what it says         1  0  0  0  0   \n",
       "3136  I used it to control my smart home devices. Wo...         1  0  0  0  0   \n",
       "3137                                    Very convenient         1  0  0  0  0   \n",
       "3138  Este producto llegó y a la semana se quedó sin...         1  0  0  0  0   \n",
       "3139            Easy to set up Ready to use in minutes.         1  0  0  0  0   \n",
       "3140                                              Barry         1  0  0  0  0   \n",
       "3141                                                            1  0  0  0  0   \n",
       "3142  My three year old loves it.  Good for doing ba...         1  0  0  0  0   \n",
       "3143         Awesome device wish I bought one ages ago.         1  0  0  0  0   \n",
       "3144                                            love it         1  0  0  0  0   \n",
       "3145  Perfect for kids, adults and everyone in betwe...         1  0  0  0  0   \n",
       "3146  Listening to music, searching locations, check...         1  0  0  0  0   \n",
       "3147  I do love these things, i have them running my...         1  0  0  0  0   \n",
       "3148  Only complaint I have is that the sound qualit...         1  0  0  0  0   \n",
       "3149                                               Good         1  0  0  0  0   \n",
       "\n",
       "      4  ...  4035  4036  4037  4038  4039  4040  4041  4042  4043  length  \n",
       "0     0  ...     0     0     0     0     0     0     0     0     0      13  \n",
       "1     0  ...     0     0     0     0     0     0     0     0     0       9  \n",
       "2     0  ...     0     0     0     0     0     0     0     0     0     195  \n",
       "3     0  ...     1     0     0     0     0     0     0     0     0     172  \n",
       "4     0  ...     0     0     0     0     0     0     0     0     0       5  \n",
       "5     0  ...     0     0     0     0     0     0     0     0     0     172  \n",
       "6     0  ...     0     0     0     0     0     0     0     0     0     365  \n",
       "7     0  ...     0     0     0     0     0     0     0     0     0     221  \n",
       "8     0  ...     0     0     0     0     0     0     0     0     0      11  \n",
       "9     0  ...     0     0     0     0     0     0     0     0     0     114  \n",
       "10    0  ...     0     0     0     0     0     0     0     0     0      63  \n",
       "11    0  ...     0     0     0     0     0     0     0     0     0     169  \n",
       "12    0  ...     0     0     0     0     0     0     0     0     0     290  \n",
       "13    0  ...     0     0     0     0     0     0     0     0     0      18  \n",
       "14    0  ...     0     0     0     0     0     0     0     0     0      24  \n",
       "15    0  ...     0     0     0     0     0     0     0     0     0      25  \n",
       "16    0  ...     0     0     0     0     0     0     0     0     0      67  \n",
       "17    0  ...     0     0     0     0     0     0     0     0     0     216  \n",
       "18    0  ...     0     0     0     0     0     0     0     0     0      86  \n",
       "19    0  ...     0     0     0     0     0     0     0     0     0     451  \n",
       "20    0  ...     0     0     0     0     0     0     0     0     0     246  \n",
       "21    0  ...     0     0     0     0     0     0     0     0     0     385  \n",
       "22    0  ...     0     0     0     0     0     0     0     0     0     214  \n",
       "23    0  ...     0     0     0     0     0     0     0     0     0      58  \n",
       "24    0  ...     0     0     0     0     0     0     0     0     0     179  \n",
       "25    0  ...     0     0     0     0     0     0     0     0     0      15  \n",
       "26    0  ...     0     0     0     0     0     0     0     0     0     152  \n",
       "27    0  ...     0     0     0     0     0     0     0     0     0      25  \n",
       "28    0  ...     0     0     0     0     0     0     0     0     0     133  \n",
       "29    0  ...     0     0     0     0     0     0     0     0     0      23  \n",
       "...  ..  ...   ...   ...   ...   ...   ...   ...   ...   ...   ...     ...  \n",
       "3120  0  ...     0     0     0     0     0     0     0     0     0       1  \n",
       "3121  0  ...     0     0     0     0     0     0     0     0     0      84  \n",
       "3122  0  ...     0     0     0     0     0     0     0     0     0      52  \n",
       "3123  0  ...     0     0     0     0     0     0     0     0     0       1  \n",
       "3124  0  ...     0     0     0     0     0     0     0     0     0     128  \n",
       "3125  0  ...     0     0     0     0     0     0     0     0     0     125  \n",
       "3126  0  ...     0     0     0     0     0     0     0     0     0       1  \n",
       "3127  0  ...     0     0     0     0     0     0     0     0     0      88  \n",
       "3128  0  ...     0     0     0     0     0     0     0     0     0      47  \n",
       "3129  0  ...     0     0     0     0     0     0     0     0     0     352  \n",
       "3130  0  ...     0     0     0     0     0     0     0     0     0      41  \n",
       "3131  0  ...     0     0     0     0     0     0     0     0     0      26  \n",
       "3132  0  ...     0     0     0     0     0     0     0     0     0      16  \n",
       "3133  0  ...     0     0     0     0     0     0     0     0     0     102  \n",
       "3134  0  ...     0     0     0     0     0     0     0     0     0      10  \n",
       "3135  0  ...     0     0     0     0     0     0     0     0     0      36  \n",
       "3136  0  ...     0     0     0     0     0     0     0     0     0      56  \n",
       "3137  0  ...     0     0     0     0     0     0     0     0     0      15  \n",
       "3138  0  ...     0     0     0     0     0     0     0     0     0      98  \n",
       "3139  0  ...     0     0     0     0     0     0     0     0     0      39  \n",
