Data_Exploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "color = sns.color_palette()\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"amazon_reviews.txt\", delimiter = \"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DOC_ID</th>\n",
       "      <th>LABEL</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VERIFIED_PURCHASE</th>\n",
       "      <th>PRODUCT_CATEGORY</th>\n",
       "      <th>PRODUCT_ID</th>\n",
       "      <th>PRODUCT_TITLE</th>\n",
       "      <th>REVIEW_TITLE</th>\n",
       "      <th>REVIEW_TEXT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>__label1__</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>PC</td>\n",
       "      <td>B00008NG7N</td>\n",
       "      <td>Targus PAUK10U Ultra Mini USB Keypad, Black</td>\n",
       "      <td>useful</td>\n",
       "      <td>When least you think so, this product will sav...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>__label1__</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Wireless</td>\n",
       "      <td>B00LH0Y3NM</td>\n",
       "      <td>Note 3 Battery : Stalion Strength Replacement ...</td>\n",
       "      <td>New era for batteries</td>\n",
       "      <td>Lithium batteries are something new introduced...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>__label1__</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>Baby</td>\n",
       "      <td>B000I5UZ1Q</td>\n",
       "      <td>Fisher-Price Papasan Cradle Swing, Starlight</td>\n",
       "      <td>doesn't swing very well.</td>\n",
       "      <td>I purchased this swing for my baby. She is 6 m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>__label1__</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Office Products</td>\n",
       "      <td>B003822IRA</td>\n",
       "      <td>Casio MS-80B Standard Function Desktop Calculator</td>\n",
       "      <td>Great computing!</td>\n",
       "      <td>I was looking for an inexpensive desk calcolat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>__label1__</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>B00PWSAXAM</td>\n",
       "      <td>Shine Whitening - Zero Peroxide Teeth Whitenin...</td>\n",
       "      <td>Only use twice a week</td>\n",
       "      <td>I only use it twice a week and the results are...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   DOC_ID       LABEL  RATING VERIFIED_PURCHASE PRODUCT_CATEGORY  PRODUCT_ID  \\\n",
       "0       1  __label1__       4                 N               PC  B00008NG7N   \n",
       "1       2  __label1__       4                 Y         Wireless  B00LH0Y3NM   \n",
       "2       3  __label1__       3                 N             Baby  B000I5UZ1Q   \n",
       "3       4  __label1__       4                 N  Office Products  B003822IRA   \n",
       "4       5  __label1__       4                 N           Beauty  B00PWSAXAM   \n",
       "\n",
       "                                       PRODUCT_TITLE  \\\n",
       "0        Targus PAUK10U Ultra Mini USB Keypad, Black   \n",
       "1  Note 3 Battery : Stalion Strength Replacement ...   \n",
       "2       Fisher-Price Papasan Cradle Swing, Starlight   \n",
       "3  Casio MS-80B Standard Function Desktop Calculator   \n",
       "4  Shine Whitening - Zero Peroxide Teeth Whitenin...   \n",
       "\n",
       "               REVIEW_TITLE                                        REVIEW_TEXT  \n",
       "0                    useful  When least you think so, this product will sav...  \n",
       "1     New era for batteries  Lithium batteries are something new introduced...  \n",
       "2  doesn't swing very well.  I purchased this swing for my baby. She is 6 m...  \n",
       "3          Great computing!  I was looking for an inexpensive desk calcolat...  \n",
       "4     Only use twice a week  I only use it twice a week and the results are...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.loc[data[\"LABEL\"] == \"__label1__\", \"LABEL\"] = '1'\n",
    "data.loc[data[\"LABEL\"] == \"__label2__\", \"LABEL\"] = '0'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21000"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LABEL  PRODUCT_CATEGORY      \n",
       "0      Apparel                   350\n",
       "       Automotive                350\n",
       "       Baby                      350\n",
       "       Beauty                    350\n",
       "       Books                     350\n",
       "       Camera                    350\n",
       "       Electronics               350\n",
       "       Furniture                 350\n",
       "       Grocery                   350\n",
       "       Health & Personal Care    350\n",
       "       Home                      350\n",
       "       Home Entertainment        350\n",
       "       Home Improvement          350\n",
       "       Jewelry                   350\n",
       "       Kitchen                   350\n",
       "       Lawn and Garden           350\n",
       "       Luggage                   350\n",
       "       Musical Instruments       350\n",
       "       Office Products           350\n",
       "       Outdoors                  350\n",
       "       PC                        350\n",
       "       Pet Products              350\n",
       "       Shoes                     350\n",
       "       Sports                    350\n",
       "       Tools                     350\n",
       "       Toys                      350\n",
       "       Video DVD                 350\n",
       "       Video Games               350\n",
       "       Watches                   350\n",
       "       Wireless                  350\n",
       "1      Apparel                   350\n",
       "       Automotive                350\n",
       "       Baby                      350\n",
       "       Beauty                    350\n",
       "       Books                     350\n",
       "       Camera                    350\n",
       "       Electronics               350\n",
       "       Furniture                 350\n",
       "       Grocery                   350\n",
       "       Health & Personal Care    350\n",
       "       Home                      350\n",
       "       Home Entertainment        350\n",
       "       Home Improvement          350\n",
       "       Jewelry                   350\n",
       "       Kitchen                   350\n",
       "       Lawn and Garden           350\n",
       "       Luggage                   350\n",
       "       Musical Instruments       350\n",
       "       Office Products           350\n",
       "       Outdoors                  350\n",
       "       PC                        350\n",
       "       Pet Products              350\n",
       "       Shoes                     350\n",
       "       Sports                    350\n",
       "       Tools                     350\n",
       "       Toys                      350\n",
       "       Video DVD                 350\n",
       "       Video Games               350\n",
       "       Watches                   350\n",
       "       Wireless                  350\n",
       "Name: PRODUCT_CATEGORY, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnt_srs=data.groupby(data[\"LABEL\"]).PRODUCT_CATEGORY.value_counts()\n",
    "cnt_srs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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a944dZ2/eDwIAAMCmOvDAq25Zat6mjth293Hzvr1+km8ssejtkpzS3WclSVWdnOROSd6x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\niIiIiIiINLX/A2MOL6OzXdaIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f67431d8630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[1])\n",
    "plt.ylabel('Number of Occurrences', fontsize=16)\n",
    "plt.xlabel('(Label, Product Category)', fontsize=16)\n",
    "plt.title('Label Vs Product Category', fontsize=18)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LABEL  RATING\n",
       "0      5         6151\n",
       "       4         1974\n",
       "       3          942\n",
       "       1          868\n",
       "       2          565\n",
       "1      5         6059\n",
       "       4         1999\n",
       "       3          926\n",
       "       1          889\n",
       "       2          627\n",
       "Name: RATING, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnt_srs = data.groupby(data[\"LABEL\"]).RATING.value_counts()\n",
    "cnt_srs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XVy+qHl59X/XgddvNq+esR3kfW72s1URUF845L281Knz6GOM11bdXjzvG9QMAAHASONa3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f67423e4b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[1])\n",
    "plt.ylabel('Number of Occurrences', fontsize=16)\n",
    "plt.xlabel('(Label, Rating)', fontsize=16)\n",
    "plt.title('Label Vs Rating', fontsize=18)\n",
    "plt.xticks(rotation='horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cnt_srs = data.groupby(data[\"RATING\"]).PRODUCT_CATEGORY.value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LkqPT3aboakm+lu52RX+/poFtx1prJyf5rQGz/ntVHbSy0Sxda23fdH3ID05y7XQDpL07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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f673f26f978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[1])\n",
    "plt.ylabel('Number of Occurrences', fontsize=16)\n",
    "plt.xlabel('(Rating, Product Category)', fontsize=16)\n",
    "plt.title('Rating Vs Product_Category', fontsize=18)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "VERIFIED_PURCHASE  LABEL\n",
       "N                  1        7623\n",
       "                   0        1679\n",
       "Y                  0        8821\n",
       "                   1        2877\n",
       "Name: LABEL, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnt_srs = data.groupby(\"VERIFIED_PURCHASE\").LABEL.value_counts()\n",
    "cnt_srs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AsG5T9ewmOTrJHyR5UZKPJTk7yVWT/EaSI6vqh939vPmUCAAAAOszbdh9YJKH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\nsC/hj3OTnAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f673f147a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[1])\n",
    "plt.ylabel('Number of Occurrences', fontsize=16)\n",
    "plt.xlabel('(Verified Purchase (Y/N), Label)', fontsize=16)\n",
    "plt.title('Verified_Purchase Vs Labels', fontsize=18)\n",
    "plt.xticks(rotation='horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df1 = data.groupby(\"LABEL\").REVIEW_TEXT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data['TEXT_LENGTH'] = data['REVIEW_TEXT'].apply(len)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LABEL\n",
       "0    428.102857\n",
       "1    316.550000\n",
       "Name: TEXT_LENGTH, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnt_srs = data.groupby([\"LABEL\"]).TEXT_LENGTH.agg(lambda x: sum(x)/len(x))\n",
    "cnt_srs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AwKgJtgAAAIyaYAsAAMCoCbYAAACMmmALAADAqAm2AAAAjJpgCwAAwKgJtgAAAIyaYAsA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f673f070e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[0])\n",
    "plt.ylabel('Text Length', fontsize=16)\n",
    "plt.xlabel('Label', fontsize=16)\n",
    "plt.title('Text length Vs Label', fontsize=18)\n",
    "plt.xticks(rotation='horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data['num_sentences'] = data['REVIEW_TEXT'].apply(lambda x: len(str(x).split('.')))\n",
    "#data['num_syllable'] = data['REVIEW_TEXT'].apply(lambda x: len(str(x).split('')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DOC_ID</th>\n",
       "      <th>LABEL</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VERIFIED_PURCHASE</th>\n",
       "      <th>PRODUCT_CATEGORY</th>\n",
       "      <th>PRODUCT_ID</th>\n",
       "      <th>PRODUCT_TITLE</th>\n",
       "      <th>REVIEW_TITLE</th>\n",
       "      <th>REVIEW_TEXT</th>\n",
       "      <th>TEXT_LENGTH</th>\n",
       "      <th>num_sentences</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>PC</td>\n",
       "      <td>B00008NG7N</td>\n",
       "      <td>Targus PAUK10U Ultra Mini USB Keypad, Black</td>\n",
       "      <td>useful</td>\n",
       "      <td>When least you think so, this product will sav...</td>\n",
       "      <td>116</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Wireless</td>\n",
       "      <td>B00LH0Y3NM</td>\n",
       "      <td>Note 3 Battery : Stalion Strength Replacement ...</td>\n",
       "      <td>New era for batteries</td>\n",
       "      <td>Lithium batteries are something new introduced...</td>\n",
       "      <td>404</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>Baby</td>\n",
       "      <td>B000I5UZ1Q</td>\n",
       "      <td>Fisher-Price Papasan Cradle Swing, Starlight</td>\n",
       "      <td>doesn't swing very well.</td>\n",
       "      <td>I purchased this swing for my baby. She is 6 m...</td>\n",
       "      <td>248</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Office Products</td>\n",
       "      <td>B003822IRA</td>\n",
       "      <td>Casio MS-80B Standard Function Desktop Calculator</td>\n",
       "      <td>Great computing!</td>\n",
       "      <td>I was looking for an inexpensive desk calcolat...</td>\n",
       "      <td>212</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>B00PWSAXAM</td>\n",
       "      <td>Shine Whitening - Zero Peroxide Teeth Whitenin...</td>\n",
       "      <td>Only use twice a week</td>\n",
       "      <td>I only use it twice a week and the results are...</td>\n",
       "      <td>331</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>Health &amp; Personal Care</td>\n",
       "      <td>B00686HNUK</td>\n",
       "      <td>Tobacco Pipe Stand - Fold-away Portable - Ligh...</td>\n",
       "      <td>not sure</td>\n",
       "      <td>I'm not sure what this is supposed to be but I...</td>\n",
       "      <td>188</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Toys</td>\n",
       "      <td>B00NUG865W</td>\n",
       "      <td>ESPN 2-Piece Table Tennis</td>\n",
       "      <td>PING PONG TABLE GREAT FOR YOUTHS AND FAMILY</td>\n",
       "      <td>Pleased with ping pong table. 11 year old and ...</td>\n",
       "      <td>261</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>B00QUL8VX6</td>\n",
       "      <td>Abundant Health 25% Vitamin C Serum with Vitam...</td>\n",
       "      <td>Great vitamin C serum</td>\n",
       "      <td>Great vitamin C serum... I really like the oil...</td>\n",
       "      <td>169</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Health &amp; Personal Care</td>\n",
       "      <td>B004YHKVCM</td>\n",
       "      <td>PODS Spring Meadow HE Turbo Laundry Detergent ...</td>\n",
       "      <td>wonderful detergent.</td>\n",
       "      <td>I've used tide pods laundry detergent for many...</td>\n",
       "      <td>144</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Health &amp; Personal Care</td>\n",
       "      <td>B00H4IBD0M</td>\n",
       "      <td>Sheer TEST, Best Testosterone Booster Suppleme...</td>\n",
       "      <td>WARNING: do not waste your money on this</td>\n",
       "      <td>Everybody wants to fall for their promises. Bu...</td>\n",
       "      <td>279</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Health &amp; Personal Care</td>\n",
       "      <td>B00VQNLQL2</td>\n",
       "      <td>#1 Most Potent Male Performance Enhancement Su...</td>\n",
       "      <td>Unfortunately they didn't work for me.</td>\n",
       "      <td>Unfortunately they didn't work for me. They ma...</td>\n",
       "      <td>104</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Kitchen</td>\n",
       "      <td>B00IWOJS9A</td>\n",
       "      <td>Proctor Silex K2070YA Electric Kettle, 1-Liter</td>\n",
       "      <td>She said that it is easy to use</td>\n",
       "      <td>This kettle is a gift for my daughter. She sai...</td>\n",
       "      <td>117</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Kitchen</td>\n",
       "      <td>B00JEGSZCQ</td>\n",
       "      <td>Stainless Steel Tumbler with Straw- Hot and Co...</td>\n",
       "      <td>Works great</td>\n",
       "      <td>I love this tumbler! Keeps drinks warm or cold...</td>\n",
       "      <td>338</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Health &amp; Personal Care</td>\n",
       "      <td>B000TD0PXU</td>\n",
       "      <td>Now Foods Mood Support With St Johns Wort Veg-...</td>\n",
       "      <td>Just OK</td>\n",
       "      <td>Only giving this 3 stars because it is so chea...</td>\n",
       "      <td>457</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>B0019QITHK</td>\n",
       "      <td>Boss Caressoft Medical Stool, black</td>\n",
       "      <td>Color Is Accurate</td>\n",
       "      <td>I bought 2 of these in brown for my island. Th...</td>\n",
       "      <td>330</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>B004WODP20</td>\n",
       "      <td>Sony MDRZX100  ZX Series Stereo Headphones (Bl...</td>\n",
       "      <td>Price is right!</td>\n",
       "      <td>wonderful headphones had them now for 5 months...</td>\n",
       "      <td>191</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Camera</td>\n",
       "      <td>B00E56WY18</td>\n",
       "      <td>Falcon Zero F360 HD DVR Dual Dash Cam, Rear Vi...</td>\n",
       "      <td>Good design, but a recommendation</td>\n",
       "      <td>Video quality if superb, fits just fine, looks...</td>\n",
       "      <td>394</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Sports</td>\n",
       "      <td>B000HE8NK8</td>\n",
       "      <td>Barnett Diablo Slingshot</td>\n",
       "      <td>good enough</td>\n",
       "      <td>As sling shots go, this is good enough for my ...</td>\n",
       "      <td>132</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Kitchen</td>\n",
       "      <td>B00FJKEGRY</td>\n",
       "      <td>Cuisavour's Deluxe Spiral Slicer with Japanese...</td>\n",
       "      <td>I just wish that there were guides and manuals...</td>\n",
       "      <td>just to be fair, i really believe that this is...</td>\n",
       "      <td>549</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Health &amp; Personal Care</td>\n",
       "      <td>B00KNXIDH6</td>\n",
       "      <td>100 Tablet CleanGuard Nightguard Cleaner</td>\n",
       "      <td>and he was satisfied with this</td>\n",
       "      <td>These tablets are especially helpful if you us...</td>\n",
       "      <td>147</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Home</td>\n",
       "      <td>B00LWRZFAA</td>\n",
       "      <td>Birds Flying Black Tree Branches Wall Sticker ...</td>\n",
       "      <td>best of money value</td>\n",
       "      <td>Looking decent as same shown in photos Thank Y...</td>\n",
       "      <td>153</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Health &amp; Personal Care</td>\n",
       "      <td>B00B2YGB9M</td>\n",
       "      <td>Garcinia Cambogia Pure Extract Supplement, 80%...</td>\n",
       "      <td>It's harder to lose weight the older you get</td>\n",
       "      <td>I find that the older I get, the harder it is ...</td>\n",
       "      <td>376</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>Camera</td>\n",
       "      <td>B004TJ6JH6</td>\n",
       "      <td>NEEWER® 160 LED CN-160 Dimmable Ultra High Pow...</td>\n",
       "      <td>So easy to use!!</td>\n",
       "      <td>I have had my camera for about 2 weeks now. Th...</td>\n",
       "      <td>101</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Y</td>\n",
       "      <td>Health &amp; Personal Care</td>\n",
       "      <td>B00OBDRLVS</td>\n",
       "      <td>NatureWise Garcinia Cambogia Extract (Not Synt...</td>\n",
       "      <td>Stay Away And Don't Buy It</td>\n",
       "      <td>It is highly recommended not to buy this produ...</td>\n",
       "      <td>161</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>PC</td>\n",
       "      <td>B002RWJGHM</td>\n",
       "      <td>Thermaltake Power Supply 240-Pin 600 Power Sup...</td>\n",
       "      <td>good supply</td>\n",
       "      <td>The actual power supply is good, but the cable...</td>\n",
       "      <td>207</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Health &amp; Personal Care</td>\n",
       "      <td>B0018KL0YG</td>\n",
       "      <td>Oregano Oil CERTIFIED ORGANIC- Joy of the Moun...</td>\n",
       "      <td>Did you know? Oregano delivers more antioxidan...</td>\n",
       "      <td>My personal physician recommended it and I bou...</td>\n",
       "      <td>1414</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Kitchen</td>\n",
       "      <td>B00004OCO6</td>\n",
       "      <td>OXO Good Grips 6-Piece Measuring Cup Set</td>\n",
       "      <td>Products are great</td>\n",
       "      <td>I love the fact that you can easily read the m...</td>\n",
       "      <td>230</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Health &amp; Personal Care</td>\n",
       "      <td>B009LO31HK</td>\n",
       "      <td>SVETOL® Green Coffee Bean Extract 50%  Acid - ...</td>\n",
       "      <td>One of the better ones</td>\n",
       "      <td>I have bought several products from this selle...</td>\n",
       "      <td>223</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>Home</td>\n",
       "      <td>B001L1R3SO</td>\n",
       "      <td>Soft Heat Luxury Micro-Fleece Low-Voltage Elec...</td>\n",
       "      <td>Better than expected</td>\n",
       "      <td>This is an extremely well made electric blanke...</td>\n",
       "      <td>303</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Kitchen</td>\n",
       "      <td>B00PYF1J24</td>\n",
       "      <td>Cafe Deluxe French Press Coffee Maker &amp; Coffee...</td>\n",
       "      <td>great product for coffee lover that want littl...</td>\n",
       "      <td>great product for coffee lover that want littl...</td>\n",
       "      <td>109</td>\n",
       "      <td>3</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20970</th>\n",
       "      <td>20971</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00AW7N4PY</td>\n",
       "      <td>Timberland Women's Savin Hill Mid Lace Boot,Da...</td>\n",
       "      <td>I get so many compliments</td>\n",
       "      <td>This was a christmas gift i bought myself from...</td>\n",
       "      <td>467</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20971</th>\n",
       "      <td>20972</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B0099PG3VM</td>\n",
       "      <td>Eyekepper Small Size Stainless Steel Frame Spr...</td>\n",
       "      <td>Love these clip-ons</td>\n",
       "      <td>Love these clip-ons.  They look better than th...</td>\n",
       "      <td>140</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20972</th>\n",
       "      <td>20973</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B0025KW3OY</td>\n",
       "      <td>ACORN Women's Oh Ewe II Slipper,Walnut,8 M US</td>\n",
       "      <td>Mostly satisfied</td>\n",
       "      <td>These are great slippers, very soft.  The tag ...</td>\n",
       "      <td>403</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20973</th>\n",
       "      <td>20974</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B0069087NW</td>\n",
       "      <td>Columbia Men's Newton Ridge Plus Hiking Boot,C...</td>\n",
       "      <td>Not waterproof</td>\n",
       "      <td>It is a light, very comfortable boot, very che...</td>\n",
       "      <td>198</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20974</th>\n",
       "      <td>20975</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B003FQAV00</td>\n",
       "      <td>Salt Water Sandals by Hoy Shoe Original Sandal...</td>\n",
       "      <td>Love these sandals for mama and baby, but pay ...</td>\n",
       "      <td>This is the second pair of these for my daught...</td>\n",
       "      <td>796</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20975</th>\n",
       "      <td>20976</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B005HO2E2G</td>\n",
       "      <td>Northside Men's Riverside II Open-Toe Sandal,B...</td>\n",
       "      <td>Looks better in pics than real</td>\n",
       "      <td>Cheaply made ofmilght weight plastics. but for...</td>\n",
       "      <td>186</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20976</th>\n",
       "      <td>20977</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00IY7OSOU</td>\n",
       "      <td>New Balance Women's WX813GR3 Training Shoe,Pin...</td>\n",
       "      <td>She says they are the most comfortable shoes s...</td>\n",
       "      <td>I bought these for my daughter for gym class, ...</td>\n",
       "      <td>139</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20977</th>\n",
       "      <td>20978</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00HHDCE02</td>\n",
       "      <td>Gentle Souls Women's Bay Unique Rubber Flat,Mu...</td>\n",
       "      <td>Kinda Cute, Kinda Ugly!</td>\n",
       "      <td>Love them, although they are 'ugly, cute' shoe...</td>\n",
       "      <td>248</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20978</th>\n",
       "      <td>20979</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00N7CSCPI</td>\n",
       "      <td>Sayoyo Baby Pink Tassels Soft Sole Leather Inf...</td>\n",
       "      <td>Good price, guess this is the reason for the ...</td>\n",
       "      <td>Good price, guess this is the reason for the s...</td>\n",
       "      <td>138</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20979</th>\n",
       "      <td>20980</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B004JHQ0UE</td>\n",
       "      <td>Vera Bradley Small Cosmetic (Folkloric)</td>\n",
       "      <td>Adorable......</td>\n",
       "      <td>I have been looking for a Cosmetic bag, and I'...</td>\n",
       "      <td>105</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20980</th>\n",
       "      <td>20981</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00IYAWBEQ</td>\n",
       "      <td>Dr. Scholl's Women's Bellamy Western Boot,Blac...</td>\n",
       "      <td>These are literally my second favorite shoes. ...</td>\n",
       "      <td>These are literally my second favorite shoes. ...</td>\n",
       "      <td>421</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20981</th>\n",
       "      <td>20982</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00APWMC90</td>\n",
       "      <td>Vasque Women's Skadia Ultradry Snow Boot,Jet B...</td>\n",
       "      <td>Great boot</td>\n",
       "      <td>Got these just in time to hike on snow-covered...</td>\n",
       "      <td>346</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20982</th>\n",
       "      <td>20983</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00IA6US7G</td>\n",
       "      <td>West Blvd Womens LIMA MOCCASIN Boots 3-Layer F...</td>\n",
       "      <td>Good thing they are only for one outfit to hav...</td>\n",
       "      <td>These run I would say two sizes smaller than w...</td>\n",
       "      <td>487</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20983</th>\n",
       "      <td>20984</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00MI6FOFU</td>\n",
       "      <td>Journee Collection Womens Regular Sized and Wi...</td>\n",
       "      <td>I absolutely love these boots</td>\n",
       "      <td>I absolutely love these boots. I have large ca...</td>\n",
       "      <td>332</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20984</th>\n",
       "      <td>20985</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B0027EB42A</td>\n",
       "      <td>The Professor Vintage Style Reading Glasses, 2...</td>\n",
       "      <td>Love the red glassees</td>\n",
       "      <td>This is my second pair, great price, adorable ...</td>\n",
       "      <td>134</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20985</th>\n",
       "      <td>20986</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B006YUPGUO</td>\n",
       "      <td>Funtasma Women's Saddle-48/B-W Platform Pump,B...</td>\n",
       "      <td>Oh my aching feet!</td>\n",
       "      <td>These shoes are absolutely adorable! But I hav...</td>\n",
       "      <td>242</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20986</th>\n",
       "      <td>20987</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00H7ZL71C</td>\n",
       "      <td>Saucony Originals Women's Jazz Low Pro Sneaker...</td>\n",
       "      <td>Great for walking long distances or at work du...</td>\n",
       "      <td>Great for walking long distances or at work du...</td>\n",
       "      <td>135</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20987</th>\n",
       "      <td>20988</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B000GLP63O</td>\n",
       "      <td>Ray-Ban 4075P Rectangular Wrap Sunglasses,Blac...</td>\n",
       "      <td>Fantastic and well worth the price!</td>\n",
       "      <td>It's tough to find a good pair of sunglasses. ...</td>\n",
       "      <td>1092</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20988</th>\n",
       "      <td>20989</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B006NNZM92</td>\n",
       "      <td>TRG the One Shoe Cream 50ml #114 Light Gray</td>\n",
       "      <td>Good stuff</td>\n",
       "      <td>Revived a pair of Birkenstock Londons that I'd...</td>\n",
       "      <td>154</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20989</th>\n",
       "      <td>20990</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00DJ87ZQ2</td>\n",
       "      <td>New Balance Men's ML574 Core Plus Fashion Snea...</td>\n",
       "      <td>Its the most comfortable shoe I never had before!</td>\n",
       "      <td>Its the most comfortable shoe I never had befo...</td>\n",
       "      <td>140</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20990</th>\n",
       "      <td>20991</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00IAELO9O</td>\n",
       "      <td>Skechers Womens Career-9 To 5 Flats Shoes,Blac...</td>\n",
       "      <td>Amazing</td>\n",
       "      <td>These shoes are absolutely amazing. They are t...</td>\n",
       "      <td>109</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20991</th>\n",
       "      <td>20992</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00CY8PQUU</td>\n",
       "      <td>Luichiny Women's Trend Lee Boot,Black,7 M US</td>\n",
       "      <td>AMAZING BOOTS / GREAT PRICE</td>\n",
       "      <td>These boots are an AMAZING alternative to the ...</td>\n",
       "      <td>744</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20992</th>\n",
       "      <td>20993</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00AO3EELY</td>\n",
       "      <td>Saucony Men's Hurricane 15 Running Shoe,White/...</td>\n",
       "      <td>It is too white!</td>\n",
       "      <td>My son had ordered it but when it arrived, he ...</td>\n",
       "      <td>135</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20993</th>\n",
       "      <td>20994</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B004J2JPDI</td>\n",
       "      <td>crocs Women's Neria Work Clog,Black,8 M US</td>\n",
       "      <td>Nice Shoe</td>\n",
       "      <td>These shoes fit well.  I purchased to wear to ...</td>\n",
       "      <td>171</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20994</th>\n",
       "      <td>20995</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B006OYJW8W</td>\n",
       "      <td>Isotoner Women's Microterry PillowStep Satin C...</td>\n",
       "      <td>These slippers are soft, warm, and very cozy ...</td>\n",
       "      <td>These slippers are soft, warm, and very cozy. ...</td>\n",
       "      <td>101</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20995</th>\n",
       "      <td>20996</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00BXYM8T8</td>\n",
       "      <td>Madden Girl Women's Gettaw Pump,Red Patent,7.5...</td>\n",
       "      <td>wide width is great!</td>\n",
       "      <td>I bought these for work.  I have high arches, ...</td>\n",
       "      <td>100</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20996</th>\n",
       "      <td>20997</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B0014C2ORK</td>\n",
       "      <td>crocs Unisex Classic Clog,Khaki,6 US Men's / 8...</td>\n",
       "      <td>Love crocs!</td>\n",
       "      <td>Crocs are one of only two brands of shoes that...</td>\n",
       "      <td>115</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20997</th>\n",
       "      <td>20998</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B000EX8CCQ</td>\n",
       "      <td>Minnetonka Men's 703 Leather Laced Softsole Mo...</td>\n",
       "      <td>I love moccasins This fit like it was custom m...</td>\n",
       "      <td>I love moccasins  This fit like it was custom ...</td>\n",
       "      <td>297</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20998</th>\n",
       "      <td>20999</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00748YHVE</td>\n",
       "      <td>Ariat Womens Unbridled Fatbaby 9 B Powder Brown</td>\n",
       "      <td>This fit well, comfortable, best investment</td>\n",
       "      <td>I wish these were a little more durable. I got...</td>\n",
       "      <td>287</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20999</th>\n",
       "      <td>21000</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00A46KTLU</td>\n",
       "      <td>VIBRAM FIVEFINGERS SPEED XC MENS HIKING SHOES,...</td>\n",
       "      <td>Love these shoes, except for the laces</td>\n",
       "      <td>I've been looking for a replacement for my bel...</td>\n",
       "      <td>742</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21000 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       DOC_ID LABEL  RATING VERIFIED_PURCHASE        PRODUCT_CATEGORY  \\\n",
       "0           1     1       4                 N                      PC   \n",
       "1           2     1       4                 Y                Wireless   \n",
       "2           3     1       3                 N                    Baby   \n",
       "3           4     1       4                 N         Office Products   \n",
       "4           5     1       4                 N                  Beauty   \n",
       "5           6     1       3                 N  Health & Personal Care   \n",
       "6           7     1       4                 N                    Toys   \n",
       "7           8     1       4                 Y                  Beauty   \n",
       "8           9     1       4                 N  Health & Personal Care   \n",
       "9          10     1       1                 N  Health & Personal Care   \n",
       "10         11     1       1                 N  Health & Personal Care   \n",
       "11         12     1       4                 N                 Kitchen   \n",
       "12         13     1       4                 N                 Kitchen   \n",
       "13         14     1       4                 N  Health & Personal Care   \n",
       "14         15     1       4                 N               Furniture   \n",
       "15         16     1       4                 N             Electronics   \n",
       "16         17     1       4                 Y                  Camera   \n",
       "17         18     1       4                 N                  Sports   \n",
       "18         19     1       4                 Y                 Kitchen   \n",
       "19         20     1       4                 Y  Health & Personal Care   \n",
       "20         21     1       4                 N                    Home   \n",
       "21         22     1       4                 Y  Health & Personal Care   \n",
       "22         23     1       3                 N                  Camera   \n",
       "23         24     1       2                 Y  Health & Personal Care   \n",
       "24         25     1       3                 N                      PC   \n",
       "25         26     1       4                 N  Health & Personal Care   \n",
       "26         27     1       4                 N                 Kitchen   \n",
       "27         28     1       4                 Y  Health & Personal Care   \n",
       "28         29     1       4                 N                    Home   \n",
       "29         30     1       4                 Y                 Kitchen   \n",
       "...       ...   ...     ...               ...                     ...   \n",
       "20970   20971     0       5                 Y                   Shoes   \n",
       "20971   20972     0       5                 Y                   Shoes   \n",
       "20972   20973     0       4                 Y                   Shoes   \n",
       "20973   20974     0       3                 Y                   Shoes   \n",
       "20974   20975     0       5                 Y                   Shoes   \n",
       "20975   20976     0       3                 N                   Shoes   \n",
       "20976   20977     0       5                 Y                   Shoes   \n",
       "20977   20978     0       4                 Y                   Shoes   \n",
       "20978   20979     0       3                 Y                   Shoes   \n",
       "20979   20980     0       5                 Y                   Shoes   \n",
       "20980   20981     0       5                 Y                   Shoes   \n",
       "20981   20982     0       5                 Y                   Shoes   \n",
       "20982   20983     0       2                 Y                   Shoes   \n",
       "20983   20984     0       5                 Y                   Shoes   \n",
       "20984   20985     0       5                 Y                   Shoes   \n",
       "20985   20986     0       3                 Y                   Shoes   \n",
       "20986   20987     0       5                 Y                   Shoes   \n",
       "20987   20988     0       5                 Y                   Shoes   \n",
       "20988   20989     0       5                 Y                   Shoes   \n",
       "20989   20990     0       5                 Y                   Shoes   \n",
       "20990   20991     0       5                 Y                   Shoes   \n",
       "20991   20992     0       4                 Y                   Shoes   \n",
       "20992   20993     0       1                 Y                   Shoes   \n",
       "20993   20994     0       4                 Y                   Shoes   \n",
       "20994   20995     0       5                 Y                   Shoes   \n",
       "20995   20996     0       4                 Y                   Shoes   \n",
       "20996   20997     0       4                 Y                   Shoes   \n",
       "20997   20998     0       5                 Y                   Shoes   \n",
       "20998   20999     0       5                 Y                   Shoes   \n",
       "20999   21000     0       4                 Y                   Shoes   \n",
       "\n",
       "       PRODUCT_ID                                      PRODUCT_TITLE  \\\n",
       "0      B00008NG7N        Targus PAUK10U Ultra Mini USB Keypad, Black   \n",
       "1      B00LH0Y3NM  Note 3 Battery : Stalion Strength Replacement ...   \n",
       "2      B000I5UZ1Q       Fisher-Price Papasan Cradle Swing, Starlight   \n",
       "3      B003822IRA  Casio MS-80B Standard Function Desktop Calculator   \n",
       "4      B00PWSAXAM  Shine Whitening - Zero Peroxide Teeth Whitenin...   \n",
       "5      B00686HNUK  Tobacco Pipe Stand - Fold-away Portable - Ligh...   \n",
       "6      B00NUG865W                          ESPN 2-Piece Table Tennis   \n",
       "7      B00QUL8VX6  Abundant Health 25% Vitamin C Serum with Vitam...   \n",
       "8      B004YHKVCM  PODS Spring Meadow HE Turbo Laundry Detergent ...   \n",
       "9      B00H4IBD0M  Sheer TEST, Best Testosterone Booster Suppleme...   \n",
       "10     B00VQNLQL2  #1 Most Potent Male Performance Enhancement Su...   \n",
       "11     B00IWOJS9A     Proctor Silex K2070YA Electric Kettle, 1-Liter   \n",
       "12     B00JEGSZCQ  Stainless Steel Tumbler with Straw- Hot and Co...   \n",
       "13     B000TD0PXU  Now Foods Mood Support With St Johns Wort Veg-...   \n",
       "14     B0019QITHK                Boss Caressoft Medical Stool, black   \n",
       "15     B004WODP20  Sony MDRZX100  ZX Series Stereo Headphones (Bl...   \n",
       "16     B00E56WY18  Falcon Zero F360 HD DVR Dual Dash Cam, Rear Vi...   \n",
       "17     B000HE8NK8                           Barnett Diablo Slingshot   \n",
       "18     B00FJKEGRY  Cuisavour's Deluxe Spiral Slicer with Japanese...   \n",
       "19     B00KNXIDH6           100 Tablet CleanGuard Nightguard Cleaner   \n",
       "20     B00LWRZFAA  Birds Flying Black Tree Branches Wall Sticker ...   \n",
       "21     B00B2YGB9M  Garcinia Cambogia Pure Extract Supplement, 80%...   \n",
       "22     B004TJ6JH6  NEEWER® 160 LED CN-160 Dimmable Ultra High Pow...   \n",
       "23     B00OBDRLVS  NatureWise Garcinia Cambogia Extract (Not Synt...   \n",
       "24     B002RWJGHM  Thermaltake Power Supply 240-Pin 600 Power Sup...   \n",
       "25     B0018KL0YG  Oregano Oil CERTIFIED ORGANIC- Joy of the Moun...   \n",
       "26     B00004OCO6           OXO Good Grips 6-Piece Measuring Cup Set   \n",
       "27     B009LO31HK  SVETOL® Green Coffee Bean Extract 50%  Acid - ...   \n",
       "28     B001L1R3SO  Soft Heat Luxury Micro-Fleece Low-Voltage Elec...   \n",
       "29     B00PYF1J24  Cafe Deluxe French Press Coffee Maker & Coffee...   \n",
       "...           ...                                                ...   \n",
       "20970  B00AW7N4PY  Timberland Women's Savin Hill Mid Lace Boot,Da...   \n",
       "20971  B0099PG3VM  Eyekepper Small Size Stainless Steel Frame Spr...   \n",
       "20972  B0025KW3OY      ACORN Women's Oh Ewe II Slipper,Walnut,8 M US   \n",
       "20973  B0069087NW  Columbia Men's Newton Ridge Plus Hiking Boot,C...   \n",
       "20974  B003FQAV00  Salt Water Sandals by Hoy Shoe Original Sandal...   \n",
       "20975  B005HO2E2G  Northside Men's Riverside II Open-Toe Sandal,B...   \n",
       "20976  B00IY7OSOU  New Balance Women's WX813GR3 Training Shoe,Pin...   \n",
       "20977  B00HHDCE02  Gentle Souls Women's Bay Unique Rubber Flat,Mu...   \n",
       "20978  B00N7CSCPI  Sayoyo Baby Pink Tassels Soft Sole Leather Inf...   \n",
       "20979  B004JHQ0UE            Vera Bradley Small Cosmetic (Folkloric)   \n",
       "20980  B00IYAWBEQ  Dr. Scholl's Women's Bellamy Western Boot,Blac...   \n",
       "20981  B00APWMC90  Vasque Women's Skadia Ultradry Snow Boot,Jet B...   \n",
       "20982  B00IA6US7G  West Blvd Womens LIMA MOCCASIN Boots 3-Layer F...   \n",
       "20983  B00MI6FOFU  Journee Collection Womens Regular Sized and Wi...   \n",
       "20984  B0027EB42A  The Professor Vintage Style Reading Glasses, 2...   \n",
       "20985  B006YUPGUO  Funtasma Women's Saddle-48/B-W Platform Pump,B...   \n",
       "20986  B00H7ZL71C  Saucony Originals Women's Jazz Low Pro Sneaker...   \n",
       "20987  B000GLP63O  Ray-Ban 4075P Rectangular Wrap Sunglasses,Blac...   \n",
       "20988  B006NNZM92        TRG the One Shoe Cream 50ml #114 Light Gray   \n",
       "20989  B00DJ87ZQ2  New Balance Men's ML574 Core Plus Fashion Snea...   \n",
       "20990  B00IAELO9O  Skechers Womens Career-9 To 5 Flats Shoes,Blac...   \n",
       "20991  B00CY8PQUU       Luichiny Women's Trend Lee Boot,Black,7 M US   \n",
       "20992  B00AO3EELY  Saucony Men's Hurricane 15 Running Shoe,White/...   \n",
       "20993  B004J2JPDI         crocs Women's Neria Work Clog,Black,8 M US   \n",
       "20994  B006OYJW8W  Isotoner Women's Microterry PillowStep Satin C...   \n",
       "20995  B00BXYM8T8  Madden Girl Women's Gettaw Pump,Red Patent,7.5...   \n",
       "20996  B0014C2ORK  crocs Unisex Classic Clog,Khaki,6 US Men's / 8...   \n",
       "20997  B000EX8CCQ  Minnetonka Men's 703 Leather Laced Softsole Mo...   \n",
       "20998  B00748YHVE    Ariat Womens Unbridled Fatbaby 9 B Powder Brown   \n",
       "20999  B00A46KTLU  VIBRAM FIVEFINGERS SPEED XC MENS HIKING SHOES,...   \n",
       "\n",
       "                                            REVIEW_TITLE  \\\n",
       "0                                                 useful   \n",
       "1                                  New era for batteries   \n",
       "2                               doesn't swing very well.   \n",
       "3                                       Great computing!   \n",
       "4                                  Only use twice a week   \n",
       "5                                               not sure   \n",
       "6            PING PONG TABLE GREAT FOR YOUTHS AND FAMILY   \n",
       "7                                  Great vitamin C serum   \n",
       "8                                   wonderful detergent.   \n",
       "9               WARNING: do not waste your money on this   \n",
       "10                Unfortunately they didn't work for me.   \n",
       "11                       She said that it is easy to use   \n",
       "12                                           Works great   \n",
       "13                                               Just OK   \n",
       "14                                     Color Is Accurate   \n",
       "15                                       Price is right!   \n",
       "16                     Good design, but a recommendation   \n",
       "17                                           good enough   \n",
       "18     I just wish that there were guides and manuals...   \n",
       "19                        and he was satisfied with this   \n",
       "20                                   best of money value   \n",
       "21          It's harder to lose weight the older you get   \n",
       "22                                      So easy to use!!   \n",
       "23                            Stay Away And Don't Buy It   \n",
       "24                                           good supply   \n",
       "25     Did you know? Oregano delivers more antioxidan...   \n",
       "26                                    Products are great   \n",
       "27                                One of the better ones   \n",
       "28                                  Better than expected   \n",
       "29     great product for coffee lover that want littl...   \n",
       "...                                                  ...   \n",
       "20970                          I get so many compliments   \n",
       "20971                                Love these clip-ons   \n",
       "20972                                   Mostly satisfied   \n",
       "20973                                     Not waterproof   \n",
       "20974  Love these sandals for mama and baby, but pay ...   \n",
       "20975                     Looks better in pics than real   \n",
       "20976  She says they are the most comfortable shoes s...   \n",
       "20977                            Kinda Cute, Kinda Ugly!   \n",
       "20978   Good price, guess this is the reason for the ...   \n",
       "20979                                     Adorable......   \n",
       "20980  These are literally my second favorite shoes. ...   \n",
       "20981                                         Great boot   \n",
       "20982  Good thing they are only for one outfit to hav...   \n",
       "20983                      I absolutely love these boots   \n",
       "20984                              Love the red glassees   \n",
       "20985                                 Oh my aching feet!   \n",
       "20986  Great for walking long distances or at work du...   \n",
       "20987                Fantastic and well worth the price!   \n",
       "20988                                         Good stuff   \n",
       "20989  Its the most comfortable shoe I never had before!   \n",
       "20990                                            Amazing   \n",
       "20991                        AMAZING BOOTS / GREAT PRICE   \n",
       "20992                                   It is too white!   \n",
       "20993                                          Nice Shoe   \n",
       "20994   These slippers are soft, warm, and very cozy ...   \n",
       "20995                               wide width is great!   \n",
       "20996                                        Love crocs!   \n",
       "20997  I love moccasins This fit like it was custom m...   \n",
       "20998        This fit well, comfortable, best investment   \n",
       "20999             Love these shoes, except for the laces   \n",
       "\n",
       "                                             REVIEW_TEXT  TEXT_LENGTH  \\\n",
       "0      When least you think so, this product will sav...          116   \n",
       "1      Lithium batteries are something new introduced...          404   \n",
       "2      I purchased this swing for my baby. She is 6 m...          248   \n",
       "3      I was looking for an inexpensive desk calcolat...          212   \n",
       "4      I only use it twice a week and the results are...          331   \n",
       "5      I'm not sure what this is supposed to be but I...          188   \n",
       "6      Pleased with ping pong table. 11 year old and ...          261   \n",
       "7      Great vitamin C serum... I really like the oil...          169   \n",
       "8      I've used tide pods laundry detergent for many...          144   \n",
       "9      Everybody wants to fall for their promises. Bu...          279   \n",
       "10     Unfortunately they didn't work for me. They ma...          104   \n",
       "11     This kettle is a gift for my daughter. She sai...          117   \n",
       "12     I love this tumbler! Keeps drinks warm or cold...          338   \n",
       "13     Only giving this 3 stars because it is so chea...          457   \n",
       "14     I bought 2 of these in brown for my island. Th...          330   \n",
       "15     wonderful headphones had them now for 5 months...          191   \n",
       "16     Video quality if superb, fits just fine, looks...          394   \n",
       "17     As sling shots go, this is good enough for my ...          132   \n",
       "18     just to be fair, i really believe that this is...          549   \n",
       "19     These tablets are especially helpful if you us...          147   \n",
       "20     Looking decent as same shown in photos Thank Y...          153   \n",
       "21     I find that the older I get, the harder it is ...          376   \n",
       "22     I have had my camera for about 2 weeks now. Th...          101   \n",
       "23     It is highly recommended not to buy this produ...          161   \n",
       "24     The actual power supply is good, but the cable...          207   \n",
       "25     My personal physician recommended it and I bou...         1414   \n",
       "26     I love the fact that you can easily read the m...          230   \n",
       "27     I have bought several products from this selle...          223   \n",
       "28     This is an extremely well made electric blanke...          303   \n",
       "29     great product for coffee lover that want littl...          109   \n",
       "...                                                  ...          ...   \n",
       "20970  This was a christmas gift i bought myself from...          467   \n",
       "20971  Love these clip-ons.  They look better than th...          140   \n",
       "20972  These are great slippers, very soft.  The tag ...          403   \n",
       "20973  It is a light, very comfortable boot, very che...          198   \n",
       "20974  This is the second pair of these for my daught...          796   \n",
       "20975  Cheaply made ofmilght weight plastics. but for...          186   \n",
       "20976  I bought these for my daughter for gym class, ...          139   \n",
       "20977  Love them, although they are 'ugly, cute' shoe...          248   \n",
       "20978  Good price, guess this is the reason for the s...          138   \n",
       "20979  I have been looking for a Cosmetic bag, and I'...          105   \n",
       "20980  These are literally my second favorite shoes. ...          421   \n",
       "20981  Got these just in time to hike on snow-covered...          346   \n",
       "20982  These run I would say two sizes smaller than w...          487   \n",
       "20983  I absolutely love these boots. I have large ca...          332   \n",
       "20984  This is my second pair, great price, adorable ...          134   \n",
       "20985  These shoes are absolutely adorable! But I hav...          242   \n",
       "20986  Great for walking long distances or at work du...          135   \n",
       "20987  It's tough to find a good pair of sunglasses. ...         1092   \n",
       "20988  Revived a pair of Birkenstock Londons that I'd...          154   \n",
       "20989  Its the most comfortable shoe I never had befo...          140   \n",
       "20990  These shoes are absolutely amazing. They are t...          109   \n",
       "20991  These boots are an AMAZING alternative to the ...          744   \n",
       "20992  My son had ordered it but when it arrived, he ...          135   \n",
       "20993  These shoes fit well.  I purchased to wear to ...          171   \n",
       "20994  These slippers are soft, warm, and very cozy. ...          101   \n",
       "20995  I bought these for work.  I have high arches, ...          100   \n",
       "20996  Crocs are one of only two brands of shoes that...          115   \n",
       "20997  I love moccasins  This fit like it was custom ...          297   \n",
       "20998  I wish these were a little more durable. I got...          287   \n",
       "20999  I've been looking for a replacement for my bel...          742   \n",
       "\n",
       "       num_sentences  \n",
       "0                  3  \n",
       "1                  4  \n",
       "2                  6  \n",
       "3                  5  \n",
       "4                  4  \n",
       "5                  2  \n",
       "6                  5  \n",
       "7                  6  \n",
       "8                  2  \n",
       "9                  5  \n",
       "10                 2  \n",
       "11                 4  \n",
       "12                 5  \n",
       "13                 7  \n",
       "14                 6  \n",
       "15                 1  \n",
       "16                 4  \n",
       "17                 3  \n",
       "18                 4  \n",
       "19                 4  \n",
       "20                 3  \n",
       "21                10  \n",
       "22                 3  \n",
       "23                 3  \n",
       "24                 3  \n",
       "25                17  \n",
       "26                 6  \n",
       "27                 3  \n",
       "28                 9  \n",
       "29                 3  \n",
       "...              ...  \n",
       "20970              8  \n",
       "20971              4  \n",
       "20972              7  \n",
       "20973              4  \n",
       "20974             11  \n",
       "20975              5  \n",
       "20976              3  \n",
       "20977              4  \n",
       "20978              5  \n",
       "20979              1  \n",
       "20980              9  \n",
       "20981              7  \n",
       "20982              8  \n",
       "20983              7  \n",
       "20984              4  \n",
       "20985              3  \n",
       "20986              4  \n",
       "20987             14  \n",
       "20988              4  \n",
       "20989              2  \n",
       "20990              3  \n",
       "20991              9  \n",
       "20992              3  \n",
       "20993              5  \n",
       "20994              4  \n",
       "20995              4  \n",
       "20996              1  \n",
       "20997              4  \n",
       "20998              6  \n",
       "20999              5  \n",
       "\n",
       "[21000 rows x 11 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: textstat in /home/aayush/Programs/anaconda3/lib/python3.6/site-packages\r\n",
      "Requirement already satisfied: pyphen in /home/aayush/Programs/anaconda3/lib/python3.6/site-packages (from textstat)\r\n",
      "Requirement already satisfied: repoze.lru in /home/aayush/Programs/anaconda3/lib/python3.6/site-packages (from textstat)\r\n"
     ]
    }
   ],
   "source": [
    "!pip install textstat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import textstat\n",
    "#from textstat import flesch_kincaid_grade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from textstat.textstat import textstat\n",
    "data[\"FK_Score\"] = data[\"REVIEW_TEXT\"].apply(textstat.flesch_kincaid_grade)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LABEL\n",
       "0    5.848686\n",
       "1    5.795600\n",
       "Name: FK_Score, dtype: float64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnt_srs = data.groupby([\"LABEL\"]).FK_Score.agg(lambda x: sum(x)/len(x))\n",
    "cnt_srs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VXT/JDZO8dZ77BQAAYOOY94rq85L8xpz3CQAAwAayfV47qqpfTvKB7v5sVR3QY3bsOCLb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\nBQAAYChCFQAAgKH8P2t6QRvYNV5IAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6715fc6a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[0])\n",
    "plt.ylabel('FKscore', fontsize=16)\n",
    "plt.xlabel('Label', fontsize=16)\n",
    "plt.title('FKscore Vs Label', fontsize=18)\n",
    "plt.xticks(rotation='horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import nltk\n",
    "wpt = nltk.WordPunctTokenizer()\n",
    "stop_words = nltk.corpus.stopwords.words('english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def stopCount(x):\n",
    "    sum =0\n",
    "    for char in x.split():\n",
    "        sum+= char in stop_words\n",
    "    return sum\n",
    "data['stop_count'] = data['REVIEW_TEXT'].apply(stopCount)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LABEL\n",
       "0    32.519048\n",
       "1    24.696190\n",
       "Name: stop_count, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnt_srs = data.groupby([\"LABEL\"]).stop_count.agg(lambda x: sum(x)/len(x))\n",
    "cnt_srs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5ubsPS3KvJH+T5M+SvLi7D03y5SQPXuOaAAAAGIE1HYHt7mOnnl4tyTeTHJ7k4ZO2dyV5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\nFgAAgFEQYAEAABgFARYAAIBR+P+2ystuYGk8EQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f671e478978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[0])\n",
    "plt.ylabel('Stopword counts', fontsize=16)\n",
    "plt.xlabel('Label', fontsize=16)\n",
    "plt.title('Stopwords Counts Vs Label', fontsize=18)\n",
    "plt.xticks(rotation='horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def capsCount(x):\n",
    "    sum =0\n",
    "    for char in x:\n",
    "        sum+= char in \"QWERTYUIOPASDFGHJKLZXCVBNM\"\n",
    "    return sum\n",
    "data['caps_count'] = data['REVIEW_TEXT'].apply(capsCount)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LABEL\n",
       "0    12.099810\n",
       "1     8.712667\n",
       "Name: caps_count, dtype: float64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnt_srs = data.groupby([\"LABEL\"]).caps_count.agg(lambda x: sum(x)/len(x))\n",
    "cnt_srs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAGAIAiwAAABDEGABAAAYwuaNfsGqOi7Ja5Kc2d3PraobJ3lZksOSfDrJL3X35RtdFwAA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\nAAsAAMAQBFgAAACG8P8DTr1IR3E2NUYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f671e4479b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[0])\n",
    "plt.ylabel('Caps_count', fontsize=16)\n",
    "plt.xlabel('Label', fontsize=16)\n",
    "plt.title('Caps_count Vs Label', fontsize=18)\n",
    "plt.xticks(rotation='horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import string\n",
    "count = lambda l1,l2: sum([1 for x in l1 if x in l2])\n",
    "def punctCount(x):\n",
    "    return count(x, set(string.punctuation))\n",
    "data['punct_count'] = data['REVIEW_TEXT'].apply(punctCount)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LABEL\n",
       "0    15.571524\n",
       "1    10.182571\n",
       "Name: punct_count, dtype: float64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnt_srs = data.groupby([\"LABEL\"]).punct_count.agg(lambda x: sum(x)/len(x))\n",
    "cnt_srs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EWAAAAEZBgAUAAGAUBFgAAABGQYAFAABgFARYAAAARkGABQAAYBQEWAAAAEZBgAUAAGAU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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f673ed4c2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[0])\n",
    "plt.ylabel('Punctuation_count', fontsize=16)\n",
    "plt.xlabel('Label', fontsize=16)\n",
    "plt.title('Punctuation_count Vs Label', fontsize=18)\n",
    "plt.xticks(rotation='horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import re\n",
    "import string\n",
    "match_list = []\n",
    "\n",
    "def checkName(title,text):\n",
    "    matches = []\n",
    "    for word in title.split():\n",
    "        #removing punctuation\n",
    "        word = \"\".join((char for char in word if char not in string.punctuation))\n",
    "        #print(word)\n",
    "        myreg = r'\\b'+word+r'\\b'\n",
    "        r = re.compile(myreg, flags=re.I | re.X)\n",
    "        matches.append(r.findall(text))\n",
    "    return len(matches)\n",
    "        \n",
    "\n",
    "for a,b in zip(data.PRODUCT_TITLE, data.REVIEW_TEXT):\n",
    "    number_of_matches = checkName(a,b)\n",
    "    match_list.append(number_of_matches)\n",
    "    \n",
    "data[\"matchesDf\"] = match_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LABEL\n",
       "0    10.570667\n",
       "1    13.823143\n",
       "Name: matchesDf, dtype: float64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnt_srs = data.groupby([\"LABEL\"]).matchesDf.agg(lambda x: sum(x)/len(x))\n",
    "cnt_srs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ezGMyzAz8nqp6eob7Oo/JcB/hKyZt5noYHzeZCfdiS8bM6WGt28dkmDAmGf55n3NykjtU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\nBZ3OM+LoLtIMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f671e31c908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[3])\n",
    "plt.ylabel('ProductName_Matches_count', fontsize=16)\n",
    "plt.xlabel('Label', fontsize=16)\n",
    "plt.title('ProductName_Matches_count Vs Label', fontsize=18)\n",
    "plt.xticks(rotation='horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data[\"emojis\"] = data[\"REVIEW_TEXT\"].apply(lambda x: 1 if \";)\" in x.split() or \":)\" in x.split() or \":-)\" in x.split() else 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LABEL\n",
       "0    107\n",
       "1     85\n",
       "Name: emojis, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnt_srs = data.groupby([\"LABEL\"]).emojis.agg(lambda x: sum(x))\n",
    "cnt_srs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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asAUAAKBrwhYAAICuCVsAAAC6JmwBAADomrAFAACga8IWAACArglbAAAAuiZsAQAA6Jqw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\n/wNNW2f4VQ29wgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f67162524e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[3])\n",
    "plt.ylabel('Emojis_count', fontsize=16)\n",
    "plt.xlabel('Label', fontsize=16)\n",
    "plt.title('Emojis_count Vs Label', fontsize=18)\n",
    "plt.xticks(rotation='horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "====== SENTIMENT CLASSIFIER ======"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#SENTIMENT CLASSIFIER\n",
    "data.loc[data[\"RATING\"] < 3, \"RATING\"] = 0\n",
    "data.loc[data[\"RATING\"] > 3, \"RATING\"] = 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    16183\n",
       "0     2949\n",
       "3     1868\n",
       "Name: RATING, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.RATING.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16183\n",
      "3237\n"
     ]
    }
   ],
   "source": [
    "data1 = data.loc[data['RATING'] == 1]\n",
    "print(len(data1))\n",
    "data2 = data1.sample(frac=0.2, replace=True)\n",
    "print(len(data2))\n",
    "data3 = data1 = data.loc[data['RATING'] == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DOC_ID</th>\n",
       "      <th>LABEL</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VERIFIED_PURCHASE</th>\n",
       "      <th>PRODUCT_CATEGORY</th>\n",
       "      <th>PRODUCT_ID</th>\n",
       "      <th>PRODUCT_TITLE</th>\n",
       "      <th>REVIEW_TITLE</th>\n",
       "      <th>REVIEW_TEXT</th>\n",
       "      <th>TEXT_LENGTH</th>\n",
       "      <th>num_sentences</th>\n",
       "      <th>char_count</th>\n",
       "      <th>FKscore</th>\n",
       "      <th>stop_count</th>\n",
       "      <th>caps_count</th>\n",
       "      <th>punct_count</th>\n",
       "      <th>matchesDf</th>\n",
       "      <th>emojis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17838</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Home Improvement</td>\n",
       "      <td>B00004W3ZQ</td>\n",
       "      <td>Legrand C210 Wiremold Cord Mate II Kit</td>\n",
       "      <td>Wonderful product for running cables without d...</td>\n",
       "      <td>Works great!  I easy to install, just plan ahe...</td>\n",
       "      <td>156</td>\n",
       "      <td>2</td>\n",
       "      <td>123</td>\n",
       "      <td>24.133846</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20521</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Video Games</td>\n",
       "      <td>B0052J8GF0</td>\n",
       "      <td>Zumba Fitness 2 - Nintendo Wii</td>\n",
       "      <td>Quite a Workout</td>\n",
       "      <td>I bought this  as a way to get myself to exerc...</td>\n",
       "      <td>678</td>\n",
       "      <td>10</td>\n",
       "      <td>524</td>\n",
       "      <td>19.971764</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>667</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>PC</td>\n",
       "      <td>B003QH2MY6</td>\n",
       "      <td>Kinobo Wireless Slimline USB Mouse For Laptops...</td>\n",
       "      <td>Not bad</td>\n",
       "      <td>Decent, have had pretty good tracking with thi...</td>\n",
       "      <td>117</td>\n",
       "      <td>3</td>\n",
       "      <td>92</td>\n",
       "      <td>8.898632</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11333</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Sports</td>\n",
       "      <td>B008EQ1LMS</td>\n",
       "      <td>Elixir Golf Sun Protection Arm Cooling Sleeve-...</td>\n",
       "      <td>Low cost.  Works fairly well.</td>\n",
       "      <td>Low cost.  Very stretchy.  They block sun well...</td>\n",
       "      <td>1155</td>\n",
       "      <td>20</td>\n",
       "      <td>830</td>\n",
       "      <td>15.412154</td>\n",
       "      <td>88</td>\n",
       "      <td>21</td>\n",
       "      <td>74</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8056</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Luggage</td>\n",
       "      <td>B009I3OV8C</td>\n",
       "      <td>Samsonite Luggage NYC Cityscapes Spinner 28, B...</td>\n",
       "      <td>complete &amp; Strong &amp; Trust-worthy &amp; Fashionable</td>\n",
       "      <td>Complete: unlike other luggage bags, this lugg...</td>\n",
       "      <td>471</td>\n",
       "      <td>6</td>\n",
       "      <td>363</td>\n",
       "      <td>24.119268</td>\n",
       "      <td>36</td>\n",
       "      <td>8</td>\n",
       "      <td>31</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6246</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Home</td>\n",
       "      <td>B0020PECKM</td>\n",
       "      <td>UnCommon Artistry® Rubber Petal Style Earring ...</td>\n",
       "      <td>Five stars</td>\n",
       "      <td>The earrings security support is transparent ,...</td>\n",
       "      <td>167</td>\n",
       "      <td>1</td>\n",
       "      <td>129</td>\n",
       "      <td>58.654970</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1302</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>B005B51KMQ</td>\n",
       "      <td>Sudebake SB6051 Woode Tuabe wih AM/FM Radio</td>\n",
       "      <td>satisfied</td>\n",
       "      <td>It functions well, but is what it is; an inexp...</td>\n",
       "      <td>224</td>\n",
       "      <td>4</td>\n",
       "      <td>179</td>\n",
       "      <td>15.679464</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10206</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Luggage</td>\n",
       "      <td>B000VEKR4Y</td>\n",
       "      <td>Samsonite 5 Piece Nested Luggage Set, Black</td>\n",
       "      <td>Great value for the money</td>\n",
       "      <td>For a 110 bucks really cant go wrong, great qu...</td>\n",
       "      <td>271</td>\n",
       "      <td>2</td>\n",
       "      <td>206</td>\n",
       "      <td>46.224742</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1656</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Grocery</td>\n",
       "      <td>B000GCE2P6</td>\n",
       "      <td>Johnson's Baby Powder, 1.5 oz</td>\n",
       "      <td>Product works well</td>\n",
       "      <td>The powder is perfect, my only disappointment ...</td>\n",
       "      <td>112</td>\n",
       "      <td>2</td>\n",
       "      <td>89</td>\n",
       "      <td>15.626786</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>7027</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Home Improvement</td>\n",
       "      <td>B0018P1RTE</td>\n",
       "      <td>Hardware House 543769 Berkshire 14-1/2-Inch by...</td>\n",
       "      <td>enough</td>\n",
       "      <td>It is simple and gives light. the design is go...</td>\n",
       "      <td>197</td>\n",
       "      <td>6</td>\n",
       "      <td>152</td>\n",
       "      <td>6.319569</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>15561</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Automotive</td>\n",
       "      <td>B00ACOB4YA</td>\n",
       "      <td>Rain-X 804511 Blue X-Large Car Cover</td>\n",
       "      <td>Works well.</td>\n",
       "      <td>My boyfriend is a car enthusiast and he LOVED ...</td>\n",
       "      <td>123</td>\n",
       "      <td>3</td>\n",
       "      <td>97</td>\n",
       "      <td>9.705691</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>6135</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Sports</td>\n",
       "      <td>B00NL7E0OQ</td>\n",
       "      <td>Attmu 2 Pack Silicone Swim Caps with Ergonomic...</td>\n",
       "      <td>Must Buy! Great Product !</td>\n",
       "      <td>They are reasonably priced and are long lastin...</td>\n",
       "      <td>502</td>\n",
       "      <td>7</td>\n",
       "      <td>407</td>\n",
       "      <td>21.945504</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3523</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Luggage</td>\n",
       "      <td>B0075RIJTA</td>\n",
       "      <td>AM Landen®Rucksack Canvas Backpack Genuine Lea...</td>\n",
       "      <td>Haven't used it much</td>\n",
       "      <td>Since getting this, I haven't used it all that...</td>\n",
       "      <td>180</td>\n",
       "      <td>4</td>\n",
       "      <td>142</td>\n",
       "      <td>11.268889</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13601</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Sports</td>\n",
       "      <td>B0050ZJ4ZM</td>\n",
       "      <td>36\" Warrior .40 Caliber Blowgun - Black</td>\n",
       "      <td>It's a lot of fun! Made simply and strong I do...</td>\n",
       "      <td>It's a lot of fun! Made simply and strong I do...</td>\n",
       "      <td>119</td>\n",
       "      <td>3</td>\n",
       "      <td>91</td>\n",
       "      <td>8.903529</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15067</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Wireless</td>\n",
       "      <td>B00974L3GU</td>\n",
       "      <td>OtterBox Defender Series Case for iPhone 5 (Di...</td>\n",
       "      <td>Great Case for the Price!</td>\n",
       "      <td>I am a dedicated Otterbox user and ordered thi...</td>\n",
       "      <td>271</td>\n",
       "      <td>3</td>\n",
       "      <td>211</td>\n",
       "      <td>28.827454</td>\n",
       "      <td>24</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4248</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Wireless</td>\n",
       "      <td>B00JYKGFWY</td>\n",
       "      <td>iPhone 6/6s Case, LUVVITT [Ultra Armor] Shock ...</td>\n",
       "      <td>Beautiful</td>\n",
       "      <td>This is a beautiful case that doesn't alter th...</td>\n",
       "      <td>101</td>\n",
       "      <td>3</td>\n",
       "      <td>78</td>\n",
       "      <td>6.652871</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>12534</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Health &amp; Personal Care</td>\n",
       "      <td>B0052M0MD6</td>\n",
       "      <td>MDS86850E - Basic Rollators,Burgundy</td>\n",
       "      <td>Great value &amp; experience</td>\n",
       "      <td>I purchased this walker for my 95 yr young unc...</td>\n",
       "      <td>249</td>\n",
       "      <td>2</td>\n",
       "      <td>191</td>\n",
       "      <td>42.016406</td>\n",
       "      <td>23</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18879</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Apparel</td>\n",
       "      <td>B00E3V9MFQ</td>\n",
       "      <td>2013 popular Women Sexy Push Up Padded Swimsui...</td>\n",
       "      <td>Small but its manageable!</td>\n",
       "      <td>It looks great but it's somewhat small.. Not t...</td>\n",
       "      <td>189</td>\n",
       "      <td>3</td>\n",
       "      <td>145</td>\n",
       "      <td>18.032910</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>B00WRLGB7G</td>\n",
       "      <td>Beauty Facial Extreme - Maximum Strength Hair ...</td>\n",
       "      <td>to being pretty excited about it</td>\n",
       "      <td>3 month ago, I found I have recently lost more...</td>\n",
       "      <td>405</td>\n",
       "      <td>7</td>\n",
       "      <td>311</td>\n",
       "      <td>16.035520</td>\n",
       "      <td>31</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6847</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Apparel</td>\n",
       "      <td>B00VPX2TY6</td>\n",
       "      <td>Libian Junior Plus Size Open Front Black Chiff...</td>\n",
       "      <td>she looks very nice, the color is beautiful</td>\n",
       "      <td>I bought this item for my wife and fits perfec...</td>\n",
       "      <td>232</td>\n",
       "      <td>3</td>\n",
       "      <td>181</td>\n",
       "      <td>23.776034</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3712</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Musical Instruments</td>\n",
       "      <td>B000AJIF4E</td>\n",
       "      <td>Sony MDR7506 Professional Large Diaphragm Head...</td>\n",
       "      <td>Great quality from Sony for the price.</td>\n",
       "      <td>Nice headphones. They have a full sound and ar...</td>\n",
       "      <td>231</td>\n",
       "      <td>5</td>\n",
       "      <td>188</td>\n",
       "      <td>12.031463</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>7056</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Baby</td>\n",
       "      <td>B006GH8CME</td>\n",
       "      <td>Boogie Snatcher: Infant, Baby Nose Cleaning Tw...</td>\n",
       "      <td>it works great</td>\n",
       "      <td>Very happy with this product. He many not alwa...</td>\n",
       "      <td>171</td>\n",
       "      <td>3</td>\n",
       "      <td>132</td>\n",
       "      <td>15.748772</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4255</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>B007ZDZ70I</td>\n",
       "      <td>8 Oz Sugaring Easy Kit Egyptian Sugar Wax Hair...</td>\n",
       "      <td>Great.,..!!</td>\n",
       "      <td>This product is very effective in removing hai...</td>\n",
       "      <td>231</td>\n",
       "      <td>4</td>\n",
       "      <td>183</td>\n",
       "      <td>16.280552</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>7514</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Grocery</td>\n",
       "      <td>B00M9OJ6AK</td>\n",
       "      <td>60 HiLine Coffee Variety Capsules: Delicious A...</td>\n",
       "      <td>It's beautiful! !!!</td>\n",
       "      <td>I found Hiline while looking for a good price ...</td>\n",
       "      <td>492</td>\n",
       "      <td>4</td>\n",
       "      <td>383</td>\n",
       "      <td>41.565772</td>\n",
       "      <td>36</td>\n",
       "      <td>20</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>15859</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Home Improvement</td>\n",
       "      <td>B00CEFRCVO</td>\n",
       "      <td>Premium Magnetic Screen Door - KEEP BUGS OUT L...</td>\n",
       "      <td>Does not work well with metal doors. Magnets g...</td>\n",
       "      <td>Does not work well with metal doors. Magnets g...</td>\n",
       "      <td>141</td>\n",
       "      <td>3</td>\n",
       "      <td>108</td>\n",
       "      <td>11.778298</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>19503</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Sports</td>\n",
       "      <td>B007JC6ACY</td>\n",
       "      <td>Versacarry Inside the Waistband Ambidextrous G...</td>\n",
       "      <td>Great and lightweight</td>\n",
       "      <td>Love this holster, I keep it behind me and it ...</td>\n",
       "      <td>170</td>\n",
       "      <td>3</td>\n",
       "      <td>131</td>\n",
       "      <td>15.602941</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>8610</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Jewelry</td>\n",
       "      <td>B00DDD3OB8</td>\n",
       "      <td>HOUSWEETY Lovely Metallic Sweet Lady Hollow Ro...</td>\n",
       "      <td>Lovely hairband!</td>\n",
       "      <td>This headband looks so cool. I feel like a pri...</td>\n",
       "      <td>337</td>\n",
       "      <td>8</td>\n",
       "      <td>258</td>\n",
       "      <td>9.872578</td>\n",
       "      <td>34</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>259</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>Beauty</td>\n",
       "      <td>B000PP0J9W</td>\n",
       "      <td>Almay Brow Defining Pencil, Brunette 802</td>\n",
       "      <td>nice color</td>\n",
       "      <td>its not a bright blue as you would expect. Its...</td>\n",
       "      <td>122</td>\n",
       "      <td>7</td>\n",
       "      <td>94</td>\n",
       "      <td>0.298946</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>16619</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Watches</td>\n",
       "      <td>B006QAX906</td>\n",
       "      <td>Gotham Men's Silver-Tone Ultra Thin Railroad O...</td>\n",
       "      <td>Happy Christmas</td>\n",
       "      <td>Recipient of this watch was well pleased and u...</td>\n",
       "      <td>116</td>\n",
       "      <td>3</td>\n",
       "      <td>89</td>\n",
       "      <td>8.543448</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>7396</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Camera</td>\n",
       "      <td>B00X3G95TA</td>\n",
       "      <td>Soft Digits Basic Common Outdoor Sports Access...</td>\n",
       "      <td>Great kit with resonable price</td>\n",
       "      <td>It is a good kit for gopro users and i do thin...</td>\n",
       "      <td>173</td>\n",
       "      <td>4</td>\n",
       "      <td>136</td>\n",
       "      <td>10.553801</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>16</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>6156</th>\n",
       "      <td>20804</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Apparel</td>\n",
       "      <td>B00DJ1EREC</td>\n",
       "      <td>H2H Mens Fashion Dress Shirts with 3/4 Sleeve ...</td>\n",
       "      <td>What's Up With The Sleeves...Super SHORT!</td>\n",
       "      <td>Wow! Sleeves are super, super short! Shirt was...</td>\n",
       "      <td>292</td>\n",
       "      <td>6</td>\n",
       "      <td>229</td>\n",
       "      <td>12.644110</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6157</th>\n",
       "      <td>20805</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B0010ANEOS</td>\n",
       "      <td>G.H. Bass &amp; Co. Men's Larson Penny Loafer,Blac...</td>\n",
       "      <td>Buy at a store, not a good product for sale vi...</td>\n",
       "      <td>You need to buy something like this in a brick...</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>17.581967</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6158</th>\n",
       "      <td>20814</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>Home Entertainment</td>\n",
       "      <td>B007Y3DJTU</td>\n",
       "      <td>iGadgitz Black Leather Case Cover Holder for S...</td>\n",
       "      <td>misrepresented</td>\n",
       "      <td>This case did not match up to my phone. I have...</td>\n",
       "      <td>109</td>\n",
       "      <td>3</td>\n",
       "      <td>83</td>\n",
       "      <td>7.565321</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6159</th>\n",
       "      <td>20818</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Jewelry</td>\n",
       "      <td>B0049OOAKO</td>\n",
       "      <td>Bling Jewelry Sterling Silver Green CZ Eternit...</td>\n",
       "      <td>No Bling in the Ring</td>\n",
       "      <td>I love the style of the ring, as I have purcha...</td>\n",
       "      <td>424</td>\n",
       "      <td>6</td>\n",
       "      <td>335</td>\n",
       "      <td>21.293113</td>\n",
       "      <td>34</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6160</th>\n",
       "      <td>20820</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>Home Entertainment</td>\n",
       "      <td>B00499DU46</td>\n",
       "      <td>VIZIO 3D Blu-ray player with Wireless Internet...</td>\n",
       "      <td>No Firmware Updates</td>\n",
       "      <td>The bluray player i bought of this model, vbr3...</td>\n",
       "      <td>267</td>\n",
       "      <td>4</td>\n",
       "      <td>203</td>\n",
       "      <td>19.414036</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6161</th>\n",
       "      <td>20832</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>Home Entertainment</td>\n",
       "      <td>B00BCPH3YS</td>\n",
       "      <td>Samsung PN64F8500 64-Inch 1080p 600Hz 3D Smart...</td>\n",
       "      <td>Amazing picture quality - but will start faili...</td>\n",
       "      <td>I would love to give this tv 5 stars but can't...</td>\n",
       "      <td>532</td>\n",
       "      <td>8</td>\n",
       "      <td>401</td>\n",
       "      <td>19.239361</td>\n",
       "      <td>41</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6162</th>\n",
       "      <td>20834</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Jewelry</td>\n",
       "      <td>B006S91NSU</td>\n",
       "      <td>Blue Decadence Cartilage Earring Straight Barb...</td>\n",
       "      <td>Okay</td>\n",
       "      <td>I really liked this cartilage earring when it ...</td>\n",
       "      <td>183</td>\n",
       "      <td>2</td>\n",
       "      <td>150</td>\n",
       "      <td>29.767131</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6163</th>\n",
       "      <td>20839</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Jewelry</td>\n",
       "      <td>B00115CQAU</td>\n",
       "      <td>72 Ring Blue Jewelry Box Display Case Magnetic...</td>\n",
       "      <td>Cheap made!!!</td>\n",
       "      <td>It is very cheaply made, I would not recommend...</td>\n",
       "      <td>123</td>\n",
       "      <td>4</td>\n",
       "      <td>96</td>\n",
       "      <td>5.612256</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6164</th>\n",
       "      <td>20840</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Jewelry</td>\n",
       "      <td>B006FKO6MW</td>\n",
       "      <td>20 Pack Silver-Tone Nose Studs Rings Mixed Siz...</td>\n",
       "      <td>not what I expected</td>\n",
       "      <td>This product was made very cheap....came with ...</td>\n",
       "      <td>242</td>\n",
       "      <td>22</td>\n",
       "      <td>177</td>\n",
       "      <td>-2.669421</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6165</th>\n",
       "      <td>20842</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Home Entertainment</td>\n",
       "      <td>B003BWAKJA</td>\n",
       "      <td>Sylvania Portable DVD Player SDVD7027-C, 7-Inc...</td>\n",
       "      <td>AWFUL</td>\n",
       "      <td>We bought this for a road trip, are outside of...</td>\n",
       "      <td>1117</td>\n",
       "      <td>14</td>\n",
       "      <td>849</td>\n",
       "      <td>24.495274</td>\n",
       "      <td>93</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6166</th>\n",
       "      <td>20848</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Home Entertainment</td>\n",
       "      <td>B0008D77ZK</td>\n",
       "      <td>Magnavox MVR650MG 4-Head Hi-Fi VCR</td>\n",
       "      <td>I ordered this garbage (see pic above)</td>\n",
       "      <td>Okay I found some old home movies on vhs, some...</td>\n",
       "      <td>331</td>\n",
       "      <td>5</td>\n",
       "      <td>253</td>\n",
       "      <td>19.247335</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6167</th>\n",
       "      <td>20861</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Apparel</td>\n",
       "      <td>B0016157EQ</td>\n",
       "      <td>Dangerous Threads Mens Black Leather Wallet La...</td>\n",
       "      <td>worst</td>\n",
       "      <td>This is the worst wallet I've ever purchased. ...</td>\n",
       "      <td>125</td>\n",
       "      <td>3</td>\n",
       "      <td>100</td>\n",
       "      <td>10.100000</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6168</th>\n",
       "      <td>20867</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Apparel</td>\n",
       "      <td>B00J5SJQWG</td>\n",
       "      <td>J.ann Womens Denim-like Printed Capri Leggings...</td>\n",
       "      <td>Very sad, so hopeful...</td>\n",
       "      <td>So thin just not what I thought, sad they look...</td>\n",
       "      <td>104</td>\n",
       "      <td>5</td>\n",
       "      <td>78</td>\n",
       "      <td>1.372000</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6169</th>\n",
       "      <td>20869</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Jewelry</td>\n",
       "      <td>B00EOSBIIW</td>\n",
       "      <td>Sterling Silver Monogram Initial 'M' Pendant N...</td>\n",
       "      <td>very tiny , too small for me , size of thumbta...</td>\n",
       "      <td>this is a very tiny necklace;  you cannot even...</td>\n",
       "      <td>108</td>\n",
       "      <td>1</td>\n",
       "      <td>84</td>\n",
       "      <td>35.707778</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6170</th>\n",
       "      <td>20875</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Apparel</td>\n",
       "      <td>B008SEBR5C</td>\n",
       "      <td>HDE Solid Color Y-Back Clip Suspenders - 1 Inc...</td>\n",
       "      <td>The back piece isn't long enough</td>\n",
       "      <td>This is my first experience with Y suspenders ...</td>\n",
       "      <td>218</td>\n",
       "      <td>4</td>\n",
       "      <td>172</td>\n",
       "      <td>14.975092</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6171</th>\n",
       "      <td>20884</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B0054TNBTO</td>\n",
       "      <td>Salomon Men's Tech Amphib 3 Cross-country Shoe...</td>\n",
       "      <td>Beware the heel adjustment!</td>\n",
       "      <td>It's a good shoe for outdoors, lightweight, mo...</td>\n",
       "      <td>476</td>\n",
       "      <td>7</td>\n",
       "      <td>369</td>\n",
       "      <td>20.077479</td>\n",
       "      <td>35</td>\n",
       "      <td>7</td>\n",
       "      <td>24</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6172</th>\n",
       "      <td>20921</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B008HE0YG6</td>\n",
       "      <td>Clarks Women's Lexi Myrtle Sandal,White,6 W US</td>\n",
       "      <td>Wide shoes for large people not simply wide feet</td>\n",
       "      <td>I am always looking for wide shoes that are co...</td>\n",
       "      <td>839</td>\n",
       "      <td>8</td>\n",
       "      <td>640</td>\n",
       "      <td>34.312442</td>\n",
       "      <td>67</td>\n",
       "      <td>14</td>\n",
       "      <td>38</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6173</th>\n",
       "      <td>20922</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00R0RCK0E</td>\n",
       "      <td>Littleboutique Womens Pointed Toe Evening Pump...</td>\n",
       "      <td>Sizes are not what they state</td>\n",
       "      <td>I ordered a size 5, which was way to big, so I...</td>\n",
       "      <td>332</td>\n",
       "      <td>9</td>\n",
       "      <td>240</td>\n",
       "      <td>7.326787</td>\n",
       "      <td>27</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6174</th>\n",
       "      <td>20924</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B0006M1VVY</td>\n",
       "      <td>Cole Haan Men's Santa Barbara LoaferSaddle Tan...</td>\n",
       "      <td>Sole of shoe cracked w/ less then 6 months of ...</td>\n",
       "      <td>Shoe fit as expected when purchased however it...</td>\n",
       "      <td>444</td>\n",
       "      <td>5</td>\n",
       "      <td>351</td>\n",
       "      <td>28.370378</td>\n",
       "      <td>42</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6175</th>\n",
       "      <td>20935</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00PUXNGIA</td>\n",
       "      <td>ASICS Women's Gel-equation 8 Running Shoe, Bla...</td>\n",
       "      <td>Nice looking shoe -- just too short.</td>\n",
       "      <td>Too small.  I have worn the same size for 50 y...</td>\n",
       "      <td>139</td>\n",
       "      <td>5</td>\n",
       "      <td>102</td>\n",
       "      <td>3.910993</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6176</th>\n",
       "      <td>20939</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Apparel</td>\n",
       "      <td>B00E8782XI</td>\n",
       "      <td>Lookbookstore Women Denim PU Leather Contrast ...</td>\n",
       "      <td>Bad color</td>\n",
       "      <td>To Green, not like picture at all ...&lt;br /&gt;Fab...</td>\n",
       "      <td>151</td>\n",
       "      <td>9</td>\n",
       "      <td>109</td>\n",
       "      <td>-0.528786</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6177</th>\n",
       "      <td>20948</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00AZR0KO4</td>\n",
       "      <td>West Blvd Women's Fringed Tassel Faux Suede Mo...</td>\n",
       "      <td>Definitely Faux</td>\n",
       "      <td>No fooling anybody here, definitely faux. Cute...</td>\n",
       "      <td>544</td>\n",
       "      <td>22</td>\n",
       "      <td>399</td>\n",
       "      <td>2.708416</td>\n",
       "      <td>42</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6178</th>\n",
       "      <td>20950</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B007VABRNQ</td>\n",
       "      <td>Wanted Shoes Women's Please Ballerina Flat,Gre...</td>\n",
       "      <td>damaged in 2 hours</td>\n",
       "      <td>I got the flat shoes at my door at 5pm and wen...</td>\n",
       "      <td>234</td>\n",
       "      <td>4</td>\n",
       "      <td>172</td>\n",
       "      <td>15.898504</td>\n",
       "      <td>17</td>\n",
       "      <td>6</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6179</th>\n",
       "      <td>20955</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00J4QO70K</td>\n",
       "      <td>Deer Stags Men's Verge Oxford,Black,8 M US</td>\n",
       "      <td>Toes Pinch even when up a Full Size.</td>\n",
       "      <td>I love the style so went to the mall to try on...</td>\n",
       "      <td>365</td>\n",
       "      <td>5</td>\n",
       "      <td>277</td>\n",
       "      <td>21.835068</td>\n",
       "      <td>34</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6180</th>\n",
       "      <td>20958</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00DZBKS7Q</td>\n",
       "      <td>Orthaheel Vionic With Orthaheel Technology Wom...</td>\n",
       "      <td>Why are they so big</td>\n",
       "      <td>foot bed is fine,,, it is the straps... I have...</td>\n",
       "      <td>125</td>\n",
       "      <td>5</td>\n",
       "      <td>92</td>\n",
       "      <td>2.844800</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6181</th>\n",
       "      <td>20961</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B0069F61NU</td>\n",
       "      <td>MG Collection Lucca Designer Inspired Glamour ...</td>\n",
       "      <td>not same</td>\n",
       "      <td>the bag is not same as the picture, nothing is...</td>\n",
       "      <td>109</td>\n",
       "      <td>2</td>\n",
       "      <td>83</td>\n",
       "      <td>14.650321</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6182</th>\n",
       "      <td>20967</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B005B9GFUY</td>\n",
       "      <td>Fila Women's Memory Flux Slip Resistant Traini...</td>\n",
       "      <td>Too man\"ish\"</td>\n",
       "      <td>These are so manish looking I sent them back. ...</td>\n",
       "      <td>146</td>\n",
       "      <td>4</td>\n",
       "      <td>114</td>\n",
       "      <td>7.858699</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6183</th>\n",
       "      <td>20970</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B008MI08ZO</td>\n",
       "      <td>Stride Rite Star Wars Morphing Light-Up Sneake...</td>\n",
       "      <td>JUNK!</td>\n",
       "      <td>We are on our third pair in less than 2 months...</td>\n",
       "      <td>485</td>\n",
       "      <td>4</td>\n",
       "      <td>371</td>\n",
       "      <td>40.723892</td>\n",
       "      <td>52</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6184</th>\n",
       "      <td>20983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00IA6US7G</td>\n",
       "      <td>West Blvd Womens LIMA MOCCASIN Boots 3-Layer F...</td>\n",
       "      <td>Good thing they are only for one outfit to hav...</td>\n",
       "      <td>These run I would say two sizes smaller than w...</td>\n",
       "      <td>487</td>\n",
       "      <td>8</td>\n",
       "      <td>367</td>\n",
       "      <td>17.043652</td>\n",
       "      <td>41</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6185</th>\n",
       "      <td>20993</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>B00AO3EELY</td>\n",
       "      <td>Saucony Men's Hurricane 15 Running Shoe,White/...</td>\n",
       "      <td>It is too white!</td>\n",
       "      <td>My son had ordered it but when it arrived, he ...</td>\n",
       "      <td>135</td>\n",
       "      <td>3</td>\n",
       "      <td>108</td>\n",
       "      <td>11.400000</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6186 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      DOC_ID LABEL  RATING VERIFIED_PURCHASE        PRODUCT_CATEGORY  \\\n",
       "0      17838     0       1                 Y        Home Improvement   \n",
       "1      20521     0       1                 Y             Video Games   \n",
       "2        667     1       1                 N                      PC   \n",
       "3      11333     0       1                 N                  Sports   \n",
       "4       8056     1       1                 N                 Luggage   \n",
       "5       6246     1       1                 Y                    Home   \n",
       "6       1302     1       1                 N             Electronics   \n",
       "7      10206     1       1                 N                 Luggage   \n",
       "8       1656     1       1                 N                 Grocery   \n",
       "9       7027     1       1                 N        Home Improvement   \n",
       "10     15561     0       1                 Y              Automotive   \n",
       "11      6135     1       1                 N                  Sports   \n",
       "12      3523     1       1                 N                 Luggage   \n",
       "13     13601     0       1                 Y                  Sports   \n",
       "14     15067     0       1                 Y                Wireless   \n",
       "15      4248     1       1                 N                Wireless   \n",
       "16     12534     0       1                 Y  Health & Personal Care   \n",
       "17     18879     0       1                 Y                 Apparel   \n",
       "18        56     1       1                 N                  Beauty   \n",
       "19      6847     1       1                 Y                 Apparel   \n",
       "20      3712     1       1                 N     Musical Instruments   \n",
       "21      7056     1       1                 N                    Baby   \n",
       "22      4255     1       1                 N                  Beauty   \n",
       "23      7514     1       1                 N                 Grocery   \n",
       "24     15859     0       1                 Y        Home Improvement   \n",
       "25     19503     0       1                 Y                  Sports   \n",
       "26      8610     1       1                 Y                 Jewelry   \n",
       "27       259     1       1                 N                  Beauty   \n",
       "28     16619     0       1                 Y                 Watches   \n",
       "29      7396     1       1                 Y                  Camera   \n",
       "...      ...   ...     ...               ...                     ...   \n",
       "6156   20804     0       0                 Y                 Apparel   \n",
       "6157   20805     0       0                 Y                   Shoes   \n",
       "6158   20814     0       0                 N      Home Entertainment   \n",
       "6159   20818     0       0                 Y                 Jewelry   \n",
       "6160   20820     0       0                 N      Home Entertainment   \n",
       "6161   20832     0       0                 N      Home Entertainment   \n",
       "6162   20834     0       0                 Y                 Jewelry   \n",
       "6163   20839     0       0                 Y                 Jewelry   \n",
       "6164   20840     0       0                 Y                 Jewelry   \n",
       "6165   20842     0       0                 Y      Home Entertainment   \n",
       "6166   20848     0       0                 Y      Home Entertainment   \n",
       "6167   20861     0       0                 Y                 Apparel   \n",
       "6168   20867     0       0                 Y                 Apparel   \n",
       "6169   20869     0       0                 Y                 Jewelry   \n",
       "6170   20875     0       0                 Y                 Apparel   \n",
       "6171   20884     0       0                 Y                   Shoes   \n",
       "6172   20921     0       0                 Y                   Shoes   \n",
       "6173   20922     0       0                 N                   Shoes   \n",
       "6174   20924     0       0                 Y                   Shoes   \n",
       "6175   20935     0       0                 Y                   Shoes   \n",
       "6176   20939     0       0                 Y                 Apparel   \n",
       "6177   20948     0       0                 Y                   Shoes   \n",
       "6178   20950     0       0                 Y                   Shoes   \n",
       "6179   20955     0       0                 N                   Shoes   \n",
       "6180   20958     0       0                 Y                   Shoes   \n",
       "6181   20961     0       0                 Y                   Shoes   \n",
       "6182   20967     0       0                 Y                   Shoes   \n",
       "6183   20970     0       0                 Y                   Shoes   \n",
       "6184   20983     0       0                 Y                   Shoes   \n",
       "6185   20993     0       0                 Y                   Shoes   \n",
       "\n",
       "      PRODUCT_ID                                      PRODUCT_TITLE  \\\n",
       "0     B00004W3ZQ             Legrand C210 Wiremold Cord Mate II Kit   \n",
       "1     B0052J8GF0                     Zumba Fitness 2 - Nintendo Wii   \n",
       "2     B003QH2MY6  Kinobo Wireless Slimline USB Mouse For Laptops...   \n",
       "3     B008EQ1LMS  Elixir Golf Sun Protection Arm Cooling Sleeve-...   \n",
       "4     B009I3OV8C  Samsonite Luggage NYC Cityscapes Spinner 28, B...   \n",
       "5     B0020PECKM  UnCommon Artistry® Rubber Petal Style Earring ...   \n",
       "6     B005B51KMQ        Sudebake SB6051 Woode Tuabe wih AM/FM Radio   \n",
       "7     B000VEKR4Y        Samsonite 5 Piece Nested Luggage Set, Black   \n",
       "8     B000GCE2P6                      Johnson's Baby Powder, 1.5 oz   \n",
       "9     B0018P1RTE  Hardware House 543769 Berkshire 14-1/2-Inch by...   \n",
       "10    B00ACOB4YA               Rain-X 804511 Blue X-Large Car Cover   \n",
       "11    B00NL7E0OQ  Attmu 2 Pack Silicone Swim Caps with Ergonomic...   \n",
       "12    B0075RIJTA  AM Landen®Rucksack Canvas Backpack Genuine Lea...   \n",
       "13    B0050ZJ4ZM            36\" Warrior .40 Caliber Blowgun - Black   \n",
       "14    B00974L3GU  OtterBox Defender Series Case for iPhone 5 (Di...   \n",
       "15    B00JYKGFWY  iPhone 6/6s Case, LUVVITT [Ultra Armor] Shock ...   \n",
       "16    B0052M0MD6               MDS86850E - Basic Rollators,Burgundy   \n",
       "17    B00E3V9MFQ  2013 popular Women Sexy Push Up Padded Swimsui...   \n",
       "18    B00WRLGB7G  Beauty Facial Extreme - Maximum Strength Hair ...   \n",
       "19    B00VPX2TY6  Libian Junior Plus Size Open Front Black Chiff...   \n",
       "20    B000AJIF4E  Sony MDR7506 Professional Large Diaphragm Head...   \n",
       "21    B006GH8CME  Boogie Snatcher: Infant, Baby Nose Cleaning Tw...   \n",
       "22    B007ZDZ70I  8 Oz Sugaring Easy Kit Egyptian Sugar Wax Hair...   \n",
       "23    B00M9OJ6AK  60 HiLine Coffee Variety Capsules: Delicious A...   \n",
       "24    B00CEFRCVO  Premium Magnetic Screen Door - KEEP BUGS OUT L...   \n",
       "25    B007JC6ACY  Versacarry Inside the Waistband Ambidextrous G...   \n",
       "26    B00DDD3OB8  HOUSWEETY Lovely Metallic Sweet Lady Hollow Ro...   \n",
       "27    B000PP0J9W           Almay Brow Defining Pencil, Brunette 802   \n",
       "28    B006QAX906  Gotham Men's Silver-Tone Ultra Thin Railroad O...   \n",
       "29    B00X3G95TA  Soft Digits Basic Common Outdoor Sports Access...   \n",
       "...          ...                                                ...   \n",
       "6156  B00DJ1EREC  H2H Mens Fashion Dress Shirts with 3/4 Sleeve ...   \n",
       "6157  B0010ANEOS  G.H. Bass & Co. Men's Larson Penny Loafer,Blac...   \n",
       "6158  B007Y3DJTU  iGadgitz Black Leather Case Cover Holder for S...   \n",
       "6159  B0049OOAKO  Bling Jewelry Sterling Silver Green CZ Eternit...   \n",
       "6160  B00499DU46  VIZIO 3D Blu-ray player with Wireless Internet...   \n",
       "6161  B00BCPH3YS  Samsung PN64F8500 64-Inch 1080p 600Hz 3D Smart...   \n",
       "6162  B006S91NSU  Blue Decadence Cartilage Earring Straight Barb...   \n",
       "6163  B00115CQAU  72 Ring Blue Jewelry Box Display Case Magnetic...   \n",
       "6164  B006FKO6MW  20 Pack Silver-Tone Nose Studs Rings Mixed Siz...   \n",
       "6165  B003BWAKJA  Sylvania Portable DVD Player SDVD7027-C, 7-Inc...   \n",
       "6166  B0008D77ZK                 Magnavox MVR650MG 4-Head Hi-Fi VCR   \n",
       "6167  B0016157EQ  Dangerous Threads Mens Black Leather Wallet La...   \n",
       "6168  B00J5SJQWG  J.ann Womens Denim-like Printed Capri Leggings...   \n",
       "6169  B00EOSBIIW  Sterling Silver Monogram Initial 'M' Pendant N...   \n",
       "6170  B008SEBR5C  HDE Solid Color Y-Back Clip Suspenders - 1 Inc...   \n",
       "6171  B0054TNBTO  Salomon Men's Tech Amphib 3 Cross-country Shoe...   \n",
       "6172  B008HE0YG6     Clarks Women's Lexi Myrtle Sandal,White,6 W US   \n",
       "6173  B00R0RCK0E  Littleboutique Womens Pointed Toe Evening Pump...   \n",
       "6174  B0006M1VVY  Cole Haan Men's Santa Barbara LoaferSaddle Tan...   \n",
       "6175  B00PUXNGIA  ASICS Women's Gel-equation 8 Running Shoe, Bla...   \n",
       "6176  B00E8782XI  Lookbookstore Women Denim PU Leather Contrast ...   \n",
       "6177  B00AZR0KO4  West Blvd Women's Fringed Tassel Faux Suede Mo...   \n",
       "6178  B007VABRNQ  Wanted Shoes Women's Please Ballerina Flat,Gre...   \n",
       "6179  B00J4QO70K         Deer Stags Men's Verge Oxford,Black,8 M US   \n",
       "6180  B00DZBKS7Q  Orthaheel Vionic With Orthaheel Technology Wom...   \n",
       "6181  B0069F61NU  MG Collection Lucca Designer Inspired Glamour ...   \n",
       "6182  B005B9GFUY  Fila Women's Memory Flux Slip Resistant Traini...   \n",
       "6183  B008MI08ZO  Stride Rite Star Wars Morphing Light-Up Sneake...   \n",
       "6184  B00IA6US7G  West Blvd Womens LIMA MOCCASIN Boots 3-Layer F...   \n",
       "6185  B00AO3EELY  Saucony Men's Hurricane 15 Running Shoe,White/...   \n",
       "\n",
       "                                           REVIEW_TITLE  \\\n",
       "0     Wonderful product for running cables without d...   \n",
       "1                                       Quite a Workout   \n",
       "2                                               Not bad   \n",
       "3                         Low cost.  Works fairly well.   \n",
       "4        complete & Strong & Trust-worthy & Fashionable   \n",
       "5                                            Five stars   \n",
       "6                                             satisfied   \n",
       "7                             Great value for the money   \n",
       "8                                    Product works well   \n",
       "9                                                enough   \n",
       "10                                          Works well.   \n",
       "11                            Must Buy! Great Product !   \n",
       "12                                 Haven't used it much   \n",
       "13    It's a lot of fun! Made simply and strong I do...   \n",
       "14                            Great Case for the Price!   \n",
       "15                                            Beautiful   \n",
       "16                             Great value & experience   \n",
       "17                            Small but its manageable!   \n",
       "18                     to being pretty excited about it   \n",
       "19          she looks very nice, the color is beautiful   \n",
       "20               Great quality from Sony for the price.   \n",
       "21                                       it works great   \n",
       "22                                          Great.,..!!   \n",
       "23                                  It's beautiful! !!!   \n",
       "24    Does not work well with metal doors. Magnets g...   \n",
       "25                                Great and lightweight   \n",
       "26                                     Lovely hairband!   \n",
       "27                                           nice color   \n",
       "28                                      Happy Christmas   \n",
       "29                       Great kit with resonable price   \n",
       "...                                                 ...   \n",
       "6156          What's Up With The Sleeves...Super SHORT!   \n",
       "6157  Buy at a store, not a good product for sale vi...   \n",
       "6158                                     misrepresented   \n",
       "6159                               No Bling in the Ring   \n",
       "6160                                No Firmware Updates   \n",
       "6161  Amazing picture quality - but will start faili...   \n",
       "6162                                               Okay   \n",
       "6163                                      Cheap made!!!   \n",
       "6164                                not what I expected   \n",
       "6165                                              AWFUL   \n",
       "6166             I ordered this garbage (see pic above)   \n",
       "6167                                              worst   \n",
       "6168                            Very sad, so hopeful...   \n",
       "6169  very tiny , too small for me , size of thumbta...   \n",
       "6170                   The back piece isn't long enough   \n",
       "6171                        Beware the heel adjustment!   \n",
       "6172   Wide shoes for large people not simply wide feet   \n",
       "6173                      Sizes are not what they state   \n",
       "6174  Sole of shoe cracked w/ less then 6 months of ...   \n",
       "6175               Nice looking shoe -- just too short.   \n",
       "6176                                          Bad color   \n",
       "6177                                    Definitely Faux   \n",
       "6178                                 damaged in 2 hours   \n",
       "6179               Toes Pinch even when up a Full Size.   \n",
       "6180                                Why are they so big   \n",
       "6181                                           not same   \n",
       "6182                                       Too man\"ish\"   \n",
       "6183                                              JUNK!   \n",
       "6184  Good thing they are only for one outfit to hav...   \n",
       "6185                                   It is too white!   \n",
       "\n",
       "                                            REVIEW_TEXT  TEXT_LENGTH  \\\n",
       "0     Works great!  I easy to install, just plan ahe...          156   \n",
       "1     I bought this  as a way to get myself to exerc...          678   \n",
       "2     Decent, have had pretty good tracking with thi...          117   \n",
       "3     Low cost.  Very stretchy.  They block sun well...         1155   \n",
       "4     Complete: unlike other luggage bags, this lugg...          471   \n",
       "5     The earrings security support is transparent ,...          167   \n",
       "6     It functions well, but is what it is; an inexp...          224   \n",
       "7     For a 110 bucks really cant go wrong, great qu...          271   \n",
       "8     The powder is perfect, my only disappointment ...          112   \n",
       "9     It is simple and gives light. the design is go...          197   \n",
       "10    My boyfriend is a car enthusiast and he LOVED ...          123   \n",
       "11    They are reasonably priced and are long lastin...          502   \n",
       "12    Since getting this, I haven't used it all that...          180   \n",
       "13    It's a lot of fun! Made simply and strong I do...          119   \n",
       "14    I am a dedicated Otterbox user and ordered thi...          271   \n",
       "15    This is a beautiful case that doesn't alter th...          101   \n",
       "16    I purchased this walker for my 95 yr young unc...          249   \n",
       "17    It looks great but it's somewhat small.. Not t...          189   \n",
       "18    3 month ago, I found I have recently lost more...          405   \n",
       "19    I bought this item for my wife and fits perfec...          232   \n",
       "20    Nice headphones. They have a full sound and ar...          231   \n",
       "21    Very happy with this product. He many not alwa...          171   \n",
       "22    This product is very effective in removing hai...          231   \n",
       "23    I found Hiline while looking for a good price ...          492   \n",
       "24    Does not work well with metal doors. Magnets g...          141   \n",
       "25    Love this holster, I keep it behind me and it ...          170   \n",
       "26    This headband looks so cool. I feel like a pri...          337   \n",
       "27    its not a bright blue as you would expect. Its...          122   \n",
       "28    Recipient of this watch was well pleased and u...          116   \n",
       "29    It is a good kit for gopro users and i do thin...          173   \n",
       "...                                                 ...          ...   \n",
       "6156  Wow! Sleeves are super, super short! Shirt was...          292   \n",
       "6157  You need to buy something like this in a brick...          122   \n",
       "6158  This case did not match up to my phone. I have...          109   \n",
       "6159  I love the style of the ring, as I have purcha...          424   \n",
       "6160  The bluray player i bought of this model, vbr3...          267   \n",
       "6161  I would love to give this tv 5 stars but can't...          532   \n",
       "6162  I really liked this cartilage earring when it ...          183   \n",