       "3140  0  ...     0     0     0     0     0     0     0     0     0       5  \n",
       "3141  0  ...     0     0     0     0     0     0     0     0     0       1  \n",
       "3142  0  ...     0     0     0     0     0     0     0     0     0     117  \n",
       "3143  0  ...     0     0     0     0     0     0     0     0     0      42  \n",
       "3144  0  ...     0     0     0     0     0     0     0     0     0       7  \n",
       "3145  0  ...     0     0     0     0     0     0     0     0     0      50  \n",
       "3146  0  ...     0     0     0     0     0     0     0     0     0     135  \n",
       "3147  0  ...     0     0     0     0     0     0     0     0     0     441  \n",
       "3148  0  ...     0     0     0     0     0     0     0     0     0     380  \n",
       "3149  0  ...     0     0     0     0     0     0     0     0     0       4  \n",
       "\n",
       "[3150 rows x 4050 columns]"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_alexa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df_alexa.drop(['date', 'rating', 'variation', 'verified_reviews', 'feedback'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</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>3120</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3150 rows × 4060 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Black  Dot  Black  Plus  Black  Show  Black  Spot  Charcoal Fabric   \\\n",
       "0              0            0            0            0                 1   \n",
       "1              0            0            0            0                 1   \n",
       "2              0            0            0            0                 0   \n",
       "3              0            0            0            0                 1   \n",
       "4              0            0            0            0                 1   \n",
       "5              0            0            0            0                 0   \n",
       "6              0            0            0            0                 0   \n",
       "7              0            0            0            0                 1   \n",
       "8              0            0            0            0                 0   \n",
       "9              0            0            0            0                 0   \n",
       "10             0            0            0            0                 1   \n",
       "11             0            0            0            0                 1   \n",
       "12             0            0            0            0                 0   \n",
       "13             0            0            0            0                 1   \n",
       "14             0            0            0            0                 0   \n",
       "15             0            0            0            0                 0   \n",
       "16             0            0            0            0                 0   \n",
       "17             0            0            0            0                 0   \n",
       "18             0            0            0            0                 1   \n",
       "19             0            0            0            0                 0   \n",
       "20             0            0            0            0                 1   \n",
       "21             0            0            0            0                 1   \n",
       "22             0            0            0            0                 0   \n",
       "23             0            0            0            0                 1   \n",
       "24             0            0            0            0                 0   \n",
       "25             0            0            0            0                 0   \n",
       "26             0            0            0            0                 1   \n",
       "27             0            0            0            0                 1   \n",
       "28             0            0            0            0                 1   \n",
       "29             0            0            0            0                 1   \n",
       "...          ...          ...          ...          ...               ...   \n",
       "3120           1            0            0            0                 0   \n",
       "3121           1            0            0            0                 0   \n",
       "3122           1            0            0            0                 0   \n",
       "3123           1            0            0            0                 0   \n",
       "3124           1            0            0            0                 0   \n",
       "3125           1            0            0            0                 0   \n",
       "3126           1            0            0            0                 0   \n",
       "3127           1            0            0            0                 0   \n",
       "3128           0            0            0            0                 0   \n",
       "3129           0            0            0            0                 0   \n",
       "3130           1            0            0            0                 0   \n",
       "3131           1            0            0            0                 0   \n",
       "3132           1            0            0            0                 0   \n",
       "3133           0            0            0            0                 0   \n",
       "3134           1            0            0            0                 0   \n",
       "3135           0            0            0            0                 0   \n",
       "3136           1            0            0            0                 0   \n",
       "3137           1            0            0            0                 0   \n",
       "3138           0            0            0            0                 0   \n",