       "6163  It is very cheaply made, I would not recommend...          123   \n",
       "6164  This product was made very cheap....came with ...          242   \n",
       "6165  We bought this for a road trip, are outside of...         1117   \n",
       "6166  Okay I found some old home movies on vhs, some...          331   \n",
       "6167  This is the worst wallet I've ever purchased. ...          125   \n",
       "6168  So thin just not what I thought, sad they look...          104   \n",
       "6169  this is a very tiny necklace;  you cannot even...          108   \n",
       "6170  This is my first experience with Y suspenders ...          218   \n",
       "6171  It's a good shoe for outdoors, lightweight, mo...          476   \n",
       "6172  I am always looking for wide shoes that are co...          839   \n",
       "6173  I ordered a size 5, which was way to big, so I...          332   \n",
       "6174  Shoe fit as expected when purchased however it...          444   \n",
       "6175  Too small.  I have worn the same size for 50 y...          139   \n",
       "6176  To Green, not like picture at all ...<br />Fab...          151   \n",
       "6177  No fooling anybody here, definitely faux. Cute...          544   \n",
       "6178  I got the flat shoes at my door at 5pm and wen...          234   \n",
       "6179  I love the style so went to the mall to try on...          365   \n",
       "6180  foot bed is fine,,, it is the straps... I have...          125   \n",
       "6181  the bag is not same as the picture, nothing is...          109   \n",
       "6182  These are so manish looking I sent them back. ...          146   \n",
       "6183  We are on our third pair in less than 2 months...          485   \n",
       "6184  These run I would say two sizes smaller than w...          487   \n",
       "6185  My son had ordered it but when it arrived, he ...          135   \n",
       "\n",
       "      num_sentences  char_count    FKscore  stop_count  caps_count  \\\n",
       "0                 2         123  24.133846           9           3   \n",
       "1                10         524  19.971764          66          29   \n",
       "2                 3          92   8.898632           8           2   \n",
       "3                20         830  15.412154          88          21   \n",
       "4                 6         363  24.119268          36           8   \n",
       "5                 1         129  58.654970          11           1   \n",
       "6                 4         179  15.679464          15           4   \n",
       "7                 2         206  46.224742          21           3   \n",
       "8                 2          89  15.626786          13           2   \n",
       "9                 6         152   6.319569          13           4   \n",
       "10                3          97   9.705691          11           7   \n",
       "11                7         407  21.945504          32           5   \n",
       "12                4         142  11.268889          14           4   \n",
       "13                3          91   8.903529           9           4   \n",
       "14                3         211  28.827454          24           7   \n",
       "15                3          78   6.652871           8           3   \n",
       "16                2         191  42.016406          23           6   \n",
       "17                3         145  18.032910          12           4   \n",
       "18                7         311  16.035520          31          10   \n",
       "19                3         181  23.776034          23           2   \n",
       "20                5         188  12.031463          15           5   \n",
       "21                3         132  15.748772          15           4   \n",
       "22                4         183  16.280552          17           3   \n",
       "23                4         383  41.565772          36          20   \n",
       "24                3         108  11.778298           7           2   \n",
       "25                3         131  15.602941          14           6   \n",
       "26                8         258   9.872578          34          10   \n",
       "27                7          94   0.298946           9           3   \n",
       "28                3          89   8.543448          10           2   \n",
       "29                4         136  10.553801          16           4   \n",
       "...             ...         ...        ...         ...         ...   \n",
       "6156              6         229  12.644110          23           5   \n",
       "6157              2          97  17.581967          10           5   \n",
       "6158              3          83   7.565321          12           3   \n",
       "6159              6         335  21.293113          34          13   \n",
       "6160              4         203  19.414036          26           1   \n",
       "6161              8         401  19.239361          41          10   \n",
       "6162              2         150  29.767131          16           1   \n",
       "6163              4          96   5.612256          11           4   \n",
       "6164             22         177  -2.669421          22           3   \n",
       "6165             14         849  24.495274          93          41   \n",
       "6166              5         253  19.247335          24           8   \n",
       "6167              3         100  10.100000           8           3   \n",
       "6168              5          78   1.372000           8           2   \n",
       "6169              1          84  35.707778          10           0   \n",
       "6170              4         172  14.975092          18           6   \n",
       "6171              7         369  20.077479          35           7   \n",
       "6172              8         640  34.312442          67          14   \n",
       "6173              9         240   7.326787          27           8   \n",
       "6174              5         351  28.370378          42           7   \n",
       "6175              5         102   3.910993          12           5   \n",
       "6176              9         109  -0.528786          11           5   \n",
       "6177             22         399   2.708416          42           8   \n",
       "6178              4         172  15.898504          17           6   \n",
       "6179              5         277  21.835068          34           8   \n",
       "6180              5          92   2.844800          11           2   \n",
       "6181              2          83  14.650321          13           1   \n",
       "6182              4         114   7.858699           9           5   \n",
       "6183              4         371  40.723892          52           8   \n",
       "6184              8         367  17.043652          41          14   \n",
       "6185              3         108  11.400000          11           2   \n",
       "\n",
       "      punct_count  matchesDf  emojis  \n",
       "0               4          7       0  \n",
       "1              13          6       0  \n",
       "2               5         12       0  \n",
       "3              74          9       0  \n",
       "4              31         10       0  \n",
       "5               6          7       0  \n",
       "6               8          7       0  \n",
       "7               7          7       0  \n",
       "8               2          5       0  \n",
       "9               8         12       0  \n",
       "10              4          6       0  \n",
       "11             10         17       0  \n",
       "12              6          8       0  \n",
       "13              5          7       0  \n",
       "14              6         19       0  \n",
       "15              3         28       0  \n",
       "16              9          4       0  \n",
       "17              9         14       0  \n",
       "18             11          9       0  \n",
       "19              6         14       0  \n",
       "20              5          6       0  \n",
       "21              7         14       0  \n",
       "22              5         20       0  \n",
       "23             17         14       0  \n",
       "24              7         26       0  \n",
       "25              4         13       0  \n",
       "26              8         13       0  \n",
       "27              6          6       0  \n",
       "28              4         13       0  \n",
       "29              3         16       0  \n",
       "...           ...        ...     ...  \n",
       "6156           11         15       0  \n",
       "6157            2         10       0  \n",
       "6158            3         17       0  \n",
       "6159            8          8       0  \n",
       "6160            7          9       0  \n",
       "6161           16         11       0  \n",
       "6162            2         11       0  \n",
       "6163            4         10       0  \n",
       "6164           23          9       0  \n",
       "6165           42          9       0  \n",
       "6166           12          5       0  \n",
       "6167            3         10       0  \n",
       "6168            7         10       0  \n",
       "6169            3          8       0  \n",
       "6170            5         11       0  \n",
       "6171           24          9       0  \n",
       "6172           38          7       0  \n",
       "6173           21         15       0  \n",
       "6174            4          9       0  \n",
       "6175            6         11       0  \n",
       "6176           16         16       0  \n",
       "6177           25         11       0  \n",
       "6178           13          8       0  \n",
       "6179            8          7       0  \n",
       "6180            7         11       0  \n",
       "6181            5         12       0  \n",
       "6182            7         12       0  \n",
       "6183            7         14       0  \n",
       "6184           16         18       0  \n",
       "6185            3          8       0  \n",
       "\n",
       "[6186 rows x 18 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data4 = pd.concat([data2, data3], ignore_index=True)\n",
    "data4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to /home/aayush/nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import csv                               # csv reader\n",
    "from sklearn.svm import LinearSVC\n",
    "from nltk.classify import SklearnClassifier\n",
    "from random import shuffle\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.metrics import precision_recall_fscore_support\n",
    "from sklearn.metrics import accuracy_score\n",
    "import numpy as np\n",
    "import nltk\n",
    "import string\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from nltk.util import ngrams\n",
    "from nltk.tokenize import word_tokenize\n",
    "nltk.download('punkt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rawData = data4[[\"REVIEW_TEXT\", \"RATING\"]]\n",
    "rawData = [tuple(x) for x in rawData.values]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Works great!  I easy to install, just plan ahead how you want to run minimize cosmetics.  The adhesive stays once touches dry wall, will not come off easily',\n",
       "  1),\n",
       " ('I bought this  as a way to get myself to exercise. I am thin and healthy but I HATE working out. This turned out to be much more difficult than I expected. I had hoped that there would be several components that would be easy for anyone and that I could work my way up to the more challenging parts. Well even the so-called warm up just about killed me. I fell like I am too old (61) for this and will never be able to keep up with the intense pace of Zumba. I guess I should have bought a Richard Simmons Sweatin to the Oldies DVD instead. LOL Buy this if you are already pretty fit to add to your arsenal of workouts. If you are old and out of shape, this is too hard for you.',\n",
       "  1),\n",
       " (\"Decent, have had pretty good tracking with this.  Wouldn't say it's anything fancy but working is good for the price.\",\n",
       "  1),\n",
       " (\"Low cost.  Very stretchy.  They block sun well enough for all-day riding.  As a reminder, these are not magic.  The cooling effect is:<br />A) Reflection of sunlight.  If you're not wearing white ones, they will absorb sunlight and get hot.<br />B) Evaporative cooling.  If you are not sweating, and there is no airflow, then you will feel warm.<br /><br />I'm 197cm (6'5&#34;) tall.  My biceps are 13.5&#34; and my forearms are 12&#34; in circumference.  From armpit to wrist on the inside is 25&#34;.  I find that these sleeves end up settling to about 16.5 inches long on my arms.  That leaves about 1/2 inch between my longest cycling jersey and these; plus there is a gap of 2-3 inches from my glove line to these.  I can stretch to cover more, but that's what they retract to over time.<br /><br />They are like thin, stretchy socks, so if you have an agitator post in your washer, these could get hung up.  I usually just put a little dish soap on them and do a quick scrub in the kitchen sink every 2-3 rides, and make sure they are laid out to dry in the heat after a ride.  That being said, I've had no problems running them through the laundry.\",\n",
       "  1),\n",
       " (\"Complete: unlike other luggage bags, this luggage already has its own lock so that you wouldn't have to buy one and make sure that your things are safe.<br /><br />Strong: The shells are hard and you can assure yourself that your things inside it is perfectly fine whatever happens.<br /><br />Trust-worthy: Every part of the luggage is very well-constructed. from the handle up to the wheels.<br /><br />Fashionable: The design is adorable and I love travelling with it.\",\n",
       "  1),\n",
       " ('The earrings security support is transparent , because it is so very beautiful petal style , use is also very dry , but not inflamed ears , great product , thank you !',\n",
       "  1),\n",
       " (\"It functions well, but is what it is; an inexpensive record player. Don't expect high-quality stereo sound; it sounds like a portable record player. It is what I had expected when ordering and am satisfied with the purchase.\",\n",
       "  1),\n",
       " (\"For a 110 bucks really cant go wrong, great quality, some mystifying parts I don't understand, but overall, this will do the trick, all depending on how many people and how long you plan to go away for but I would say its fine for 2 adults and one kid for 5 days average.\",\n",
       "  1),\n",
       " ('The powder is perfect, my only disappointment is that for the price I thought it would be a more in the package.',\n",
       "  1),\n",
       " (\"It is simple and gives light. the design is good and way better than by ceiling light before. I mean, there's not much to talk about it. I love the color and everything about it. And that's enough.\",\n",
       "  1),\n",
       " (\"My boyfriend is a car enthusiast and he LOVED this when he received it. So far, there isn't anything wrong with this cover.\",\n",
       "  1),\n",
       " ('They are reasonably priced and are long lasting due to being silicone, rather than rubber, silicone which does not dry rot and break down in our very dry desert weather low humidity.These silicone swim caps fit my largish head very firmly, so they could easily be worn by older children. They are shaped to fit comfortably around the ears and there are molded decorative lines on the scalp area and a scrolled border.Good Product with great quality.. long lasting must buy. works great while swimming !',\n",
       "  1),\n",
       " (\"Since getting this, I haven't used it all that much except for some initial expression of appreciation. This is a beautiful bag. I'll get to put it to the test this weekend though.\",\n",
       "  1),\n",
       " (\"It's a lot of fun! Made simply and strong I don't see how this little beauty can not last a life time. Gooddarting all.\",\n",
       "  1),\n",
       " (\"I am a dedicated Otterbox user and ordered this for my new Iphone 5s and love it.  The only thing I didn't noticed before I ordered was that this doesn't have the home button uncovered so you can use the finger scan option.  A little annoying, but does the trick for now!\",\n",
       "  1),\n",
       " (\"This is a beautiful case that doesn't alter the new sleek shape of the iPhone 6. No bulkiness at all.\",\n",
       "  1),\n",
       " (\"I purchased this walker for my 95 yr young uncle who felt walkers were for OLD people.  He uses it for stability and is pleased that it enables him to walk faster!!!<br />It was a breakthrough as he had convinced my cousins he didn't need this help!\",\n",
       "  1),\n",
       " (\"It looks great but it's somewhat small.. Not that big of a problem though definitely get it it's worth the money! Very comfy and stylish! The colors are bright and vibrant it's perfect!! 😘😘\",\n",
       "  1),\n",
       " (\"3 month ago, I found I have recently lost more hair than I used to be every time during shampooing my hair.  I have a thick hair but it seems looked a bit thinner now.Since then, I have been taking any steps that I can possibly to make my hair grow. And i know this product by my friend. After 2 weeks using, my hair has grown rapidly. I've gone from crying over my hair, to being pretty excited about it.\",\n",
       "  1),\n",
       " ('I bought this item for my wife and fits perfectly, she looks very nice, the color is beautiful, and fabrics are soft and of good quality, is easy to wash in the washer does not shrink or lose its color and it is fresh. We recommend.',\n",
       "  1),\n",
       " ('Nice headphones. They have a full sound and are good for recreational listening. If you are seeking true professional headphones and have the money you may want to look elsewhere. But overall, great quality from Sony for the price.',\n",
       "  1),\n",
       " ('Very happy with this product. He many not always like me to doing it, but it works great.Works perfectly!I clean it after each use, cover it, and it is always ready to go!',\n",
       "  1),\n",
       " ('This product is very effective in removing hair with minimal pain and time. This is faster than a salon wax, easier to clean residue off my skin than salon wax, and saves me at least a hundred dollars per box. I will keep ordering.',\n",
       "  1),\n",
       " (\"I found Hiline while looking for a good price and alternatives to Nespesso. I gave it a shot and I'm glad I did! Coffee from Hiline has nice aroma and most importantly the lively, fresh and bold taste. Actually, a couple of weeks ago I've been sent a new blend - Greenwich Village, which is new and I did not had a chance to find it on Amazon (packaging with macaroons in a brown bag) OMG! It's beautiful! They definitely know how to make good coffee. I'll be waiting for the official launch!\",\n",
       "  1),\n",
       " ('Does not work well with metal doors. Magnets get stuck on door if children / pets run through it, and stay open, otherwise well worth the $$.',\n",
       "  1),\n",
       " ('Love this holster, I keep it behind me and it fits perfect and lightweight. Also I received it 2 days before I was suppose to, it kinda shocked me when I got it so early.',\n",
       "  1),\n",
       " ('This headband looks so cool. I feel like a princess whenever I wear this on my head. It is very stylish and super girly. It does what it has to be done. My hair are just so safe and soft with this product. It is not so tight that can make my hair tangle just like any other type of hairband I own in the past. Great buy! I will buy more.',\n",
       "  1),\n",
       " ('its not a bright blue as you would expect. Its a dark green rather..But still a nice color.Does get smudgy after a while..',\n",
       "  1),\n",
       " (\"Recipient of this watch was well pleased and uses it on a daily basis.  No problems so far, and that's a good thing.\",\n",
       "  1),\n",
       " ('It is a good kit for gopro users and i do think the price is reasonable since the quality is great. This kit is one of the best buys on Amazon.Very happy with this purchase.',\n",
       "  1),\n",
       " (\"This recorder is affordable and works well. Record quality for 2hr is good and 4hr mode is acceptable. I wouldn't go any longer than 4hr mode. For the price. This model has been great.\",\n",
       "  1),\n",
       " ('I bought these for my husband.  He loves them... and that is saying something as he is particular.  They are very warm.  He has been able to ride in temps close to the mid 30s and maintain comfort. They are very well made and seems to be made of quality fabric.  I would recommend these to anyone.',\n",
       "  1),\n",
       " ('I love to use bike every day and I have purchased many bike lights in my life. Almost all were somehow difficult to use. The quality, too dim or the battery died quickly, something.<br /><br />I was in a need to purchase a new light and not long ago I came across this one. When I receive the light, I found it to be surprisingly bright, brighter than any flash light or bike light I brought in the past. I am really delighted about the high quality machining as well. The head and the tail turns very smoothly just like my Nikon camera lens.<br /><br />I sometimes feel that the High mode is too bright and when I want to save battery life I just its medium mode that is bright enough.  I found even the low mode is as bright as the other bike lights I had. I like the \"half press” feature of the tail button that changes the mode much easier than other bike lights.<br /><br /> I sometimes commute to and from work in the dark and this light has kept me safe. Great value for the cost.<br /><br />Undoubtedly, this waterproof, astonishing bright LED light is not difficult to use. It is recommended by me to all bike lovers!',\n",
       "  1),\n",
       " (\"I\\xa0luv\\xa0taking\\xa0selfie,\\xa0and\\xa0it\\xa0was\\xa0difficult\\xa0doing\\xa0so\\xa0since\\xa0my\\xa0phone\\xa0came\\xa0without\\xa0a\\xa0self\\xa0timer,\\xa0so\\xa0when\\xa0I\\xa0saw\\xa0this\\xa0LEDago\\xa0selfie\\xa0stick\\xa0on\\xa0Amazon\\xa0website,\\xa0I\\xa0just\\xa0had\\xa0to\\xa0have\\xa0it\\xa0.It\\xa0can\\xa0stretch\\xa0up\\xa0to\\xa040\\xa0inches\\xa0and\\xa0allows\\xa0you\\xa0to\\xa0set\\xa0your\\xa0phone\\xa0at\\xa0a\\xa0180\\xa0degree\\xa0angle\\xa0it\\xa0is\\xa0also\\xa0comparable\\xa0with\\xa0most\\xa0android,\\xa0I\\xa0know\\xa0cause\\xa0all\\xa0my\\xa0friends\\xa0wants\\xa0to\\xa0use\\xa0it\\xa0:-)\\xa0the\\xa0rubber\\xa0pad\\xa0that\\xa0comes\\xa0along\\xa0with\\xa0it\\xa0also\\xa0helps\\xa0your\\xa0phone\\xa0to\\xa0fit\\xa0firmly\\xa0too.\\xa0It's\\xa0a\\xa0great\\xa0gift\\xa0idea\\xa0and\\xa0so\\xa0easy\\xa0to\\xa0use\\xa0.\",\n",
       "  1),\n",
       " ('It performs better than advertised. HD reception is as good as cable or satellite. Picked up one station 70 miles away.',\n",
       "  1),\n",
       " (\"I am a massage therapist and I use almond oil at my job on a daily basis. The oil really helps soothe the skin, especially when you're working with clients who are exposed to the elements a lot. I find it provides the client with a better experience overall, especially working on their backs. My ultimate forumla is to use almond oil on fair areas and jojoba oil on the rougher areas like hands, elbows, or feet. Jojoba oil is awesome- [[ASIN:B00AJFV8L6 NOW Foods Sweet Almond Oil - 16 oz. + FREE Desert Essence Pure Jojoba Oil -- 4 fl oz]]. It really helps soften the skin in those extra hard places.<br /><br />I use the stuff at home too. One dab of each oil in the morning give my hands a soft feeling throughout the day whether I'm working or not. It's great on faces and for some clients, they've told me they use it in their hair as well. The stuff is great, non-greasy, and quick to use!\",\n",
       "  1),\n",
       " ('Christmas gift for the grandkids and they love them. The parents really appreciate the fact they are rechargeable. There small enought to fit in a pocket and easy for the kids to handle.',\n",
       "  1),\n",
       " (\"I got this for the vibration. I like G Shocks, but I cannot hear the alarms. The vibration will not wake you up, but during the day you will feel a light nudge. After time you get used to the vibration and don't notice it much. It is a great idea, but needs more punch.\",\n",
       "  1),\n",
       " (\"This memory foam mattress came compressed in plastic with two pillows. We removed the plastic and let it expand on the box springs. In no time at all, it started expanding quickly. There was a faint odor that didn't last long at all. (I've had foam mattress tops that smelled much worse for a longer period of time.) It takes a little getting used to, but I can say with complete honesty that I slept better then I have in years! I went to bed with a slight backache and the mattress made it feel better. This is real quality and the pillows were an extra bonus. Both products are excellent.\",\n",
       "  1),\n",
       " ('Quality GOOD!<br /><br />BUT Slightly larger size.<br /><br />Poodle ( 10-15 lbs )<br /><br />XS Recommended!',\n",
       "  1),\n",
       " ('Swat flies with ease and confidence with this set of 5 pest control fly swatters. They are handy, durable and made with high quality materials. These can really help you get rid of your pest problem.',\n",
       "  1),\n",
       " ('I liked the counter a lot, but I lost the two I bought.  I need something that attaches more securely.',\n",
       "  1),\n",
       " (\"This is a marvelous spoof book, written in very formal prose, about totally imaginary creatures. (I found a very nice copy at a garage sale selling for a dollar, 50 cents after a bit of bargaining).<br /><br />This was reprinted by The University of Chicago Press with the following legend: &#34;The Snouters was originally published in Germany, under the title Bau und Leben der Rhinogradentia, by Gustav Fischer Verlag Stuttgart in 1957. Copyright � 1964 by Gustav Fischer Verlag Stuttgart. Portions of the book appeared in Natural History magazine in April 1967 and is reprinted here with permission. The 15 plates and 12 text figures in this volume were drawn by Gerolf Steiner. The University of Chicago Press, Chicago 60637 The University of Chicago Press, Ltd., London.<br /><br />Maggie Koerth-Baker recently wrote a blog post about the book; the picture she refers to can be found by googling Maggie Koerth-Baker imaginary animals.<br /><br />&#34;In this dusty display box at the University of Maine sits the carefully preserved skeleton of a small, shrew-like rodent which, lacking hind legs, propelled itself along with the help of a long, jointed nose-foot. If that seems a bit too whimsical to be true, well, it is. The creature belongs to the mammalian order Rhinogradentia – an entirely made-up class of animals. Like this specimen, which belongs to UMaine professor Irving Kornfield, the rhinogrades are all rodents and they all have some sort of fantastic nasal appendage ... and, most importantly, none of them actually exist.<br /><br />&#34;Now, there are plenty of imaginary animals in the world and, some of them – like the jackalope, for instance – exist in taxidermy and skeletal form despite not existing as living beings. But most of those are folk-crafts, their origins steeped in tall tales or intentionally profitable efforts to mislead, and their inventors lost to time. Rhinogradentia, on the other hand, is relatively new. It was created in 1961 by a real German zoologist named Gerolf Steiner who wanted to illustrate the way evolution can create diversity in isolated populations. In order to do that, Steiner created a fake German zoologist called Harald Stümpke, a fake island chain called Hy-yi-yi, and a fake order of mammals with funny noses. And then he wrote a book about it.<br /><br />&#34; Published under Stümpke's name, The Snouters: Form and Life of the Rhinogrades, is meant to read like a totally serious zoology handbook of the time period. It's a parody that absolutely refuses to wink at you, and it's become a bit of an in-joke among biologists. This particular specimen was actually built by Kornfield, himself, using real animal bones and illustrations from Stümpke/Steiner's book.&#34;<br /><br />I enjoyed reading the book, and enjoyed reading both Maggie Koerth-Baker's description and the marvelous Reviews here on Amazon even more. My only problem is how to dispose of the book, now that I am down sizing my life.<br /><br />Robert C. Ross<br />March 2015\",\n",
       "  1),\n",
       " ('Whenever I run out of entertainment ideas for the baby, I put these on his wrists and take a break to relax!',\n",
       "  1),\n",
       " ('I bought this as my work bag, to carry my computer, purse items and occasional papers. The bag is not large enough to do all this. It fits my computer and some purse things, but then the bag is packed full. If you\\'re looking for an \"efficient\" bag, this might be it.',\n",
       "  1),\n",
       " ('Had a similar pair which I liked very much but lost one of the gloves.  Happy to find these as none could be found in area stores at this time, yet, New England is still quite cold.  Shopping the internet is a great way to go.',\n",
       "  1),\n",
       " (\"I really like how the backside of this drum clip is clear so you can easily see exactly how many darts you have left. Easy to load and doesn't get in the way like the large 18 shot straight clip.\",\n",
       "  1),\n",
       " (\"It installed relatively easy, functions great and is easy to clean. I've been using it for more than one month and it's not been a problem. The hose also works well. For the price, you cannot miss it.\",\n",
       "  1),\n",
       " ('I bough this small glockenspiels as a present for my niece and she loved it. The glockenspiel is small but perfect for my 3 year old niece. The construction is very good and the sound is amazing, it included two mallets. This is the perfect instrument to start teaching her music. Great purchase.',\n",
       "  1),\n",
       " (\"No issues whatsoever. Perfect pair with my wife's mechanical keyboard as they are relatively taller than others.\",\n",
       "  1),\n",
       " ('The smaller size of this notebook makes it easy to slip into a back pack, AND it has a pocket for permission slips, etc!',\n",
       "  1),\n",
       " ('It is great, remarkably well built for the ridiculously low price I bought it for. Feel more powerful only after about a month of use. I had a screw come off after a couple weeks use but then again it is a small price to pay for how little this thing costs. I put the screw back on along with the nut and I was back in business. If you are looking for a beginner rowing machine, this is it.',\n",
       "  1),\n",
       " ('Great price. Quality item. Not for C or larger cups, but the tie front left room to accommodate just fine. Will Definitely buy from merchant again!',\n",
       "  1),\n",
       " ('Comfortable fit.  I like the extra layer at the top.  Provides good complete support.  I would reccomend this sports bra.',\n",
       "  1),\n",
       " ('This was a great purchase. It is actually a much nicer looking watch in reality than it is pictured. I am very pleased with it and would be a great additional purchase for gift giving.',\n",
       "  1),\n",
       " ('One word can describe it all, Perfect!.I am currently camping with my family and using this storage organizer right now. It has solid durability and compartment spacing is huge to get all your stuffs inside it, best thing i like is it can fit inside any car you have. When not in use it can be folded flat to keep it anywhere in compact space. The material quality is fantastic and its also waterproof, so no worries for spills and drops there. The other thing i like is, it comes with life time warranty which is a huge plus there for such a cheap price.',\n",
       "  1),\n",
       " ('I can\\'t add anything to the already positive reviews concerning this movie.  The thing that struck me most was the innocence lost - and partially regained by the 13-year old.  His family paid a high price indeed during World War II.  Powerful, well acted, well made.<br /><br />Recommended viewing.<br /><br />I rate \"Winter in Wartime (Two-Disc Blu-ray/DVD Combo)\"...Five stars!',\n",
       "  1),\n",
       " (\"First of all, let me admit that I didn't necessarily need a region-free player.  What I DID need was a reliable DVD player that could upconvert my extensive DVD collection to 1080p, and do it WELL!  This player did not disappoint me.  My DVD's now look absolutely gorgeous through this player, and that's important to me because my DVD collection is quite extensive and I'm not willing to replace them all with blu-ray versions (and of course some of my favorite DVD's aren't even available on blu-ray yet.)  So if you're like me and all you need is a good solid player with stellar upconversion, this is the player for you!  Bravo, Pioneer!\",\n",
       "  1),\n",
       " (\"Beautiful watch, only negative is the face is a little hard to read, but who cares? It's a good, solid, metal that looks like you're wearing a gold bracelet. To me, looks are the most important and this watch works for me.\",\n",
       "  1),\n",
       " ('Item exactly as described, it was a present, the person is thoroughly enjoying it and very pleased with the tambourine.',\n",
       "  1),\n",
       " ('Premium television sets used to advertise their screen size, image sharpness, and sound quality.  Not any more.  When you buy the latest LG, Sony, or any other LCD, LED, or Plasma display, the speakers are always on the back and very tinny with little bass response.  In short, the television manufacturers do not expect you to actually use the speakers in the TV.  Many diehard audiophiles will decide to spend hundreds or even thousands of dollars on stereo receivers hooked up to surround sound speakers.  For those with lots of money, space, and the time to set it up, these home theaters can be great.  For the rest of us, we want quality sound from our televisions that is compact and easy to setup.  This is the place where the Sound Bar really shines.<br /><br />There are many brands with some similarities - you typically get a long speaker to go under the TV itself, either on its own stand or mounted on the wall.  There is also a separate sub-woofer for deep noise response.<br /><br />This Sony HTCT260 was an upgrade to my existing Sony HTCT100.  Despite similar names, they are quite different.  To start, the Sony HTCT100 was a total of 250W of sound - three 50W speakers in the bar and a 100W subwoofer.  The Sony HTCT260 is 300W - two 85W front speakers and a 130W subwoofer.  Whether the front is two or three speakers is immaterial - they are all inside a single bar.<br /><br />The Sony HTCT100 had a subwoofer that plugged into the wall, and the audio from the source plugged into the subwoofer.  Then the Sound Bar plugged into the subwoofer with a proprietary cable.  That meant the subwoofer had to be near the sound bar.  However, it also meant that the subwoofer was a receiver in itself, with HDMI pass thru, analog input, and optical input.  HDMI pass-thru means you can plug your Blu-Ray player into the subwoofer, and then plug the subwoofer into the TV.  It had multiple HDMI inputs so the Sony HTCT100 could switch between sources.<br /><br />The Sony HTCT260 does away with the HDMI select capability - in fact, it doesn\\'t have HDMI input at all, and the inputs are on the sound bar, not the sub-woofer.  The sub-woofer is a remote wireless device, so it can be placed anywhere, a major bonus.  It is shorter than the HTCT100 subwoofer, despite being more watts, is easier to conceal.  The only inputs are on the bar itself, consisting of Analog, Coaxial, and Optical.  Why did they make this change?  Consider my use of the HTCT100.  When I bought a TV that had networking capability, it meant that half the time I was using my TV, it was for content from the TV itself.  Since my TV had lots of HDMI inputs, it meant every device could also plug into the TV.  I eventually stopped using the HDMI passthrough and just plugged the optical out from my TV into the HTCT100.<br /><br />Since I assume most people have similar televisions now, the removal of the HDMI inputs and the wireless subwoofer of the HTCT260 makes sense.<br /><br />In terms of style, the sound bar is sharp looking, a little longer and wider than the HTCT100, and with a built-in display, it looks really good in my TV setup.  There are touch sensitive input select and volume buttons on the front, so you can adjust it even if you lose the remote control.<br /><br />Most important, how does it sound?  In a word, amazing.  I was dubious that the extra 50W would mean anything, but I found the sound far more immersive and expansive than with the HTCT100.  Previously on the HTCT100, I had actually hit the MAX and still thought the sound was too quiet for some sources, but now I can crank up the volume and actually get it too loud.  The bass is full and can be felt, but is not overpowering.  Simple \"sound field\" buttons on the remote allow you to adjust the effect for movies, games, or music.  With the subwoofer placed in the back of the room, I can achieve most of the surround sound effect without having to run wires and place tons of speakers.<br /><br />Finally, pairing the speaker with my iPhone via Bluetooth couldn\\'t be simpler.  I hit \"Pairing\" on the remote, and about 30 seconds later I was blasting Tchaikovsky through the speakers from the iPhone.<br /><br />Highly recommended - I\\'m sure you could get better sound with a more expensive system, but bang for the buck, I am totally happy with this sound bar and highly recommend you get one to go with your new television set.',\n",
       "  1),\n",
       " (\"This wii title has been a big hit at my home, with family and friends when they come over as well as just us here at home.  Nice to get a group of four together I've found.  Lots of fun.  Playable even for those who don't really play video games.  I find that nice because I have a young video game enthusiast who likes to drag either willing or non-willing people in for a round of this!  Nice you can choose the length of time you wish to play too.\",\n",
       "  1),\n",
       " ('Plenty of space for aftermarket connectors and easy access to mute switch. Screen protector fits just right and does noommnterfere with the touch screen. Definitely recommend this product.',\n",
       "  1),\n",
       " (\"These are exactly the amount of yellow I wanted for my motorcycle. I've used the yellow Optilux bulb by Hella, but it was a bit too yellow, unless you're pairing it with a white bulb too. These are plenty yellow, with a little sparkle of blue in the reflector too, pretty much as you see the bulb look in the product image.<br /><br />They are bright enough to use for both lights if you have dual headlights. The yellow color is far more noticeable than the Philips Motovision, which has a faint orange glow in the reflector.<br /><br />I'm using them with white LED fog lights for super visibility.\",\n",
       "  1),\n",
       " (\"I think this is one of the most functional bags I ever bought from Amazon. It suits a lot of my activities. The bag is quite spacious and enables me to carry a lot of my personal belongings such as laptop, documents, pens, chargers and USB cables.<br /><br />I can carry the retro messenger bag either under my hands or on my shoulders. Either way, the bag feels soft on my body. I don't use a lot of effort when carrying all my personal items.<br /><br />The bag looks seems to be very old fashioned design but I like it that way. The only issue I have with this retro messenger bag is the pocket on the flap part. I don't think this pocket is necessary given the bag has many other pockets.\",\n",
       "  1),\n",
       " ('great stuff it arrived and i fits perfectly, i do agree with some of the reviews posted but still this is just awesome to have, im forwarding this link to a friend, i do think this would like to purchase this  Face Mask too.',\n",
       "  1),\n",
       " ('We have tried several of these in our diffusers and like the one tried so far. I have it a 4 because  I wish a booklet came with the oils to let beginners know how or when to use each mix.',\n",
       "  1),\n",
       " ('Great! I prescribe this for those of us who are not mechanics. As an old &#34;shade tree repairman&#34; I understood left with the new innovation generally demonstrate autos. With this instrument I am back aware of present circumstances and feel certain when investigating issues. Extremely proficient judgment and repairs are conceivable in addition to you can verify whether the repairs you make, do indeed, rectify your problem.',\n",
       "  1),\n",
       " ('I love these cuff links and buttons. The quality of the set is excellent. Shipment was fast and the presentation box is a quality place to store and protect the set. A good barging at the sale price. Great price too!',\n",
       "  1),\n",
       " ('I ordered the unit on a Saturday and arrived by Wednesday! It was easy to install, even for a novice. It only weighs about 30 pounds max. out of the box. It keeps my apartment cool!',\n",
       "  1),\n",
       " ('this is a good gamepad...works pretty good with all types of games....so if you are on a low budget go get this one...',\n",
       "  1),\n",
       " ('nice watch, medium quality made but ok, nice and works well , my girl wants one to now, must buy one more.. for now',\n",
       "  1),\n",
       " ('We use this to run a treadmill we bought in France. With other transformers of comparable size, we found our circuit breaker would shut down when we energized the transformer. But this one has no such issue. There seems to be no impact at all on our electrical system when we power this unit. And the treadmill works great.',\n",
       "  1),\n",
       " ('Premium television sets used to advertise their screen size, image sharpness, and sound quality.  Not any more.  When you buy the latest LG, Sony, or any other LCD, LED, or Plasma display, the speakers are always on the back and very tinny with little bass response.  In short, the television manufacturers do not expect you to actually use the speakers in the TV.  Many diehard audiophiles will decide to spend hundreds or even thousands of dollars on stereo receivers hooked up to surround sound speakers.  For those with lots of money, space, and the time to set it up, these home theaters can be great.  For the rest of us, we want quality sound from our televisions that is compact and easy to setup.  This is the place where the Sound Bar really shines.<br /><br />There are many brands with some similarities - you typically get a long speaker to go under the TV itself, either on its own stand or mounted on the wall.  There is also a separate sub-woofer for deep noise response.<br /><br />This Sony HTCT260 was an upgrade to my existing Sony HTCT100.  Despite similar names, they are quite different.  To start, the Sony HTCT100 was a total of 250W of sound - three 50W speakers in the bar and a 100W subwoofer.  The Sony HTCT260 is 300W - two 85W front speakers and a 130W subwoofer.  Whether the front is two or three speakers is immaterial - they are all inside a single bar.<br /><br />The Sony HTCT100 had a subwoofer that plugged into the wall, and the audio from the source plugged into the subwoofer.  Then the Sound Bar plugged into the subwoofer with a proprietary cable.  That meant the subwoofer had to be near the sound bar.  However, it also meant that the subwoofer was a receiver in itself, with HDMI pass thru, analog input, and optical input.  HDMI pass-thru means you can plug your Blu-Ray player into the subwoofer, and then plug the subwoofer into the TV.  It had multiple HDMI inputs so the Sony HTCT100 could switch between sources.<br /><br />The Sony HTCT260 does away with the HDMI select capability - in fact, it doesn\\'t have HDMI input at all, and the inputs are on the sound bar, not the sub-woofer.  The sub-woofer is a remote wireless device, so it can be placed anywhere, a major bonus.  It is shorter than the HTCT100 subwoofer, despite being more watts, is easier to conceal.  The only inputs are on the bar itself, consisting of Analog, Coaxial, and Optical.  Why did they make this change?  Consider my use of the HTCT100.  When I bought a TV that had networking capability, it meant that half the time I was using my TV, it was for content from the TV itself.  Since my TV had lots of HDMI inputs, it meant every device could also plug into the TV.  I eventually stopped using the HDMI passthrough and just plugged the optical out from my TV into the HTCT100.<br /><br />Since I assume most people have similar televisions now, the removal of the HDMI inputs and the wireless subwoofer of the HTCT260 makes sense.<br /><br />In terms of style, the sound bar is sharp looking, a little longer and wider than the HTCT100, and with a built-in display, it looks really good in my TV setup.  There are touch sensitive input select and volume buttons on the front, so you can adjust it even if you lose the remote control.<br /><br />Most important, how does it sound?  In a word, amazing.  I was dubious that the extra 50W would mean anything, but I found the sound far more immersive and expansive than with the HTCT100.  Previously on the HTCT100, I had actually hit the MAX and still thought the sound was too quiet for some sources, but now I can crank up the volume and actually get it too loud.  The bass is full and can be felt, but is not overpowering.  Simple \"sound field\" buttons on the remote allow you to adjust the effect for movies, games, or music.  With the subwoofer placed in the back of the room, I can achieve most of the surround sound effect without having to run wires and place tons of speakers.<br /><br />Finally, pairing the speaker with my iPhone via Bluetooth couldn\\'t be simpler.  I hit \"Pairing\" on the remote, and about 30 seconds later I was blasting Tchaikovsky through the speakers from the iPhone.<br /><br />Highly recommended - I\\'m sure you could get better sound with a more expensive system, but bang for the buck, I am totally happy with this sound bar and highly recommend you get one to go with your new television set.',\n",
       "  1),\n",
       " ('Very versatile and Easy to setup. I can easily adjust the angle of inclination to adjust for guitar and then vocals. The legs fold up vertically and the stand collapses on itself to be half the size for portability. Like most stands, this microphone stand comes with a clip-on cord holder to keep the microphone cord suspended along the horizontal arm. . I use this stand to hold my heavy AKG perception 120 and SHRUE SM58. All work well. Highly recommend for your budget.',\n",
       "  1),\n",
       " (\"I have the bag in Large and I am very happy with it. It's a lot bigger than what I actually need, but it's great having that extra space. The straps are very comfortable and the bag's pockets are very intuitively designed. Although I'm not a hardcore bag messenger, I still find this bag very useful for normal, everyday situations.\",\n",
       "  1),\n",
       " (\"I am a thyroid patient and wanted to lose weight ASAP, so I just ordered this as a random product. The delivery of the product was damn quick and also it looks premium if you have a closer look. I can't exercise a lot due to my weight therefore i accompanied this diet pill with my light yoga coarse and healthy eating. I've started losing weight now and unlike other diet pills it doesn't makes me weak, I feel more energetic than before. Thank you Guys, Excellent Product.\",\n",
       "  1),\n",
       " (\"Sophie Winters is a drug addict. Everyone knows that, but no one will believe that she's been clean for over six months, ever since her parents sent her to her aunt's for a tough love DIY rehab. But no matter what she says, no one believes the OXY pills--- the pills they found in her coat the night she and her best friend Mina walked into the woods together and only Sophie made it out alive --- aren’t hers. With everyone from her parents to Mina's brother believing that Mina was shot at a drug deal gone bad, it's up to Sophie to find the real motive and the real killer.<br /><br />But as she solves the case, Sophie has other issues to deal with, like the combined grief of her best friend's death and the knowledge that though they were both in love, Mina would have never agreed to be with her openly. Complicating things is her attraction to Mina's brother, who has always loved her and is responsible for the car accident that left her in permanent pain and led to her pill addiction. Joining forces with the strange but kind home-school kid who found her and Mina, Mina's ex-boyfriend and Mina's brother, Sophie begins to uncover the cold case that will lead her to solve two town murders.<br /><br />FAR FROM YOU is one part murder mystery, one part painful love story. Told in chapters that alternate between the present and the three most important times of her life --- the car crash, her pill addiction, and Mina's shooting --- it leaves plenty of mysteries unsolved until the final chapters. Sharpe does a great job as painting Sophie's love for Mina as another kind of addiction, an ever-present force in her life she could never really be free of, even as it was hurting her.<br /><br />FAR FROM YOU is a great book for fans of Veronica Mars, yet easily sets itself apart from the trend of YA murder mysteries with its unique love triangle and authentic voice of a teen dealing with addiction.<br /><br />Reviewed by Molly Horan on April 9, 2014.\",\n",
       "  1),\n",
       " ('Harry potter is really old school now a days. Well, it brings a lot of old memories with harry potter. The clock works great.',\n",
       "  1),\n",
       " ('My husband and I remember when this was on tv. Watching this on DVD was definitely taking me back in time to when it was out.',\n",
       "  1),\n",
       " ('Really good pack! It is perfect for bike commuting and I also use it for day hikes or overnight camping trips.Very light and sturdy.',\n",
       "  1),\n",
       " (\"I bought this for my wedding (which has yet to happen) but it's a decent size and while yes it may get a little messy b/c of the glitter it's not a huge deal. Perfect price and does the job! Nicer then I expected....\",\n",
       "  1),\n",
       " (\"This item is splendid! It fit the way I needed it to and holds my Galaxy S5 and there are no worries about it dropping out. Used it for running and it held up great!<br /><br />I have bought ones that were definitely more expensive that didn't work half as well or did not go on right. Terrific item!\",\n",
       "  1),\n",
       " ('If you like the Table Mate product, you will like &#34;My Comfy Table&#34;.  It does everything the Table Mate does and is about $10 cheaper.  I even like the espresso brown color which matches my decor much better than the white one we were using.  I am giving it four stars only because it does not have a cup holder like the Table Mate.  &#34;My Comfy Table&#34; has 2 half moon cutouts on either side of the table top so it is easier to pick up and carry.  It is strong and the material is the same as the Table Mate.  The seller delivered it a few days earlier than expected.  I would recommend this.',\n",
       "  1),\n",
       " ('Perfect for what we needed, sturdy and comfortable for working at the computer without making my house look like an office. The casters are hard to get on as noted.',\n",
       "  1),\n",
       " (\"I loved Evie,s Knight!  I could not put it down once I started it!  It is a darling love story!  I felt all the joy and sorrows as I read it.  I am amazed with the author, Kimberly Krey!  It is a book for all ages which is very rare these days.  I love the stories of Evie and Calvin's lives and the connection they have.  As I read this book I totally envisioned every bit of it and was taken away on a great adventure!  I loved, loved, loved it!\",\n",
       "  1),\n",
       " ('Great baton. Takes a beating 5 days a week in a junior high band setting. Balanced and sturdy. Would buy another if and when the time comes.',\n",
       "  1),\n",
       " ('i bought it as a gift .it is very cute, soft and confortable too.my 3 year old niece loves it very much. she takes it everywhere and sleeps with it every night.',\n",
       "  1),\n",
       " (\"My son works in a fast food restaurant and as a result his acne breakouts are epic. NEXCARE ACNE COVERS resolve the problem like nothing else we've tried. When applied properly in two days the pimple is gone, the covers though do have to be reapplied and at times with the amount of breakouts he has I'm still not sure if this is the ultimate solution as we'd be going through many boxes per week.<br />Having a clean and DRY face for the application process is a must otherwise the covers don't stick. When they do they work well on whiteheads and blind pimples not blackheads.<br />Recommended.\",\n",
       "  1),\n",
       " ('I have a watch just like this and it is a great sports watch. I like so much that I purchased one for a gift to give someone at Chritmas.',\n",
       "  1),\n",
       " ('So I am doing this review after using for a while and I have gotten some wonderful and surprising results on my face. I have a more youthful appearance and more elasticity. My face is a lot brighter, the redness and blotchy discolored areas are lightening up as well as under my eyes and neck. It just seemed to pull my complexion together into one.<br />I did have a deep line on my forehead that has been there for years, I never thought anything would help because it was extremely deep. Also, some lines around my mouth where they show when I smile. The line on my forehead is gradually decreasing in depth and less noticeable and the wrinkles around my mouth are getting firmer with each use.<br />Getting the right amount of the serum out is easy. The bottle has a dropper that I can get a few drops out at a time which is plenty enough for my entire face. Really generous size as well. I would definitely recommend this to others.',\n",
       "  1),\n",
       " (\"If you like the aroma of the coconut oil then you will definitely like this product. Personally I like the aroma of the coconut oil but my body doesn't seem to be able to deal with it well. Therefore I have stopped buying it anymore.\",\n",
       "  1),\n",
       " (\"i always pack where my suitcase is on the weight limit and wind up paying over $100 per bag to get my luggage back home.  now i will not have to pay again!  this scale is so easy to use and is compact and lightweight.  such a great buy and I'm to be assured knowing i won't have to pay all that money anymore is a god sent!  love this scale\",\n",
       "  1),\n",
       " (\"I love this! It's different but very beautiful!!! Well worth the price! I'd for sure recommend it. I get compliments on it everytime I wear it!\",\n",
       "  1),\n",
       " (\"It's amazing how difficult it can be to find a baby-friendly wipe out there that doesn't smell or have harsh chemicals. These are very nice, and I like that baking soda is used as the cleaning agent. The wipes aren't super-moist like most others, so sometimes I add a little bit of water to make it go further.\",\n",
       "  1),\n",
       " ('Amazing backpack. My son love this print and pattern! Backpack is large and attractive, very comfortable and can carry a lot of weight. My son loves it. Lots of room for his junior school adventure and hopefully middle school as well.',\n",
       "  1),\n",
       " ('I bought it at Home Depot for $4.87.  If your sprinkler does not turn off it may be this diaphragm instead of the solenoid valve.',\n",
       "  1),\n",
       " (\"I use it all the time. Helps with my posture when I'm on the computer on my bed. Came in a good amount of time and very functional.\",\n",
       "  1),\n",
       " ('This was exactly what I was looking for.  They are nice and long, not too wide.  They look/feel of decent quality.  I just may order 4 more!',\n",
       "  1),\n",
       " ('This Kit has everything you need and is a must to pair with your new Cannon Camera.<br />Tripod, extra Battery, a charger to charge the battery off the camera.<br />This is a Must.',\n",
       "  1),\n",
       " ('I was skyptical that this little thing could do anything for an outdoor wedding. I was amazed! We even had a a fountain running and the older people all the way in the back could still hear.  I loved this thing!',\n",
       "  1),\n",