       "3139           0            0            0            0                 0   \n",
       "3140           0            0            0            0                 0   \n",
       "3141           1            0            0            0                 0   \n",
       "3142           0            0            0            0                 0   \n",
       "3143           1            0            0            0                 0   \n",
       "3144           1            0            0            0                 0   \n",
       "3145           1            0            0            0                 0   \n",
       "3146           1            0            0            0                 0   \n",
       "3147           1            0            0            0                 0   \n",
       "3148           0            0            0            0                 0   \n",
       "3149           1            0            0            0                 0   \n",
       "\n",
       "      Configuration: Fire TV Stick  Heather Gray Fabric   Oak Finish   \\\n",
       "0                                0                     0            0   \n",
       "1                                0                     0            0   \n",
       "2                                0                     0            0   \n",
       "3                                0                     0            0   \n",
       "4                                0                     0            0   \n",
       "5                                0                     1            0   \n",
       "6                                0                     0            0   \n",
       "7                                0                     0            0   \n",
       "8                                0                     1            0   \n",
       "9                                0                     1            0   \n",
       "10                               0                     0            0   \n",
       "11                               0                     0            0   \n",
       "12                               0                     0            1   \n",
       "13                               0                     0            0   \n",
       "14                               0                     0            1   \n",
       "15                               0                     1            0   \n",
       "16                               0                     1            0   \n",
       "17                               0                     1            0   \n",
       "18                               0                     0            0   \n",
       "19                               0                     0            0   \n",
       "20                               0                     0            0   \n",
       "21                               0                     0            0   \n",
       "22                               0                     1            0   \n",
       "23                               0                     0            0   \n",
       "24                               0                     0            0   \n",
       "25                               0                     0            0   \n",
       "26                               0                     0            0   \n",
       "27                               0                     0            0   \n",
       "28                               0                     0            0   \n",
       "29                               0                     0            0   \n",
       "...                            ...                   ...          ...   \n",
       "3120                             0                     0            0   \n",
       "3121                             0                     0            0   \n",
       "3122                             0                     0            0   \n",
       "3123                             0                     0            0   \n",
       "3124                             0                     0            0   \n",
       "3125                             0                     0            0   \n",
       "3126                             0                     0            0   \n",
       "3127                             0                     0            0   \n",
       "3128                             0                     0            0   \n",
       "3129                             0                     0            0   \n",
       "3130                             0                     0            0   \n",
       "3131                             0                     0            0   \n",
       "3132                             0                     0            0   \n",
       "3133                             0                     0            0   \n",
       "3134                             0                     0            0   \n",
       "3135                             0                     0            0   \n",
       "3136                             0                     0            0   \n",
       "3137                             0                     0            0   \n",
       "3138                             0                     0            0   \n",
       "3139                             0                     0            0   \n",
       "3140                             0                     0            0   \n",
       "3141                             0                     0            0   \n",
       "3142                             0                     0            0   \n",
       "3143                             0                     0            0   \n",
       "3144                             0                     0            0   \n",
       "3145                             0                     0            0   \n",