       " (\"This is so cute! I have to buy this since my earphones are always getting tied up. I'm so happy that I have this little purse! Great purchase.\",\n",
       "  1),\n",
       " ('Very good book about how the lipid hypothesis came about, and why it is not accurate.  Also picks apart the major statin research, showing its flaws.',\n",
       "  1),\n",
       " (\"Rather than buying a large package of pens, I like to give them a try first.  My first Atlantis pens came in a pack of three and I loved them at first try.  I'm kind of a nut when it comes to pens as I like to have one everywhere;  purse, kitchen, bedroom side table, living room all bathrooms, garage, etc.  The Bic Atlantis Retractable is a economical pen for my needs.  It has a very nice feel when writing and the ink flows smoothly without any skips or globs.  The outside coating is easy to grip and hold and with just the right thickness for comfort.  It produces a nice thin writing line that's easy to produce and read.  It's got my vote.\",\n",
       "  1),\n",
       " ('The Reactor Gryphon is a great watch that packs the same features as more expensive selections in the \"tactical watch\" category.  Its most obvious competitors are the Luminox models.  For an additional $100, you get the Luminox name, but the construction and features of the Reactor make such an expense unnecessary.  It\\'s a great watch and I\\'m happy I spent the $$ on it rather than a Luminox.',\n",
       "  1),\n",
       " (\"I use the Pro-A Serum every other day. I apply  about a dime sized amount to my face and neck after completely washing and drying my face. It has no smell at all. It is a thicker serum, almost gel like. It absorbs well into my face and doesn't leave me feeling oily. I love the results I am getting from the Pro-A serum. My skin is tighter and more firm. It feels softer and more moisturized then it has in a long time. My lines and wrinkles are going away, and I just feel younger, knowing that my face looks better.\",\n",
       "  1),\n",
       " ('I gave the firefork to each of my sons as stocking stuffers for Christmas and kept one for myself.  They seem to be well built and will be handy for when we go camping.  Having 4 to the pack will make it easy for the members of the families to do weiners and marshmellows without having to wait turns.',\n",
       "  1),\n",
       " (\"Not sure what there would be to &#34;love&#34; about this product, but I &#34;like&#34; it. I bought it to use to apply tanning lotion to my back, it does what it's supposed to do.\",\n",
       "  1),\n",
       " (\"It's so much easier than I thought it would be. No valves to worry about and only a few notes to learn. I've been practicing with a few books that I bought on Amazon (The U.S. Navy Manual for Buglers, Mel Bay's The Bugler's Handbook, and Fun with the Bugle) and also with the America's Bugle Calls CD.\",\n",
       "  1),\n",
       " (\"I haven't had a chance to use this crossbow yet. It seems sturdy enough, but be warned: It takes two people to string this crossbow, and one of them needs to be fairly strong, too. This crossbow is no joke!<br /><br />The scope that came with it is cheap garbage, but I don't intend to use it, so it's not a big deal.\",\n",
       "  1),\n",
       " ('There is no question why I do like Seiko and the kind of watches they have made over the past several years. Not just in style, but the quality has gotten better with the time they have made with the way we view time. Their Seiko Sportura watches are definitely in the ranking. This watch is a very simple and easy to care leather-strapped watch. I personally like how simple it is to read the stopwatch setting with the comfort of the strap around my wrist. It is a very strong watch that does what it is worth, and protects great  in water. I definitely recommend this watch if you are looking for a great watch that is sporty, and fine like china while telling time. Seiko has done that for years, and the Sportura is definitely following in suit like their other models have.<br /><br />Price: B<br /><br />Comfort: B+<br /><br />Overall: B 1/2+',\n",
       "  1),\n",
       " ('I like pizza so much, and I have it very often. So I bought this great pizza cutter. This is made from very good material. It is sharp, easy to wash and works really nice! This cutter is good for home using but to restaurants too! Best quality item for very nice price!',\n",
       "  1),\n",
       " ('Its great item. Its accurate. It comes with a strong strap and a working battery. We travel sometime and we really badly need this. Works very well and easy to use. Its very handy so you can bring it wherever u want to go. Its a stailess steel and so it will last long.<br />-I am so happy with this item and deffinitely recommended to any one. Quality is great. I really need this coz I will go back home in the next month and I dont want to be on trouble when it comes to my luggage. Its worth it every penny and im so loving it with no hesitation. regardless whats the comments here. This is my opinion and its my 100% claim.',\n",
       "  1),\n",
       " (\"You just don't get a series like this very often.  Educational while being entertaining,  the writers and advisor Paul Eckman work hard to stay true.  I learned something new every episode.  An awesome cast, and Tim Roth rocks as Cal Lightman. Being from Washington DC I appreciated that they get the small details right.  When I saw Lightman pull out our metro SmarTrip card, with the correct design, I was impressed.  A fine job.\",\n",
       "  1),\n",
       " (\"Hey, it's Dial soap.  You'd not be looking at this review if you didn't know the product.  Buying in quantity from Amazon is less expensive than getting a bar at a time at the grocery store.  But you know that, too.<br /><br />If anyone from the Dial Corporation reads this, please, guys, get rid of that damn curly shape.  It's hard to hold and does not really disguise the fact that you have again shaved more soap off the bar.  Go back to a solid, rectangular 5 oz. bar and charge what you must for a good product.\",\n",
       "  1),\n",
       " (\"The Casio Men's G7900A-4 G-Shock Rescue Red Digital Sport Watch looks great on! I wear a lot of yellow shirts so red always compliments it well and this watch brings me back to my early 20's.\",\n",
       "  1),\n",
       " (\"Yet another good novel in this series. I've been very happy with every book in this series so far. I don't think the last few were as good as the first ones but still glad I read them.\",\n",
       "  1),\n",
       " (\"What can you say?  It's a Casio.  Looks and works great.  Great price too.  Don't hesitate.  Buy it.  You won't be sorry.\",\n",
       "  1),\n",
       " ('When I opened it, it had a nice look to it, looks like high quality material, the zippers are feeling strong and good. seems like a good choice for our traveling. love the sizes exactly what i need - Medium for shirts and large for my pants.',\n",
       "  1),\n",
       " ('I bought this set for my daughter and she loves it!  There is so much in this set, it keeps her busy for hours!!',\n",
       "  1),\n",
       " ('Never used a laser printer before, but put this toner in with no problems, just followed instructions on box. Toner works great, a great value, much cheaper than inkjet printers. No problems with ink output either. Great product!',\n",
       "  1),\n",
       " ('Very simple to set up and use. The negative and slide holders work well.. Simply load and press one button to scan. I am scanning negatives from my times in Europe and Africa. Then my father will use this to scan slides from his time in the Navy.',\n",
       "  1),\n",
       " (\"Works like a charm. The buckle doesn't get stuck like the cheaper versions of this belt with the same mechanism. Fits me fine, too.\",\n",
       "  1),\n",
       " ('It fits perfect and shipping was fast. It is very warm and comfortable. It blocks the wind very well. I want to get this for all the guys in the family this year!',\n",
       "  1),\n",
       " (\"This bag holds much more than the one I had been using for many years. I can't speak to its durability at this point but if it holds up reasonably well, it will be a good value.\",\n",
       "  1),\n",
       " ('These are GREAT.  I travel a lot, and I enjoy having my favorite pictures with me.  By getting wallet sized ones made at Walmart and using this album I always have my favorites with me on extended trips away from home.  I got one for my granddaughter too -- she is only 7 but travels back and forth from her mom and dads and I put a few pictures to get hers started for her.  They are the perfect size and well made.  I used to use the ones for credit cards but they are too small, and I had to cut my 2 1/2&#34;x 3 1/2&#34;  pictures down.',\n",
       "  1),\n",
       " ('I got this as a gift.  I thought this was really cute. I love the handle. makes it easy to carry the candle even if its half filled with hot wax.  It smell exactly like fresh linen, which I believe is the favorite scent of mommies. I love the smell of clean fresh wash.  It actually relaxes and energizes at the same time.',\n",
       "  1),\n",
       " ('Overall good quality of sewing, zipper and material.  Strong fabric without being stiff. Our fussy princess dog seems to like it!',\n",
       "  1),\n",
       " ('I love this headband, I had one from my husband. It is just you have to take a good care of it. I broke it once and have it repaired because i really like the design.',\n",
       "  1),\n",
       " (\"Love the simple functionality and sleek design.  Easy to read at a glance and not so cumbersome to cycle through the modes.  Speaking of which, this watch does not have a countdown timer, so if you need that mode, you don't want to buy this watch.\",\n",
       "  1),\n",
       " ('I love paella and have taken a lot of classes in order to create the perfect one that my aunt made for me before she passed away. Using this mehr saffron I’m now one step closer to making the paella that I was always aiming for.',\n",
       "  1),\n",
       " (\"When I received this cup it looked exactly like a lens and didn't have any phony logos on it. Not only that but it seals perfectly fine. Just pushing the lid on doesn't seal it, but twisting it once you've pushed it on seals it so it can be spill free. Overall, I am extremely happy with this buy.\",\n",
       "  1),\n",
       " (\"I bought this as an extra since for my travel and school. It worked great, moving it from home to school. The power adapter works as advertised I didn't have any complaints about it, it does the job as my original adapter for an affordable price.\",\n",
       "  1),\n",
       " ('This garden hose washer and end cap kit has all the small parts needed to have what you need just when you need it. The parts and quantities are well chosen and I saved time by making one simple buy for the several parts I needed to begin watering my own yard and lawn.',\n",
       "  1),\n",
       " (\"I just received this game, I'm not too good on the game thing, but I love trying.  I watched it being played by others, so I am sure I will like it.\",\n",
       "  1),\n",
       " ('Nice, big plastic clips.  Very easy to work with and get a grip on.  I do no think they are made to be Heavy duty clips.  But will certainly hold 20 or 30 pieces of paper together.  Also, good for book marking.  And, they are pretty and fun to look at.  I am very happy with mine!!!!!',\n",
       "  1),\n",
       " ('This looks great for about 2 months. The color fades quickly, and the corners where the roof posts go into, tears by the end of the season. I have bought a new canopy every year since I bought it.',\n",
       "  1),\n",
       " (\"We follow Baby-Led Weaning, and needed something large to catch our baby's food. This is a great size, and I'm very happy with the product.<br />It's a little pricey for a splat mat, but it's worth it for its size, thickness, durability and design.<br />Comes with a carrying pouch too.\",\n",
       "  1),\n",
       " (\"I got this for my son for him to begin his little adventures. Yes I know the picture quality isn't all that but the price is good and my little tyke is happy!\",\n",
       "  1),\n",
       " ('This was a great replacement for my original xbox One adapter which blew out 1 week after my warranty expired go figures. It is definitely the same quality if not better than the original which was important. It is definitely a bigger power unit as the fan is slightly bigger than the original it seems. Great buy!',\n",
       "  1),\n",
       " ('I use a combo of oils and this is another oil that is so hydrating and healthy. I am also using this as a cleanser and before my moisturizer like a primer for a dewy look.I love it!',\n",
       "  1),\n",
       " ('Give this a higher rating! because I really do like this bag which fits really well. Came promptly, cleanly packaged. No weird smells,the color is perfect just like a saw in the page.Light weight so easy to carry.It looked just like it does in description,totally worth the price!',\n",
       "  1),\n",
       " ('If you shoot clay or birdhunt as I do you will really enjoy a box like this.  Really keeps your shells handy and organized.',\n",
       "  1),\n",
       " (\"Easy to set up, great sound for the price. Shipping was fast. I've had the system up and running for about two weeks and I love it. I added two rear speakers to have a surround setup. This is a very loud system for an apartment but you have several ways to control the bass output.\",\n",
       "  1),\n",
       " ('Total quality. Great features. Great fit. Should last years. Totally satisfied with this product. Very fast delivery too.',\n",
       "  1),\n",
       " ('We used to watch this all the time when we were kids but we lost our copy when we moved. This is a definite wonder to get for those who like movies for their artistry and mastery instead of simple explosions.',\n",
       "  1),\n",
       " ('This is a good product.  I bought it to sleep in same room with my Mother when sick.  It sleeps great.  I plan to buy a few more.',\n",
       "  1),\n",
       " ('One lazy day I wondered into my local neighborhood music shop. Nothing in particular on my mind. Really just burning time on a Tuesday afternoon. I looked around a bit. This particular shop featured a large selection of Dean acoustics. Now, I was in High School in the late 80\\'s, early 90\\'s and at that time Dean guitars were considered to be something of a joke as far as electric guitars went. They were these wild, outrageous, ridiculous shapes and sizes. I remember reading an article in which some no name critic or 3rd string writer called Dean\\'s line-up \\'ghetto-ized\\'. I thought that was cute, filed it away in 13 and went on about life not giving any serious thought to Dean guitars. Mind you, I\\'m a kid with a summer job and not a lot of dollars or sense but even I, in my all knowing 17 year old wisdom, could pick up a Dean electric guitar and immediately tell it was complete garbage. It was terribly heavy, the stupid shapes made it impossible to sit down and play these guitars, the action was a country mile high, the \\'whammy\\' was made of sub-par materials, No one I knew owned one and none of the members of my favorite bands of the day played one, not even a custom built one. So I wasn\\'t expecting anything special when I walked into the local neighborhood music store that lazy Tuesday afternoon.<br /><br />  The selection that day was of the usual fair. A pretty black orchestral with ocher bindings (I was really into that one when I saw it, looked at buying it with serious intent). A \\'natural\\' dred. A red quilted ash, etc. etc. Then, at the end of a long rack of hanging guitars, there she was, my \\'Christine\\' of guitars. The object of my desire. The most lovely and unique looking guitar I had ever laid eyes on. I was immediately overcome by feelings of emptiness and despair and melancholy. I HAD TO HAVE THIS GUITAR!!! But first, I had to find out if Dean had the player in mind and had a decent action out of the box or was I gonna have to rebuild it so it plays worth anything. Happy to report that the action was very favorable with its factory light gauge strings. Now, I knew the very first thing I was gonna do was take those crap D\\'Addario\\'s off and replace them with Elixir Phosphor Bronze Nano Web Mediums. So I strung it, took it back, they adjusted it a little too low, couldn\\'t overcome a buzz. Took it back, had it adjusted again and viola! The guitar plays very well, IMO. Now, I had a cheap Chinese built Jay Turser G/A that was made of all Catalpa wood. That guitar had a deep, rich, warm sound that was absolutely intoxicating, especially after putting the Elixirs on it because they helped bring the mids and highs up to snuff. Oh how I absolutely adored that guitar. It was like coming home to an old dog that\\'s so happy to see you since you\\'ve come back from the mailbox. Like a hot bowl of chili on a snowy winters day. That guitar was as warm as a mothers hug. Used to lay flat on my back in bed with the body of that cheap guitar flat on my chest just banging out chord progressions and feeling that deep vibration resonate through my chest cavity. I don\\'t have that guitar in my life right now and I\\'m working like the devil to get it back. In the interim, I\\'m dying to grab up another G/A style guitar, that\\'s when I spotted \\'Christine\\'. Her sound, due to the difference in wood I reckon, is decidedly not warm, deep and rich. When I put the first strum to her, honestly, I was a little disappointed only because I have such limited experience with acoustic guitars, I was under the impression that the shape of the guitar was mainly responsible for the tone. WRONG! I was looking for that warmth I had felt with my last G/A. It wasn\\'t quite there. This guitar rings very bright and you have to work to get the low end to come through.<br /><br />  As I spend more time with it and play it more and more, I\\'m beginning to come around to it\\'s aural intricacies. I even took the initiative to go on Ebay and order a vinyl \\'Tree Of Life\\' mixed abalone decal from Creative Cutz that runs the length of the neck. IMO, the best tree of life decal available online, really makes that beautiful guitar \"POP\" more than it already does. Also, I considered the painted rosette to be rather drab for such a superstar beauty of an instrument so I went to inlay sticker and bought an ocher rosette inlay decal that very closely matches the ocher binding on the guitar. Finally, I went back to Ebay and and bought a set of D\\'Andrea Brass Tone Pins in mixed abalone that match the \\'Tree Of Life\\' on the neck.<br /><br />  Now, when I saw these things I thought they would look really neat, much better than the cheap white plastic pins from Dean. Again, being a general novice with acoustic guitars, I really have no idea what makes a guitar sound the way it sounds. Different woods, body styles, bracing and so on will effect the tone of the guitar, of course. Past that, no idear. As I stated previously, I was coming around to the sound of this guitar. Zebrawood is just gonna produce a sound thats much brighter than that Catalpa wood guitar. Then, I put in my D\\'Andrea Tone Pins and HOLY MOTHER OF PEARL DID THAT GUITAR COME ALIVE!!!!! I had absolutely no idea that the pins that hold the bottom of the strings in the bridge would have such a massive effect on tone. Almost seemed like an after thought to me. Boy was I wrong! Totally changed the tone and sustain. I immediately notice sound frequencies that were totally buried with the plastic pins. I had read various \\'opinions\\' on whether the pins are a scam or not and whether they have any effect on tone. They are not a scam. Much much happier to pick that guitar up and strum it now. They brought out the lows that I\\'ve been craving so much and mixed them with mids that make it sound like a different instrument entirely. If you have any type of ear for sound at all, you will notice a remarkable improvement in tonal expansion, richness and depth. This may sound like an exaggeration but it reallyis reminiscent of a twelve string acoustic. As soon as I started strumming with those pins and heard the difference, I started searching for the cause of this phenomenon. In my search I discovered that a new nut and saddle, professionally built and installed from top quality bone material will further serve to increase tonality, thats what comes next.<br /><br />  In conclusion, these guitars a first beautiful. Second, built well. My neck is straight and there are no  dips or waves in the wood on the body. And third, they have massive potential for improvement in tone and playability.',\n",
       "  1),\n",
       " (\"Audio output and usb connect did it for me, i like the audio out put so with other devices there's no problem linking up. The dock and charge parts are solid, function  like i'd hoped, i must say there's much packed into the pidock for the cost. The remote works fine on mine, i'm usually close so really no issues with the pidock.\",\n",
       "  1),\n",
       " (\"This item is splendid! It fit the way I needed it to and holds my Galaxy S5 and there are no worries about it dropping out. Used it for running and it held up great!<br /><br />I have bought ones that were definitely more expensive that didn't work half as well or did not go on right. Terrific item!\",\n",
       "  1),\n",
       " (\"I am rating this based on the price point. You will not find better performance or quality in this price range. It works well. Very clear and the volume is fine. It seems to little bit sensitive to static discharge so highly active speakers may experience some volume fluctuations. Range is great. Wouldn't call them professional maybe semi-pro, but they work well.\",\n",
       "  1),\n",
       " ('I have 20 chicks and they all prefer to eat out of this dispenser.  Easy to use and as the chicks got bigger I just put a container under it to make it taller.  Getting ready for our second batch of chicks and we will be using it again.',\n",
       "  1),\n",
       " ('This is a good cordless razor that holds a charge for a long time and delivers a comfortable shave.  I would recommend it.',\n",
       "  1),\n",
       " (\"These are pretty good...They're bright even though they are frosted.<br /><br />The difference between &#34;Hi&#34; and &#34;Low&#34; settings is very subtle. I thought that maybe Low was a single light and Hi would be both LEDs but this is not the case.<br /><br />As always, the light sensor isn't sensitive enough. It take almost full sunlight or an overhead light to turn the night light off.\",\n",
       "  1),\n",
       " (\"Love surprising my nephews with early gifts so I got this for them and they went ballistic! I guess they weren't quite sure if they were going to get it and I came through! I watched them play for awhile as they told me the in's and out's of it all and it really was a flawless-looking game. The new Playstation console is totally epic! Get this for the gamer in your life!\",\n",
       "  1),\n",
       " (\"I looked all over for this particular type of trim rings like these at an affordable price because I needed 39 of them. These look great in our new log home and I couldn't be happier.\",\n",
       "  1),\n",
       " (\"I use this as my night cream now and WOW. What a change! My skin feels like it has been just moisturized when I wake up. Use during the day for my neck/chest. I'm so hooked on this brand. This is one of the few antiaging products I can use (no nut oils or super active ingredients). Highly suggest for sensitive skin.<br /><br />Things I have noticed:<br />- more even skin tone<br />- moisture!!! (I live in the desert, my skin flakes non stop)<br />- radiance<br />- the smell (nice mint)<br />- NO BREAKOUTS (this is a VERY big issue for me and lotions/moisturizers)\",\n",
       "  1),\n",
       " (\"It is 1 trip old now, but still looks as solid as ever.<br />The blue/red color is quite unique as well as doesn't tend to show much dirt/dust on it.<br />So far so good. Happy with purchase (was an expensive one though, $90-$100, considering cheaper american touristers/skybags.)<br />It looks worthy of at least 4-5 trips. Lets see.\",\n",
       "  1),\n",
       " (\"Marvel T2 Wireless is a really effective product, I used this to my samsung phone and the cradle stand is also securely holding my samsung phone and also made up of highest quality materials so it's really worth it buying!!\",\n",
       "  1),\n",
       " (\"I've used other grip tips that were thinner but I really like the extra thickness you find with Dava. It is thebest grip I've used. Even if your fingers get moist, the grip is solid. Dava makes a great product.\",\n",
       "  1),\n",
       " ('This stuff is fabulous!  It is the best tape I have found and truly stands up to my students use of my books.',\n",
       "  1),\n",
       " ('the one and only problem i have with this bible is that the back light will not stay on and it is very hard to read the words. it should be easier to read the print in some way. having the back light on all the time would run the batteries down to quickly.',\n",
       "  1),\n",
       " ('OMG love this product bought it for my mother on her birthday and she loved it at first i thought it was an OK product but when i saw this in real life i was like wow its an amazing product and i recommend this to everyone because it fits my dress perfectly and you should wear this with a summer dress because it makes it look even better JUST EXCELLENT FOR SUMMER DRESS',\n",
       "  1),\n",
       " (\"What can I say. I am very happy with Edwin Jagger, the faux ivory handle goes extremely well and has a nice finish to it. It weighs decently on my hand and made me feel manly when I use it. Combine with a good shaving soap this made my shaving experience enjoyable than the plastic disposable and the processed s*** than comes out of a can. The product itself was very reasonably priced but I did pay a lot for shipping to my country. Overall i'm extremely happy and would not hesitate to purchase this again if it needs to be replaced :)\",\n",
       "  1),\n",
       " ('alright so i see some of the people that have reviewed about the item i think they don\\'t know what is it for, first of all i use it when i play with mario bros, now the way it works is that when you use it, the SD card gives you infinite lives and you don\\'t have to worry about it, is as if you were using cheats but you really using something that is allow in the game, is a little confusing to explain but i think everyone should try it.<br /><br />i only use it for mario bros not with any other games, i haven\\'t tried it because i really don\\'t own any games but in the bottom of the package it is names all the games it is capable of doing the \"cheats\" is a really good thing if you cant pass a level or if you are stuck on one.<br /><br />i highly recommend it, is really godd but is only for nintendo.',\n",
       "  1),\n",
       " (\"Used with the TEKTON 1706 14&#34; flex bar. Used on 2000 Honda Civic front axle. I weigh 250lbs and I literally jumped on the bar and pulled it down to get it loose. (I imagine that sounds incredibly dangerous, and yea, it probably was, but if you're readying this review because you've broken 3 breaker bars, your Ingersoll-Rand didn't budge, heat, and PB Blaster did nothing, then you're willing to try anything to get that axle out!)<br />Definitely wasn't going to break this socket, and now it sits in the corner of my garage, proudly, and I know I can get any axle nut off with it. (Offending axle nut was cross threaded on and then rusted)\",\n",
       "  1),\n",
       " (\"Way better than any other brand especially the one by Rugby which is the worst of all!!<br />This one is really easy and quick to use while contains the same daily value and lacks any unnecessary garbage ingredients!<br /><br />Unlike other reviewers, I really like the design of the dropper. What a cleaver way to manage drops!! You just need to understand how to use it. One tip I can tell you is this: while dropping, try to keep the bottle in a straight vertical position (South direction or 270 degree). Do not tilt it. Do not shake it. Just keep it in this position and patiently wait for the drop to gradually falls. Also, do not hold the baby's mouth until you actually see the drop &#34;about&#34; to come off. Practice a few times and you will catch the right timing as when to hold your baby's mouth so the baby won't get frustrated from holding her/his mouth for longer time.<br /><br />A great product!! Good luck!\",\n",
       "  1),\n",
       " (\"Love surprising my nephews with early gifts so I got this for them and they went ballistic! I guess they weren't quite sure if they were going to get it and I came through! I watched them play for awhile as they told me the in's and out's of it all and it really was a flawless-looking game. The new Playstation console is totally epic! Get this for the gamer in your life!\",\n",
       "  1),\n",
       " ('Awesome product. Fights extremely well against acne scars. Thanks to this awesome product I am totally free of acne; and acne scars. My sister also sufferd from more severe acne scars. She was using [[ASIN:B0009V3YFI Zenmed Acne Scar Treatment Kit. Skincare System.]]; it also worked.',\n",
       "  1),\n",
       " ('I am very particular about the pens that I use, even day-to-day.  These are the only pens I use.  I was very happy to find a box at this price, and it came very quickly.',\n",
       "  1),\n",
       " ('I bought this for my Canon 7D and have had it for over 5 months. I wanted to protect my camera from nicks and scratches since I regularly bring my camera on my hikes -- and this skin does a good job of it.<br /><br />Pros<br />----<br />- Protection<br />The skin is very thick, which will not only protect the camera from nicks and scratches but help dampen the impact from bumps. (The thick skin does make the already large 7D a little pudgy.)<br /><br />- Durable<br />The skin\\'s held up very well to all the frequent handling I subject it. There are no rips, tears, or any form of degradation. The previous skin I got for my Canon XSi held up to years of heavy use. This one looks to be equally durable.<br /><br />- Accurate Cutouts<br />The cutouts (for the screen, mode dial, lens mount, battery compartment, etc.) line up perfectly. Unlike my previous skin, this one lets me change lenses easily because the skin doesn\\'t obstruct the area where the lens meets the mount.<br /><br />Cons<br />----<br />- Hard Screen Protector Slides Around<br />I\\'m worried the hard screen protector does more harm than good since it slides around and could potentially scratch the LCD screen (even if the LCD had a regular \"soft\" screen protector on since the very edges of the LCD aren\\'t covered). Forget the Hard Screen Protector; a regular screen protector (included) will do the job just fine.<br /><br />- Buttons Not Clearly Labeled<br />This problem seems specific to only the skins for certain camera models. On the 7D, the labels on the buttons are imprinted as part of the molding, but they are barely legible.<br /><br />---<br />The Bottom Line: The Delkin Snug-it Pro is a well-made and durable product that offers the camera very good protection. The only shortcoming (for the skin for the Canon 7D) is the labels for the buttons are not clearly labelled (not a problem for me personally because I already know my way around the camera).',\n",
       "  1),\n",
       " (\"Beautiful, handy, easy to use. Simple tissue paper changing system. Couldn't find a similar product in any store in my country\",\n",
       "  1),\n",
       " (\"FOr a price tag below $20, the Xbox One rechargeable battery pack for wireless controller does it for me. It's affordable and works without any issue. Well, that's all I need it to do! You should consider arming yourself with one just in case.\",\n",
       "  1),\n",
       " ('As a physical therapist I love this Hippity hop game and my patience love it too. The only thing I would say is that it is not really for a 3 year old it is more for a 5 year old and I can even see it being a fun item for bigger kids even 10-12 year old would love it!',\n",
       "  1),\n",
       " (\"Precise work requires methods to determine your progress.  These calipers provide techniques to measure easily, carefully and accurately when used properly.  Don't abuse them and they will serve you well for many years.\",\n",
       "  1),\n",
       " (\"I've had this for 3 years and it just looks better. Im 3 inches bigger than when I first bought it and it's still works great.\",\n",
       "  1),\n",
       " (\"I rated Fisher Price Little People set 4 stars because it is a cute musical preschool play set. I am generally happy with all the Little People sets I have and this is a great addition. I love how they designed it to look like a preschool with a teacher and 2 students, which you can add your other little people to the set also. The art easel, fish aquarium, round rug, hamster wheel, table/chairs, and slide are all items that make up a great preschool setting!<br /><br />The magical color rug doesn't really teach colors but sounds of each musical instrument which can be combined with pressing one other band instrument. The center of the rug is the teachers voice where she asks different questions and has a short conversation with you like; &#34;It's time for Ms. Hugs magical rug! what can you find? Come back soon!&#34;<br /><br />I didn't rate it 5 stars because although it states on the box over 35 sounds, phrases and songs, it seems half that amount. There should be more phrases added and could see this toy being tiresome after a short while. So I think I'll put it away and bring it out every couple weeks for a short time to play with so that it remains a &#34;new&#34; feeling toy.<br /><br />Overall, this Little People preschool set is a lot of fun which offers lots of opportunities to learn and pretend play. If your looking to add to your current collection or just start one of Little Poeple play sets, this is a good one!\",\n",
       "  1),\n",
       " ('Purchased this for my 18 month-old grand daughter.  She was using a walking cane and trying to twirl it!  This is the perfect size for her.  The quality is great and it has a good weight.  She is now enrolled in gymnastics and loving it!',\n",
       "  1),\n",
       " ('We have been very pleased with these drum replacements. High yield, great image quality, and low cost; it does not get much better than that!!!',\n",
       "  1),\n",
       " (\"The Teva Men's Katavi outdoor Sandals are Great sandals. They fit very well and are very comfortable<br />You have 3 Velcro adjustments so it should fit any foot. Good value for the price.\",\n",
       "  1),\n",
       " (\"Great safety glasses, work well on cloudy days when sunglasses are too dark to see the targets. Or at least where I hit the targets. Just glad I didn't have to buy the pink ones. Lol. Thank you.\",\n",
       "  1),\n",
       " (\"This step stool is made well.  It's sturdy.  When my granddaughter uses it to reach the toilet she needs assistance.  It is difficult to turn around on the top step.  Rethinking it now, I would have gotten a little stool to use as a step up to the toilet.\",\n",
       "  1),\n",
       " ('I love gummi bears and Haribo is just the best! I use it for sugar rush while mountain climbing...or doing any other strenuous activity. I love the taste and the gumminess is incomparable!!!',\n",
       "  1),\n",
       " ('Easy to apply and great protection for the floors- highly recommend.( should actually come with the stand- but I guess everyone would not need it?)',\n",
       "  1),\n",
       " ('Best price around for these vitamins, though they did just go up $3 since I bought them a month ago.',\n",
       "  1),\n",
       " ('My sister who lives in Singapore bought this delightful eraser/balance game set for my eight-year-old daughter and both of us love it. My daughter collects erasers and was delighted to receive this set as it contains animals one would find in the wild or at the zoo such as a camel, giraffe, bear, kangaroo, lion, gorilla, elephant, alligator, and more. In all, I think there are about 12 animals.<br /><br />My daughter was even more delighted when she discovered that this is not just an eraser set but a balance game. It is quite challenging since the little animal erasers need to be placed in a certain manner on the balance eraser (the dark eraser on the bottom) so as not to topple over until all the animals have been placed on it. We spent quality time playing this balance game and the little erasers are cute too which makes this a great set for collecting and also for playing with.',\n",
       "  1),\n",
       " ('Hi the DVD Amazon Instant Video version was made for Red and Blue 3d glasses not for the new 3d TVS you have to buy the Blu-ray version for new 3D TVS the video and 3D effects are 1920x1080 wide Screen',\n",
       "  1),\n",
       " ('I was expecting the polyester belt loop and semi-elastic loop for my 3D maglite. Wasnt really what I expecting but it still works! Holds my maglite perfectly.',\n",
       "  1),\n",
       " (\"Great value shampoo. Does not smell as strongly as other shampoos, and that's a great thing in my opinion because this thing annoys me. Also, it delivers great, my scalp skin is in better condition and I've been using this product for only 3 weeks now.\",\n",
       "  1),\n",
       " ('Tongs work great.  No fear of them melting when using them with fried items.  All StarPack items I have used have been amazing.',\n",
       "  1),\n",
       " (\"I love ballistic cases much better than otterbox ones because they are not only cheaper but also protects your phone just as equally. The only thing I don't like about this one is that the screen protector is a little too far away on mine so you can feel the air in between the screen and the screen protector. But I noticed this is only on some. If you're lucky you'll get a good case that fits snug.\",\n",
       "  1),\n",
       " (\"I started using this about 3 weeks ago and after 2 weeks could tell a difference in my hair and that it is growing faster. Some people say the taste is not so good, but I don't think it tastes bad at all. I just mix it in a glass of water. It tastes fruity to me. I am so glad I found this product, can't wait to keep seeing the results with my hair. My nails have already grown fast on their own, so no problem there.\",\n",
       "  1),\n",
       " ('I found this headlight to be a very useful product.  I had no problems with the brightness of the lamp or its longevity.  It has a red light (actually two LED bulbs), two white light intensity settings, and a flashing bright white light setting.  It is quite bright, more than bright enough, even on the lower brightness setting, for use illuminating a local area when I am doing some home repair.  It also comes with a flashing green following light (a small green LED located at the back of the battery pack) that someone can use to follow someone wearing the headlamp.<br /><br />Pros -<br />· The lamp can be adjusted to give a direct ahead beam or a beam that is tilted down to light the ground immediately ahead or when using it for repair work to direct the beam to the correct location.<br />· The unit comes with lithium batteries.<br />· The red light is useful for dark adaptation and for hunting animals that are not sensitive to red light.<br />· The lower intensity white light increases the battery life.  The flashing bright light setting also increases the battery life, while still giving the maximum brightness.<br />· The unit has a flashing green following light, located on the battery pack, which is useful when the light is used with a group of people walking on a trail.<br /><br />Cons -<br />· The battery pack is located at the back of the headband and is very bulky.  This prevented wearing the unit under a hardhat and I could not use it on top of my hardhat as it slipped off.<br />· Since I do not use the headlight for leading people along a trail, I found the following light to be a battery waster.  Unfortunately there is no switch to turn this feature off.  The manufacturer states that the following lamp draws very little power, but even a little is too much when the lamp is sitting unused in my workshop for months at a time. I had to open the battery pack and remove a battery to break the circuit in order to turn it off when the lamp was not in use.When I replaced the battery the following light was turned off.  There is, however, no way to turn off the following light when the headlamp is in use.<br /><br />All in all, this is the headlamp that I use around the house when I need a local \"hands free\" light.  When I finish using the headlamp I have to use the approach described above to turn off the following lamp, which I find to be not only annoying, but I am afraid that constantly having to open and close the battery pack will lead to an eventual failure of the closure clasp.  Had there been an on/off switch for the following lamp I would have rated this product at 5-stars instead of 4.',\n",
       "  1),\n",
       " (\"I've had these for about a month now and I just noticed the left lens is cracking along the top and the frame has separated from the lens. They work great but it looks like I'm going to need more soon.\",\n",
       "  1),\n",
       " ('They are good enough but not 100% cotton like the solid.  too bad.  and smaller than the solid colors too.',\n",
       "  1),\n",
       " (\"Upon receiving the product and opening it ,the product  seemed too have  separated,is this normal?<br />when I first used this  cream,seemed very oily to the face,my first thought  was another cream that's going<br />too break my face out.After 3 days of using it i noticed a  bit of a change,my skin is hydrated.has made my pores smaller,<br />and hoping too see some wrinkle magic!I would recommend this product,and look forward too seeing more results<br />Sincerely,<br />Christine Steging\",\n",
       "  1),\n",
       " ('good price and great service and I just love it. I was not expecting this price when I ordered. It was more at the time of order.',\n",
       "  1),\n",
       " ('Just what I wanted.  You will not use this to hold a large boat, but we use these to hold fenders - 1/4&#34; line fits perfectly.  There is no hardware included, you will need to supply your own.<br /><br />I would not use this if you expect any real strain on the cleat.  The ears will snap off under meaningful pressure.',\n",
       "  1),\n",
       " ('I have tried the cheap stuff and Pampers is the best for our baby hands down. We will stick to this brand for a while now.',\n",
       "  1),\n",
       " ('Husband had me order three of these for his job site.  He says they work WAY better than the $500 radios the customer uses.  He reports they are SUPER easy to use as well as amazing distance.  So far, they are also standing up to heavy use with reliable and good battery life.',\n",
       "  1),\n",
       " ('This board was easy to install ( my first one ) have been using it for 2 months now and NO problems. only utility program that I installed was the temp monitor. the bad thing is I could not use my OLD 3.5 floppy disk drive (never used it anyways) and could not use my OLD DVD burner<br />(needs SATA drive connect),so I had to get a new one ,(not that expensive).<br />my old board was 7 years old so I realy did need new stuff anyways<br />running win 7 with intell quad 4 processor.',\n",
       "  1),\n",
       " (\"This 'Hot Shot No Pest Strip' works as advertised killing flying and crawling insects without any chemical smells.<br /><br />In my area, the hot weather is always perfect for the 'mozzies' which is of course, food for house lizards.<br /><br />The 'Hot Shot No Pest Strip' keeps the bugs away, so, starved for food, the house lizards soon disappear.  This is a great bonus!<br /><br />I have one 'Hot Shot No Pest Strip' hanging in my toolshed and another in my laundry/utility room. (Both areas qualify as non-living areas - less than 4 hours per day occupation).<br /><br />So far, both areas have been free of 'mozzies', 'creepy crawlies' and house lizards!<br /><br />Hope my review was helpful ... Jeffrey A. (Jeff)\",\n",
       "  1),\n",
       " ('A firm favorite with all of the humans and all of the dogs in our happy household, this is a no-brainer on the shopping list. The amazon price is competitive, I think.',\n",
       "  1),\n",
       " (\"I'm in love with this wedge! It looks pretty and chic every time I wear it, matching my black skirt. I could also wear it with jeans. It was a versatile shoe!\",\n",
       "  1),\n",
       " (\"Anytime.  The whole family loves it.  It's quick and easy to get a truly satisfying coffee experience.  Do yourself a favor and always keep it on the shelf.\",\n",
       "  1),\n",
       " ('I keep this tape with me all the time because its uses are endless. I use for my computer, TV or any other cables down to the floor out of harm way. I use it for doors and windows to prevent druaghts. I also use it to secure boxes, fix appliances; EZY TAPE has hundreds of uses around the home, workshop and garden.',\n",
       "  1),\n",
       " (\"Bought Sphero for my kids and we've been having a blast with it ever since. Pretty cool little robot that has a bunch of different gaming apps. Read the other reviews here and it seems like people either love it or hate it. We love it.\",\n",
       "  1),\n",
       " ('pops quick, easy to use, good size, great price-perfect for our airport crew-mechine is getting far more use than our previous mechine (it wes too small)',\n",
       "  1),\n",
       " (\"Most places only offer 4 batteries at a time - of name brand batteries (tried off brand batteries and they sucked!).<br /><br />This is a great price and since they have a shelf life of 10 years, they will still be good when I need them. I've traded out most of my battery devices for the 123 batteries. Keeping one single size is much easier and the 123 have great usage life and superior shelf life.\",\n",
       "  1),\n",
       " (\"It of high quality and matched the exact product description. The camera might be a big tough for beginning digital photographers, but it's wonderful for me. I was familiar with most of the features but the instruction manual taught me several new things I could do.\",\n",
       "  1),\n",
       " ('My son love fish, but I hate my smelling hand after every cooking, and this &#34;fish&#34; really help! Love it.',\n",
       "  1),\n",
       " ('Barn swallows are protected birds.  You cannot kill or injure them or their nests.  They make horrible messes and ruin porches and patios.  These spikes run them off without hurting them-totally legal.',\n",
       "  1),\n",
       " (\"I absolutely love my duffle! I am always complimented on the beauty of this bag! The only thing I would change, well not change so much as add, is I would add padding on the base of the bag by the wheels so that the leather doesn't get scuffed when the bag is stood up on the wheels. Other than that, I love this style of duffle and plan to get more colors in the near future. Keep up the good work and thanks!\",\n",
       "  1),\n",
       " ('This eyelash curler is awesome. I have used one before and i pinched my eyelid. LOL. i have not pinched my eyelid with this one. It comes with 4 replacement rubber for the curler. I love that you have rubber instead of black. This product is very well made and i would recommend buying this product.',\n",
       "  1),\n",
       " ('great product for coffee lover that want little more rich flavor on their coffee. Love that is easy to clean.',\n",
       "  1),\n",
       " ('My favorite coffee drink.  This is the coffee that tempted my non-coffee drinking husband to start drinking coffee.  Delicious',\n",
       "  1),\n",
       " (\"This was a fun addition to our playstation collection. It seems to be getting harder to find games for the playstation that aren't rated M or just plain lame.<br /><br />Rayman Legends is suitable for all ages with bright, vibrant colors and characters. The game is family friendly without being babyish and challenging enough that my teens enjoy it as well. Being a family of several children, having games that 4 people can play at once is a huge plus. Having some that don't involve smashing each other or sports is even better!<br /><br />I don't see it having the lasting replay value that Little Big Planet engenders but it is certainly worth a whirl.\",\n",
       "  1),\n",
       " (\"I have been taking Goldenseal for a couple of years and find that it helps eczema and lichen and other fungal problems.  Thanks for a great product.  I will keep buying this product.  Nature's Way is one of my favorite brands.\",\n",
       "  1),\n",
       " ('Low price and good quality !<br />Light full, very small, very well constructed<br />In two words : highly recommended<br />(With canon 550d)',\n",
       "  1),\n",
       " ('This is a very good tool to take the back up your watches and put your batteries and then taking them to the store when it would cost, more dollars to just get the back off your watches and by the batteries thank you.',\n",
       "  1),\n",
       " (\"Getting old is not for the faint of heart!  I don't always need these, but when I go out and especially since I am in a wheelchair, it is wonderful not ot have to worry about leaks....sometimes we just need a 'little help'.  These do the job, are comfortable and control odor.  Also, they keep you feeling dry without that 'damp' feeling if you leak a bit.  Wicks the moisture away from your body.  Helps prevent UTI's also.\",\n",
       "  1),\n",
       " (\"This item is almost perfect imo. I had purchased the old fashioned stove top turn one that never pot the corns good and were so hard when done that you could break your teeth or it could have been me, but I could never get it right and was starting to think it was the kernels until I decided to try this Nordic Ware . I don't think  anything pops popcorn like the microwave and you can put what you want in it. I put the salt and oil in with the corns and it came out great, no burn one and almost all  pops unless you put too much in or not set the time right. I am very please with this item and wished I had purchased this first.\",\n",
       "  1),\n",
       " ('It is larger than what I thought, but I was caught by the shape of it immediately, it is also very bright, and fits really well. Awesome quality, very well made!',\n",
       "  1),\n",
       " ('In Woody Allen\\'s 2014 annual European set film, he goes back in time to the Roaring `20\\'s.  Colin Firth plays Stanley Crawford who is a famous magician who goes by the name and disguise of Wei Ling Soo.  Stanley is approached by his good friend and fellow magician, Howard Burkan (Simon McBurney) to go to England and help him expose a supposed medium who he believes is hoodwinking the wealthy Catledge family into investing a fortune into an organization that promotes supernatural contact with the deceased.<br /><br />Stanley agrees, but like Howard, has a hard time finding the secrets.  In fact, he becomes convinced that the young American, Sophie (Emma Stone) is the real deal after she advances secrets about himself.  Marcia Gay Harden plays Sophie\\'s mother, but really doesn\\'t have much to do.  Jacki Weaver plays Grace Catledge, the widow who is trying to contact her late husband.  Hamish Linklater plays Brice Catledge, the playboy son who is smitten with Sophie and courts her with song and ukulele.<br /><br />This is lightweight stuff to be sure, but Allen offers a fine script and compelling characters to make it enjoyable.  Some of the best scenes are with Stanley and his Aunt Vanessa (Eileen Atkins) who lives near the Catledge\\'s.  In one particular scene, Stanley argues with himself as to whether he should pursue Sophie.  Vanessa provides one liners that bounce back Stanley\\'s own arguments.  It\\'s funny and sweet.  Granted, we know all is not what it seems but I won\\'t spoil the Agatha Christie-like reveal.  To be sure, this isn\\'t one of Allen\\'s masterpieces or even one of his best.  But I enjoyed it and recommend it, especially to Allen\\'s fans.<br /><br />The Blu ray transfer comes in a 1080p video resolution with a 2.40:1 aspect ratio.  The technicians do a serviceable job transferring the film to the digital format.  The filmmakers chose a light hazy, sepia tone to the picture and it is nicely replicated here.  Close-ups are particularly good with fine detail and excellent skin tones consistent with the overall limitations.  Black levels are generally good.  Light grain can be seen throughout.  I was a little surprised to see a DTS-HD Master Audio 5.1 track with this movie.  I seem to remember Allen almost always goes with stereo.  In any case the audio is very good, although the surrounds are mostly in play with the musical score and an early scene when Sophie and Stanley get caught in a thunderstorm.  The dialog centric movie is very clear with most of the audio coming from the center speaker.  The package includes subtitles in English SDH, Spanish and French.  Extras include a piece called \"Behind the Magic\" and another \"On the Red Carpet\" as well as a trailer.',\n",
       "  1),\n",
       " (\"I'm a music-lover, and with this Bose Sounddock have finally found a place where my iPod sounds like a full stereo is hooked up to it.  The remote is easy to use, and the speaker itself blends in well with the room I have it located.  My one complaint is that my iPod (2nd generation) doesn't charge in the station, and I have to hook it up through the auxiliary line.\",\n",
       "  1),\n",
       " ('I like exfoliating in the shower  I like exfoliating in the shower and these loofahs are prefect.They help clear skin problems they are hypoallergenic.They work super great for getting the dead and rough skin off - they will leave your skin like new.these loofahs are prefect. I think, It realy a good product and will continue using them in the future.Thank you!',\n",
       "  1),\n",
       " ('This watch is gorgeous. The images do not do it justice. It is small, light, and inexpensive (they cost $200+ in Australia).<br /><br />However, I am worried about the clasp, as I have heard a few horror stories, and it needs to be double-checked. The glass does not seem particularly hardy, but that is an issue for another time.',\n",
       "  1),\n",
       " (\"I like that I can use this for any situation. It's nice to be able to express yourself sometimes without the greeting card company doing it for you. I also really like the jumbo option, it makes more of a gift than a card. Also, it's unusual and that's what I strive to be.\",\n",
       "  1),\n",
       " (\"Simmply a great product for the money!<br />Worked as expected upon installation.<br />I am very pleased with this product and it's performance.\",\n",
       "  1),\n",
       " (\"I finally found the perfect organizer for my needs. The build quality is excellent, and even after loading it down with three passports, cash, and all my cards, it shows no signs of wearing out.<br /><br />The 50, 100, and 200 euro notes are a little larger than the smaller denomination euros and slightly block the zipper when you put them vertically, but it's not a big deal.\",\n",
       "  1),\n",
       " ('This is THE best AC game of all time. Great play, graphics, everything. The graphics are stunning. The worlds are amazing. Bad as $^#*',\n",
       "  1),\n",
       " (\"ordered it monday, came thursday.  needed one for my son's' science project.  He's measuring temperature changes at various points in his environment during the day, so got him infrared.  if you've never used one but you check temps frequently, this is what you need.  you just aim and shoot, the sucker tells you where you are pointing with a laser! light as a feather.\",\n",
       "  1),\n",
       " (\"I bought this for my son and he really loves it. Exceptional quality and so much fun. We have bought these in the past and they broke very quickly. The plane is very sturdy and even after his first time taking it out it didn't have a single problem. We are very pleased with our purchase and sure you will be too!\",\n",
       "  1),\n",
       " ('Traveling with bag and bags is really hustle. This product makes me good felling about packing and unpacking .This is really  excellent product .Very Easy to use .i loved to use it again and again . Excellent Product. i personally Recommend this product.',\n",
       "  1),\n",
       " (\"A good product for my family, I have purchased and replaced all the light bulbs for my family, replacing the old products. This product is very bright, stable and not Harmful for eyes. I always concern about my children's Eye Sight than I try to find lights that helpful for Their Eyes, and this product can completely my Respond wants. I recommend you buy this product<br />Thank manufacturers!\",\n",
       "  1),\n",
       " (\"Oh my goodness, we were so impressed with this little bistro set! We purchased it in conjunction with another couple for some friends that had a small patio. It's one of the best gifts I've ever given! The guys got together and assembled it in no time at all. Great quality set at an affordable price.`\",\n",
       "  1),\n",
       " (\"If you need gumbo and you don't have or can't get the ingredients for real gumbo, then this will have to do. It tastes good enough to pass off as being made from scratch by an average cook.\",\n",
       "  1),\n",
       " (\"These are absolutely beautiful rose gold color earrings. They're so light and very well made. I got it from my wedding last year and they look very stunning. This is my favorite, I love it when people compliment me because of these wonderful pair of studded earrings! For every man out there, this is the best gift to a woman. :)\",\n",
       "  1),\n",
       " (\"This coat has a very nice drape and the fabric is soft, warm, and dressy. It's perfect for business attire in very cold Chicago winters. I've gotten many compliments on how good it looks. For folks like me who can't afford a 100% cashmere, this is a cost-effective and warm alternative.\",\n",
       "  1),\n",
       " (\"This product works for using a pc headset on PS3. You get mic input and output into your headset but not game audio. If I manage to get all audio into my headset I'll update this review, but do know it does work on PS3. Great product for a great price!\",\n",
       "  1),\n",
       " ('The product looks pretty. It really looks like a camera. I like this item. I will buy one for my best friend.',\n",
       "  1),\n",
       " (\"Absolutely in love! Everything I hoped for and more! My other wedding ring set was starting to tarnish after 2 weeks of getting married, so my husband bought this for me. Shows my Irish heritage and hasn't tarnished or caused any rash. If you're allergic to gold, white gold, sterling silver, etc, like myself, I recommend this! It's hypoallergenic and absolutely perfect!! It's so shiny also! (: very pleased!\",\n",
       "  1),\n",
       " (\"I'm so glad Nintendo finally released a licensed clear 3DS cover! This case is amazing. It's on the softer side so it's flexible and easy to put on (and it stays on!). It is completely transparent so if you have a decal or something directly on your 3DS, you can see it clearly. I personally bought this to protect the autographs I've collected on the front of my 3DS. I would definitely recommend this case!\",\n",
       "  1),\n",
       " (\"This video camera is pretty freakin' amazing, I have to say. My last video camera was from years ago (so long that it used tape!), so this was my first experience with a digital video camera. I don't think I have to say I came away impressed.<br /><br />First of all, I wasn't looking forward to having to buy a bunch of storage for a digital video camera. Storage is expensive, plus keeping track of cards is just annoying. Well, imagine my surprise when I discovered that this video camera has almost 100 GB of internal storage! That's enough for almost 40 hours of recording, which is more than I'd use it before pulling the data off.<br /><br />When you take it out of the box, the way the camera is built is a little disconcerting. This camera has pretty incredible image stabilization, which prevents your video from reflecting the natural shakiness of your arm. But to do that, the internal bits of the camera float around inside. Basically, when you take it out and hear things thumping around in the camera you're probably going to think it's broken. But no, that's how it's supposed to be, and you'll get used to it.<br /><br />My favorite feature of the camera is its built-in projector. No longer do you have to wait to unload video from the memory card before watching! The projector is such a great feature, and it works very well. Image quality is sharp and it's pretty intuitive to use.<br /><br />Overall, I'm impressed with this camera. It is on the expensive side, but you're getting a lot for your money here, as this thing is feature-packed.\",\n",
       "  1),\n",
       " (\"Everyday It's a must for me to eat a well balanced breakfast(most important meal of the day),therefore,I needed to find a source of fiber that were gluten free also.Searching around the cereal topic on google I found this one.Despite the price I decided to give it a try.<br />This is one of the most tasty cereals I have ever eaten,one can taste the coconut almost to the point that you think you are eating coconut alone.I could eat 1 to 2 bowls in a morning and never get bored.<br />This is what I was looking for.\",\n",
       "  1),\n",
       " ('I got it, took it out of the box, fallowed the instruction, which were clear and easy to fallow, and the router was set up in about 15 minutes including software download time. The rang on the router is awesome and so is the download speed. Very pleased with this purchase!',\n",
       "  1),\n",
       " (\"I am in Love with Dash & Dot because these guys are simply amazing robots, They sense respond & interact making it a perfect toy for middle age children's. They can even detect objects & hear sound. The colors are also very eye catchy & lovely. A beautiful & playful toy.\",\n",
       "  1),\n",
       " ('This is simply awesome quality cap and it is very different, it seems cool just go for it without thinking, in this price range it is jackpot',\n",
       "  1),\n",
       " ('This supplement is very good, helped me to improve my health and my performance as an athlete, it gives you extra time to do your exercises and also has no Secundary effects is excellent',\n",
       "  1),\n",
       " ('I needed these for a cooking competition I was doing, got it and it was exactly as in picture actually.... surprising enough. did what I needed it to do, very happy.',\n",
       "  1),\n",
       " (\"Girlfriend loved them. Seemed very fragile yet looked beautiful on her. She thinks they are beautiful and in the end that's all that matters\",\n",
       "  1),\n",
       " ('GREAT PRODUCT.I WOULD NOT USE ANYTHING ELSE.THIS PRODUCT REALLY WORKS.I USE IT ALL YEAR ROUND.I WOULD RECCOMEND IT TO EVERYONE.THANKS.',\n",
       "  1),\n",
       " ('Baby Haven is not the 5 star seller they should be --but Amazon is awesome--<br />I purchased it as a gift and my niece said it quick working properly after the 1st week --and her baby loved it --so I tried to get it replaced -  the seller would not send a new one until I sent the malfunctioning one back --So I told Amazon and -AMAZON was awesome !!! They refunded my money --not the seller.<br />The bear womb sounds works great when it works --so buy from a seller that will exchange without interruption. Great for coliky newborns<br />my son was given one 25 years ago by his Grandma @ birth. It was a god send then and still works. He probably will use the sound thing in a new stuff animal for his 1st child',\n",
       "  1),\n",
       " ('This is nice gift for my 12 year son, but it is bigger than the picture shown.<br />I take it easy bcoz now trend is for table clock size watch use as wrist watch :).<br />Very easy to open the link chain to reduce size, thanks to Casio.<br />One things i noticed that the specification says in amazon that it has glass screen but i guess i found it plastic.<br />It is not time to gave full mark for it, after use of some days i can say that. Because i have one Casio watch which is also illuminator  and said 10 years battery life but battery back out in 2 years.<br />Casio have to give a good quality box for it. It came to Dhaka, Bangladesh by one of my friend in December 24, 2013.<br /><br />Hope to back with good news in future.....',\n",
       "  1),\n",
       " (\"I bought these bags for my kids for weekend trips to Grandma's house and short road trips. They are just the right size and they are such good quality. It really looks like my kids will get years of good use out of these. I love that the kids can be responsible for their own bags and transport them easily with the wheels.\",\n",
       "  1),\n",
       " ('I absolutely love this product because it is as 100% pure as I have seen anywhere. It made the scratchy bits of my hands so soft on the first application. The dry winter air is killing me! What I really like about it the most is using it in my hair. I think it is important to know because of my hair type I am asian and my hair is long just past my waist. I am fanatical about having healthy hair even at the very bottom where as we all know is dead hair. Every time I wash my hair I apply the Argan Oil and I either blow dry it or let it air dry. Either way the oil absorbs beautifully into the cuticles of each strand. Having used this my hair is so much softer, silky and shinier!!',\n",
       "  1),\n",
       " ('I bough this small glockenspiels as a present for my niece and she loved it. The glockenspiel is small but perfect for my 3 year old niece. The construction is very good and the sound is amazing, it included two mallets. This is the perfect instrument to start teaching her music. Great purchase.',\n",
       "  1),\n",
       " ('Husband loves this bag. He says he fits something like 1 laptop, 1 secondary monitor, 4 textbooks, lunch, and others. It seems sturdy.',\n",
       "  1),\n",
       " ('Great choice of yoga selections, from easy poses with chairs, to working on breathing and the various poses that are used often in yoga.<br /><br />The relaxation and breathing exercises were the ones I really enjoyed starting with, feeling calmer through the day as I give myself a little me time to do this.',\n",
       "  1),\n",
       " ('We went from frontline to this new technology for fleas and ticks.<br />Received the item in great order - must have been fresh as the expiry date was next year.<br />Will definitely buy again.',\n",
       "  1),\n",
       " (\"I wear this during workout and it helps me to burn the excess weight around my waist. After workout my under shirt is wet when I remove the ab belt. You have to actually workout to see the result. I haven't been working out like I should but when my schedule is clear, I will be back to it and will be wearing this ab belt every time I workout.\",\n",
       "  1),\n",
       " (\"Does exactly what it's meant to do. Only, just be careful how you insert VHS tapes. If you do not insert the VHS tape straight or slowly it will damage the tape. We use this item everyday. So far so good.\",\n",
       "  1),\n",
       " ('The nite light feature is great.  My wife had to replace her older Indiglo Timex which she really liked and we had trouble finding a replacement locally.',\n",
       "  1),\n",
       " ('love the smell .ill be using this for multiple things from bath soaking to bug repellent .love any all natural product',\n",
       "  1),\n",
       " ('Pamparampam!) I love you, Garcinia Cambogia! I love all people! I could nothing without you. Those change which happened in my life thanks only you. Now I can do happy myself and my family. Weight loss is one of the greatest event in my life! Extra weight, good bay, honey!!! =)',\n",
       "  1),\n",
       " ('This shake is the best I have used!  It tastes so good and definitely serves as a safe &#34;bridge&#34; between lunch and supper.  The calories are good ones and the shake is delicious AND it has helped me lose weight and stick to the diet.  I use a small-size blender, skim or 1% lowfat milk, with 6 to 8 ice cubes, for a smooth and creamy shake.  This is an excellent product!  Highly recommended!!',\n",
       "  1),\n",
       " (\"I'm an artist, but I also have OA and fibromyalgia. It's really important that I pace myself - but of course, I don't. I got this cute little cube because you don't have to take the time to keep setting it. It's preset to 5, 15, 30, and 45 and you just turn it to the side you want. (As others have stated, each color cube has differing time sequences. I chose white for the 30 and 45 minute increments.)<br /><br />It is quiet. No annoying ticking. And the alarm is loud and not the kind you'll ignore. It definitely will stop you and make you turn the cube to reset. I also love the fact that you don't see any time showing. When I've set other timers, seeing the fact that there are 10 minutes left makes me rush whatever I'm doing to try to finish before the alarm rings. Not with this one. It's very Zen-like and helps you actually forget time but be mindful when it's time to stop. But yes, if you look closely, near the on/off switch there is a small minute counter. I try not to look at it too often.<br /><br />This would be a great timer for any kind of practice - from piano to homework. Highly recommended.\",\n",
       "  1),\n",
       " (\"Gorgeous watch. You will love it! It is elegant, well made, high quality watch. It's a Bulova. And, it is just beautiful.\",\n",
       "  1),\n",
       " (\"AMAZING.  First: these pants arrived TWO days after I ordered them, FROM INDIA.  The material and designs are beautiful and high quality.  Yes, the pants could be tricky to tie at first -- these are wrap pants, just like wrap skirts.  However, it's not that hard, and if I can figure out an articulate way to explain it,  will update my review.\",\n",
       "  1),\n",
       " (\"honestly i couldn't imagine how this thing was going to work but it works very nicely and very good, i can save my music videos and game all in one and play is in my nintendo DS, i think most of the people that has gotten an SD card for any reason should know how this one should work, for myself it worked and i didn't had trouble when setting it up.<br /><br />pretty much this SD card is at its cheapest right now, when i first bought it it was at $49.99 and not including shipping, i definitely recommend to buy this SD memory, with one gig is sufficiently to save a lot of things in there.<br /><br />i cannot have a negative thing about the DS lite max media SD card.\",\n",
       "  1),\n",
       " ('Perfect for me, accurate. Gives you a real reading of calories burnt and steps taken. Easy to convert, pressing M for while, it will change from kilometers to miles',\n",
       "  1),\n",
       " (\"There is nothing fancy about these envelopes. They are very basic but that is all that you'll need. They have the right format for most letters and are not that expensive.\",\n",
       "  1),\n",
       " (\"RIEDELL is the go to skate for figure skaters. Because I'm a figure skater I bought these for both of my daughter's. It is very important to have ice skates that support your ankles, these do, as do all Riedells (I believe) You can't get a better pair of skates for beginners than these. You might find 40 dollar skates that look like they will do the job for recreational skating, but you will replace them the next year. These skates have a quality boot and top notch blade. THESE SKATES NEED AN EDGE...They MUST be sharpened before using them. Sharpening a pair of skates is like 5$ and takes 5 minutes. Skates should be tight on the ankles and wiggle room in the toe.\",\n",
       "  1),\n",
       " ('We have only had this for a month, but have used it several times and really like it. It is so easy to use and powerful.',\n",
       "  1),\n",
       " (\"There's not much more to say beyond the title for this review. I used it to spiralize a zucchini and had to adjust the vegetable multiple times to ensure it was being cut evenly, but was able to successfully spiralize the vegetable using this tool.\",\n",
       "  1),\n",
       " ('This product definitely works; makes my workouts better. Though you still have to workout & eat right, but using it in conjunction will definitely help you see results. Works extremely well when you using it while exercising, I wear the trimmer when biking and running, even at the gym & I have noticed a significant change in my stomach and lower back. Will definitely recommend.',\n",
       "  1),\n",
       " (\"This one is beautiful. My wife seems to like it a lot. She had asked me to get her one but I know I personally please her and she's only routing to try something new. She loves her husband and as get her these it tells a lot about him. Yes! He's me and I'm a pretty good man.\",\n",
       "  1),\n",
       " ('I loved the uniqueness of this ring. I purchased this ring not only for its unique look, but also again for its reviews. Once again not disappointed. Thank you for making affordable quality gifts',\n",
       "  1),\n",
       " (\"The G1077M is part of the Gitzo Classic Center Ball Head series, marketed as a petite head for travelers and matched to their carbon fiber Mountaineer tripods. I bought it in 2004 to use on a Gitzo G1028 Mountaineer. My gripped EOS 10D and 17-40 4L USM zoom were too close to the 4.4 LB load limit and I was fighting drifting in portrait orientation. So rather than struggle with every angle, I bought the next size up, the Gitzo G1177M, rated to 8.8 LB. All it needed was a modest amount of torque and the angle was locked. The G1177M became my favorite head and traveled with me for a decade.<br /><br />The wee G1077M languished for years in a desk drawer, unused and forgotten. I started shooting with an Olympus E-P3 micro 4/3 system and needed a small tripod to complement it. So I installed the G1077M on my Manfrotto 209B table top tripod and the combo was magic: balanced, light and smooth as silk. And no drift whatsoever. The E-P3 felt like it belonged on that head. Although the E-P3 is metal and armed with an EVF and fast prime, it's still a lightweight compared to even a petite DSLR.<br /><br />So while the G1077M is not well suited for heavy DSLRs, it is ideal for compact cameras like M4/3 or point 'n shoot, and at its best mounted on a table top tripod like a Manfrotto 209B or Giottos QU500. In a pinch, a DSLR works fine on the G1077M as long as you stick to horizontal orientation.<br /><br />CONSTRUCTION: Most metal parts are magnesium for strength and minimal weight. The ball housing sports an attractive sliver and black speckle enamel and, after years of use, has proved to be surprisingly chip and scratch resistant. The bottom is tapped for a standard 3/8 inch tripod mount thread. The top platform has a 1/4 inch bolt for mounting a camera.<br /><br />A single large knob is used for locking the ball. There is no separate tension knob. To mount a camera you loosen it and turn the top platform until the screw is snug. The platform is large and knurled for a sure grip even in wet weather.<br /><br />One odd thing I noticed while everything was apart was the ball is hollow and I could look down the stem and see out the bottom. Probably the hollow ball is a weight saving measure.<br /><br />KIRK QR Clamp Install: I have Arca-Swiss quick release plates on all my cameras so I decided to add a small Kirk QR clamp to the G1077M [[ASIN:B006U43AMA Kirk Enterprises 1'' Quick Release Clamp]]. First I screwed it into the 1/4 bolt on top of the disk. I soon realized the disk was redundant and removed it, mounting the Kirk clamp directly on the ball stem. The appearance is OEM and the operation is smooth, fast and natural. The installation of the Kirk clamp on the stem was harder than expected due to Locktite on the threads. I had to hold the stem still with a small pliers (with cloth to keep from scratching it) and unscrew the disk with rubber gloves for extra grip. The 1/4 inch stud had Locktite too and I had to use the pliers to remove it too. I cleaned off the Locktite and repositioned the stud so the top was flush with the top of the Kirk clamp (& deeper in the stem). And, yes, I applied a wee bit of Locktite 242 to keep the rig from turning under load. So 30 minutes of toil but what a great lightweight combo!<br /><br />LOAD CAPACITY: This is only a 120 g head and rated for light duty loads of 4.4 pounds, albeit the true capacity is much lower. I've owned heads from Manfrotto, Gitzo, Sunwayfoto and Really Right Stuff and they all greatly exaggerate load capacity. The Manfrotto and Gitzo heads tend to lock securely at about 50% of their rated load capacity. Indeed, I found about 2 LBs to be the true capacity while using the drop slot or at a steep angle. I recently tested a [[ASIN:B00AMNWXDW SUNWAYFOTO FB-28 Mini Tripod Ball Head Arca Compatible 7 oz Sunway FB28]], rated at 26 LB, and found the true capacity to be about 2 LB as well.<br /><br />LAST BLURB: The weight and space conscious traveler desiring a high quality head for point'n shoot and M4/3 cameras can't go wrong with the G1077M. And it is even better with the Kirk QRC-1 mounted topside, making for fast and secure connections. The Gitzo-Kirk pairing appears OEM and the combined operation is smooth, fast and natural.<br /><br />Finally, many will question why would anybody in their right mind spend upwards of $160 for a table top tripod. I certainly wouldn't if I didn't already own a G1077M. Nevertheless, this rig is light, fits in my jean pocket and provides amazingly solid support for my Olympus E-P3 camera.\",\n",
       "  1),\n",
       " (\"I've very satisfied with these vacuum storage bags. The double zip lock seals require a bit of effort but the resulting seal is worth it.\",\n",
       "  1),\n",
       " ('When I saw this I thought it would be neat to wear my iPOD on my wrist.  I went ahead and ordered it.  It took a little longer than usual for it to arrive but well worth the wait.  I opened the package, took out the band and read the instructions.  I proceeded to assemble the watch band to my iPod.  The screws were small so I assembled on a microfiber towel since the screws would not bounce off my desk.  Everything assembled correct.<br />  I found no issue with this band.  Wearing the ipod adds style to you and your wrist.  People asked me what I was wearing and when I showed and told them about it, they were amused and amazed.  I showed them the watch function and the other icons and even put my earphones on to listen.  They wanted one as well.<br />  I highlt recommend this watch band for your Ipod.  Well worth the money since the machined aluminum parts are well made.',\n",
       "  1),\n",
       " ('One of my favorite pieces that I have purchased from the Amazon Curated Collection!  Its beautiful & excellent quality!',\n",
       "  1),\n",
       " ('During my scouting (not hunting) this make for a very light bag to hop in the Polaris with and watch the whitetails come into the field.  A little smaller in capacity than I expected - but still a great addition to my very large Filson collection.  Go Filson!',\n",
       "  1),\n",
       " ('This battery is the perfect replacement for my orginial Olympus battery...great to have on hand when your orginial battery needs to be recharged.',\n",
       "  1),\n",
       " (\"Corsair is a trusted vendor for my Biz/hobie. I love it when I don't have to work for a living; phew. sometimes its a job reviewing this stuff. I suggest if you want accurate data you don't require a Novel like the Microsoft folk do.\",\n",
       "  1),\n",
       " ('I ordered this product as a gift and they absolutely love it. It is so much easier to use and store. I would highly recommend especially with summer just around the corner',\n",
       "  1),\n",
       " (\"This was a very well made and excellent comfortable mask and snorkeling for scuba diving. I purchase this and I'm really happy with this purchase i can recommended to all who need a good quality mask and snorkeling. it's really amazing.\",\n",
       "  1),\n",
       " ('I love AC Delco batteries, they work just as well as any other brand and they are usually better priced. Especially when you buy a big pack like this. Also these came 3 days earlier then the estimated delivery dates.',\n",
       "  1),\n",
       " ('There are just enough needles to use every function of this pump; you can use the pump and the gage simultaneous in order to get the perfect pressure in whatever type of ball you are pumping. Highly recommended!',\n",
       "  1),\n",
       " (\"Although my order from Amazon never arrived (thank you Amazon for a full refund), I bought one from a neighborhood hardware store. I bought this because my shower drain wasn't draining. Water would pool in the bottom of my shower almost up to my ankles. I tried Drain-O......didn't work. I tried baking soda + vinegar........didn't work. Then I tried the Cobra Zip-It. Wow! Just like the other reviewers state, it works! I retrieved a long glob of hair that looked like a raccoon's tail. It must have been almost 2 feet long! Disgusting! Now my shower drains like a charm. $10 wasted on ineffective Drain-0. Had I called a plumber then I would be out at least $100. For less than $5, my shower drain is fixed. Furthermore, if my drain gets clogged again then I can reuse this Zip-It\",\n",
       "  1),\n",
       " ('Very very nice...especially for the price....but not sure how long term ware with the metal. But very nice very pretty.',\n",
       "  1),\n",
       " (\"Great product!  I've stayed at some hotels where there haven't been a safe for some reason.  And I've certainly been to parks, beaches etc., where I've felt a need for a product that keep valuable safe in the car while I enjoyed the day.  Now I feel like I can leave my GPS, or laptop in the trunk, secure in my pacsafe, while I go to the beach.  Hopefully, I won't be proven wrong one day.  This travel safe is large, fits my gps, and 14&#34; laptop easily.  And it's easy to use.\",\n",
       "  1),\n",
       " ('This card is amazing, if your a serious gamer you will not regret this purchase, its massive so yeah make sure you have room for it.<br /><br />Running a<br />i7 4770<br />16 gigs ram<br /><br />and with this card unstoppable as far as gaming.<br />Video coding/editing is faster than ever multitasking more than what you can throw at it. Its no more go do something else while its doing its thing. Watch a movie while you do work or whatever<br />I do some modding and i tell you, you cant go wrong with this card, 4k gaming is amazing.',\n",
       "  1),\n",
       " ('I definitely recommend it.<br />I like that you dont have to take your belt off to attach it.<br />My knife (s2) has a little slack on it (I guess because it is made for various models) but it is still hold it ok',\n",
       "  1),\n",
       " (\"This product is very attractive looking and I love the way it looks on my bedside table. I use this primarily for the time, date, temperature display and for that it works great. The instructions are very easy to follow. I have tested out all the features and some work great while others are a mixed bag. -Time/date. Very straight forward and the orange glow through the wood is great. The snooze button dims the display which is normally the setting I have it on. Note: the dot in the upper left corner of the time display means pm. -Temperature. I find this to be pretty accurate but it does depend where the back of the block is facing, for example if it's facing a window it will likely not be an accurate reading of the room temperature. The directions say it can be up to two degrees off. -Alarms. These work consistently fine and are fairly easy to set. -Speaker. The bluetooth is automatically on when plugged in and will show up when searching for devices on your portable device. To shut the bluetooth off you hold the call/pause button down for 3 seconds. Sound quality wasn't the best I've ever heard but it was decently loud and much better than expected. If you are looking primarily for a bluetooth speaker I would look elsewhere though. There is also an aux in for devices that don't have bluetooth. -Wireless charger. Even without a case on this won't charge my phone and appears to be faulty. Do not buy for the wireless charging aspect. For me this isn't a deal breaker as there is a usb plug in for charging and I have found most of these wireless chargers to be slow and unreliable. -Usb plug in. You can plug in your charging cable to this and it charges fine and eliminates the need to plug in a wall charger. This makes up for the wireless charger in my opinion.  Build quality seems good and sturdy and the product has a good weight. One thing to note is that the product is a bit larger and wider than I expected and does take up my whole night table. The product measure about 9&#34;x 5.5&#34;x 2.5&#34;. Overall super unique and I recommend it even if all the features aren't up to par. HOWEVER I want to make it clear that if you are purchasing this it would be for looks (which I personally think looks awesome) not so much for features. The clock/date/temperature display works great and that is primarily what I got it to use for. There is no radio and this product is not advertised to have a radio.\",\n",
       "  1),\n",
       " ('Each of the 3 takes a good charge (on a sunny day) & then remains lit until dawn.  HOWEVER, in 2 of them, the batteries came unseated during shipment, so those worked poorly or not at all until reseated.',\n",
       "  1),\n",
       " ('great price. i get compliments on it all the time. Very unique piece of jewelry, looks great with a sweater or black dress',\n",
       "  1),\n",
       " ('Love this bag! Unique. I hold a lot of items in it.....laptop, magazines, files, cords, cosmetics. There is a zippered area in back that can be a pocket or unzip and you can slide over the handle of your roll aboard for easy commuting.',\n",
       "  1),\n",
       " ('Took it out of the box, plugged it in to my MACPro 4,1 running Yosemite 10.10.4 and it is up and running!',\n",
       "  1),\n",
       " (\"Wings Over Smoky's Rally in Cherokee North Carolina.  Great bag!!!  Attaches really easy and fast.  Great quality.\",\n",
       "  1),\n",
       " ('i purchased this as a gift for my eighteen years old daughter and she really liked it,its color is awesome since it goes with any outfit.',\n",
       "  1),\n",
       " ('I receive these headphones within a very nice protective package. and they are very stylish in appearance. actually I am is an audio engineer and work in studio. These headsets passed our test. Sound is fantastic. I am able to wear these comfortably on the largest setting.  On my children, they fit perfectly. I recommend these headphones for adults with smaller heads and children.',\n",
       "  1),\n",
       " ('I love this watch...the style, the color combination. Good size for my arm. This is a gift for myself. :-)',\n",
       "  1),\n",
       " ('This doomed crystal skill shot glass is bad to the bone. Bad a## addition to my collection. Looks cool with colored beverages.',\n",
       "  1),\n",
       " (\"I searched Amazon high and low for the perfect case for my 7&#34; Galaxy Tab. There weren't any that looked good, were thin and lightweight and had a working stand. Then I found this case and I can't be more happy. I attend a number of meetings and needed a case that worked well while I use SuperNote Pro. Adaptive positioning with the case simple. The case is constructed well and my Tab seems to be well protected. Also works really great while watching movies on the airplane.<br /><br />My only suggestion would be a stylus holder since there is no room inside the case to hold my stylus.\",\n",
       "  1),\n",
       " (\"This is the best final fantasy since FFX. The graphics are good. The characters themselves are brilliant the enviroments are well done. Yes a lot of the none important characters have psp graphics with HD gloss but tbh it doesn't matter they have so little screen time.  This is a war story with politics, backstabbing, and requires the player to have some intelligence with regards to how wars were fought. i.e WW1 and WW2. No I'm not saying go read them and you'll understand Type 0 but a lot of what people are saying is confusing just makes me laugh at their stupidity.  The Story Is brilliant: Let me just say this. If you don't get the story (As I've found it very very easy to follow) your stupid. Drop the game and go play hello kitty.  The amount of content in here, and the fact that it was originally a PSP title, it blows my mind. Awesome storyline, fun combat, and a great cast of characters. It's a must buy for any FF fan and anyone who wants to try out a fun action JRPG. True fan with the cash, can pick up one of the bundles like this one: http://fave.co/1bKMyKr  Trust me if you are a FF fan or Fan of FFX and FFVII your going to completely love this game.  What I can't understand is characters I find so funny like nine are being called annoying. Guys stop trying to find the reason of life in FF go outside get a life and stop taking it so seriously.  As for the critics reviews they are dead wrong and they will live to regret it. Look at destiny they did they stupid &#34;We've taken a few classes in good story writing and read some books there fore we know what we're talking about&#34; **** Gave the game a terrible score and it won a bafta.  How many hours have I played 22 hours yes. And what's amazing is that all 14 characters feel OP they all so good. I can hardly (acutally I can't) find a bad team make up. The character design is just amazing.  The reviewing industry is in shambles and the fact that this game is 74 on metacritc just proves it. It should have universial acclaim.  Look SE well done with this game it's amazing and thank you for giving me another real FF game  In the end if you're not at least checking this game out, your'e missing out! http://fave.co/1bKMGcQ\",\n",
       "  1),\n",
       " (\"It's always been my companion at work. I love this 3 in one Kopiko because I can make instant coffee while at work, even if i'm really busy. The taste is strong but sweet and I really like it.. the smell and all.. it's perfect..\",\n",
       "  1),\n",
       " ('Trust me, you need one of these, the feeling is just great. the price is great too, i have seen other and are a lot more expensive',\n",
       "  1),\n",
       " (\"This Sony DVD player is a very inexpensive option for a second or third home DVD player. We put in in our children's playroom for movie watching and it works fine for that purpose. This is not the choice for a main DVD player as it lacks any wifi capabilities for streaming Netflix, Pandora or You Tube. It is also ideal for a vacation home or furnished rental property. When it comes to DVD players today this one is as basic as it gets.\",\n",
       "  1),\n",
       " (\"I bought this for my brother, and even though it hasn't shipped yet I know he is going to LOVE it. He played this at a friends house and has been talking about the graphics and how awesome it is for the last 3 days! A great gift idea for the gamers in the family!\",\n",
       "  1),\n",
       " (\"Got  it for cleaning out my cars. However I now use it frequently to vacuum my patio instead of sweeping. My only complaint with the shop vac is the short cord. An extension cord works fine. But it'd be a nice touch.\",\n",
       "  1),\n",
       " (\"Love this color. Really can go with any season. Stays in place . No chipping same day it's applied. Great product.\",\n",
       "  1),\n",
       " ('What can you say except they are wonderful. Their singing is amazing and they have great music. Bill Gaither has the best singers that I have ever heard. I love all the old gospel songs and most of the new. I love the style of this music,a little country and a little bluegrass. What a great family. I also have a CD of Sonya Isaacs and she has a beautiful voice.She writes and brings a lot to the table for the family.Thank you to Bill Gaither and keep up the great job that you do.',\n",
       "  1),\n",
       " ('This is a nice quality kickplate, but I felt they included way too many screw holes for what I needed.  I live in an apartment and wanted something for my storage door since it was getting very scuffed, but the amount of holes make it look more appropriate for a commercial application.  I like the fact that this was an 8\" high (as opposed to the 6\" high that most companies sell) for a bit more protection.  Regardless of the screw holes, I am happy with the purchase (since the storage door is off an auxiliary hallway and not my main living area).',\n",
       "  1),\n",
       " (\"My two-year-old daughter loves this stuffed wonder-pet, and I must say that the smile she gets on her face when it calls her by name and sings her a song is priceless.  I didn't have the problem that some did with setting up the toy, since our daughter's name was in the database.  She absolutely loves this toy, drags it around the house and is constantly hugging and squeezing it and telling it she loves it.  It's cute as a button, the perfect size and really does a lot for the price, so I can't complain.  You can log in your child's favorite colors and animals and foods and it will sing a song about them to her.  It also has a variety of other songs you can chose from for it to sing, and it will also play your child bedtime music.<br /><br />My one issue is the same issue I have with many battery operated stuffed toys; the Velcro back rarely every stays closed.  It's irritating to have the back constantly hanging open and the battery pack falling out.  No matter how many times I squeeze it tight and Velcro it, it comes undone in mere minutes.  But, as far as interactive toys go, this one is a keeper.\",\n",
       "  1),\n",
       " ('This seat cover is ideal to use while my dog is in the car with me.  He likes the comfort of the cover and it resists dirt well.  It is pet approved!',\n",
       "  1),\n",
       " (\"This serves it purpose well and does it great. I like how it fits my hand and is easy to grip. You'll find this quality very essential when you're groping in the dark once the lights get busted. These are the things that I always look for when buying flashlights. Good light, by the way.\",\n",
       "  1),\n",
       " ('I really take care about the way I look even when I am carrying my tablet with me. Thanks to this bag I know that my laptop is secure and that I am fitting the latest fashion trends. Absolutely great product!',\n",
       "  1),\n",
       " (\"We purchased one of these to take care of our hell-spawn (raccoon) problem. The coons were digging up the yard, eating new plants, and searching for grubs. They left piles of dirt on the walkway and destruction in their wake. We purchased a battery of these scarcrow things and lined them up to create a critter-free zone and voila! No more eviscerated plants, no more dirt piles, no more coons! Its expensive, but worth it.<br /><br />The crow even works on dumb humans, like me! =-) I came home late at night from the movies and found quite a surprise when my sister turned this thing on forgetting I was still out. The scarecrow got me. Repeatedly. And I deserved it.<br /><br />Whatever you do, don't forget to turn it off or the UPS man won't like you very much.<br /><br />Awesome. Worth every penny.\",\n",
       "  1),\n",
       " ('I got a few exercise DVDs not to get bored with the same routine and to do exercises at home since I do not have time for the Gym. This DVD is exactly what I needed.<br />It is not long I am done in 30 minutes. There is a full body  exercise routine which works out all my body parts.<br />I use 8 Lb dumbbells. The exercises are very clearly explained and shown. The camera work is great showing the exercise form many different angles making it very easy to do the exercises correctly.<br />Recommended to those who want a no nonsense simple fast exercise routine.',\n",
       "  1),\n",
       " ('I was very scared to order this product but once I installed it, my printer is like brand new. One of the cartridges was leaking (blue) but was inside its bag. I cleaned it and it worked too. This is incredible.',\n",
       "  1),\n",
       " ('Needed something to replace aging remote on old cable box.  Found this one and gave it a try.  Took a little thought and trial and error but now controlling tv, cable box, vcr/dvd combo and bluray player.  Needed this one years ago!!!',\n",
       "  1),\n",
       " (\"My puppy likes this toy because of the crinkly sound it makes... and that's about it. I gave this 4/5 stars since it isn't his favorite chew toy.\",\n",
       "  1),\n",
       " ('I was looking for an inexpensive desk calcolatur and here it is. It works and does everything I need. Only issue is that it tilts slightly to one side so when I hit any keys it rocks a little bit. Not a big deal.',\n",
       "  1),\n",
       " ('My original of this saw was wearing down and I felt an upgrade was in order, so I bought a really nice wood saw.  It was so nice I didn\\'t want to use it on some of my \"junk\" cutting, such as plastic, roots in the ground, etc.  So, I broke down and bought this Stanley saw again and I\\'m really glad to have it back in my tool kit. It is great for those cuts which need a decent saw, but don\\'t need an artisan saw.',\n",
       "  1),\n",
       " ('Size as described<br />Decent material and decent lining<br />Appears to be sturdy<br />So far survived the trip to Europe',\n",
       "  1),\n",
       " ('Looks beautiful! I have also bought the silver one for a gift. Looks like a more expensive brand. I have been wearing it with both my gold and silver rings and bracelets. I have to not hook it to get the size I wanted but still look great on me.',\n",
       "  1),\n",
       " (\"I'm moving at the end of the month and these bags have been a life saver. I've been able to pack things up to place in storage, packed away comforters and empty several dressers for easy moving. They work great.\",\n",
       "  1),\n",
       " (\"I bought this for my 13 month old niece and she seems to be quite engaged with it. even though she is a bit young and doesn't get it right you can see she tries to join the block and disassemble the joined ones, which is promising and shows the usability of the toy. The blocks are large enough that they do not pose a chocking hazard.<br /><br />She has a lot of baby puzzles so I wanted to get her something different but still creative and engaging and this lego definitely seems to be perfect.<br /><br />Recommended.\",\n",
       "  1),\n",
       " ('I cherished the light fixture. It arrived quicker than anticipated. The quality was superb. Was extremely amazed & exceptionally content with this buy. I would prescribe purchasing this thing.',\n",
       "  1),\n",
       " ('Digital video baby monitor is an excellent product for our cute babies. It is hassle free portable monitoring and very easy to use. It is adorned with modern amenities like temperature monitoring, camera, automatic night vision etc. Its quality is quite good as it contains color monitor, long battery life. Besides its price is not so high.',\n",
       "  1),\n",
       " (\"Bought this after seeing other good reviews; thoroughly enjoyed it, we watched it in two sittings.  It's like a good book you don't want to put down.\",\n",
       "  1),\n",
       " (\"After I had my baby, I was very concerned with the weight I had put on. I didn't get the time to exercise. This slimming belt helped me reduce a lot of weight.\",\n",
       "  1),\n",
       " (\"Good quality sound for music.  Good mic quality for the phone usage.  i've gone through a few other options, so far this is the one that works the best.  Great value all around.\",\n",
       "  1),\n",
       " ('Perfect sunglasses. My new favorites, love it, very cute and style, lightweight, very comfortable for my nose.',\n",
       "  1),\n",
       " (\"I was worried about the cleanliness of this product- but It's very easy to clean. I wipe it down with a white vinegar solution when I'm cleaning the house and it still looks new. No problems so far\",\n",
       "  1),\n",
       " (\"My daughter loves the bold graphic animals on Beatrix backpacks and lunch boxes. She's in an owl phase now. The side pockets are convenient. The straps are sturdy. The only slight complaint I have is that the white has become discolored from all the use.  (A surface cleaning might do the trick though.) I would definitely recommend.\",\n",
       "  1),\n",
       " (\"Quilted Northern is one of the best toilet papers on the market.  It's soft, durable, and comfortable.  The best thing about this deal, however, is that with a coupon and subscribe & save, you can get a 36 pack for $13-14!  That's an amazing deal and should not be passed up!\",\n",
       "  1),\n",
       " ('This is absolutely beautiful I bought for a Christmas present and they wear it all the time.  I would suggest this Pendant.',\n",
       "  1),\n",
       " ('This is a great wireless card for any desktop computer. Well built card with good driver support. Recommend!',\n",
       "  1),\n",
       " ('We spend a lot of evenings outside and strung some of these around the porch swing support. So pretty and more attractive than the huge porch light!',\n",
       "  1),\n",
       " (\"I'm giving this a 5 star rating - however, I returned mine.  It was simple to set up, and worked the first time - basically plug and play.  I was able to plug (HDMI) in the transmitter to my cable box, and plug (HDMI) the receiver to my TV and the signal came in fast, and crisp!!<br /><br />My transmitter and receiver were only 15 feet apart and had a clear line of sight - so I can't comment on the strength of the signal.<br /><br />The ONLY reason I'm returning the item is because it dosen't support video on demand (any type of entertainment on demand through my cable box - HBO, etc.)\",\n",
       "  1),\n",
       " (\"Everything about this system is 5 Star,from Shipping-Packaging was top notch.Delivery-on time and early in the day.Installation-One Audio Optical Cable(Don't forget to take the little plastic caps off,also the cable does come with it).Took about 5 sec.to hook up.Sleek black and metal looks good,And last but not least Performance-The sounds this set puts out are just wonderful.Crisp,Clear,I'm hearing my music reproduced with clarity and power.The subwoofer does its job with no problem.Almost mesmerized sitting in front of a 48 in. screen with the sound quality at 100 %.There are some technical advantages to Klipsch speakers.Well worth the money.\",\n",
       "  1),\n",
       " ('Shopping for a camera can be overwhelming when you take into consideration all the mixed reviews about point-and shoot cameras. So, I decided to purchase one that was small to keep from wasting too much money on a camera that would not produce. After all, most of the rave reviews are given to very large and expensive cameras.  It was time to see if a mini camera could produce what it promised, and I felt like I had nothing to lose.<br /><br />This pocket camera proved to be an excellent choice. It has excellent shutter speed, very fast recovery in between shots, 10x zoom capability, low light capability, macro capibility, and nice video quality. In other words, it does exactly what you\\'d expect a \"point-and-shoot\" camera to do: take great pictures.<br /><br />However, it doesn\\'t work well with the flash, and it has a very dark quality when recording video in low light. If you can handle using small flush buttons and going through multiple menu items to erase a picture or toggle between manual and automatic pictures, then it\\'s worth your while.  After all, anyone wanting a compact camera is not asking for professional photography.  You just want something that\\'s easy to carry that will also take good pictures.  This camera hits the mark.',\n",
       "  1),\n",
       " (\"I received one as a gift for christmas and one of the battery packs wouldn't hold a charge. I simply returned it and bought another one and i love it now that it works. keeps the controllers always charged and is a great way to store the controllers.<br /><br />i like the lights too, they're cool.\",\n",
       "  1),\n",
       " ('Had to send the first one back. The release mechanism was defective. No hassle returns policy, ordered the second one, but had to settle for another color...OK, the new one worked fine. Great size.',\n",
       "  1),\n",
       " ('I have used Krazy Adhesive for years. Many trapped fingertips and white-colored glue spots on many equipment. However, this Highest possible Connection Click Lid Edition set a lot of problems. First off the Attach snap secure protect keeps it clean and prepared for a no hassle next use. (Remember to clean to tip before closing) No more run out pipes, or reducing for a new beginning. Just clean the tip before you screw it. Really like It!!!',\n",
       "  1),\n",
       " ('This aftermarket radiator fan to the wet bulb temp sensor type will allow you to install a fan control switch. The inside diameter of the hose to the radiator and make sure to choose your business. Theads wet bulb sensor in the body of the adapter is a perfect fit with the size of the thread.',\n",
       "  1),\n",
       " (\"I love this chrome book! It is now my main machine! I just love everything about it from the very first minute I opened the box! Google has really done some cool things with the drive and the office suite all in the cloud as we say....the google cloud! It is so simple to use and figure out. I have a iPad, and a windows 8 machine....but this little chrome book does all and way more. Very fast. Can't say enough about how I love it. The chrome book is going to be a hit. I have adopted the sad drives in my older machines and they turned out to be fast as can be. This Samsung chrome book has a ssd and is smoking fast. Don't get a hdd ever, go with the much faster/cooler/more efficient ssd. Good job gogle\",\n",
       "  1),\n",
       " ('Taste is good, Smell is good. I drink three or four cups of coffee everyday by hand drip, aeropress, cold brewing, etc. For all these purposes, this whole bean coffee gave me real satisfaction. I really enjoyed this coffee. I will give this coffee five stars.',\n",
       "  1),\n",
       " (\"Coconut oil has so many great uses! I love this oil. Since receiving it I've used it for many things. I love using it when shaving my legs. It leaves me skin feeling smooth and refreshed. I also use it as a massage oil. I love the pump that came with mine. It makes it easier to get the right amount I want, and convenient as well. The bottle is huge, and I have a fair amount that I know will last me a long time. This is top quality coconut oil, and has benefited me in so many ways since using it. I was so glad to be given the opportunity to test this product at a very special price, and share my experiences and feedback. I recommend this product to everyone. There are so many benefits to using this oil, and you won't be disappointed.\",\n",
       "  1),\n",
       " (\"Exactly what I needed! This table is simple, neat and beautiful. It's just elegant the way i like it! The stands are quite strong and not as I feared. I love this table!\",\n",
       "  1),\n",
       " ('The main mirror is not adjustable, so collimation of the optics is not easily possible. The eyepieces are adequate, however you may want to invest is some higher quality Plossl eyepieces for easier viewing.',\n",
       "  1),\n",
       " (\"This vitamin is only temporary until I Nioxin has it's vitamin supplements back at a reasonable price, the taste of these pills were putrid but I suggest drinking a flavored beverage or consuming it as quickly as possible - should I ever need to use this product as a 911 back up again I will.\",\n",
       "  1),\n",
       " (\"This coat has a very nice drape and the fabric is soft, warm, and dressy. It's perfect for business attire in very cold Chicago winters. I've gotten many compliments on how good it looks. For folks like me who can't afford a 100% cashmere, this is a cost-effective and warm alternative.\",\n",
       "  1),\n",
       " ('This hat was a very good choice for my LO. It is cool and keeps the sun out of his face. It is also true to size.',\n",
       "  1),\n",
       " (\"These things work great!!!  my truck has a 2/4 drop and I keep ripping the ends off the plastic deflector on the bottom front bumper when I park and go over the wheel stops in parking places for example.  when I back out, the plastic drags and rips the ends off.  So I've replaced these many times.  Normally I'd go to Chevy and get them, but WOW, talking about bending you over in price for one of these plastic things.  For the low price for a box of these, I got 2!!!  They look and work just as good as the ones I have gotten at the Chevy dealer!!!\",\n",
       "  1),\n",
       " (\"The collar works great! Our English Bully used to bark at everything! She suffered from separation anxiety. She was fine while we were home with her, however I had my neighbors complaining that she barked non-stop while we were at work. Purchased this collar and problem solved! It only took her a few days of wearing it for a few hours a day. She still barks but nowhere near the amount she used to. And, best of all, my neighbors are now happy! They said they can't hear her barking anymore when we aren't home! Amazing product at an awesome cheap price !\",\n",
       "  1),\n",
       " (\"I don't see what the fuss is about, these notebooks are great! If it's the price, I'd rather pay for it rather than run all over the place to buy from whichever seller since I don't have the time. The convenience is worth it to be honest and the notebooks are perfect for what they are used for.\",\n",
       "  1),\n",
       " ('I am so happy to have found this product! My hair and nails both are beginning to finally grow after years of trying.I am so glad to have finally found a product that gives me results .',\n",
       "  1),\n",
       " (\"These pair of headphones are the bomb! I like the reaction I get from my friends when they think they're just regular headphones, until I flip out the earpieces and they instantly turn into speakers, kind of like a cool magic trick! Definitely recommend these headphones.\",\n",
       "  1),\n",
       " ('When I opened this I was surprised at how great it was packaged for a large statue. I do wish it was a bit taller, but it was easy to find a spot for it in my front yard.',\n",
       "  1),\n",
       " ('awesome product... good heavy duty plastic...being used as a roof over my hot tub so we can still see the stars',\n",
       "  1),\n",
       " ('This binder is very durable and lasts forever.. I purchased my first of two around three years ago.. my first binder is like brand new minus the normal wear and tear.. Excellent product for the price.',\n",
       "  1),\n",
       " ('I\\'ve used them for many years and always come back to Sanford Sharpie if I stray to a cheap brand. They last a long time and the point stays nice and \"pointy\".',\n",
       "  1),\n",
       " (\"I've researched filters a lot and I like that this water filter straw can do 1,500 litres of water. I purchased it to include in my bug out bag/72-hour pack. I'm thinking of getting another one for my EDC. Works well and packaged nicely.\",\n",
       "  1),\n",
       " ('Excellent leather strap is high quality very well defined, very stylish, comfortable and luxurious, easy to install as it comes with l stainless steel adapter that allows you to slide easily,   Skyla fascinates me to use prodcutos high quality.<br />I recommend it',\n",
       "  1),\n",
       " ('The socks perform perfectly and keep my feet dry in the Texas oilfield! Socks came in the time frame and were exactly as described',\n",
       "  1),\n",
       " (\"The fit is really nice, the material is great, and the price is good. I was skeptical buying a coat like this online, but I was not disappointed. I had been unable to find a full length ladies coat in this area of the country. When I saw this one I thought I'd give it a try. I'm glad I did.\",\n",
       "  1),\n",
       " (\"I had the set of 24 and went ahead and got the set of 48, even if it did mean some repeat colors. My daughter has Prismacolor Premier and I know how much she likes those (she's an artist). She told me to try the Scholar because they would probably be easier for me to use. I love them and wish they came in a bigger package. The ONLY color that they didnt come with was Gold so I ordered an individual Gold one (it came with Silver in the 48)\",\n",
       "  1),\n",
       " ('Good monitor for the price. Met all my expectations. I like the glossy display because videos and movies look more crisp than matte.<br /><br />Cons:<br />Would have been nice to have a display port. Speakers suck as all monitor speakers do. Why do they bother putting them in? No one ever uses them.<br /><br />Overall, happy with the purchase. It was delivered safe and quickly.',\n",