       "3146                             0                     0            0   \n",
       "3147                             0                     0            0   \n",
       "3148                             0                     0            0   \n",
       "3149                             0                     0            0   \n",
       "\n",
       "      Sandstone Fabric   Walnut Finish   ...  4035  4036  4037  4038  4039  \\\n",
       "0                     0               0  ...     0     0     0     0     0   \n",
       "1                     0               0  ...     0     0     0     0     0   \n",
       "2                     0               1  ...     0     0     0     0     0   \n",
       "3                     0               0  ...     1     0     0     0     0   \n",
       "4                     0               0  ...     0     0     0     0     0   \n",
       "5                     0               0  ...     0     0     0     0     0   \n",
       "6                     1               0  ...     0     0     0     0     0   \n",
       "7                     0               0  ...     0     0     0     0     0   \n",
       "8                     0               0  ...     0     0     0     0     0   \n",
       "9                     0               0  ...     0     0     0     0     0   \n",
       "10                    0               0  ...     0     0     0     0     0   \n",
       "11                    0               0  ...     0     0     0     0     0   \n",
       "12                    0               0  ...     0     0     0     0     0   \n",
       "13                    0               0  ...     0     0     0     0     0   \n",
       "14                    0               0  ...     0     0     0     0     0   \n",
       "15                    0               0  ...     0     0     0     0     0   \n",
       "16                    0               0  ...     0     0     0     0     0   \n",
       "17                    0               0  ...     0     0     0     0     0   \n",
       "18                    0               0  ...     0     0     0     0     0   \n",
       "19                    1               0  ...     0     0     0     0     0   \n",
       "20                    0               0  ...     0     0     0     0     0   \n",
       "21                    0               0  ...     0     0     0     0     0   \n",
       "22                    0               0  ...     0     0     0     0     0   \n",
       "23                    0               0  ...     0     0     0     0     0   \n",
       "24                    1               0  ...     0     0     0     0     0   \n",
       "25                    1               0  ...     0     0     0     0     0   \n",
       "26                    0               0  ...     0     0     0     0     0   \n",
       "27                    0               0  ...     0     0     0     0     0   \n",
       "28                    0               0  ...     0     0     0     0     0   \n",
       "29                    0               0  ...     0     0     0     0     0   \n",
       "...                 ...             ...  ...   ...   ...   ...   ...   ...   \n",
       "3120                  0               0  ...     0     0     0     0     0   \n",
       "3121                  0               0  ...     0     0     0     0     0   \n",
       "3122                  0               0  ...     0     0     0     0     0   \n",
       "3123                  0               0  ...     0     0     0     0     0   \n",
       "3124                  0               0  ...     0     0     0     0     0   \n",
       "3125                  0               0  ...     0     0     0     0     0   \n",
       "3126                  0               0  ...     0     0     0     0     0   \n",
       "3127                  0               0  ...     0     0     0     0     0   \n",
       "3128                  0               0  ...     0     0     0     0     0   \n",
       "3129                  0               0  ...     0     0     0     0     0   \n",
       "3130                  0               0  ...     0     0     0     0     0   \n",
       "3131                  0               0  ...     0     0     0     0     0   \n",
       "3132                  0               0  ...     0     0     0     0     0   \n",
       "3133                  0               0  ...     0     0     0     0     0   \n",
       "3134                  0               0  ...     0     0     0     0     0   \n",
       "3135                  0               0  ...     0     0     0     0     0   \n",
       "3136                  0               0  ...     0     0     0     0     0   \n",
       "3137                  0               0  ...     0     0     0     0     0   \n",
       "3138                  0               0  ...     0     0     0     0     0   \n",
       "3139                  0               0  ...     0     0     0     0     0   \n",
       "3140                  0               0  ...     0     0     0     0     0   \n",
       "3141                  0               0  ...     0     0     0     0     0   \n",
       "3142                  0               0  ...     0     0     0     0     0   \n",
       "3143                  0               0  ...     0     0     0     0     0   \n",
       "3144                  0               0  ...     0     0     0     0     0   \n",
       "3145                  0               0  ...     0     0     0     0     0   \n",
       "3146                  0               0  ...     0     0     0     0     0   \n",
       "3147                  0               0  ...     0     0     0     0     0   \n",
       "3148                  0               0  ...     0     0     0     0     0   \n",
       "3149                  0               0  ...     0     0     0     0     0   \n",
       "\n",
       "      4040  4041  4042  4043  length  \n",