       "  1),\n",
       " ('Time will tell, but this is a lot of saw for the money, and since I am only an occasional user, it should last me for many years.',\n",
       "  1),\n",
       " (\"I got a 4 ounce bag of these through a subscription box service and it was a challenge not to eat the whole bag in one sitting (each serving is one ounce).<br /><br />First, since there's currently not much product information on the page (including no &#34;Nutrition Facts&#34; box):<br /><br />Ingredients: Organic Quinoa (Whole Grain Quinoa, Quinoa Flakes, Quinoa Crisps), Peanuts, Tapioca Syrup, Raw Sugar, Crystallized Ginger (Ginger, Cane Sugar), Honey, Brown Rice Crisps, Almond Oil, Baking Soda, Salt<br /><br />These are gluten free (certified) but obviously not vegan (honey). This is stating the obvious, of course, but they contain peanut and tree nut (almond oil) ingredients.<br /><br />As I mentioned before, one serving is an ounce, which contains 120 calories (35 from fat). One serving has 0.5 grams of saturated fat but no cholesterol. One serving has 35 mg of sodium and 20 g of carbohydrates (very little fiber and about 10g of sugar). Finally, these have 3g of protein per serving and a tiny amount (about 2%) of iron. If I haven't mentioned something else that is commonly included on the nutrition part of the label, that's because it isn't in this product (i.e., no vitamin C).<br /><br />Texture-wise, these are very similar to the hard/crunchy kind of granola bars. These are broken into pieces maybe 1/2 inch square (not quite 1/2 inch thick). You do see big, whole peanut halves in these. I mostly notice the peanut flavor; the quinoa doesn't add much flavor and the ginger is more of a mild undertone (it's there, but not overpowering).<br /><br />Maybe it's because I haven't let myself eat too many snack foods lately or maybe not, but I think these things are delicious. I'd definitely consider buying these in the future (as well as looking for other flavors from the same company).\",\n",
       "  1),\n",
       " ('This product arrived on time, the size is correct, it is very hot. I pass a machine with no problem. Very good value',\n",
       "  1),\n",
       " ('I HAVE USED BRAUN RAZORS FOR YEARS AND THIS IS A REPLACEMENT FOIL AND CUTTER FOR SERIES 7. IT REALLY DOES MAKE A DIFFERENCE TO REPLACE THIS AT LEAST ONCE A YEAR',\n",
       "  1),\n",
       " ('It worked well for about a month, and then got progressively worse. It was totally useless after about 2 months. Unfortunately the warrantee period is 30 days. I would be very leary about purchasing any electronics from here.',\n",
       "  1),\n",
       " (\"Only used this once camping out with friends, used it alot of times to scare my neighbor's dog and show off to other friends. My nephew might use it in a camping trip. this would really be useful when roughing it.\",\n",
       "  1),\n",
       " ('After the recent explosion in facebook mentions of game of thones I knew I had to check out the show. Over the last week or so I watched all of season 1. Now I have seen about half of season 2 and I can see why so many peopl elike it. Its a great show, Im happy I started to watch it and didnt let it slip by. Would recommend you start watching from the beginning if you are new to the show',\n",
       "  1),\n",
       " (\"This cosplay hair looks great and it has great built quality. My girl has used it on several occasions and it didn't lose in quality at all.\",\n",
       "  1),\n",
       " ('This set is a complete package. The pliers are really durable, you can easily tell just by looking at it.',\n",
       "  1),\n",
       " (\"Not cheaply made Love the case! It fell shortly after taking out of the box thought there was going to be a crack but everything was still in it's place and not harm to anything\",\n",
       "  1),\n",
       " ('What a beautiful decorative  piece to hang up for your keys , this product arrived quickly and was packaged perfectly . It arrived in perfect condition .<br /><br />The specifics of product :<br /><br />This is a cast iron key holder , the metal key hooks are made from recycled iron and are treated with special coating, giving the item a vintage or rustic look, while protecting the item from rust and wear. You will know this when you get it. It is not cheap or flimsy by any means. This solid piece will serve your family for generations.This iron key hanger can be a great addition to your home décor. It simply captures the attention of any one who sees it. Our unique key hangers have a classic touch to them. They are very attractive and make your entryway, hallway or door look very charming. This is the way to wow your guests and yourself. The wall mounted key hanger can be attached to a wall or on the entrance door with included screws and anchors. Just find the right spot, measure, level... and screw it into your wall. The four metal hooks are solid, yet slim enough for most key chains.<br /><br />This is truly a beautiful product for home decor it is solid and absolutely stunning .This is not a cheaply made product , it is made of high quality materials . This will hold all your keys in a convenient to reach place , this can be hung just about anywhere . I have been looking for a product like this for awhile but none of them seem to appeal to and were poorly made. Well my search is over I have found the perfect key holder , I hung mine by my front door . It was simple to install all hardware is included , and it looks positively wonderful . We have  a lot of keys to various things and this held them all with ease . If you are looking for a product like this for yourself or as a gift , well you have found it with this one.<br /><br />I highly recommend this product .',\n",
       "  1),\n",
       " ('Great product. I have a few watches with really big faces and wanted something conservative but still nice. The size was perfect, I have an average size wrist. I had to take 2 links off most of my other watches.',\n",
       "  1),\n",
       " ('This travel scale works well.  No more guessing the weight of our suitcases.  We checked the accuracy and it passed.  The scale is sturdy. If you use it as intended, it should last a long time.  You can lift the suitcase and press the hold button so you can look at how much it weighed after you put it down.<br /><br />This scale should last us a long time. It takes a coin cell battery that is easy to replace.  Comes in a box, not a plastic bag.',\n",
       "  1),\n",
       " ('getting our fan first born was an amazing thing but was so difficult for her to suckle ,this made us to pump the breast milk to feed our baby,we bought medela breast milk bottle set and was easy to feed her.',\n",
       "  1),\n",
       " (\"Love these things. I ordered two of them so I record things while riding my motorcycle and my wife's motorcycle.  I have used these for about 4 hours of recording so far and still showing 2 out of 3 bars.\",\n",
       "  1),\n",
       " (\"I'm giving this a 5 star rating - however, I returned mine.  It was simple to set up, and worked the first time - basically plug and play.  I was able to plug (HDMI) in the transmitter to my cable box, and plug (HDMI) the receiver to my TV and the signal came in fast, and crisp!!<br /><br />My transmitter and receiver were only 15 feet apart and had a clear line of sight - so I can't comment on the strength of the signal.<br /><br />The ONLY reason I'm returning the item is because it dosen't support video on demand (any type of entertainment on demand through my cable box - HBO, etc.)\",\n",
       "  1),\n",
       " ('This watch is beautiful, wearable , I love this watch that combines many clothes.  I can use it with any type of clothing , the material is excellent and good quality, my daughter love this . It is comfortable to wear all day . I would buy it in every color . :)',\n",
       "  1),\n",
       " ('We used to watch this all the time when we were kids but we lost our copy when we moved. This is a definite wonder to get for those who like movies for their artistry and mastery instead of simple explosions.',\n",
       "  1),\n",
       " (\"I often would have liked to have on my previous KVM. Also, while you can't tell from the photo (where it looks short), the wire / cable from the main box to that toggle is pretty long (about 6 feet). Yet another little pleasant surprise: the button has a rubberized bottom so it doesn't slide around easily on the desktop.\",\n",
       "  1),\n",
       " ('Graphics are nice, Online is pretty decent, just not enough customization on cars though, for my new PS4, and is fun. Playing as a cop is fairly easy, but as a racer it is tough especially when you crash or get arrested and lose your points. On line play is fun also.',\n",
       "  1),\n",
       " (\"I was inspired to go out and buy this bar by research released by Harvard this past march about the health benefits of flavanoids in cocoa. I just went out and picked up the bar with the highest cocoa content assuming I'd be getting a the highest dose of flavanols (the class of flavanoid that is found in cocoa)... after a little more research though, I realized I'd picked the wrong brand for that. Looking at the ingredients, you'll see that the cocoa is &#34;processed with alkali&#34; (aka Dutch processed chocolate). Apparently, 60-90% of flavanoids are removed during Dutch processing (according to wikipedia). From what I read, you're much better off trying trying to find &#34;natural&#34; chocolate if you are going for the health benefits.  On the other hand... I'm totally addicted to this chocolate! At first I found it too bitter and ate it along with some grapes to help sweeten it up, but after a few nights my palate has changed and am loving it just the way it is. Too bad about the Dutch processing.  If you are going for the healthiest brand regardless of price, it looks like the Xocai brand is the way to go. Not only is it natural, but it's cold pressed (heating the chocolate also removes flavinoids) and is sweetened with açai berries. I couldn't find any data on how big of a difference in flavanoid content of cold pressed and non-cold pressed chocolate, but I doubt it's worth the current cost.  There's a few good dark chocolates available here at amazon that are natural and dairy free with high cocoa content including: Dragoba makes an 87% cocoa organic chocolate bar, and Endangered Species makes one at 88% (Black Panther Extreme Dark Chocolate). Stay away from bars that don't post their ingredients on Amazon (such as Green & Black's organic 85% cocoa dark chocolate bar which contains whole milk).  If you love chocolate half as much as me, you should really look into getting   http://www.amazon.vote/gp/product/B00FPGLMLA\",\n",
       "  1),\n",
       " (\"This guide  for the Praxis II School Psychologist (0401) Exam is one of the best available out there to help you pass this exam. It really focuses on providing great detailed reviews of the material and even includes a practice test that you can test yourself with to see if you're improving. The included special keys also  help you prepare mentally by teaching you how to get rid of anxiety and showing you how to manage your time better.\",\n",
       "  1),\n",
       " (\"What I love: The kibble is really small, the ingredients are good, the nutrition is complete, it works for sensitive tummies, and my dogs like it. I have four dogs, two of them are as old as dirt. OK, actually they are 16 (Milton) and 18 (Max). Milton has no teeth and Max has no front teeth. The Vet said dogs use teeth to bite and tear, not to grind food to mush (like we do) and that even without teeth they may like to each crunchy food. She was right... they actually prefer it because it's easier for them to pick up. They are Doxies and they have long noses, but short jaws. This is a problem because the wet food sticks to their bowls and they can't get it into their mouths, and it's like watching a dog try to eat peanut butter. (OK, I know that can be totally funny and I'll admit to laughing at my lab after giving her peanut butter. But it's only funny when it's a treat, not when they are really hungry.) OK, all that to tell you this kibble is perfectly small. We used to buy regular food and smash it with a meat tenderizer, (yep, that's a hassle) but this is small enough as is. They also have sensitive tummies, but this stuff never makes them barf. And, they both continue to get excellent blood test results, so I think this food does provide good nutrition for them. They have been eating Nutro for years, and they are hella old... so that in itself is a good reason to buy this food.\",\n",
       "  1),\n",
       " ('It was amazing in taste. Each seed seemed so perfectly picked and I am thankful to the quality being delivered. I have used these seeds in variety of recipes/tea and for other purposes like cough and cold/Oral health. It has got amazing health benefits and have recommended my friends and colleagues to buy this brand.',\n",
       "  1),\n",
       " (\"This machine doesn't take up much room and it does exactly what I need it to do. I bought it for my own personal use to make my own blingy tops but this week had a few friends birthdays so had to make close to 10 last night and it was very simple with this machine.\",\n",
       "  1),\n",
       " (\"A replacement battery that actually charged and works.It fits a little snug in the Dyson unit, but i'm positive it will break in a little.\",\n",
       "  1),\n",
       " (\"Power couple Kit (Jill Bennett) and Dyna (Cathy DeBuono) appear to have it all, each with their own practice and a best-selling book called `How to Succeed in Marriage Without Even Trying.' Unfortunately, just as the book is published, they begin having marital trouble. To keep a lid on their personal troubles and continue to sell their book, they begin couples counseling.<br /><br />Knowing that Jill Bennett and Cathy DeBuono are a real-life couple made this even more enjoyable. Great play on couples therapy and what it takes to make a relationship work.<br /><br />Chris Alderson<br />Author of the 2013 Lesbian Film Guide\",\n",
       "  1),\n",
       " (\"They're height-adjustable, so you can make them as short or tall as you need, which is a real bonus; also very durable, and blend in nicely with other office equipment. With them, my home office is much more efficient!\",\n",
       "  1),\n",
       " (\"Not bad! It still tastes amazing, though that might be because I'm a huge tootsie roll fan. On the other hand, our local store just stocked up on this and it's much cheaper there too, so I guess I know where I'm getting my supply from now on.\",\n",
       "  1),\n",
       " ('Perfect like any other Planes die cast of mattel, great for the entire collection of mattel planes, great quality, great size.',\n",
       "  1),\n",
       " ('I wear Medipeds Diabetic socks all of the time due PVD and diabetes.  Most socks are just too tight and uncomfortable<br />to wear.',\n",
       "  1),\n",
       " ('Damn this think is strong! I have never seen something so powerful before. I was hesitant to press &#34;place order&#34; on amazon but its a good thing that I went ahead and did that otherwise I would have spent millions on a brand new one.',\n",
       "  1),\n",
       " (\"What a fantastic bag!  So small yet holds so much.  The leather is soft and has a nice grain to it.  Wouldn't hesitate to purchase this item again!\",\n",
       "  1),\n",
       " (\"Spectacular product. I'm amazed at the efficiency of it, and with just two pills a day. After a month of taking the pills I'm extremely happy with my weight. Other people have noticed and have even commented on how I look a bit thinner. It was a great kick start in my journey to losing extra weight.\",\n",
       "  1),\n",
       " (\"Bought this as a TV stand for my 13-year-old daughter's bedroom and she loves it. It holds her 43&#34; LCD TV perfectly and she can put her little accessories and decorations on the shelves. It looks great in her room and is sturdy. I wouldn't recommend it for a family room or living room as it's really not &#34;fancy&#34; enough for a main room of a home, but for a teenagers bedroom it does the job perfectly.\",\n",
       "  1),\n",
       " (\"Received this on-time as promised from seller. This little RC is a blast. So far have only flown it indoors, still trying to grasp the subtle control requirements. This is my first RC and I know I'll have to practice (a lot) to be able to control this thing. Still I am having a blast with it. If you have a modicum of patience and get a kick out of technology, I highly recommend this toy. This is not a professional drone, don't expect it to perform like one. If you want a drone, pay the extra thousand bucks (or more) and buy one.\",\n",
       "  1),\n",
       " (\"It's very nice , very good quality for HD picture<br />I like it a lot and I recommend it for it's price<br />I'm giving 4 stars case I didnt succed to play the 3d<br />I cannot say it's good , I'll update my review when I each it's 3d\",\n",
       "  1),\n",
       " (\"This is a pretty good value for the money (at $28) but does have a couple minor issues which reading this review will hopefully make less of a problem...  On the positive side, the camera sensitivity is quite good and provides a very viewable image in most every lighting condition - even those really tough high-contrast daytime situations with lots of bright and shady areas. The IR LEDs provide surprisingly good lighting range out to at least 20 feet and beyond in nice dark conditions. The IR mode is the &#34;IR Cut&#34; type which switches between color and B&W IR modes at a preset low-light threshold. This provides proper daytime color compared to the weird daytime colors of non-switching cameras which simply &#34;mix&#34; IR and visible light. The 3.6mm lens provides a wide recto-linear (non-fisheye) field of view which covers a lot of area. The image quality seems nice and crisp in daylight but a little grainy/fuzzy in really low light as one would expect. The all metal housing is quite tough and can be mounted with the all wiring and screws secluded to help prevent tampering/vandalism.<br /><br />On the downside, this camera does NOT come with a 12v power supply, but the good news is that it has BNC video and RCA type power connectors which are pretty-much the standard nowadays.  The camera itself is in a metal &#34;ball&#34;, which  is compression-mounted in the housing, and is VERY hard to move when the housing is tightened-down. The housing is composed of three metal parts which are threaded together at the base. The manual does not cover mounting or aiming the camera at all and so one just has to figure this out or read it in a review such as this.<br /><br />The base can be dis-assembled by twisting the mounting base and threaded ring in opposite directions until it threads apart. The housing must be completely dis-assembled in order to mount the camera using the 4 screw holes in the base ring. Once you have it apart it will make sense. After the base is mounted, the wiring can be threaded through the mounting surface, and the camera and housing can be re-assembled. You can aim the camera just before tightening the housing the rest of the way.<br /><br />Some notes about the IR mode... The camera's internal relay makes an audible &#34;click&#34; when switching between day/IR modes, and in some cases it will switch back and forth several times when it's right on the threshold. This is especially true when artificial lights are also present in the camera's view. A short jitter in the video is normal when the camera switches modes. Also, avoid placing the camera where any objects or surfaces are near the front of the camera, as the IR LED light tends to reflect back onto the lens, producing a light gray, ring-shaped fog over your night image which greatly reduces the night vision quality. If you must mount the camera in tight spaces with eves or other structures near the front of the camera, you can use flat black spray paint on those surfaces to reduce the IR backscatter and improve your night image quality.  Hope this helps!\",\n",
       "  1),\n",
       " ('These are Cool....Light weight bad a$$ FULL TANG and fast!<br /><br />Need to customize the handles, their are lose, so would cloth tape.',\n",
       "  1),\n",
       " (\"Great necklace. I saw teething necklaces in a local boutique that more closely resembled a pearl necklace, but they all snag horribly on your hair. But after seeing these, I had to find one that didn't snag.<br /><br />This one is THE ONLY ONE that I have found in a store or online, of the faux pearl variety, without knots in between (those look less like a regular pearl necklace), that doesn't snag- yay!<br /><br />Up close you can see the metallic white swirl, but not noticeable to others and really, I'll easily take that over having my hair snagged.\",\n",
       "  1),\n",
       " ('This is the best LED desk lamp i have ever used, this lamp is really unique and special compared to other forms of it found in the market. I love the fact that it is LED and the light is really bright and it last longer. The lamp has about 5 different mode that one can switch to, it really good for reading as the white light is really bright, it can also be adjusted for relaxation, bed time. The lamp has a USB pot and lot of other conditions around. Its LED so it does not really occupy space on my table, the touch pad control is also very lovely, as it responds to touch very fast. The lamp has a USB port that i use to charge any of my gadgets that is USB enabled. It can also be twisted to suit my style.<br />I strongly recommend this lamp for students,couples,families and friends.',\n",
       "  1),\n",
       " ('What is the customer service number so I can contact you guys regarding an issue. I know its a year warranty.  I love my box but the SD card will not work and apps wont install its 32GB so I need help please provide me with this info.',\n",
       "  1),\n",
       " (\"You really get what you paid for with these olives, and I mean that in the most literal way I can. There is so much packed into the container and they are all in great condition as well. This is super, super worth it as far as I'm concerned.\",\n",
       "  1),\n",
       " ('I put this beautiful crystal spark plug niceEshop at a very reasonable price, but I like how it looks, so all my mobile phone accessories look great! Worth the money looks more expensive than happy,',\n",
       "  1),\n",
       " ('I loved this movie.  It was even better than when I watched it on TV on the Hallmark Channel. Highly recommend it.',\n",
       "  1),\n",
       " (\"Those are the big criteria I have for getting dog food for my 14 month old miniature schnauzer.  She loves the Paul Newman peanut butter treats, so thought I'd give this a whirl, and she's eating it !\",\n",
       "  1),\n",
       " ('Heavy duty is right, other squeezers bought in the past do not compare to this one!  Holds up to heavy weekend use!',\n",
       "  1),\n",
       " ('This is such a great smart TV set with the remote and the box. It is high quality and works well compared to many other products. If you are looking for a good quality smart TV box, this is the one that is great for that. I would recommend it for anyone looking for this type of product.',\n",
       "  1),\n",
       " ('Bought to do bed lighting in my truck. Works really well, easy to trim to length. The adhesive does not hold up well at all especially of left in the heat. Applied a bead of silicone adhesive under it and holds up very well. They are plenty bright for my application but not super bright. Leaves kind of a blue/purple light, not bright white.',\n",
       "  1),\n",
       " (\"I have not had to use it on anyone yet, but scared someone off with it. the sound alone is intimidating. It just has one issue for me and that is the fact that I can't use the tazer mode when I have the flashlight on. But other than that, it is what I expected for the price.\",\n",
       "  1),\n",
       " ('I bought these guns for use in firearms training because I need to handle the guns (not just point and shoot at a target) extensively over several hours. Since my hands sweat, these allow me to maintain my grip without losing any dexterity when I am working on various skills for the proper handling of a firearm. They fit well but are not intrusive. I highly recommend them.',\n",
       "  1),\n",
       " (\"Great quality. My father in law loves it and it's his favorite team! Smooth leather and small enough to fit in the pant back pocket.\",\n",
       "  1),\n",
       " (\"I have been picking up cabinets and nick knack shelves at goodwill for years, but after a lot of broken treasures I decided to try a better cabinet. This was without a doubt worth the money. Not only are the shelves inside very sturdy, but you can even put some little picture frames or nick knacks on top of the cabinet. It holds a great deal of weight and doesn't budge a bit. All of the mirrors inside make everything you put in look great.\",\n",
       "  1),\n",
       " (\"I bought this because I like the fact that the case is plastic, instead of glass. The glass I've had bad situations with, it's shattered before, and Has shattered my whole phone. The plastic case has made it so my phone doesn't break when it's dropped, and I'm able to get it on easily, and faster. The plastic case just slips on, and doesn't require much force. It's affordable, and is honestly the best protection for my Galaxy I've came across.\",\n",
       "  1),\n",
       " ('These are real than the screen, like my friend. Exquisite craft and realize the value of the funds is truly wonderful.',\n",
       "  1),\n",
       " ('This is really useful product to me.I am frequently downloading many things.This product give me better help for my downloading requirements very easily.It is really fastest than other devices.thank you',\n",
       "  1),\n",
       " ('Excellent value for the price. I purchased this chair along with the matching wingback (http://www.amazon.com/gp/product/B002FL3M2U/ref=cm_cr_ryp_prd_ttl_sol_6) for my living room. We also have a family room, so the living room is more of a greeting area and is not really used often. Note that this chair looks great and is a comfortable seat for a short duration. It is not a layabout piece!',\n",
       "  1),\n",
       " ('I ordered this 2 sizes larger than my normal size based on the customer reviews.  Because of that, this fits well - honestly I could have just ordered one size larger.  The lace-up back is GREAT, it enables you to open the laces up, snap it on in front, then pull the laces & tighten it up.  The ONLY thing I have to do is put a hook & eye closure at the very top in front - so it closes flat.  Great product for the cost.',\n",
       "  1),\n",
       " (\"I loved Altair, but Ezio is the best assassin of the series by far. I will have to say this trilogy is the best ASSASSIN'S games but I enjoyed Black Flag much more but it's not really an assassin's game as it is a pirates game. The graphics are a little dated, and ACII and Brotherhood mechanics were lacking up until he gains his hook blade in Revelations. Great games though, definitely worth buying. After you finish Revelations, watch Assassin's Creed Embers to close Ezio's story. I wish they would do more birth-death AC, brings you closer to the character.\",\n",
       "  1),\n",
       " ('I have always suffered from dry scalp, and thin hair. It has never been as thick as other people, and I was always jealous of how great their hair was. So when I stumbled upon this product online, I was very interested.',\n",
       "  1),\n",
       " (\"I love this rug. Bought 1 for in our playroom and 1 for in our office. It is nice thick shag and doesn't shed at all. Rolled out perfectly. I don't even have a rug pad under them and they are more than soft to walk on. Highly recommend this product if you are looking for a good rug without breaking the bank.\",\n",
       "  1),\n",
       " (\"A horribly good card, I personally haven't played it but I got it for my brother and it's been a minor nuisance ever since. Can indirectly turn any token deck into a milling deck and with a mana cost of only 1 it could really fit into any deck as a 'just cause' kinda card.\",\n",
       "  1),\n",
       " ('I bought these for my trip to the Dominican Republic. They are strong and resilient. The spinners allowed me to move them easily. After several trips; there are no scratches or anything that would make me not want to order this set again. Great Value for the price.',\n",
       "  1),\n",
       " (\"Price and quality are good. I used some of the smaller ones a lot and they have no noticeable wear. Only gripe is that the handles on the small ones are tiny and it's tough to get any leverage with the small handle, which also cramps your hand a little after extended use.\",\n",
       "  1),\n",
       " (\"Great phone, works great and even sounds great over ip. Only flaw i seem to have is changing ring tone. It doesn't have many to chose from although its not really an issue. Also phone cord is short, but isn't something that cant be fixed.\",\n",
       "  1),\n",
       " ('This robe was exactly what I expected. It is very soft, light weight, warm and comfortable. I am a plus size woman and wanted a roomy, too big fit and 1 size up fit the bill perfectly. True to size.',\n",
       "  1),\n",
       " ('Happily spent $10,99 for the purchase. I was new to it but I have spent a couple of days wearing it when time comes and love it. Super dark and very quiet',\n",
       "  1),\n",
       " ('I really love this watch.  I bought it as a gift for my son and he adores it.  I have a similar watch with the same model number, but it is slightly different, which is nice it a way.  I bought mine on a Lufthansa flight and tried to get another the same.  I am glad it is different though as I do fancy the parchment face.  The watches of Zeppelin are all exquisite for men.  They are not super expensive, so they are not copied.  They are not sure cheap, so they are noticed for their uniqueness and masculinity.',\n",
       "  1),\n",
       " (\"Big shade, well made, fits my Gen2 Sequoia like glove. Good material.<br />I'm used to folding types...we'll see how this roll-up works out.....\",\n",
       "  1),\n",
       " (\"Easy start. Easy to use. Instructions are not that good but it's a simple few screws to assemble.  What you get for the retail price makes it just an ok value. Look for it on sale.\",\n",
       "  1),\n",
       " (\"I got this for my dad. He wanted something more slender and chic than the bulky one he had. The second he saw it his face lighted up. He loves it and it looks really nice on him. I am going to try to find a longer strap though. My dad is REALLY tall and it doesn't quite fall at his hip and looks a bit weird. Other than that, very nice bag. He can fit all his essentials in it nicely.\",\n",
       "  1),\n",
       " ('Bought this to replace a Siemens VOIP system that finally died.  The Grandstream works much better.  Audio clarity and volume are very good.  Bought GS-DP710 and GS-DP715 at the same time.  Both work as expected.',\n",
       "  1),\n",
       " ('I bought this product to carry in my purse for extra security. I of course never intended to use it unless I needed self-defense but my husband, of course, used it like a toy',\n",
       "  1),\n",
       " ('I decided to buy the OtterBox because I alerady broke the iPad screen once after $100 fix i bit the bullet and bought the case.<br />I am not a big fan of huge cases for phones that the Otterbox is mainly sold for. Always have issues with accessories when purchasing phone accessories. For the iPad this is a life saver. My two year old decided that she wants to play her games on the ipad and now takes it over. After many drops, stroller runing it over, milk spills, and what ever 2 year old does it has lasted. She is a great QC department :). I highly recommend',\n",
       "  1),\n",
       " (\"Easy to clean, removes dust efficiently and above all, it's flexible. I just wish it had longer handle for hard to reach areas.\",\n",
       "  1),\n",
       " ('This will be my new drivers side window regulator on my vintage 1973 Toyota Landcruizer.<br />Should let me crack the window about an inch and a half.<br /><br />Finding parts for that thing is like finding Conestoga wagon parts.',\n",
       "  1),\n",
       " (\"I bought it because it's the recommended cable by the application developer... I was pretty sure that there were others out there but did not want to take a chance buying something that might have not worked well with the app; this cable does the job and does it well\",\n",
       "  1),\n",
       " (\"An amazing and good looking watch. It is not diss appointing at all and it's good to look at at night with the space dark light. It is cheap compared to its look. I recommend it to all that love Gold looks\",\n",
       "  1),\n",
       " ('If you are reading this review prior to buying and installing the product, do this RIGHT NOW - buy a 14 mm tap with a thread pitch of 1.5. My husband has worked on all of our cars for years. He is also a mechanical engineer. When we read all the reviews about it being a tight fit, we thought those people were being dodo birds.<br /><br />We put our 2009 Acura MDX up on car ramps and my husband struggled for two hours on a Friday night before giving up. There is too much build up to install this hitch without thoroughly cleaning all the gunk off and using the tap in the bolt holes under the vehicle. We thought we would get a tap on Saturday and get it installed. \"How hard would it be to find a 14 mm tap? We live in the Seattle are so it shouldn\\'t be a problem,\" we thought. Oh. How. Wrong. We. Were. Places like Ace Hardware and Shucks Auto do not carry a tap that large in-store. They were special orders only. After calling a few friends out of desperation, we were referred to Tacoma Screw in Seattle and they had one. Machine shops are not open in the weekends, so that\\'s why we had trouble getting one. It took five hours to track one down.<br /><br />Once my husband used the tap on all the holes, the hitch went right on. It was still a snug fit, but he didn\\'t have to struggle.<br /><br />We have been using the hitch for about a month now. It looks good on the car and didn\\'t require a special bumper trim piece. We are happy with the hitch itself and have used it to attach our Yakima Holdup bike rack.<br /><br />I also recommend buying the hitch cap if ordering the hitch from Amazon. It was under four bucks and gives the hitch a more polished look when not in use.<br /><br />The hitch arrived from Amazon on a Friday instead of Monday as Amazon estimated a three days sooner than expected. It was packaged in the original Curt box. It was supported nicely in the cardboard box and the hitch was wrapped to prevent scratches. The hitch was in pristine condition.<br /><br />This hitch would have gotten 5 stars, but I feel like there should be a recommendation from the manufacturer to have the tap on hand when you start, thus only 4 stars.',\n",
       "  1),\n",
       " (\"These seem to work and they come at a good price. I'm not sure what else to say - they're batteries.\",\n",
       "  1),\n",
       " (\"Awesome pack. No lags and freeze. I've been playing with this for over 6 months now. This 2k Sports Combo pack for Xbox is recommended!\",\n",
       "  1),\n",
       " (\"I was a little surprised  how small they were, but that was my fault for not reading. And i didnt know they came with divider cups, which are removable. I am the type to buy quality once, not OK twice or three times. so far all my tupperware is Lock and Lock, its been bumped, dropped, microwaved, washed in the dishwasher, you name it. I love this brand. The lids lock nice and snug, they dong leak and so far aren't twisting or staining, they have carried both taco sauce and spaghetti sauce number times. most people give tupperware a bad wrap for staining, but are usually the ones too lazy to rinse after use.\",\n",
       "  1),\n",
       " (\"Used this for a ceiling for my porch.  Stained lightly it looks great.  Good value for the money.<br />The wood was fairly well packaged -- ends reinforced.  Yet even still we had about 3-4 boards in each box that were unusable because the wood had flaws, or the tongue/groove was damaged in shipping.  Didn't end up hurting us, but keep it in mind that you should get extra if you can.<br /><br />At the end of the day the porch looks great.\",\n",
       "  1),\n",
       " ('Striking a near-perfect balance between grit and sensationalism, it takes viewers through a world marked by violence, double-dealing, and racial division, with an emphasis on the ambiguous morality and personal and familial baggage that come with a life lived between the straight world and the criminal one. The machinations of the characters and the twists of the plot are almost operatic, but the show remains rooted in the harsh realities of gangland.',\n",
       "  1),\n",
       " (\"Scotch brand washi tape is incredible! It's just what you would expect from Scotch - durable tape and strong quality. I have a stash of washi tape and this one has a vibrant print and the tape comes off easily and perfectly straight off the roll unlike many of my other tapes that aren't Scotch brand. I used this tape to make beautiful decorative switch plate covers and labels for my kids' closets.\",\n",
       "  1),\n",
       " (\"I may be picky on product in many terms, but everyone should care about what they are eating if you are taking it for a long time. I have searched on many other similar turmeric products, and this product is one of them that satisfies its values. Do your own research and know it.<br />I have been using Tumeric Curcumin for the past three months and I have found that it has done wonders in relieving some of my health conditions. It's an anti-inflammatory, anti-oxidant, and it has been known to help those with Alzheimer's disease, arthritis, allergies, diabetes, and other chronic ailments. I deal with a lot of chronic pain, allergies, and other chronic conditions. I like that at times it eases a bit of my pain too. Great product highly recommend it!\",\n",
       "  1),\n",
       " ('These have a very brilliant color and they are stackable! They stack with about 2 in clearance. Went through top rack dishwasher with no problems and the rims are very smooth to drink from.',\n",
       "  1),\n",
       " ('I use these for building fences, arbors and decks for customers and have experienced no problems using for these sort of projects.  They were replacements for a Porter Cable 18v ni-cad and these work just as well and they are certainly easier to use all day as they are a lot lighter.',\n",
       "  1),\n",
       " (\"Working fine.  Great savings.  Printer ink is more precious than gold.  Imagine what a barrel of it would cost, compared to oil.  ; )<br />I've never had a problem with off market Canon replacements, including ink spills.  I always open the cartridge upside down and dab the printer head with a tissue before turning it over.\",\n",
       "  1),\n",
       " (\"I always buy Proctor- Silex products because they are dependable.  I've had one of their electric hand mixers since l980 and it still works.  This coffeemaker is FAST and brews delicious coffee.  The bonus is the gorgeous color. It is alos super easy to program.\",\n",
       "  1),\n",
       " (\"These shoes are adorable and my 9 year old daughter loves them!!! She said they're very comfortable since they have memory foam. We weren't sure of they did due to the description on amazon. I recommend them for any child especially on trips with a lot of walking or for exercise. Great price and great shoes.\",\n",
       "  1),\n",
       " ('Fantastic.  Great picture. East to setup. Took me 10 minutes. You may see a crease across the middle from folding, but it is not visible when watching a movie.',\n",
       "  1),\n",
       " (\"Large enough for pre-printed checks, probably will use a slim pen for the sewn in slot. Thin plastic carbon sleeve,that she doesn't need. Get an aftermarket carbon sleeve that folds from the side if you need it.\",\n",
       "  1),\n",
       " ('GREAT LIGHT . I USE IT ALL THE TIME. TENDS TO EAT UP BATTERIES, BUT PERFORMS WELL.  THE ELASTIC HAS LOST SOME OF ITS STRETCH, BUT I SWEAT A LOT. I BOUGHT A SECOND LIGHT FOR MY VEHICLE.',\n",
       "  1),\n",
       " ('OK - I read all the reviews up to this.  I surveyed all (well....many of.....) the 32-inch HDTVs out there. At least the ones in the \"budget\" category.  I went to Best Buy.  Went to Wal-Mart.  I stood back.  I stared.  I reviewed specs and stats.  I vacillated between going \"cheap\" (a.k.a. \"no name\" or \"somewhat familiar\" name) and famous \"name brand\".  I run a moderately-sized independent inn  (hotel) with 20 rooms and needed to make a wise purchase.  I have a 65\" LG 3D TV at home purchased last Christmas through Amazon.  Love it...but after the \"dust settled\" in this 32-inch category.....I looked at prices and caught a sale at WallyWorld ($268)....with Best Buy matching it....I bought 20 of these babies.  Samsung....not LG.  WHY?..you ask?<br /><br />First....there is NO such thing as a non-\"flimsy\" TV base.  After taking the very first one out of the box...I saw part of the \"shaky problem\".  The metal frame and the shiny black plastic overlay do not fit perfectly together with every TV.  NO BIGGIE.  I estimated the engineering issue at about 1/32\"-1/64\" of \"play...front to back.  Solution? I got a cheap roll of RUBBER electrical tape (not vinyl), cut ONE 1-inch piece and tacked it on top of the base-bottom rubber pad (rear one).  VOILA.  No...more....wobble....or shake.  Sure....this COULD have been prevented with better production of the metal base and plastic molding....but what is....is.  C\\'mon people!  No need to bellyache....look for solutions!  It now has NO wobble.  Yeah...make sure that you \"crank\" in the 7 screws so they bottom out....and a slight extra crank.  You\\'re done.  Attach your coax.....attach the power cord.....turn it on.....click...click....click.....wait for the channels to memorize (if you have cable, etc.) then wait the 10-15 minutes of plug-in-play programming to finish up.  Program the date and time.  Enjoy your TV.  Samsung has a great rating for a reason.  Clean.  Bright.  Crisp.<br /><br />Oh...the LG was my second choice....but I preferred the brightness/vibrancy of this Samsung.  Plus the \"swoopy\" design of the lower part of the TV frame in front seemed more \"modern\". I DO wish that there was a volume limiter option...but, alas....this is a consumer-grade TV...not an overpriced \"hotel grade\". SUPERB VALUE at this price point.  Oh....don\\'t sweat the 60Hz vs. 120 or the 720p vs. 1080p.  At 32 inches.....your eyes/brain will HARDLY know the difference.  Sorta like the difference between 87 and 92 octane.  You\\'ll hardly notice.  Except for the $50-$100 dollar difference.  I noticed THAT! BTW, there is NO \"tilt\" on this base.  I have NO idea where THAT previous comment came from....<br /><br />I may write more as time goes by.  For now....I have 12 more TVs to install.  Anyone want twenty-three 27-inch, 60lb CRT (tube) prehistoric TVs?  Goodwill, here I come....<br /><br />UPDATE 11/9/12:  I am still VERY please with this TV.  I have the open-box-to-all-set-up process down to 5 minutes (plus the self-programming which takes about 15 minutes).  Indeed, there is a consistent, very SLIGHT off-level issue with the stand base.  One 1-inch slice of rubber electrical tape on the REAR bottom pad is all it takes.  There are NO issues with ill-fitting screws AT ALL.  Just eat your spinach beforehand so you can put a bit of \"umph\" in your final twists - they are self-tapping. This is really a great bang-for-the-buck at $268 (WM).',\n",
       "  1),\n",
       " (\"Halo Reach is up there with Modern Warfare 2 and Battlefield 3 as the best shooter of the xbox 360 generation.<br /><br />This is simply an incredible game. The graphics are grittier. The gameplay is tighter. Gone is the too-obvious auto-aim in Halo 3. The Flood does not exist at all. The Elites are not superfriends, but are a vicious enemy.<br /><br />There is more the reality that the SPARTAN soldiers are really distrusted by many humans.<br /><br />Where Halo 3 felt like an xbox 1 game with some next-gen graphic features tacked on, Halo Reach truly feels next-gen. The lighting is better, everything is crisper, it is simply a superior game.<br /><br />What makes this game great for me is that it is sci-fi, and yet it feels so real. The SPARTAN soldiers are otherworldly, yet some of the early game locales feel like isolated farming hamlets not too different from Earth. Early on, I got the sense that the SPARTAN team was reminiscent of Latin American death squads, which at least is somewhat more realistic of groups of men with guns who maraud across the countryside. If you know anything about the game's fiction, if not for the Covenant invasion, that is pretty much what the SPARTAN soldiers would have been: fascist stormtroopers taking out high-value targets of the human opposition, because the lumbering government refused to negotiate.<br /><br />But then the Covenant arrive and that gives them the opportunity to unite against a common enemy and be heroes.<br /><br />Because this is, after all, a video game.<br /><br />Still, I appreciated that early part. I really like this game.\",\n",
       "  1),\n",
       " ('the movie arrived on time. It was a new item. I was not as pleased with the movie as I thought I would be. good one though.',\n",
       "  1),\n",
       " ('Perfect for Jewelry, they are shiny and light. They are pretty thin, it is not like the other washers of other materials that I have. Nicely round, different sizes. Someone said the box is almost empty, I think it gives this impression because the box is large. If the box as like mon-sun medicine box it will look full :)<br /><br />Would definitely buy it again, not sure how it would work on a kitchen sink but it will look great on an earring or necklace :)',\n",
       "  1),\n",
       " ('Just exactly what I was searching for. My buddy gave this to me on thanksgiving and its perfect. Great design and quality!',\n",
       "  1),\n",
       " (\"I saw this DVD at a friend's house and had to snap it up.  I loved the look of fire, and the ability to play either fireplace sounds or music.  The picture fit on my widescreen HD television, and the colors were bright and well defined.\",\n",
       "  1),\n",
       " ('It was really food I liked how fast it came and on time only thing is I thought it was actually purple and it came in blue. And there was no place to pick a color I saw',\n",
       "  1),\n",
       " (\"This beautiful Ruby Crystal Ball beautifully accents any room. It arrived just as detailed, and flawless! I am very pleased with it's size and clarity. I would definitely purchase from this seller again.\",\n",
       "  1),\n",
       " ('If you just want to monitor two places, like your front door and maybe the garage behind your house, like we do, then this is an excellent system to have. My husband set it up and about an hour and it works great. The video on the monitor is very good and now I know who is knock, knock, knock on my front door before I leave the kitchen, where we have the monitor set up.',\n",
       "  1),\n",
       " (\"He really likes this item. He has one on each of his controllers, he like it because it won't slip out of his hand while in used.\",\n",
       "  1),\n",
       " (\"Very fast shipping<br />There is not a lot to say, the quality is very good so the only reason you should or shouldn't buy it is if you like what it says\",\n",
       "  1),\n",
       " (\"There have been many attempts to create educational &#34;games&#34; over the years. During the early days of home computing, most kids saw right through this (though I admit to quite enjoying Where in the World is Carmen San Diego before realizing it was teaching me stuff). Beyond those early days, I have very little exposure to learning games, but like many parents, I feel better with my child running &#34;educational&#34; software rather than midless space shooters. With that in mind, here are my impressions of this LeapFrog title...<br /><br />Last year, I got my then-3 year old son a LeapPad 2, and earlier this year I got to upgrade him to a LeapPad 3 so we could review it for Amazon. Since then, he has accumulated a small variety of cartridges for it, and he spends time on his &#34;green iPad.&#34; He still prefers to watch YouTube toy review videos on his mom's real iPad, though.<br /><br />For his 4th birthday, he received a new Thomas the Tank Engine playset and this Rainforest cartridge. He was thrilled at the new Thomas set, but I managed to get him to spend a bit of time with the LeapPad. The game spends some time with cute animations an narrations explaining what it is about. He was not in the mindset to focus on all the talking and was trying to skip through them. Once the actual game began, it appeared to be a platform-style game. My son has not become video game obsessed yet (he still prefers real world play), so I helped him a bit with basic controls. The character walked through the rainforest until it touches an animal. Then, icons come up and dialog plays describing attributes of different types of animals. It then asks the player to choose what type of animal they just found. It followed up with a similar thing about types of feed (webbed, bird claws, etc.) and asks about that. At least in the first stage, it appeared to be a simple &#34;I'll tell you something, then ask you a question&#34; quiz program, disguised as a platform game.<br /><br />Ithought it was neat (though as a child, I would have found it a very un-fun video game, but certainly a more entertaining educational title). My son, however, soon went back to moving toy trains around his new multi-level playset. I expect he will revisit this title in coming months/years (it has a good age range), but it is clear that right now, video games won't pull him away from the Island of Sodor.<br /><br />I don't find anything particular bad about this title, and it seems an entertaining way to learn about animals and such. I suppose if you child is more in to rainforest stuff than trains, they would find this far more interesting.\",\n",
       "  1),\n",
       " ('Been looking for this book forever in thrift stores and even new books stores.  No one had it in stock!',\n",
       "  1),\n",
       " (\"My sister bought this for all of use to share and it's pretty handy. Now my brother won't have an excuse to drink my juice since he can't pretend to not know that it's mine.\",\n",
       "  1),\n",
       " (\"I bought this as I'm a student, so wanted to go as cheap as possible. The bar arrived by next day tracked delivery which i was surprised by. I have mounted it using only friction as i live in a rented house so can't really go drilling holes in doorways but it seems very sturdy even for a friction mount!\",\n",
       "  1),\n",
       " ('I love it. I love that is clear and allows the design of my cell phone is showed<br />Im very happy with it.<br />I recommended it',\n",
       "  1),\n",
       " ('I have these at work for a dog friendly office. My two dogs and all the other office dogs love them! Even the picky eaters.',\n",
       "  1),\n",
       " (\"Best tool set we have in the house. I bought these for my husband. He's happy and contented with these especially when he knows the price. Amazing tools!\",\n",
       "  1),\n",
       " (\"When watching this video, you will see why it was easier for people to fall in love with Britney back then because she had this bubbly, sweet, girly, and cheery personality with a preppy, soft, baby like voice. When she performs on stage, she smiles and friendly engages with the crowd. She mostly rambles about in this video on how she got started with dancing, the MMC, her hometown, and working on her first album and music videos. I do admit that hearing songs like Sometimes and From The Bottom Of My Broken Heart does take me back to middle school and how nice and innocent those days were. I actually like those songs better than Baby One More Time. As mushy and corny those songs can be, I did enjoyed the sweet sentiment of those songs. I think after she broke up with Justin, you could definitely see the changes in her personality and behavior. She started doing really stupid things, but I guess she kinda wise up from her mistakes now that she's older. I think this DVD is good for people who are just starting to like Britney and her music, and for people who are generally feeling nostalgic about their school days in the 90s and the bubblegum pop era.\",\n",
       "  1),\n",
       " (\"This water carrier is amazing. Just got one of this product and its pretty cool for me since traveling is my hobby. The 5 gallon water carrier has spigot cap for easy filling and dispensing, which makes it easier for me to fill without spilling.  The handles are strong enough to carry 5 gallons of water , when empty it could be packed easily as like to some piece of cloth because it's flat foldable and able to be compressed into a smaller  form. Great for camping and fishing trips, no more bulky gallons to carry.\",\n",
       "  1),\n",
       " ('Nice convenient and works fine. shipped fast,very pleased with the product. Four paws is great. Will do buisness with them again,',\n",
       "  1),\n",
       " ('Nice boots overall.<br />Only issue was what I had already read about in the views and I was willing to deal with &#34;extra room in the foot area&#34;.<br />I have large calves but a size 8 foot so where this fits my calf great, my foot isnt wide and it slides around. But im willing to suck it up for the cuteness of the noot.',\n",
       "  1),\n",
       " (\"It works,  I haven't used it in the rain yet, but it does open and close automatically, but it doesn't completely close.  You still have to do that yourself.\",\n",
       "  1),\n",
       " (\"Was worth spending a little more but wish it would of had the holes in it for the poles like the one that came with it // however I got over that and I thinks its good / time will tell / seemed like the one that came with it lasted 3 years so I'm hoping this one will last longer.\",\n",
       "  1),\n",
       " ('I love this Glass Infuser Water Bottle by Dr B Goods! It is a high quality glass which is healthier to drink from than plastic. Also, you can use either hot or cold beverages with it. I love the protective silicon sleeve. That gives an extra added layer of protection to the glass and also your hands. The flip top lid is good and secure. So far I have used it to make different flavors of fruit water. I often puts lemons in it because that is so healthy. I have also used strawberries and even frozen berries. This is a great product and I am very happy I made the purchase.',\n",
       "  1),\n",
       " (\"These socks go well with any suits and chino pants.  Wear some bold socks to stand out from the crowd.  Great men's socks.\",\n",
       "  1),\n",
       " (\"Faded my age spots considerably in about three weeks! One application each night, moisture with sunscreen in the morning. Overall after two weeks spots are gone and the others are fading fast. It takes a short while to see improvement. You definitely won't see results overnight. But if you're adamant about feeling good about your skin again, it doesn't hurt to try this!\",\n",
       "  1),\n",
       " (\"Love the monopod's range, rigidity, and flexibility. If 67 inches is not enough, nothing will suffice. It is one of those necessities that you really don't need to have in life, but because you're with a lot of people, taking front camera pictures becomes difficult. Other than that, this is a very versatile thing to have. If you have money to shell out, this is a good buy.\",\n",
       "  1),\n",
       " ('Given the weather this year...this has been my best investment (with the exception of a snow blower). They fit as advertised and are warm and cozy.',\n",
       "  1),\n",
       " (\"I travel for long periods of time, so having this size laptop bag with wheels and big comfortable shoulder straps has _really_ come in handy.  So far it's been solid and has more space than I need.  The single pole handle is a little unsteady over curbs, but since every double pole handle I have is either jammed or broken altogether, I am happy with it.\",\n",