       "0        0     0     0     0      13  \n",
       "1        0     0     0     0       9  \n",
       "2        0     0     0     0     195  \n",
       "3        0     0     0     0     172  \n",
       "4        0     0     0     0       5  \n",
       "5        0     0     0     0     172  \n",
       "6        0     0     0     0     365  \n",
       "7        0     0     0     0     221  \n",
       "8        0     0     0     0      11  \n",
       "9        0     0     0     0     114  \n",
       "10       0     0     0     0      63  \n",
       "11       0     0     0     0     169  \n",
       "12       0     0     0     0     290  \n",
       "13       0     0     0     0      18  \n",
       "14       0     0     0     0      24  \n",
       "15       0     0     0     0      25  \n",
       "16       0     0     0     0      67  \n",
       "17       0     0     0     0     216  \n",
       "18       0     0     0     0      86  \n",
       "19       0     0     0     0     451  \n",
       "20       0     0     0     0     246  \n",
       "21       0     0     0     0     385  \n",
       "22       0     0     0     0     214  \n",
       "23       0     0     0     0      58  \n",
       "24       0     0     0     0     179  \n",
       "25       0     0     0     0      15  \n",
       "26       0     0     0     0     152  \n",
       "27       0     0     0     0      25  \n",
       "28       0     0     0     0     133  \n",
       "29       0     0     0     0      23  \n",
       "...    ...   ...   ...   ...     ...  \n",
       "3120     0     0     0     0       1  \n",
       "3121     0     0     0     0      84  \n",
       "3122     0     0     0     0      52  \n",
       "3123     0     0     0     0       1  \n",
       "3124     0     0     0     0     128  \n",
       "3125     0     0     0     0     125  \n",
       "3126     0     0     0     0       1  \n",
       "3127     0     0     0     0      88  \n",
       "3128     0     0     0     0      47  \n",
       "3129     0     0     0     0     352  \n",
       "3130     0     0     0     0      41  \n",
       "3131     0     0     0     0      26  \n",
       "3132     0     0     0     0      16  \n",
       "3133     0     0     0     0     102  \n",
       "3134     0     0     0     0      10  \n",
       "3135     0     0     0     0      36  \n",
       "3136     0     0     0     0      56  \n",
       "3137     0     0     0     0      15  \n",
       "3138     0     0     0     0      98  \n",
       "3139     0     0     0     0      39  \n",
       "3140     0     0     0     0       5  \n",
       "3141     0     0     0     0       1  \n",
       "3142     0     0     0     0     117  \n",
       "3143     0     0     0     0      42  \n",
       "3144     0     0     0     0       7  \n",
       "3145     0     0     0     0      50  \n",
       "3146     0     0     0     0     135  \n",
       "3147     0     0     0     0     441  \n",
       "3148     0     0     0     0     380  \n",
       "3149     0     0     0     0       4  \n",
       "\n",
       "[3150 rows x 4060 columns]"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y = df_alexa['feedback']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       1\n",
       "1       1\n",
       "2       1\n",
       "3       1\n",
       "4       1\n",
       "5       1\n",
       "6       1\n",
       "7       1\n",
       "8       1\n",
       "9       1\n",
       "10      1\n",
       "11      1\n",
       "12      1\n",
       "13      1\n",
       "14      1\n",
       "15      1\n",
       "16      1\n",
       "17      1\n",
       "18      1\n",
       "19      1\n",
       "20      1\n",
       "21      1\n",
       "22      1\n",
       "23      1\n",
       "24      1\n",
       "25      1\n",
       "26      1\n",
       "27      1\n",
       "28      1\n",
       "29      1\n",
       "       ..\n",
       "3120    1\n",
       "3121    1\n",
       "3122    1\n",
       "3123    1\n",
       "3124    1\n",
       "3125    1\n",
       "3126    1\n",
       "3127    1\n",
       "3128    1\n",
       "3129    1\n",
       "3130    1\n",
       "3131    1\n",
       "3132    1\n",
       "3133    1\n",
       "3134    1\n",
       "3135    1\n",
       "3136    1\n",
       "3137    1\n",
       "3138    1\n",
       "3139    1\n",
       "3140    1\n",
       "3141    1\n",
       "3142    1\n",
       "3143    1\n",
       "3144    1\n",
       "3145    1\n",
       "3146    1\n",
       "3147    1\n",
       "3148    1\n",
       "3149    1\n",
       "Name: feedback, Length: 3150, dtype: int64"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x285d943e4a8>"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size = 0.20, random_state = 5)\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "randomforest_classifier = RandomForestClassifier(n_estimators = 150, criterion = 'entropy')\n",
    "randomforest_classifier.fit(X_train, Y_train)\n",
    "y_predict = randomforest_classifier.predict(X_test)\n",
    "cm = confusion_matrix(Y_test, y_predict)\n",
    "sns.heatmap(cm, annot = True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.12      0.21        59\n",
      "           1       0.92      1.00      0.96       571\n",
      "\n",
      "   micro avg       0.92      0.92      0.92       630\n",
      "   macro avg       0.96      0.56      0.58       630\n",
      "weighted avg       0.92      0.92      0.89       630\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(Y_test, y_predict))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now when we comapre our classification report our precision is up by 1 percent when scaled the lengts of reviews"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bingo this is the best model we can build for this dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}