       "  1),\n",
       " ('Baby Haven is not the 5 star seller they should be --but Amazon is awesome--<br />I purchased it as a gift and my niece said it quick working properly after the 1st week --and her baby loved it --so I tried to get it replaced -  the seller would not send a new one until I sent the malfunctioning one back --So I told Amazon and -AMAZON was awesome !!! They refunded my money --not the seller.<br />The bear womb sounds works great when it works --so buy from a seller that will exchange without interruption. Great for coliky newborns<br />my son was given one 25 years ago by his Grandma @ birth. It was a god send then and still works. He probably will use the sound thing in a new stuff animal for his 1st child',\n",
       "  1),\n",
       " (\"Found some of the maps to be almost too big and no zombies made me sad but extintion is a nice twist on that. havn't decided if i like the new create-a-soldier thing yet. OH AND KNIFING ACTUALLY WORKS UNLIKE BLACK-OPS 2\",\n",
       "  1),\n",
       " ('I have always liked these rotating type cases which are very functional and practical. These IONIC cases are great. Fits my iPad AIR 2 perfectly.',\n",
       "  1),\n",
       " (\"My husband is a hard man to please when it comes to video games. He usually sticks to PC gaming, but every now and then he will chance upon something that draws him away from the computer. Rune Factory 4 did just that.<br /><br />What he loves about this game:<br /><br />Harvest Moon style farming<br />Auto leveling skills<br />Simple RPG format<br />Quests<br />Hack and Slash features<br />Ability to obtain monsters<br />Upgrades to your town and farm<br />RPG style equipment<br /><br />So far it seems like the perfect blend for him. I'm already looking into getting the first 3 for him!\",\n",
       "  1),\n",
       " (\"If you truly want a top notch custom PC, you need to start from the ground up with high quality parts. If you buy this motherboard, you're on your way to a super fast computer.<br /><br />This motherboard has a few really solid aspects, like:<br /><br />Bunch of USB ports - 6 USB 2.0 with 3X the power on the back, then 2 USB 3.0 on the back. There are even slots for USB 3.0 on the front of your computer!<br />Ram, Ram, and more Ram - This Motherboard accepts upto 32GB of 2,000MHz Ram<br />Graphics Cards galore - This motherboard is made for Graphics Cards, so don't expect any integrated graphics over here. You can technically hook up three cards to this board, but I only suggest two since the last slot is on X8 and will slow down the rest of your cards.<br />Am3+ - Get ready for the future with AMD FX series processors!<br /><br />However, this motherboard does have a flaw or two:<br /><br />The last Graphics Card slot is only X8, which slows down the second graphics card and kind of making that slot useless.<br />This motherboard also requires A TON of power just to turn it over. I tried using my Thermaltake TR2-500Watt just to start out with, and it wouldn't do anything to this motherboard. Get atleast 600Watts with this motherboard, and with some intense graphics cards, I'd get closer to 1,000 Watts if I were you.<br /><br />Overall, I'm so happy that I bought this motherboard. You really need to have a good foundation to have an awesome PC, and this board gives you that :)\",\n",
       "  1),\n",
       " ('The product was enjoyed by the recipient, but I wanted more info if the watch was waterproof or water resistant etc, would have liked if there was more info about the watch in the package. Looks good on.',\n",
       "  1),\n",
       " (\"The Philippines rocks! They make the best dried mangoes across the planet. It's not too sweet, nor is it too conservative when it comes to enrolling the flavor of mangoes in your taste buds.\",\n",
       "  1),\n",
       " ('We love it! Picture is unbelievable!  It was delivered on time. They set it up and my husband hooked everything else up, it took time but it is great.',\n",
       "  1),\n",
       " ('It fits tight to the controller and has a nice soft matte feel. The semi transparent look is sharp, and you can somewhat see the controller through the skin. Overall, it feels nice in my hand, recommended.',\n",
       "  1),\n",
       " ('I liked it, but my nephew already had one I relaised after. So we returned it. It is a good buy nonetheless.',\n",
       "  1),\n",
       " ('After my brother purchased one and loved it, i purchased one for my boyfriend and he loves it as well. Amazing grinder and i recieved it sooner then what i had anticipated.',\n",
       "  1),\n",
       " (\"I installed this in an our new home, took less than an hour to setup and install. The siren is very loud. Since purchase, I added smoke alarm and gas leak alarm. I'll be expanding more accessories as needed. My sim card hasn't arrived yet and currently connected to phone line with obihai/google voice.\",\n",
       "  1),\n",
       " ('I bought three of these for cable storage.  It is a perfect size.  Some advice: buy all three color for quick identification.  Tough container and strong zipper. No problems yet.',\n",
       "  1),\n",
       " (\"Had yellow gunnars for years, what I like about these is that they work with my headphones so my ears don't get pinched.<br /><br />I work on a computer or game for 10 hours a day.  I can't work without these, they are amazing\",\n",
       "  1),\n",
       " ('Great price and quick shipping.<br />Was easy to use and get the cats to swollow.<br />Cats has had no isssues with worms after use.',\n",
       "  1),\n",
       " (\"everybody that has ever played with a motion monitor or something like this knows is kind of difficult at first but once you get the hang out of it, you can play it pretty easy well at least it was for me.<br /><br />the gun is not even that heavy for anyone or anything like that, i can pretty much hold it with one arm for like an hour and i won't get that tired.<br /><br />i love the way it has the sensor on the bottom which is with the one you move in the game and how you can adjust it to your range or arm and all that stuff.<br /><br />it will give you better aim<br />faster reactions<br />more kills (COD)<br /><br />i highly recommend this gun it sure is one of the bests!\",\n",
       "  1),\n",
       " ('This is a very heavy duty chord. It is exactly what we where looking for.  it is a very welcomed acc. in the camper and should be for along time.',\n",
       "  1),\n",
       " ('I Love it! ... I really enjoy being able to walk around my home office with my Bluetooth and answer calls! Work as expected & Easy ... Just plug in and start using it.',\n",
       "  1),\n",
       " ('I got this monitor on a screaming sale for 129.99 after rebate (which took about 4 weeks but came). In general I have no complaints. After calibration it looks great, great high res, big screen. BUT - the biggest problem with this monitor is light bleed from the top and bottom. Honestly I would stay away from this monitor I you are a heavy movie/Netflix watcher. It is quite distracting and effects 2\" of the top and bottom of the screen. Also the colors are no where near as vibrant as my 32\" Samsung tv. So if you are gaming, I would recommend still recommend a tv. Seems like what you gain in response time you lose in picture quality. This is even after extensive changes to the picture settings. That said, I still give it 4/5 for a monitor. Looks great when used for everything except movies/ full screen videos.',\n",
       "  1),\n",
       " ('Glenn Hinson was the best of the old SBC.  His insights into the changes and attacks on him open doors to understand how Southern Baptists have changed.',\n",
       "  1),\n",
       " ('My furry friend hates being groomed so it took a while for him to get used to this. Once he was certain that this was not going to hurt him though, he doesn’t struggle quite as much anymore.',\n",
       "  1),\n",
       " ('Great tumbler, but I was slightly disappointed when I received it because the picture made it seem taller. It is shorter than you think.',\n",
       "  1),\n",
       " ('Wonderful idea for a dog brush. Love how easy it is to clean. Dogs love how it feels.  Highly recommended.',\n",
       "  1),\n",
       " ('Love this necklace!!! My daughter is almost a year and just in the last month and half she got her first 8 teeth. She is an excessive drooler. I put this on every morning and no more drooling till I take it off at night. She also seems to be happier from not being in much teething pain.',\n",
       "  1),\n",
       " (\"Without the extras, it could easily serve as sort of a a daily carry heavy duty college book backpack. I'm 5'8&#34; & 160 lbs. & when I wear it it doesn't look over-sized or burdensome on my back. Fully packed, it's not going to stick out above my head or stick out from my body 3'on the back. Yet, it'll hold a folded riding crop with no problem. The small removable deployment pack on the lower back isn't so low that it bounces off my butt. The slightly ribbed and padded back plate is not made of rubber or silicon as it looked in some of the photo's. It's a padded vented canvas material that has been molded or formed into a ribbed 1/2 chevron design that rests against your back. The straps are relatively wide, but not as thickly padded as I had hoped. I'll update this review after a few months of use & let everyone know if the straps dig in too much. The molle strips on the top and middle of the back are a relatively short at 6&#34; long. I'm accustomed to 8 1/2.&#34; Six inches is probably OK for the average guy with an average backpack but it's almost too short for many of us. The molle strips on the side are only 3 1/2&#34; long.\",\n",
       "  1),\n",
       " (\"ordered it monday, came thursday.  needed one for my son's' science project.  He's measuring temperature changes at various points in his environment during the day, so got him infrared.  if you've never used one but you check temps frequently, this is what you need.  you just aim and shoot, the sucker tells you where you are pointing with a laser! light as a feather.\",\n",
       "  1),\n",
       " (\"I like Tyrese in all movies I've seen him in. I think he's a great actor. I don't like to see him play a bad guy because he's just too likeable. I didn't know what to expect of this movie. I did get hooked as soon as I sat down. It's not a movie you can walk away from. I cried at all the right spots and laughed at all the right spots. It was a great movie; great action, drama, and acting.\",\n",
       "  1),\n",
       " (\"Feels really sturdy, well-built and powerful. Runs pretty quietly, too. I much prefer the stainless steel construction on the bottom end versus the plastic parts I've seen on other immersion blenders like this. I don't like having to keep the button pressed to keep the motor running but I imagine that's a safety feature I'm not going to avoid. Operation is pretty simple, immerse the &#34;business end&#34; and press, and hold, either the &#34;High&#34; or &#34;Low&#34; button. The plastic measuring cup that comes with is pretty nice for what it is. Not a big deal but it's a nice addition.\",\n",
       "  1),\n",
       " ('I used this miso in an incredible vegan recipe. Was not familiar with miso paste prior to purchasing this.  Tasted by itself, it has a salty and pleasant, exotic flavor.  I added this to red lentils and sweet potatoes to make a vegan hummus.  Excellent.  I will use again. Further, I will continue to explore new dishes that call for miso paste.',\n",
       "  1),\n",
       " ('I got these batteries on time and they were performing as promised. worth every penny for reliablity. supplyer is a good source for hard to find batteries.',\n",
       "  1),\n",
       " ('If you love to cook in combination this crock pot set is for you.  My daughter takes it to her friends and family home for gatherings.  She did it for the super bowl and put a veggy dip in one; nacho with meat dip in one and then soup...it is a wonderful way to cook at once and keep warm for entertaining or cooking for the week ahead.',\n",
       "  1),\n",
       " (\"Just replaced my old PVC kick mats with the newer version and they are so much better. I have installed one on the back of the drivers seat and the other on the back of the passengers seat, they both fit and look nice on my Honda CRV. The best feature is the clip-in plastic buckle, it's so much stronger than the old verco one's I had. I will definitely be adding Freddie and Sebbie to my favourites list. [[ASIN:B00CASDZKC Kick Mats - Deluxe Car Seat Back Protectors 2 Pack - Keep Your Car Seats 100% Clean From All The Stains And Scuffmarks Left By The Kids With These Auto-Protective Seat Covers - Designed For Most Vehicles - Protect Your Investment - Lifetime Guarantee]]\",\n",
       "  1),\n",
       " ('this is perfect for upcoming disney trip, my daughter loves it, perfect size, good quality ! cant wait for trip',\n",
       "  1),\n",
       " ('I purchased this for use on a TC compressor and a badger air hose connected to a velocity brush. It fit perfectly and works without any issues.',\n",
       "  1),\n",
       " (\"it works,nothing else to say. When someone buys something, that's all they want it to do. I am Satisfied. Thanks.\",\n",
       "  1),\n",
       " (\"You don't want to mess with this little tool. A very durable and useful in many ways. Simply worth of buying product.\",\n",
       "  1),\n",
       " ('Got these for house party and well, they rocked too. They look so beautiful and they got everyone awed. This LED flower pot is made from the plastic. Different colors shine through the plastic and its just so pretty and creative.',\n",
       "  1),\n",
       " ('These are really a good purchase.  The colors are quite darker than the picture. The rose gold kinda looks like copper.  But still for the price. This is a steal!',\n",
       "  1),\n",
       " ('Sea Power of the State, written by Admiral of the Fleet Sergei G. Gorshkov and published in 1976 during his tenure as the Soviet Navy\\'s Commander-in-Chief, provides a rarely available view into the strategic thinking which guided the development and disposition of Russian Naval forces during the 1960\\'s and 1970\\'s; the first time Russia possessed naval forces capable of conducting sustained operations on the world\\'s oceans--albeit a fleet relying primarily on submarines. A considerable achievement given that when Gorshkov assumed command of the Russian Navy in 1956 it consisted primarily of vessels designed for coastal defense and was incapable of logistically supporting the ocean operation of its few capital ships or its large submarine force.  A former Naval Officer who was assigned during the aforementioned period to ships participating in an ASW (Anti-Submarine Warfare) Group which on occasion practiced the art of ASW by chasing Soviet submarines across the Pacific Ocean, as well as having personally participated as an Officer of the Deck (OOD) in sea going Soviet Navy precipitated surface confrontations, I found Gorshkov\\'s writings interesting and most informative. \"Sea Power of the State,\" however, is not an easy read, perhaps due to translation difficulties when proceeding from Russian into English or due to the style in which Gorshkov communicated his thoughts. Further, individual points are to frequently repeated, almost to the point of nuisance. And, of course, the book is replete with \"socialist\" anti-western verbiage about the evil motivations of the aggressive imperialist nations--especially the United States. Given the Soviet Union\\'s de facto record of Eastern Europe colonization, a reader can only wonder whether Gorskov\\'s expressed political views actually reflect the thinking of the Soviet High Command or were just pro forma boilerplate.  \"Sea Power of the State\" is divided into several parts and opens with a 25+ page dissertation on the economic significance of ocean floor minerals, etc. giving the impression this geological survey will play a key factor underlying Gorshkov\\'s strategic views, however, the subject area essentially (not totally) disappears from the book thereafter. It is followed by a similarly treated 30 page discussion of the importance of fishing and merchant shipping to the sea power of a state.  The next two chapters contain a 100+ page view of \"The History of [Selected] Navies\" and a 50+ page treatise on the author\\'s views of the \"The Development of Navies after the Second World War.\" These reviews and their encompassed assessments seem to provide the historical analysis on which Gorshkov based the strategic goals and objecitves he envisioned the Soviet Navy pursuing and the force formations he would configure to affect those goals.  When reviewing the American and British oceanic conflict with opposing German and Japanese fleets, Gorshkov\\'s concentration repeatedly focuses how (he viewed) submarine warfare\\'s influence on the war\\'s outcome, leading him to conclude:  \"Submarines become the most important means of battle at sea. And if individual states in the pre-war period underestimated their possibilities, in the course of the war they changed their views on the use of submarine forces. .... Earlier the view was repeatedly expressed that submarines are a weapon of the weakest fleet and that strong fleets have no need of them. However, this view was flatly rebutted by the experience of the war [when] submarines of the strongest American fleet performed [the] most important role ... not only ... against Japanese shipping, but also against surface ships and submarines.\"  Gorshkov, however, fails to correctly comprehend the strategically decisive role played by Aircraft Carriers and their Air Groups during World War II in the Pacific. He absurdly attributes the Japanese post-Battle of Midway retreat onto the defensive as having occurred due to the Soviet Army\\'s victory at Stalingrad. To Gorshkov the Aircraft Carrier centric surface battles of the Pacific War could have no strategic effect because the force levels involved were so much less then were engaged in the manpower intensive (slaughters) on the Soviet / German Eastern front, perhaps demonstrating a flaw in the strategic thinking of Russian Admirals resulting from their nation\\'s geographically necessitated concentration on large scale ground warfare. Other historical events such as the participation of Russian sailors in their country\\'s 20th Century Civil War and the Soviet Navy\\'s (exaggerated) contributions to the outcome of World War II are discussed in these page, but this commentary adds little to the understanding of the strategic goals Gorshkov envisioned the Soviet Navy pursuing in the post-World War II environment.  Building on this historical analysis Gorshkov concludes that \"problems associated with the art of naval warfare\" render dominance of the sea an unobtainable strategic result--as versus its possible achievement on land surfaces. His analysis underlying this conclusion is to lengthy to repeat here, but it rests on several observations and assumptions. First, Gorshkov believes that the fluid non-fixed nature of the sea precludes a naval force from firmly establishing itself in a fixed location enforcing that dominance and, second, that modern weapons systems enable fleets to extend the distance over which they could apply their [explosive] force thereby contesting any attempt at fixed dominance of a given sea area.   Clearly Russian strategic thinking did not encompass the need to establish forward bases such as those the U.S. Navy maintains around the world, probably due to the Russian military\\'s demonstrated inability to manage substantial logistics flow over a long distance, precluding their establishing and maintaining distant bases. I personally know a number of intelligent former Russian soldiers who served in Afghanistan and asked them why the combat force the Soviet Army sent into that country was so numerically low. Their response was that their military simply lacked the logistic capabilities to sustain a force greater than 120,000 men that far from home. An acknowledgement that their nation simply lacked the management skills to logistically support a large force such as a Naval Task Group far from home, which Gorshkov must have realized.  However, despite their logistics management shortcomings, the Soviet Union did possess sufficient bright individuals with technical engineering skills and the industrial structure needed to design, produce, and staff a large number of nuclear powered submarines carrying modern weapons systems, communications capabilities, etc. needed for their Navy to maintain a large number of these vessels at sea. A technical and industrial base which Admiral Gorshkov notes necessarily underlies the development of modern navies and without which a nation cannot successfully aspire to be a sea power. Gorshkov\\'s answer, therefore, to his problems was the deployment of a large number of nuclear powered submarines which could steam almost indefinitely at sea, restricted only by their crews need for food. A force that could target the sea communications the \"imperialist\" western industrial nations needed to support their worldwide \"aggressive\" interventions, at least in the socialist speak of the Soviet high command.  \"Sea Power of the State\" is a fascinating look into the mind of the high command of one of this nation\\'s major military opponents. It is a rare treat and makes for a fascinating read, at least for officers of the opposing services and for anyone interested in how high level military officers view problems--especially a military officer as prominent and influential as was Admiral Gorshkov.',\n",
       "  1),\n",
       " ('Fantastic product. It is exactly as what has been described. Light weight, sound quality is amazing and costomer service is exceptional.',\n",
       "  1),\n",
       " (\"My husband received this from a colleague for Christmas, and it's been a wonderful gift! He's always got a mustache/beard combo going and has been using regular scissors and a manual razor for daily upkeep. This tool just keeps it all convenient with one gadget instead of five, and we can even use it on his hair! It's built really well, too, so you know it'll last for awhile. Norelco is a good brand we've used before - the quality of this grooming system is just what I'd expect from them. Definitely a good investment!\",\n",
       "  1),\n",
       " (\"My  husband doesn't have a lot of choices available for costumes because of his size.  We saw this & thought we'd give it a try.  It fit perfectly & we were very pleased with it!\",\n",
       "  1),\n",
       " ('GORGEOUS!  This is a high quality bag that is large enough to use as a diaper bag if you so choose, but small enough to be an every day carry purse.  The first thing I generally look at is the seams.  Are they high quality or single stitching.. these are definitely high quality stiched seams.  There are no frays, it is beautiful.  It can be used as a shoulder bag, or you can carry simply with the 2 carry handles.  The bag comes with the additional strap to be added for shoulder carry.  The inside of the purse has 2 large sections, separated by a full size zippered pocket center.  There is a zippered pocket on the outside and inside along the shell, and 2 pockets on the opposite inside.  It is genuine leather, and you can tell that as soon as you open the package.  It just smells of that wonderful new leather scent.  A very nice bag in every way, even down to  the small details and embellishments.  I am in love.',\n",
       "  1),\n",
       " (\"Love the pack, may compliments.  Only issue is the straps start to tear after 6mo to a year..because I carry with one strap over my shoulder.  Returned one and the second on is ripping as well.  Just needs a better re-enforced stitch at this location.  I'll eventually take to a sewing shop. I can't zip with my larger 15&#34; laptop in it.\",\n",
       "  1),\n",
       " (\"These are excellent at suppressing loud noises while still allowing lower level noise. I can carry on a conversation while wearing these even while listening to music. The low profile is great when using a rifle and they are smaller more stylish than many hearing protection options.<br /><br />The audio is better than I expected for something designed mainly as hearing protection and the music will come through even when suppressing the louder noise. You do have to make sure both ends of the audio patch cord (included) are pushed in completely or you will not get sound out of both earmuffs.<br /><br />The muffs fold up compactly for storage but they fight me when putting on because they want to fold up. The fit is snug and that is both good and bad. I don't have to worry about them slipping and falling off but I am constantly aware of the squeezing pressure from the muffs. When wearing glasses with wider temples it is more comfortable to rest them on the top edge of the muffs rather than under the ear cushions. There is no adjustment for fit other than raising or lowering the earmuffs from the headband. It would have been better if the headband was adjustable for width; if you have a larger than average head these might be just too tight.<br /><br />These come with foam ear cushions and are replaceable at a reasonable price. Gel filled replacements are also available although pricey. [[ASIN:B00DHVXKVA 3M Peltor Camelback Gel Sealing Rings HY80, Black]]<br />There is a metal loop on both sides of the earmuffs so you can use a something like a carabineer to hang them from a belt loop.<br /><br />While these have been designed with shooting in mind they are also great for yard work with mowers, gas trimmers, leaf blowers or with power tools.\",\n",
       "  1),\n",
       " (\"Got these for my daughter but they were too big. I tried them & it fits my needs for composting, and light duty gardening. I hosed them down before I washed them as they get very dirty.  Intriguing but haven't really put them to the test yet.\",\n",
       "  1),\n",
       " (\"Holds data and is a great size for in your car. If you want it to serve as bootable media for installing an OS, look elsewhere as SanDisk forces it to be seen as a hard drive versus a removable device. You can make it work with the right tools but it doesn't work well. For music in the car, it's great.\",\n",
       "  1),\n",
       " ('I absolutely loved my MIU glass bottle. It was perfect for me to take to class and work! I used it every single day and had fun trying different types of loose leaf teas for each day. The glass was sturdy and the lid sealed tightly. It came with a bottle brush, making it easy to wash. Thank you for such a good product.',\n",
       "  1),\n",
       " ('My family owns an Apple TV for our communal living room TV and I recently decided I wanted a similar, more affordable option for my personal TV. After some research, I am so happy I decided to go with the Plair 2! As a college student working part-time, this device was perfect for my budget and delivers the same way our Apple TV does. Set up was quick, the app is extremely user friendly, and I love that I can access my Plair device from my cell phone and computer. As a huge fan of Netflix, I am ecstatic that I can now watch all my shows and movies on my TV instead of my small laptop screen. I plan to use the device to beam pictures or projects to larger screens for presentations, etc as well. The small, portable device is perfect for easy transportation. Overall, I am very satisfied with my purchase and will recommend Plair to others!',\n",
       "  1),\n",
       " (\"I have been taking different Garcina pills for a while then stopped. I noticed my apatite jump up. I have lost about 10 pounds and don't want it to stop so I'm taking them again until I get down to my goal my weight!\",\n",
       "  1),\n",
       " ('I had to return it because I mistaken order 100 instead of 150 for my Lexmark S515 Printer.  It should be 150.',\n",
       "  1),\n",
       " ('This thing is great with only a few minor setbacks.<br />if you are a starwars nut then you will love this product. it was made for us! the light and sound effects are cool, and the custom paint job on both the console and the controller is pretty cool. the little easter egg with the movie quote on the inside of the disk tray (not giving it away for spoilers!)<br />The setbacks I have are minor but worth mentioning. the first is that i expected the software on the 360 to be somewhat customized for the price they are asking for the system. it is a standard system software wise. also, it came with less of the backgrounds and pictures pre installed on the machine than my old 360 did. this is minor but worth mentioning.<br />all in all a great buy! i was thoroughly satisfied',\n",
       "  1),\n",
       " ('I never have to worry about ruining my mattress due to over-inflating it! Very comfortable - I sleep on it every night due to a bad back and I love it!',\n",
       "  1),\n",
       " ('I really like the instructor and found the DVD interesting and easy to follow. I have been an NCBTMB certified massage therapist for 15 years and just needed to refresh my knowledge about lymphatic drainage. Got both Lymphatic Drainage DVDs for the face and body. It was a good purchase. Thumbs up!',\n",
       "  1),\n",
       " (\"Great price and they look great.  If you are looking for a very sturdy chair however, this isn't it.  But I don't regret buying it for my use.\",\n",
       "  1),\n",
       " ('Gone is the dull white haze of expensive, energy draining full spectrum tubes. Not to mention those awfully shoddy fixtures that haven\\'t changed at least since I was a kid some 40 years ago. Having looked into alternative lighting in the past, the setups were either too expensive, ran too hot or were difficult to install.<br /><br />One thing is certain Marineland has a hit on their hands.<br /><br />The unit is simplicity itself. A sleek and smart design it\\'s as functional as it is beautiful. Solid build quality, no need for special wiring - and installation is a breeze. Simply place it on to your glass canopy, turn it on and get ready to have your jaw drop. The light from this unit is nothing short of gorgeous, it pours out crystal, pristine and brilliant. The \"shimmering effect\" is subtle and really quite remarkable - the Lunar mode is almost surreal it\\'s so beautiful.<br /><br />If you have a concern that by ordering a smaller size like the 36\" you\\'ll end up with shadows to the right and left - you\\'re correct. I called Marineland directly and they confirmed this. The person I spoke with also stressed the importance of using a Versa top to protect the fixture, fish<br />and yourself.<br /><br />I\\'ve read on the forums that some folks are using the lights without one and I would say, all it takes is one good splash and you\\'ll short the system out - not to mention void your warrantee.The unit itself is so incredibly thin, you\\'ll have no trouble fitting a canopy on top of your tank. The lights rest about 1/4 inch above the glass tops - and you\\'ll of course want to place them in the back.The end brackets are fully adjustable and make for a perfect, snap in fit.<br /><br />There\\'s a lot of bang for your buck here :<br /><br />* The day light LED lights consume only 35 watts as opposed to 80 for a single fluorescent bulb.<br /><br />* The Lunar LED lights are spectacular - and allow you to watch your fish without disturbing their natural sleep/rest cycle.<br /><br />*Each LED is covered with a Polycarbonate lens - this not only protects the bulb, but helps to create the \"shimmer effect\" hobbyists are raving about.<br /><br />* Everything you need is controlled by a single side switch. Daylight, Lunar and on and off.<br /><br />Nothing I\\'ve seen re-creates the look of actual sunlight as perfectly as this - it\\'s that spectacular.Some folks have an issue about there not being a timer, my response to this is really? it\\'s too much trouble to switch it on and off once or twice a day? Believe me it\\'s a non issue.What really matters is that you\\'ll get an impressive 17,000 lifetime hours, Daylight mode, Lunar mode, an incredible Shimmer effect that\\'s bound to just knock you out - and a whopping 1800 Lumens of clear, clean light.<br /><br />Some users have reported a slow down of brown and green algae growth - Marineland makes no such claim, but I\\'m hoping it\\'s true.Any serious fish keeper knows how often we\\'re disappointed by products that are supposed to enhance the hobby but instead add more grudge work.The Marineland Double Bright LED is one of those rare exceptions. Once you turn it on you\\'ll know immediately that the system is worth every penny. Just a brilliant product - that does more than meet your expectations, it exceeds them.',\n",
       "  1),\n",
       " ('bought this for the in laws. they use European stuff.<br />they wanted something powerful because they were used to weak transformers.<br />got this monster and all worked PERFECTLY!',\n",
       "  1),\n",
       " (\"I used this for a big log railing refinishing project, using a 4 inch angle grinder. I went through 4 different sizes and 3 makes of wire cup brushes. They all did a spectacular job of quickly removing old weathered wood and leaving a good finish in preparation for painting or staining. I tried a 3, 3.5, 4, and 5 inch brushes. The 3 inch proved to be the best for the four-inch angle grinder. The Weiler and the Forney brushes gave good service. The DeWalt brush failed and lost bristles very quickly. Price does matter. If you're thinking of using this tool for this application, be sure to wear long sleeves and a face mask. At the end of the day your clothes will be full of bristles.\",\n",
       "  1),\n",
       " (\"Its Great for the price. I have a Nalgene 'On the Fly' and alternate between the two. and The quality is equal, the ease of use is also equal, this is better in that you don't need to turn it upside down as it has a straw. Only minor down side is if the straw falls out and you have to stop and open the bottle to reattach it . Doesn't happen often though. Great water bottle.\",\n",
       "  1),\n",
       " (\"Like all the other Lego games, this one is just as good. The story is obviously from the movie and it's fun to be able to relate to it. It's a great game that suit both parents and kids I think. On the x-box I play with my 9 year old son, and it's a really good game to be able to play together. The games goes on even if one of us has to drop out for a bit and it's easy to just join up again. Nothing is too hard in the game. Unlike other games where you can get stuck on levels, that doesn't happen here. I can't think of anything negative to say about this game. It's just a very user friendly game. A++++ Can't wait for more Lego games.\",\n",
       "  1),\n",
       " (\"At first my greyhound didnt take to this toy but after he heard the (very) faint squeaker inside, he grew to love it. We use it to throw in the backyard. Since it's oddly shaped, it bounces all over the place when it lands and he loves that.\",\n",
       "  1),\n",
       " ('We recently ordered these pouches for our 1 and 2 year old sons. They do well in the dishwasher, store nicely and the kids love them. My only suggestion would be that I wish they came with a device to fill the pouches as I am still improving my filling technique:) I highly recommend these amazing pouches and my boys agree!',\n",
       "  1),\n",
       " (\"This watch is so gorgeous! The pictures do not do it justice. When it came I was amazed at the quality for under $50. The crystals on the face look like huge diamonds and are so sparkly. This won't be my last Wristology watch!\",\n",
       "  1),\n",
       " ('My wife first got a pair of these golf shoes and was bragging how light they were. I have trouble with my feet so thought I would try them out. They are as light and comfortable as she said. I may even buy another pair.',\n",
       "  1),\n",
       " ('These work great, was tougher than I figured they would be. Could tighten up to clamp off all air really good.',\n",
       "  1),\n",
       " (\"It's everything I needed it to be. Portable, durable, comfortable, adjustable, easy to set up and looks like it belongs on stage with the rest of the equipment. It's a lifesaver for me.\",\n",
       "  1),\n",
       " (\"Sent David's to my Mom for Mother's Day.  She is 99 and lives in a retirement community.  She and everyone who shared in the gift, were amazed in the home made taste of these treats.  I am ordering some for myself!\",\n",
       "  1),\n",
       " ('the huge battery was the selling point for me.<br />You just charge it once every 2 months. It basically goes into standby mode thats why it saves on consumption.<br />GPS signal is lost when you park under a shed or your garage of course. Tried using the antennae to boost but it wouldnt make a difference. Setup was easy. Some of the features are ok like motion etc but others like the geofense make no sense. You cant triangulate or make a rectangle ...its just a line that needs to be crossed. Well what if your car gets stolen and goes the other direction and never crosses the line..?!?<br /><br />anyway , the product works when you use it for its basic functions like calling it and receiving its location (as long as it has GPS signal at the time without anything obstructing it)',\n",
       "  1),\n",
       " ('This watch is stunning. My wife absolutely loved it. MAKE SURE to look at the specs in the description, however. The face is much smaller than it seems in the picture.',\n",
       "  1),\n",
       " (\"I never thought it would be a good idea to buy a swimsuit on Amazon but I simply couldn't find something stylish, modest and for a reasonable price. This is all three! The item looks exactly as it is pictured and the bottom is a boy short. The top is supportive enough for very large bosoms and can easily suit a pregnant or nursing lady. But it is not a suit where you see it and think maternity. The styling covers any belly bumps, highlights your upper torso and softens attention to your thighs. However, someone in excellent shape could wear this and enjoy it's glamor.  The seller was contacted via email because I purchased it to wear to a party. They then sent it out right away but it took a long time to come. I would suggest allowing a month. Awesome product for a great price.\",\n",
       "  1),\n",
       " ('Wow to this stand.  In the garage where we make music, I put this up so that everybody could just have the music in front of them when they got up to sing.  It is so much easier than trying to tape a piece of paper to the mic stand or something like that.',\n",
       "  1),\n",
       " (\"Some reviewers complained that it's made in China<br />Well . . . yes, mine too is stamped &#34;made in China&#34; so maybe the seller should remove the picture that shows &#34;made in USA&#34;<br />But it's fine for what it is, the wing nut hold firmly and tightly and works as well as any other scriber<br />I recommend it for the price\",\n",
       "  1),\n",
       " (\"These super soft cloths are made of microfiber technology are great for any cleaning you have, I use thin the house and my husband uses them in the garage for oily jobs.<br /><br />The best thing is you can clean with or without chemicals because the micro fibres clean so precisely. What I don't like is when you use cleaning cloths and they leave streaks and I love these because they don't leave any streaks and they don't scratch any of your surfaces.<br /><br />They absorb a lot as well, much more than I thought possible. What was surprising is that they can be washed and reused repeatedly, saves you some money on paper towels, if you use them.\",\n",
       "  1),\n",
       " (\"I had previously written a bad review for this radio, citing weak antenna performance. My bad. I took the radio out walking with me and it works fine, and it picks up a lot of AM and FM stations. I guess the reception inside my house is bad for some reason, but out in the open this radio performs very well. Sound is a bit tinny, but that's to be expected for such a small radio and at such a low price. I'm glad I bought it. It does what I wanted it to do: allow me to pick up NPR and the local classical music station when I'm doing my daily walk.  As a bonus, I can also pick up the CBS AM station (740, KCBS) in San Francisco, which is a great source of Bay Area traffic and weather information, updated every 10 minutes.\",\n",
       "  1),\n",
       " (\"In addition to opening doors, that set of keys in your pocket also serves as makeshift knives, prybars, and even ice scrapers. But why risk accidentally bending a key and losing access to your home when this key-sized multi-tool can do so much more?<br /><br />What you're looking at here is actually five tools in one including a box cutter, a bottle opener, a metric and imperial ruler, a multi-sized wrench, and a flat-head screwdriver. But that's just its official uses. With enough imagination this can come in handy for countless other uses, even gaining access to your home if your actual key's gone MIA.\",\n",
       "  1),\n",
       " (\"[[VIDEOID:5d451912139ed24fa80b889b0d6308f7]]My Toyota 4 cylinder vehicle with dead battery was left stranded for some works, I find the Gooloo product on Amazon, as a new brand, the price is cheaper,looks nice, so I decide to buy it and after three days I received it. It is relatively thin, almost as the mobile phone.  This work perfectly had to start my car no problems I jump the vehicles 5 times using it in consecutively,every time it done with no hesitation, and the unit still had 4 lights of battery level left.That is slightly batter than advertised.  In addition to jump start the car, it still has a few bonuses like the USB port and flash light. I could charge it from my cigarette lighter when I was on the road and start my motorcycle when i need it. So far I give it 4-5 stars for charge,  highly recommended. I hope after owning this product for a few months I still say it dose everything it's advertised to do and it great works.\",\n",
       "  1),\n",
       " (\"I bought these simply because they were cheap and I wanted something warm to wear to walk my dogs in. Wasn't expecting much because I figured them to be throwaways. When they arrived, however, they looked so nice I decided to keep them for regular wear and find something else to wear in the woods.\",\n",
       "  1),\n",
       " ('These are very comfortable flip flops and last about 1-2 years with everyday use.  Great flip flops, comparable to Reefs.',\n",
       "  1),\n",
       " ('This was a perfect addition to a long hard to furnish hall.  Now the hall is my favorite room in the house. Looks like a very expensive piece of furniture. Goes great with a round mirror over top.  This was the perfect piece for the room!',\n",
       "  1),\n",
       " (\"I like this but it's not perfect.  Works best on flat surfaces, if you have a curved surface it's not going to be as effective there.\",\n",
       "  1),\n",
       " (\"I love the backpack. The style feels so urban, yet rooted. Not everyone will like it though, as I feel it's catered to a certain taste. For them, these leather bags by Rustic Town would have an avant-garde feel. Now coming on to the quality and space. The bag is really spacious. It has a specialized compartment for laptops, which is good. I like the big look of straps as well. To sum it up, the bag looks good on me. It matches well with my 'devil-may-care' attitude (wink wink). Super high-five to the sellers!\",\n",
       "  1),\n",
       " ('The light weight flashlight appears to be well made. This is the first flashlight of this type I have used. I expect I will learn the range of its benefits in time to come. The shipment of flashlight was quick. Thanks.',\n",
       "  1),\n",
       " ('This is the best ever meat shredder i ever use, i can easily shred my pork without even making my kitchen messy and its very easy to use. I felt im a big fat bear with a claw using this,hehe. My mom saw me using this claw one time and she really laugh at me says im cute on this one. But she was amazed that my kitchen is not that messy when it comes to pork shredding. This claw was so easy to clean too!',\n",
       "  1),\n",
       " ('The Collapsible rubber lens hood is working great. I like the look of it on the camera and is small enough for quick storage.',\n",
       "  1),\n",
       " ('Before trying to wear this on your bike/run/jog, fiddle with the instruction manual first; it will save you a lot of time and frustration. Once you figure out the settings and watch capabilities, you will be impressed with it.-It can calculate running speed, distance, work out time, and much more with accuracy. I also love that it comes in a handful of colors. I got one for my partner, since we do our workouts together. Helps us monitor our progress and easily maintain a fitness regimen.',\n",
       "  1),\n",
       " ('This product is what it is. makes the truck unique and different. i would recommend this product to anyone looking and not looking.',\n",
       "  1),\n",
       " (\"I'm so thankful for stumbling on this particular Chromium Picolinate and giving it a try. It has to be one of the best Chromium Picolinate's I have taken to date and I love that it comes in a small grape flavored chewable. You only need one a day to get up to Dr Andrew Weil's recommended 1000 mcg's and it's very apparent that the mcg's are correct. Solaray is a brand that I trust and have had good results with in the past. Sadly I have experimented with supplement brands I have never heard of before and found that the mcg's were likely a lot less than stated on the label. I'll be re-ording these by Solaray again and again. As others have mentioned it feels as if this lozenge form is being absorbed better.<br /><br />As with any supplement it's always important to talk with your physician first. The nice thing about Chromium Picolinate is it's been around for many years now and is pretty well known among health care givers unlike the newer fad supplements.\",\n",
       "  1),\n",
       " ('I love the Dead Sea Mud Shampoo. It makes my hair and scalp feel amazing. I have issues with dry scalp and itching and the Dead Sea Mud Shampoo helps me with both! My hiar shines and looks amazing after using the Dead Sea Mud Shampoo. I suggest this product to everyone!',\n",
       "  1),\n",
       " (\"I bought this as a Valentine's gift for my two girls.  I thought that they would come apart so each girl could have one.  Well, they are attached to each other with knots of thread.  I used a seam ripper and detached them. I did keep the thread holding the hands together.  That way, the monkeys could still wrap there arms around each other to hug. Really cute, and my girls love them.\",\n",
       "  1),\n",
       " ('Read the reviews and ordered a size larger than what I normally would do. Fits perfect, and is very comfortable! Will buy more!',\n",
       "  1),\n",
       " (\"I needed a camera so that I can feel safe taking pictures without worrying about dropping my phoneor having it stolen or just getting it wet. At least with a camera, you still get the images without the added risks.<br />For something that I didn't consider to be of much consequence though, this baby actually surprised me. It won't give you the same features that you get from big, bulky professional cameras, but the pictures are clear and crisp.\",\n",
       "  1),\n",
       " (\"I ordered the black and brown. I would say they are a good product for the price. They look nice and are functional. Don't expect to load them down with every book you own, but they hold a tablet and MacBook Pro beautifully and also a portfolio and a few books very nicely.\",\n",
       "  1),\n",
       " ('I had never seen an item like this before, one that combines a flashlight with a pocket Knife.  At first one would think that it was designed to illuminate an object that you are cutting however I can see a more useful and frequent need for this product.<br /><br />I own many smallish flashlights and many smallish pocket knives because they are convenient items to have around.  I am not a hunter but I find a need for both a light and a knife many times during a day.  This is where I think that this knife fills a niche that few other product fill.  I can clip it to my belt or stick it in my pocket (at least in my state) and have it handy for when I need it.<br /><br />The knife blade was shipped with a good edge on it although I was able to give it a \"shave-worthy\" edge with just a little effort.  The handle feels cheaper that I would have desired, mostly because of the external battery covers that essentially becomes your gripping surface.  They can be removed in order to exchange the batteries and the knife comes with a tiny screw driver to facilitate the removal of the hex-screws.  I would like it better if the cover was the same color and quality as the knife itself is.',\n",
       "  1),\n",
       " ('It worked flawless for the 1st 35 days then while playing the mouse just quit like it has dead batteries but this mouse is a corded mouse.<br /><br />*UPDATE***8/20/2013<br />I have contacted Anker support team and they are sending me a new mouse,I only contacted them threw e-mail they were fast and prompt and assured me that my mouse was a defective one.<br />I will Keep my post updated when I receive the new mouse.<br /><br />*UPDATE***8/22/2013<br />I have received my replacement and once again it works flawlessly lets hope this one does not go out',\n",
       "  1),\n",
       " (\"Got these for my daughter but they were too big. I tried them & it fits my needs for composting, and light duty gardening. I hosed them down before I washed them as they get very dirty.  Intriguing but haven't really put them to the test yet.\",\n",
       "  1),\n",
       " (\"I'm surprised when I bought this one as its size is smaller than the other Quadcopters I have at home.<br /><br />At first I find it difficult to control because it has more sensitivity than other quadcopters I've used so far, but eventually after using it for 3 times, I managed to adjust myself on it. And I find it amazing, as it was my first time controlling a copter than can do a 360 trick.<br /><br />About the battery, so the lifetime is your average one where the charging time is longer than the playing time, but even so, I really liked this quadcopter so I decided to bought another 3 sets of battery so I can play it longer. Also when it comes to price, it was really cheap than your typical RCs and it was also ready to fly from the box where I find annoying in other brands where it took me few minutes or hours to set up the RC.\",\n",
       "  1),\n",
       " (\"I ordered the rising moon one for my girlfriend and I couldn't resist getting the sunset one for myself in the process. They are both a little darker than the photos but none the less vibrant and awesome to look at. Aesthetics aside, I did a lot of research before I ordered these mats, and in terms of price and quality Aurorae is definitely giant strides ahead of most others in the mat manufacturing business. We've owned mats before that were more expensive than these and lasted quite awhile, but were nowhere near as comfortable and well made. I highly recommend giving your mats a good bath before you use them. You're not supposed to use oil based detergents but we'd run out of Dr B's non oil-based castile soap and just used the lavender oil-based one which worked fine, (not surprising since it's such an awesome soap) then set the mats out to dry in the sun. I've come to find that no matter how you wash your mat, this step is very important. The sun further removes the resin that's been applied before shipping. Bottom line? This mat is thicker, longer, more durable, and made with better material than most other mats you'll find for this price. As an added bonus, the designs are really cool and the customer service is prompt and personable. You can't go wrong with one of these beautiful mats.\",\n",
       "  1),\n",
       " ('This table is awesome for a coffee table. It looks a lot better than what it looks like in pictures. These pictures do not do this table justice at all. Looks awesome!',\n",
       "  1),\n",
       " (\"Sometimes I find it amusing that Amazon &#34;forces&#34; you to rate products which are pretty self-explanatory.<br />This is a 36 inch metal yard stick.<br />It's 36 inches.<br />It's metal.<br />It's a yardstick.<br />Well done, manufacturer, well done.\",\n",
       "  1),\n",
       " ('The texture of my hair and my nails I have noticed the most in using this supplement. Amazing results.',\n",
       "  1),\n",
       " (\"This is a great case for my new phone. I'm pretty easy on my phones and I purchased a ballistic cover for the front so this provides the added simple protection I needed in a case. I like that it is clear so I can still see the nice base color of my phone. This case gives the phone a little lift so when I place it face down the screen isn't directly on the surface. It also provides a nice hand feel when I'm holding the phone. It isn't bulky and I'm able to easily slide my phone in my back pocket.\",\n",
       "  1),\n",
       " (\"We purchased this as a requirement for our daughter's swim class and found that these are waaaaaay better than the swimming disposable diapers. It definitely does contain 100% of well, anything - solid or liquid. And is so much less bulky than the disposable versions. They also don't soak up 20 lbs. of water either :)\",\n",
       "  1),\n",
       " (\"Great product.  Our daughter wanted a beam to practice on, but we don't have the space for a full size beam.  This beam is the perfect solution.  It's light weight, folds in half for easy storage and is safe for home use where you may not have enough mats to surround a beam that is raised off the ground.  My daughter has the confidence to practice new moves on this beam because it is so close to the ground.  Would recommend this product over and over again!\",\n",
       "  1),\n",
       " (\"ordered it monday, came thursday.  needed one for my son's' science project.  He's measuring temperature changes at various points in his environment during the day, so got him infrared.  if you've never used one but you check temps frequently, this is what you need.  you just aim and shoot, the sucker tells you where you are pointing with a laser! light as a feather.\",\n",
       "  1),\n",
       " ('These gloves are very durable, and also waterproof.  They will keep your hands warm, as long as your hands are warm when you put them on.  If your hands are already cold, they will take some time before your hands warm up.',\n",
       "  1),\n",
       " ('Will work quite well for taking a single dose with me- and have a place to keep the used syringe until I get home to throw it in my sharps container.  Inexpensive, but effective.',\n",
       "  1),\n",
       " (\"This product is fantastic!!!! Quiet and stylish. My watch hasn't stopped yet!!!! This product is a great value with multiple options for when you would like for it to rotate.\",\n",
       "  1),\n",
       " ('Skin Horse volume one is the first of (hopefully many) print editions of the webcomic Skin-Horse.  It picks up in the same universe as the authors previous Webcomic - Narbonic - and features a small and overworked government social services agency who deals with the creations of mad scientists and helps them integrate into society.<br /><br />At the time of this review I have been following this comic for 4 Years, and the 4th volume is in production now.  Very entertaining with long and short plots and storylines that interweave when re-read as a whole.<br /><br />HIGHLY recommended.',\n",
       "  1),\n",
       " (\"The pictures and price of this make it look cheap. On the contrary, it's very well made with a higher quality blade than most of my other electric shavers that have a sideburn attachment.<br /><br />Its small size makes it easy to maneuver, and it takes a single AAA battery which makes it easy to take on a vacation if you're short on space.<br /><br />I highly recommend this to anyone who is looking for an affordable and small standalone trimmer.\",\n",
       "  1),\n",
       " (\"This is wonderful--easy to spot, snazzy and humerous. The tag is nice and bright,large ,seems sturdy and can be spotted from a mile away. It makes your luggage very easy to spot and I received great comments from people standing in line behind me. They all thought it's cool.\",\n",
       "  1),\n",
       " (\"My son loves this item. He goes on it everyday and count with cookie monster. He is 2 and it's giving his mind a challenge. Thank you\",\n",
       "  1),\n",
       " ('its a nice bin for the price although the lids are a bit loose so you have to always make sure they are closed up tight.',\n",
       "  1),\n",
       " (\"Quality wax. My wife's red Chevy looks very good after using this wax on it. It is also very resistant and doesn't fo off after the first couple of washes. Recommended\",\n",
       "  1),\n",
       " ('Camera was new in  package. Everything was included as advertised. Camera functions very well, great photos. Lots of room to grow with this semi-professional camera.',\n",
       "  1),\n",
       " (\"I love these Sharpie pens!  I often have to write on both regular paper and glossy brochure paper and needed a pen that could pull double-duty.  I also wanted one that wouldn't dry out quickly, so the fact that these are retractable means there's no cap to accidentally leave off or lose.  A couple times my coworker used one at my desk and left it with the point out. It was dry for a bit, but I just retracted it and let is sit for a few hours - work fine now!<br /><br />I originally bought a 3-pack at Staples to see if I liked them, but they were pretty expensive, about $8 or $9 for 3 pens.  When I wanted to order more, I came looking for a better deal.  This is the best price around, even adding the shipping charge.  The problem is that I haven't received the pens!  It's been 10 days and not only do I not have them, Amazon sent me email stating they can't get any shipment info from the seller.  I haven't been charged yet, but I'd really rather have the pens!<br /><br />UPDATE: I did receive the pens, at about the 12-day mark.  A few of them seemed dry right out of the box.  I revived one or two of them by dampening the tip slightly and using it until the ink started working again, but one had to be thrown away.  I still like these pens, but I'm also keeping an eye out for a more affordable alternative.  They're now up to about $35/dozen!\",\n",
       "  1),\n",
       " ('Sir, this DVD is not a Hollywood Production I understand and appreciate your feedback. However, I believe the content itself to be extremely valuable for the beginner. I assure you the video was not transferred from a VHS. The audio is fine, it was recorded inside my Greenhouse and I could not eliminate some of the background noise due to Greenhouse equipment operating but had never had anyone indicate the audio was unsatisfactory.',\n",
       "  1),\n",
       " (\"What can I say. I am very happy with Edwin Jagger, the faux ivory handle goes extremely well and has a nice finish to it. It weighs decently on my hand and made me feel manly when I use it. Combine with a good shaving soap this made my shaving experience enjoyable than the plastic disposable and the processed s*** than comes out of a can. The product itself was very reasonably priced but I did pay a lot for shipping to my country. Overall i'm extremely happy and would not hesitate to purchase this again if it needs to be replaced :)\",\n",
       "  1),\n",
       " ('I have used Hikari foods for many years. The koi love it and the is a healthy food. No crappy corn meal in this food.',\n",
       "  1),\n",
       " (\"Such a simple yet useful selfie stick. Going in vacation this summer and this stick is all I needed. With it, I can film from any angle and it's super extendable (31.7 inches!). It's also compatible with many devices such as Apple products or Android phones. It's very compact, which makes it easy to store in my pocket.\",\n",
       "  1),\n",
       " (\"My son likes it. Tricky at first to handle because the controls don't work the same way as with FIFA games, but once you learn it's fun.\",\n",
       "  1),\n",
       " (\"So far, we like the frame. We bought it to use at our county fair for a digital photography class. 4 stars only because it doesn't hold the program after you turn it off and you have to reset it each time you turn it on. Also, your choice of time for each frame is 3 sec. 5 sec. then 15 seconds. 7 to 10 would be perfect. You can turn off the motion sensor so it keeps playing if no one is around, which is what we need. I put various sized pictures on it and they all filled the screen correctly without shrinking or stretching so that part will work great for what we're doing. The pictures display great, very representative of what they looked like coming off the camera which is what we need for judging. I'm trying video on it next week. I'll update if it doesn't work as expected.  UPDATE: I can't get more than 5 pictures to show from the 30 on the SD card or on the USB drive. Same 5 pictures. Also, I haven't been able to get it to recognize any videos that I've tried to show. I have it saved as an AVI but it doesn't recognize it. NOT WORTH THE MONEY!\",\n",
       "  1),\n",
       " ('These napkins looked really cute all set up at our mustache themed party! Great quality as well. Loved them! Their great napkins.',\n",
       "  1),\n",
       " (\"Love a good vegetable peeler.  This one didn't have any hiccups.  Easy to clean and mixed well with my other kitchen utensils.\",\n",
       "  1),\n",
       " ('I use this filter on all my vehicles, and it works remarkable. It is truly a HIGH PERFORMANCE oil filter that works well.',\n",
       "  1),\n",
       " (\"A friend told us about the show, so we decided to start from the beginning and are on season three trying to get caught up. We love it! Can't beat the characters and story line. Two words says it all &#34;Raylan Givens&#34;. Can't say he doesn't give you a warning before he shoots you :)\",\n",
       "  1),\n",
       " ('Paul Virant is a culinary genius!! I have tried several of the recipes and they are absolutely delicious!<br /><br />This book makes a great gift too.....I am planning to buy several more copies for my friends and family.<br /><br />This book is filled with great recipes, beautiful photos and loads of tips on canning and preserving.',\n",
       "  1),\n",
       " (\"It never made sense to me that a driver needed to cost $300. You're just whacking something hard for distance. This cheap driver with its big head is perfect for someone new to the game and not deadly serious. I only picked up playing golf in the last years and still don't want to commit my children's inheritance to the past time. If you're looking for a good hard hitting driver and don't want to spend a small fortune, this is the one.\",\n",
       "  1),\n",
       " ('I purchased these nice white wall plates to replace the dull and aged looking plates in use in my house.<br /><br />This was correctly sized to fit standard switches and I was able to install several different brands of switches without any issues in fit or finish.',\n",
       "  1),\n",
       " (\"This is my favorite luggage because I travel almost every week for work and the size fits my needs. It's not too big but enough to accommodate stuff good for 4-5 days, which is my usual travel length. It's very lightweight but you can see the sturdiness inside out. I've already been using this for 2 years and it's still as good as new. It's very spacy and has complete support. Very easy to wash/clean and very easy to store because of the compact design. It rolls smoothly too. It never gave me any trouble so far.\",\n",
       "  1),\n",
       " ('I love these measuring cups! They are simply gorgeous and stylish, look great in my kitchen.. I love how the measure is engraved on the metal, so it wont fall off, or get erased. I took off the chain for more easiness when using them and it makes them look even better. I definitely love them and would recommend to anyone!',\n",
       "  1),\n",
       " (\"I love this.  We're at the beach 1-2 times a week and this is so great to throw wet and sandy toys in.  It's really wide and holds a lot but the sides aren't very high so toys fall out if tips over or if I bend over.\",\n",
       "  1),\n",
       " ('i like how minimalist this stand is, it doesnt take up much space and it looks very classy as well. One thing i hate about it though is that its difficult to adjust the inclination, its because the stand its self doesnt hold especially when you have a glass table.',\n",
       "  1),\n",
       " (\"Like it! It's tiny, but all I need. It's nearly impossible to find a matte white eyeshadow (for brow bone). This was a good purchase.\",\n",
       "  1),\n",
       " (\"Do not take on an empty stomach. Take with an ample amount of food. Do not take when remotely nauseous or for a duration after having been remotely nauseous. :-(<br /><br />I've tried taking the Comvita Olive Leaf Extract several time over 4 weeks, I just couldn't get past the mediciny aftertaste of a not quite olive oil. This extract could perhaps be added to a serving of olive oil based homemade salad dressing to help mask the flavor...<br /><br />I'm docking 1 star, at least include serving suggestions how to cope with the flavor.\",\n",
       "  1),\n",
       " ('The lock appears to be very tough. Bought two and they both survived  4 flights to Thailand and another 4 on the way home.  Unlike some, the lock prevents the strap from being loosened, although I guess someone could still cut the strap.  They did keep one suit case intact when TSR broke the latches on the suit case.',\n",
       "  1),\n",
       " ('seems well made - kids will like it - a little smaller than I expected ( it did not hold the twin size quilt I had planned to put in it - but did look great sitting on top:) - kids like it and were playing with it a lot',\n",
       "  1),\n",
       " (\"This is an excellent bike pump with gauge! I have tried it on both my mountain, and road bikes. The bike pump is a nice size, but you don't sacrifice efficiency because it shifts air into the tire when you push the handle in and out. I have used it to completely re-inflate one of the 29&#34; tires on my mountain bike. It didn't take any time at all and I wasn't burned up at the end of it. The pump itself is a sturdy, well thought out, and constructed design. The mounting bracket works very well, even if you have bottle cages. I'd highly recommend this pump if you do any kind of cycling.\",\n",
       "  1),\n",
       " (\"We have a 7 season old, semi-aniline sofa which the salesman said it didn't need anything because of the aniline but a few decades later it began to get dry and difficult especially on the hands. Well, after implementing Set Sweetie the leather not only looks excellent, because most of the cat the begining represents are gone, but it seems awesome and smooth again! Thanks to make such an awesome product! This things works!!!\",\n",
       "  1),\n",
       " ('It worked perfectly - I bought it for a long-term house guest (a relative) who has a mac laptop with a failing display.  She plugged it in and it started working immediately.',\n",
       "  1),\n",
       " (\"These are the best potty pads I've ever purchased. Am now using them as a back-up plan for a small, aging dog and wish I'd known about them when she was a puppy. They are extremely absorbent and leave NO odor. I use them to soak up her infrequent messes as they work way better than paper towels.\",\n",
       "  1),\n",
       " (\"I don't know if its doing any good for my veins, but it does keep my legs warm without strangling my toes. The crotch is a bit low. I'd order up a size longer, but if you don't mind it just get the right size.\",\n",
       "  1),\n",
       " (\"every now and then i like to take my dog and groom him properly. The hair removed means it won't be left on the couch or on the floor. Nice grip that lets you use it with ease. Efficient in taking all the loose hair as well.\",\n",
       "  1),\n",
       " (\"I've used vacuvin wine savers for years. As a wine lover who lives alone, I appreciate the fact that this product lets me enjoy a bottle of wine over several days without compromising flavor. It's a little less effective for wines that have some natural effervescence such as reislings, but overall this is a very good product.\",\n",
       "  1),\n",
       " (\"Used for 3 months during combat operations in Afghanistan. Camera didnt come off sticking my head out of a helicopter. I'd say its worth the money.\",\n",
       "  1),\n",
       " (\"I was a fan of Battlefield 2, and this game also blew me away. The only con would be it doesn't have an in-game recording system that can capture all the awesome moments that happen.\",\n",
       "  1),\n",
       " (\"I bought this battery and it worked great! And I didn't see that it was back ordered. So I contact the seller and told him I was going on vacation and hoping the battery would get here before I went on vacation. He personally called me and let me know it would be here and it was buy couple days before I left for our trip.<br />The battery held charge and worked like advertise. Unlike a battery I ordered from another person on this site for half of the price. That when I got it wouldn't hold a charge or charge up. it wold drain on the charger. I sent it back almost a month ago and still have not gotten a replacement or refund.<br /><br />So I thank this seller for selling me a working battery and getting it to me  in time for my trip!<br />Thanks, will be doing business with them again in the future.\",\n",
       "  1),\n",
       " (\"The only place I can get this x-large size of Swiffer sweeper refills is on Amazon so I have to really shop around for a competitive price. I bought a pack of 3 which should last a few weeks. I don't sweep everyday and I also sometimes use the cloths to dust furniture. They're great for that!\",\n",
       "  1),\n",
       " ('Pound for pound, no one lays on the vicious snark like a woman targeting another woman. THE DEVIL WEARS PRADA explores a corner of the cutthroat fashion industry, a nerve-wracking environment replete with competitive jealousies and general, all-around meanspiritedness. Into this world steps Anne Hathaway\\'s character, Andrea \"Andy\" Sachs, an aspiring journalist eager to get a foot in the door. To gain invaluable experience, Andy interviews for a job as the assistant\\'s assistant to the ridiculously demanding Miranda Priestly (Meryl Streep), acclaimed head of the trend-setting Runway magazine.<br /><br />Andy is a size six, and this automatically makes her the brunt of mean jokes by those in her new work office. Andy comes from a down-to-earth place and sort of scoffs at her co-workers\\' unending obsession with haute couture. She promises her boyfriend cook Nate (Adrian Grenier) that she won\\'t change. But of course she does. Andy loses her way.<br /><br />Meryl Streep submits yet another powerhouse performance as the film\\'s dragon lady. Miranda Priestly is the sort of boss who can effortlessly, whimsically shatter an employee\\'s self-esteem. I take in the twitchy reactions of those in her circle and how they tiptoe on eggshells whenever she\\'s in the room, and even I start to sweat. But Meryl Streep is able to sneak in an echo of vulnerability. You may end up sympathizing with her a bit. This actress is just so consistently good.<br /><br />Stanley Tucci himself is masterful in another of his side character roles. I think every movie should have Stanley Tucci in it. Emily Blunt as Miranda Priestly\\'s frazzled first assistant - and Andy\\'s primary foil - is fun to watch, and she makes the most out of her thankless role. When THE DEVIL WEARS PRADA first released in 2006, Anne Hathaway was only then just starting to distance herself from her wholesome teen princess roles. So she was a question mark, going into this film, even with HAVOC and BROKEBACK MOUNTAIN in her rearview.No worries, she confidently steps into this post-Disney role, and she\\'s quite good.<br /><br />Because there\\'s something innately appealing about Hathaway. Even when her character does eventually sell out, you don\\'t hate her. You\\'re not mad-dogging her. You just want her to get back on track. The film easily develops a rooting interest for her. Her immediate boss, the first assistant, is so cruddy in her behavior towards Andy that Andy right away falls into that underdog slot. Except she overcomes that soon enough. Andy, who is brainy enough that she rejected Stanford Law to pursue her journalistic dreams, turns out to be endlessly resourceful in meeting Miranda Priestly\\'s incessant, impossible demands. It\\'s not too long before the first assistant is demoted. Yay for Andy. You could feel her getting more and more sucked into this seductive world. Her long-suffering boyfriend\\'s patience is wearing thin.<br /><br />This film renders me a stranger in a strange land, forced to absorb exotic name brands like Prada, Valentino Garavani, Giorgio Armani, and others I would have to look up on Wiki. I desperately longed for someone to name drop the Gap or Old Navy or Fruit of the Loom, something familiar. Gratifyingly, the story drew me in. The acting fixated me to the screen. I laughed at the right bits and scornfully rolled my eyes at the sheer fanaticism these frantic characters invested in mere articles of clothing. I then went to sleep in my awesome grown-up Underoos.',\n",
       "  1),\n",
       " ('As a San Franciscan who makes it a priority to shop local and organic for food, this book has inspired me to do the same when it comes to fashion.  One of my favorite quotes from the book is \"Be purposeful with your shopping.\"  Going forward, this book is inspiring me to do so without compromising my love of fashion.',\n",
       "  1),\n",
       " ('This thing holds a lot of DVDs, looks great, and made the room seem bigger changing from a shorter, more squat one.  As far as how it handles the TV on top, I cannot say because ours is wall-mounted.',\n",
       "  1),\n",
       " ('This is a great chair for relaxing outside, its comfortable and sturdy too. It looks great, as well. It is easy to move around the house. However, it is a little short for a tall person like me.',\n",
       "  1),\n",
       " ('I don’t really care either way for the scent or appearance. It’s the part where it cleans that I needed.',\n",
       "  1),\n",
       " (\"I purchased this as a gift for my brother who loves to grill. The utensils are high quality and worth the price. He hasn't really used the corn picks, but everything fits nicely in the case, so they don't get lost. The pieces are heavy enough to really last.\",\n",
       "  1),\n",
       " ('This toy is very well-made and I am sure it will endure the abuse of our 3 year old grandson! It is durable and easy to use. Would definitely purchase products from this company again.',\n",
       "  1),\n",
       " (\"this bag doesn't seem so strong and i hesitate if it can handle like 40 pounds or more than. but yeah, it was able to carry it. the design is simple, i don't really need a fancy bag for this. just so great for a luggage bag. worth the penny.\",\n",
       "  1),\n",
       " (\"Don't listen to those typos blogs that say you don't need this. My poor LOs room started smelling so bad! I bought this and no more smell. Very easy to use. Great buy\",\n",
       "  1),\n",
       " (\"This is one color I didn't have for my 3 baby Lupah watches (silver, gold, rose gold) with the interchangeable straps-this fix perfectly! I love the sunny color!\",\n",
       "  1),\n",
       " ('Wow....I received this jacket as a birthday gift. Best jacket I have ever owned by far!!!<br />I like it.  fits me exactly and comfortable to wear. recommend it.',\n",
       "  1),\n",
       " (\"Great price, purchased for mudroom to withstand ice, salt, snow, paw mudd, I inclement weather. Quick sweep', vacuum and looks great!!!! Tough runner!\",\n",
       "  1),\n",
       " (\"I've been looking for this for a long time, it is really stylish, I love it's vintage look, and perfect for my wine collections. It really works perfectly and looks classy. I'm so pleased with its durability and style, I will totally recommend this to my friends!\",\n",
       "  1),\n",
       " ('I was a little skepitcal when ordering a used camera, but when I received it I was extremely impressed. Except for not having a manual or coming in the original packaging it is flawless.',\n",
       "  1),\n",
       " (\"a little goes a long way with this matcha powder unlike other brands I've used before. It's very delicious too and does not have any bitter after taste. Perfect for my daily smoothie and from-time-to-time hot green tea latte. Great quality for the price. Just think of all the benefits of matcha and you'll be amazed.\",\n",
       "  1),\n",
       " (\"I purchased this board as a backup for my MSI Z77MA-G45 that I had to RMA, but also to serve as the motherboard in my test rig. This board has many things going for it, several of which I will list:<br /><br />1) It is well made, and despite being MSI's budget motherboard, it compares nicely to boards in the $100+ category.<br />2) It has four memory slots for a maximum of 32GB of RAM, not bad for a low-end board at all!<br />3) It has USB 3.0 ports, something missing from many of its competitors, and even has headers for two more!<br />4) It has a SATA3 port for getting the most of an OS SSD.<br />5) It has one each of PCIEx16, PCIEx1 and PCI, meaning you won't have to upgrade an old PCI card if you don't want to.<br />6) It is compatible with OSX with little to no modification.<br /><br />I was first drawn to MSI's motherboards after reading an article about hackintosh-compatible mATX motherboards. MSI boards, it seems, are just as easy to use as Gigabyte, and in my opinion are MUCH better looking. MSI has done a great job with the color scheme, which is understated without being too muted. With several power saving options, this is a great HTPC/general home use motherboard but don't let that put you off! It supports RAM up to 2400mhz and will play nicely with even the Core i7 processors!<br /><br />Now, I really want to take a second and mention MSI's UEFI BIOS. This thing is amazing, and if you haven'te experienced UEFI BIOS's yet, you're in for a treat. The thing looks great, has intuitive controls, and heck, you can even use your mouse! The BIOS has three settings: power saving, normal and overclocked. It has automatic overclocking (apparently going off of your components automagically) or you can overclock manually. I'm not an overclocker so I can't really comment, but I saw controls for changing clock speeds and voltages for both the CPU and the RAM, as well as various other settings which I'm sure others will find much more useful than I did!<br /><br />I tried to think of some drawbacks to this motherboard, but with USB 3.0 support and four slots of DDR3, the only minor complaint I have is that there is only one SATA3 port. Still, you can have your OS drive on the one avaialble, and the only reason I would want a second is for my test rig. Barr any possible issues like I had with my Z77MA (power cycle loop) I highly recommend this as a VERY attractive 1155 mATX board. I don't think you'll regret choosing this budget board!\",\n",
       "  1),\n",
       " (\"Really small When packed and fits me we'll at 6.1 and 200 lb really comfortable. Perfect set up with my  hennesy hammock for extra warmth\",\n",
       "  1),\n",
       " (\"the set comes with every piece needed for the majority of home repairs.  Unless you're doing a larger job you may need an alternative set but for all around home-based jobs this set is not only great but long lasting and durable materials.\",\n",
       "  1),\n",
       " ('This controller takes you back to your youth with simple plug and play compatibility.<br /><br />No drivers needed on any of my XP/Vista/7  Desktop or laptops.<br /><br />Control stick is not the same \"narrow piece of grinding plastic shaft that wobbles as it wears\" but a modern day digital replacement that feels like the original yet maintains the original appearance. It has a \"dust n\\' snack\"  shield under the main stick that stealthily defends the inner workings from any kind of  Funyun or Dorito crumb you can throw at it that misses your maw during the wild split second snack breaks classic games offer. There is no notable lag on a modern day Windows 7 system.<br /><br />I love it, and my 13 year old retro gaming crazed son loves it as a great Christmas addition to our retro gaming center that includes a pc media center addition.<br /><br />Don\\'t be the Simpsons Jeff Albertson  and give this thing a negative rating for what it is for the money. If you can do better than by all means please do so.<br /><br />Make it perfect, tout it as such, and let me know where I can find it here on Amazon... Then let me critique it.<br /><br />I eagerly await your submission.',\n",
       "  1),\n",
       " ('If you use globs and globs of shampoo this is a great product for you. It is cheap and it if you overuse shampoo like I do its a great value.',\n",
       "  1),\n",
       " ('I really the jacket and feel like a chef when wearing it.  Nice and comfortable would suggest this for anyone in cooking.',\n",
       "  1),\n",
       " ('I have had this monitor quite some time.  It works excellent and the speakers sound great.  I love ASUS products.',\n",
       "  1),\n",
       " ('Love its looks, rugged & durable; it is very light, functions easy to use. Band is soft & elastic. Anticipate the band breaking or falling apart before l tire of the watch, will purchase a replacement now while ezly available.',\n",
       "  1),\n",
       " (\"My mother has used Benefiber for years, because it is not gritty like another brand.Benefiber Fiber Supplement, Grit free- Sugar free is our family's choice for fiber!\",\n",
       "  1),\n",
       " (\"The frame is strong and offers well distributed support. The only complaint I have is that is does make typical metal frame noises when climbing in or out of the bed. It's not excessive or annoying, but it surely is not a silent process.\",\n",
       "  1),\n",
       " (\"I love the smell of this! I've used this a few times when I've been sick, and I don't know if it's just this or combination of meds and water, but I've gotten better faster those times! Plus, it makes the whole house smell great!\",\n",
       "  1),\n",
       " ('Item received quickly & worked great even through thick stucco walls!!! Was perfect for turning outdoor x.mas lights on & off. Did not have a single problem with it; cold weather & wet weather. Great price too!',\n",
       "  1),\n",
       " ('Awesome gift for the Godzilla lover who already has everything. Light is very bright and design is really cool. Loved it and worth every penny. Highly recommend.',\n",
       "  1),\n",
       " ('This game was perfect for the baby shower. It is colorful and has lots of good words to unscramble..The only downfall was that I had to go online to find the answers...You can do that by typing in &#34;unscramble words&#34; and it will take you to a site that shows you how to do it...Then you have the answers and it is a great game!',\n",
       "  1),\n",
       " (\"This seems to be the perfect lighting for my 27' round pool. It cast light over the entire diameter of the pool but not enough be distractive.\",\n",
       "  1),\n",
       " (\"I bet nobody else said that! Probably my kids favorite movie so far and it's now a video game. What more could a Lego fanatic want. They have pretty much have all the Lego PS3 games and the newest one is always their favorite. So guess what? This is their favorite video game right now.\",\n",
       "  1),\n",
       " (\"Great backpack, super cute and nice construction.It's sporty and athletic looking.This is my favoritebackpack that I have ever purchased and this one definitely fits the most!\",\n",
       "  1),\n",
       " ('I have mine set up in a well lit, very spacious room. Playing thus far i have experienced absolutely no lag or trouble with the kinect sensor finding me or recognizing me.',\n",
       "  1),\n",
       " ('I ordered one of these for my kids room and am very satisfied with the stability, durability and quality of the chair. A nice thick plastic shell and legs seem very well made for the price. Perfect for kids. Like other reviews mentioned, this is low seat, lower than dining chair height, but is comfortable for my shorter 5 foot 9 height. Great chair!',\n",
       "  1),\n",
       " ('9.This product is amazing! I love that it holds my Samsung Galaxy S3 to perfection and how easy it is to rotate my phone without the worry of it falling down or getting lost among all the stuff that I carry in my car. Very affordable and amazingly practical. I totally recommend it to everyone who is looking for a great holder that secures the cellphone very safely. I even use it to hold my Samsung while it charges, so again, very very good!',\n",
       "  1),\n",
       " (\"playing Wii with the powersaves SD card is so different now, and i like it very much, first things first, in order to use the SD card you can't just insert it in the Wii, you have to save data into it first, the cheats already come with it but all you have to do is set it up in the computer by inserting the SD card and just download the cheats.<br /><br />you can follow the tutorial on youtube because that is what i did, it was very easy like that following the steps and then also follow the steps about the Wii console, because you also have to save the data of the SD card into the Wii, everything is on the tutorial, and it works very good.<br /><br />the SD card is not only for cheats, you can also save music, videos, and pictures, all that stuff in one SD card how awesome is that!<br /><br />i like it really much and i can recommend this for sure, it's something that is really easy to use and really easy to set up! highly recommended.\",\n",
       "  1),\n",
       " ('I bought the tunerless one(ZV427MG9), not the one with the tuner(ZV457MG9),from K-Mart.  The instructions aren\\'t the most straightforward, but with carfeul reading they can be figured out.  I went through a few DVDRs before I could figure out to record from VHS to DVD, but I figured it out,  The good thing about this is it has Composite, S-vide(great for recording to my Dazzle capture card with Amcap and Windows Media Encoder), Component(Both interlaced and Progressive), HDMI(both YPbPr and RGB)(great for TVs like some Sonys that have no composite or S-Video inputs, you can use this as an RF modulator)) outputs, digital 5.1 coax audio output, and an extra set of L and R audio coutputs(wish they had volume control, but don\\'t).  And for inputs, 2Composite, 2 S-Video(which is great for recording from my computer\\'s GeForce3 video card), both stereo.  4 Head VCR looks great through HDMI, as does the DVD.  Has nice manual tracking.  Not sure if it can record to S-Vhs at optimum quality.  Also, keep in mind \"upscaling\" will not make your video any higher definition than it was originally recorded.  But the upscaling is good for cheap TVs like Westinghouse that don\\'t give you many screen sizing options.  Cons:  One model of this has a tuner(ZV457MG9), the other does not(ZV427MG9(mine)).  Not a VCD or SVCD recorder, only plays VCD.  Not a multi regional DVD player, won\\'t even play all region PAL DVDs, though it does play my PAL no region DVD-Rs made from my computer.  DVD recorder does not deinterlace the video recorded to the DVD, which might leave heavy lines on the image, especially with up and down motion image quality may be reduced, compared to a deinterlaced image recorded(through a capture card with Amcap and WIndows Media Encoder or similr program, or screencaptured from a DVD played from a computer\\'s drive) to a computer, quality may be inferior, but the Closed Captioning signal does show when outputted through an interlaced output on the player, like composite, S-video, and Component(interlaced only, ie. not progressive scan).  Has stupid Macrovision copy protection, which prevents recording of certain things.  VCR is incapable of recording or playing PAL signals.  As with most video aplliances these days, you need to have the remote.  No volume control.  No LP/EP option for recording with VCR.  DVD plays automatically when turned on, which can be annoying if you want to use the VHS instead, so you have to wait to stop the DVD or eject it.',\n",
       "  1),\n",
       " (\"Definitely a very convenient tool to have in the car, the home, and in the office. It's very easy to use, just the right length, and when they advertised it as an all-in-one tool, that's exactly what it was.\",\n",
       "  1),\n",
       " (\"Product as described and does it's job well. Satisfied with my purchase so far.  It is definitely nice not having to tie my shoelaces anymore.\",\n",
       "  1),\n",
       " ('it cuts down on the amount of litter the cats track around the house and it is very easy to clean.  the rubber is great quality, except that its too small',\n",
       "  1),\n",
       " (\"Indeed a &#34;perfect replacement&#34; for our old Philips-Magnavox TV, now relegated to the basement in front of the treadmill.  I don't recall if the TV portion worked without extra programming, but I do remember at least the main functions did.\",\n",
       "  1),\n",
       " (\"Looks great with the matching http://amzn.to/1GNev00<br /><br />I am so happy with this bed skirt it's perfect with the bedspread that I have. My one complaint is that I would've liked it to be a little longer, the color of the bed skirt is perfect, and it was easy to place on my box spring. The price of this bed skirt was fabulous, and it was delivered really fast. I'm really happy that I found this bed skirt here on Amazon.<br /><br />Is it a thick, hotel-quality, fancy material? Does it get the job done? Yes. It is exactly what it says it is and you get exactly what you pay for. The material is thin, but it is only 200 thread count. I expected that. I am surprised at the negative reviews. For less than $20, I felt it was worth the risk. It is a fine bed skirt.<br /><br />If you want something cheaper go with http://amzn.to/1DqmnVU\",\n",
       "  1),\n",
       " ('We have this at home and use it when we go camping. Love it! Works great. Simple to use right out of the box.',\n",
       "  1),\n",
       " (\"As always, quick delivery. Securely packaged. This is my 15-year-old granddaughter's favorite cereal, which I was keeping company at their residence while her parents were in Florida. She ran out of her cereals and we both don't drive, so I ordered from here, was delivered quickly. She said the cereals were fresh and delicious.\",\n",
       "  1),\n",
       " ('Give this a higher rating! because I really do like this bag which fits really well. Came promptly, cleanly packaged. No weird smells,the color is perfect just like a saw in the page.Light weight so easy to carry.It looked just like it does in description,totally worth the price!',\n",
       "  1),\n",
       " ('Nothing special, a nice spin ring. Came very quickly and has lasted nearly a year now, no skin discoloration or anything.',\n",
       "  1),\n",
       " (\"I have the 10-piece Anolon cookware set and just love it.  In addition to being aesthetically appealing in the bronze, Anolon is a high end, high caliber cookware.  I love every single piece of Anolon I own and use today.<br /><br />What makes this 12&#34; deep skillet distinct is that you can also use it as a wok.  Having the long handle makes it much easier when you stir fry.  One Anolon trademark is that the handles don't tend to get hot when you cook or bake.  Add to it is Anolon is chef tested and restaurant approved.<br /><br />To make a good thing even better, this skillet is not heavy and is very easy to work with.  It cleans easily after each use.  Your food cooks evenly and thoroughly.  Anolon is also noted for its nonstick products and I have had only positive experiences with Anolon products.<br />..\",\n",
       "  1),\n",
       " (\"It's really great to have one of these at home since we are eating rice every morning (specifically, brown rice). I can wash the rice fast and efficiently using this bowl and it even drains the water quickly. I also like that you can actually squeeze it tight so that the water can get out on whatever you'd like to wash. I have tried veggies and fruits as well and I really like this tool, saves me time and energy. like to buy another one for my mom, she would love this.\",\n",
       "  1),\n",
       " ('I love this travel bag. I do like to camp a lot and its hard to keep everything together bc you never know when you will need something. with this bag i can take everything without sacrificing a lot of space, i love that it keeps me organized and clean and the bag is really good quality. It has a pocket for everything I can think of I would reccomend this to a family member or friend.',\n",
       "  1),\n",
       " ('This sea salt has been a big improvement. This sea salt provides more flavor than regular table salt. Looks like we will be using sea salt from now thanks to this natural sea salt. It does come in a nice resealable 16 ounce bag.',\n",
       "  1),\n",
       " (\"I was very satisfied with these when I received them. The charms were a bit bigger than I expected them to be and they come in a variety of colors. It's easy to match them with almost any outfit.\",\n",
       "  1),\n",
       " ('Looked cute and the color is perfect for me. And the name speaks it all since it is indeed very durable.',\n",
       "  1),\n",
       " ('As advertised. We have used this product for many years - for me, on Navy uniforms; for my wife, on business suits - as well as for general cat hair and in general lint pickup around the house. The thing works.',\n",
       "  1),\n",
       " ('really fun game to play if you have a local or online buddy to play with.  Kinda boring if playing alone though.',\n",
       "  1),\n",
       " (\"My husband wear Dickies coverall to work and love them because he don't have to pull up pants to do his job.  The only problem he has had so far is irritation around the bottom sleeve area, but other than that he loves the coveralls.\",\n",
       "  1),\n",
       " ('Pretty good book informing one of little known facts about each state.  Highly recommended for anyone wanting to know about our states.  Especially recommended for school kids.',\n",
       "  1),\n",
       " (\"The only real tools one needs is one hands and goes together very nicely.  Ok, maybe the allen wrench, for the last two.  Still, I welcome the included tools.  There's no spare parts, so don't loose any.<br />It's definitely nicer to wheel around than my old pop up with 4 wheels.  I think if I'd gotten a massive laundry bag for the old pop up, that might have made do, but this is still easier to work with.<br />I definitely enjoy just popping the bag in with the laundry and knowing I'll have a clean bag to put the laundry in to take back.  Pre sorting, instead of all in one, does save time.  Seems like it and the bags will take some good years of abuse.  I'm glad the bags have replacements.  Even though you can cram a lot into one bag, it isn't too heavy to haul one bag by itself.<br />One day I had to leave a wet load in a bag overnight and it didn't drip., because of some laundry problems and had to leave, instead of wait for dryer.  That said the clothes while wet didn't come out of the washer dripping, so I'm sure if I poured a cup of water in the bottom, it'd probably drip through the canvas.  Things smelled like detergent, instead of mildew, when I got to rewash the next day.<br />This definitely takes up some space and unfortunately I don't know if it will make it to intended place in my closet, soon and doesn't look so nice hanging out in my bedroom.  I think I've already bent the bottom wire a little, by setting the detergent\\\\softener on there and squeezing in a fourth hamper once, but I'm still glad it's there to support the bags and what not, compared to the competition.<br />It seems 3 categories isn't quite right for me, but the latter two are fewer and further between, so I guess linens\\\\whites can share alternate and the whites can hang sit in one of those $1 meshes for now. Also, I might get an insert laundry bag, to separate my tops from delicates.  I can probably use the existing metal hanger, to make sure it doesn't fall down.<br />I guess the onlything I'm lacking is self cleaning wheels.  I guess I need to develop some kind of hallway wheel cleaning regimen, the hallways/elevator are nasty in other ways in addition to the odd puddle in the laundry room, before bringing back into the apt.\",\n",
       "  1),\n",
       " (\"It looks good and the magnets hold adequately. If you flip it over and put the ipad back to back with the keyboard it will shut off every time, so make sure you face the back of the pad to the keys if you don't want the pad to shut off. I don't believe the backstand mechanism will hold up very long...and it certainly does not stand well on your lap...They should have put anti-slip feet on the aluminum bottom.\",\n",
       "  1),\n",
       " ('Playing movies in anything other than Blu-ray is impossible for me, now that I know what the quality of the image can be like. With this player, I will never have to worry about pixilated faces ever again.',\n",
       "  1),\n",
       " (\"I purchased this burner and got the next day $3.99 shipping through prime so I could brew a batch quickly...not disappointed at all!<br /><br />The assembly was easy and quick. It is sturdy and man...does it kick out some heat. I didn't need to push it all the way for my purposes. I used about 1/2 power and had 8 gallons of hose water boiling in 24 minutes! That was with a lid on.<br /><br />When it came time to boil my wort, it worked great. I didn't time it, but it was quickly up to boiling, and I had about 7.5 gallons going. It could easily handle more, I just don't have a pot big enough to test it.<br /><br />The great part is that there is room to grow with this burner. I have a 9 gallon pot that is pretty wide, and I have the adjustable base set to the narrowest setting. I could get a 15 to 20 gallon pot on top of this burner very safely. It is rock solid and can handle a lot of weight.<br /><br />The wind baffles work well, too. It was a relatively windy day, and I was able to adjust the baffles with tilt to keep the wind from affecting the flame too much.<br /><br />I can't tell how much propane it is using up yet, as I have only one batch under my belt, but my calculations tell me that at 105,000 BTU, you will burn through a standard 20 lb. propane tank in 4 hours. As I said, I was probably going half power on the first batch, since I was getting used to the burner...so I plan on 6 to 8 hours of burn time per tank. Time will tell. This should be plenty for a couple of batches, so I am planning on spending about 10 dollars on propane per batch.<br /><br />I would highly recommend this burner...no complaints whatsoever.\",\n",
       "  1),\n",
       " ('I love this camera! It takes great close ups of flowers that are crisp and clear. There are so many different photo shooting options. I would recommend this camera.',\n",
       "  1),\n",
       " (\"What a high quality, beautifully made leather purse.<br /><br />It's the perfect size and has pocket for cell phone or keys.<br /><br />I like the shoulder strap, because it stays put but doesn't dig into your shoulder.<br /><br />If you want a handbags that will hold up to everyday use, definitely buy this one.\",\n",
       "  1),\n",
       " (\"I bought this yogurt maker from an appliance store on a whim! I just suddenly loved the idea of making my own yogurt since I'm on a diet. I thought I could create my own flavors and I'm very happy with this machine. I felt like a child again playing with my play-doh set that makes clay French fries. It makes yogurt wonderfully just like store-bought yogurt!!! Love it! Very easy to operate, very easy to clean!\",\n",
       "  1),\n",
       " (\"Holds my thick, relaxed hair well, especially the edges and last all day in this Southwestern heat, don't need a lot and doesn't dry out my hair or flake or seem-whitish on my black hair\",\n",
       "  1),\n",
       " (\"I put over 30 hours into this game so far and I don't even feel like I'm halfway through it. Like most people I really liked the first Dragon Age game and was luke warm on the second one. This game does a great job of combining good parts from the previous two games to make a well rounded and very enjoyable product. I didn't start playing the game right when it was released so i didn't run into any of the 'bugs' that have been reported online. I really like the party management system of this game compared to previous games. Having all your followers in your stronghold lends substance to the conversations. While the story is not the best thing every written there are plot twists that keep things fresh. Also the game looks FANTASTIC on the PS4 and is a very good showcase for the system.\",\n",
       "  1),\n",
       " (\"An American tale can rival many of today's animations, if not put them to shame. Can't say the same for its sequels, but the first is a winner.\",\n",
       "  1),\n",
       " ('Wonderful product and the main thing is that they stay on. I wear a very heavy winter boot and other traction devices always slipped off. Like I said, &#34;I can walk on water&#34;!',\n",
       "  1),\n",
       " (\"I love this ring. The size fits great. It matches great with my wedding band, which is just a solid band of Titanium. The stones sparkle more than my actual diamond ring. The center stone does not sit up high so it doesn't catch on things. And the price is right! It came packaged well.The shipping was very fast so I received the ring before my anniversary which was awesome. My only complaint is that now I will continue to shop with Sonia Jewels, which might weigh heavy on my pocket book.\",\n",
       "  1),\n",
       " ('Awesome toy for my son! He loves the car and has his own car was his dream, even only car with remote control. This car works pretty good even after month of daily playing, it looks still like a new! Also the car is easy to control, even for me :)',\n",
       "  1),\n",
       " ('YOu can see easily through the pen how much ink there is left. (the picture of the pens does not really show that so clearly, but I like this feature because then you know when you need refills!)<br /><br />The quality of these pens is excellent!',\n",
       "  1),\n",
       " ('I checked to see if it appeared on animal food recall lists during the 2007 rice gluten (melamine) scare - it was never recalled. The label guarantees no wheat, soy or corn. He transitioned amazingly well and is behaving very puppy-like.',\n",
       "  1),\n",
       " ('This performs really nicely and gets our large bedroom. We have an oversised bedroom and this was a concern. But with this machine it was not a problem at all.',\n",
       "  1),\n",
       " (\"I use the Pro-A Serum every other day. I apply  about a dime sized amount to my face and neck after completely washing and drying my face. It has no smell at all. It is a thicker serum, almost gel like. It absorbs well into my face and doesn't leave me feeling oily. I love the results I am getting from the Pro-A serum. My skin is tighter and more firm. It feels softer and more moisturized then it has in a long time. My lines and wrinkles are going away, and I just feel younger, knowing that my face looks better.\",\n",
       "  1),\n",
       " (\"My granddaughter loves it!  It's nice to be able to take off the pieces and rearrange them.  The only concern I have is the lights seem extremely bright, almost blinding.\",\n",
       "  1),\n",
       " ('Wife likes them, no complaints. Crystal on the straps looks good, good price and these are hard to find in stores. Size true to chart.',\n",
       "  1),\n",
       " ('I have been using studio 2.0 from last one year but my dog lost his mind and went berserk on it, thank god that the headphones are still working but the ear pads were totally ruined. I was looking for the replacement but the original prices were way too much. Later my cousin told me to get this one as one of his friends is using it for a while. This thing is really close to the original ones, i was not able to point out any difference after getting this on. The comfort and fit is amazing and the quality of the foam is decent. Its totally worth it for the price its available.',\n",
       "  1),\n",
       " (\"After using this for a few months, I can tell that my abs are slowly starting to come back.  I've been working hard to lose some weight and get back to the shape I was in in college.  After taking some supplements and using this I feel Great!\",\n",
       "  1),\n",
       " (\"Overall It's a good bag. Good capacity . One may find it a little smaller than shown. Good Compartments. Great Cushion for laptop. Side pockets are very good as they have a zipper.\",\n",
       "  1),\n",
       " ('Got this as a gift for somebo. They love it, however, you need to buy the software for your computer to be able to completely use it.',\n",
       "  1),\n",
       " (\"I wasn't really watching about vampires and all. But this one got me. I just watched this first season and I am planning to watch the next season. I guess I am becoming addicted to it. It was really thrilling and not full of drama that's why I like it. Soon to watch the next one!\",\n",
       "  1),\n",
       " (\"I don't see what the fuss is about, these notebooks are great! If it's the price, I'd rather pay for it rather than run all over the place to buy from whichever seller since I don't have the time. The convenience is worth it to be honest and the notebooks are perfect for what they are used for.\",\n",
       "  1),\n",
       " (\"Have always had a thin hair line and very course hair. Couldn't find a product to help me with this. The products I was using could not redeem it. Out to try this product and honestly the results were amazing. My hair line has come back and my hair looks healthier.\",\n",
       "  1),\n",
       " ('The cam is attractive, produces exclusive output. The cam provides bright videos, I gate much clear video at dim light. Total configuration of this cam is sufficient, very easy to configure. Sound quality is very much clear. Infrared at night is really great.',\n",
       "  1),\n",
       " (' This sounds just as good and much better price. Also,battery life is incredible. Had it powered on in backpack during hike, played playlist all night and lasted entire hike out in the morning. It outlasted 2 cell phone batteries and my ipod.',\n",
       "  1),\n",
       " (\"I purchased these barbecue mats after a friend let me know they work great for stove and oven liners. Plus, you only have to wipe and rinse them and they're ready for the next use. My wife is pleased with my purchase too, because it saves her a lot of work cleaning the oven. She also liked the ebook with the tips on how to use them.\",\n",
       "  1),\n",
       " ('Price... Great!<br />Portability... Great!<br />Depth of Field... Great!<br /><br />First school project this lens was the only thing that separated my video from everyone else!<br />My video was the only one to receive a compliment. (it was an interview project)',\n",
       "  1),\n",
       " ('This is a great product at a great price. Arrived on time in a pretty gift box well packaged and exactly as described. The earrings are solid and classic. I would definitely recommend this vendor as i will be buying from them again !!!',\n",
       "  1),\n",
       " ('Game Of Thrones has an amazing story. This third season was very good,except for one episode. I love the story line, the setting,costumes,actors, etc..but I do not like the constant nudity. I also do not like that the main characters getting killed. But a must see for those who have watched season 1&2.',\n",
       "  1),\n",
       " (\"This is a very good instrument and I love how easy it feels to play. I usually suck at woodwind, but this recorder is so simple and elegant that I can't help but put more effort into it. Now, I play whenever I can.\",\n",
       "  1),\n",
       " ('Purchased this for my nieces and they really love it so much. Very happy with my purchased. Thank you.',\n",
       "  1),\n",
       " ('We had a problem with raccoons in the ceilings of our house. Every night you could hear them above certain rooms scratching and clawing, it got extremely unnerving. We ended up having cracks in the roofing the racoons exploited, but before we could afford to fix it we applied the repellent to the area. We immediately had less of an issue than we had been in the past couple weeks, and I have to attribute it to the repellent. This is a strong product.',\n",
       "  1),\n",
       " ('Dressy and good looking. For those who don,t want a watch the  size of a &#34;Big Ben&#34; alarm clock on their wrist. Very under stated and elegant . Good value and good looking.',\n",
       "  1),\n",
       " (\"I need knee surgery, I have had one already. With this knee brace/support my knee hasn't hurt. It keeps it protected and doesn't fall down. I really like how the middle strap keeps my knee in place. As always veluxio has outdone themselves. Quality is outstanding, top of the line workmanship. I think this is one of the best braces I have used.\",\n",
       "  1),\n",
       " ('This was great christmas gift to my brother, he loves them as he uses them every day. I wish I had gotten a second pair for my younger brother as he also liked them so much.',\n",
       "  1),\n",
       " (\"I bought this for my 7 month old (~7.5lb or 3.4kg) Domestic Shorthair male cat. Right out of the packaging it fit almost perfectly! I had to loosen the part that goes around his girth, but only a small bit. I can still fit two fingers on top of each other in between his body and the harness strap. It should be a snug fit for your fingers, but this is how you test how tight it is on your animal.<br /><br />The harness itself is formed by a ring that goes around the neck like a collar (my cat has a collar and can wear both the harness and collar at the same time without overlap) and then another ring that goes around the girth of the cat (behind the shoulders and under the belly). These two rings are connected by ONE strap that goes on the dorsal (top) of the cat's body. This is exactly what I wanted when I was looking at harnesses because it makes it harder for them to get out. BOTH rings are adjustable (another plus!) and the snaps are easy to open and close.<br /><br />I've started with putting it on him and just letting him play in our apartment with it on. At first he kind of lays down or falls over, but if you put it on your kitty and then just play with their favorite toys they should get used to it fairly quickly. He loves laser pointers and toys on a string!<br /><br />Today I put the leash on with it and encouraged him to walk around with me pulling just a tiny bit (only enough to feel a little resistance between the leash and the harness). He's very food motivated, but I didn't have to use any treats to get him to take a few steps.<br /><br />Keep your training session short and sweet. Set a small goal and once you accomplish it or come close to it be done for that session. Go ahead and do multiple small session per day if you need to, but just keep them short!<br /><br />I don't plan on taking him outside with it for a few more days, but the plan is just to take him out and let him wander around a very small circle with me walking too much. He was a strayand hasn't really been outside since we got him about a month ago. As we continue to go out, I will ask him for more, but we're taking it fairly slow.<br /><br />Long story short I would ABSOLUTELY purchase another one of these in a heart beat!<br /><br />Our pet is microchipped and I encourage you to do the same with yours. Our vet uses Avid (avidid.com).\",\n",
       "  1),\n",
       " (\"A fabulous teether. I use this with lots of links so it doesn't constantly fall to the ground. My 6-month old loves this teether!\",\n",
       "  1),\n",
       " ('This is one of the best bluetooth speakers i have ever used. Clean and crisp sound quality , you will be amazed every time. Bluetooth 3 connectivity , it is easy to pair with any devicey . The built in speakerphone is useful if you need to use voice commands . It also has a standard headphones jack for non-bluetooth use . On one charge it lasts around 10hrs of use.',\n",
       "  1),\n",
       " (\"First off I want to say I love them and am very happy with the purchase. I got the 4mm in stainless set. I can even see buying the gold 4mm set as well in the future. The colors are lovely and the stones are large enough to really show the color. The packaging was small sterile piercing packs so if you are using them to actually pierce your or somebody 's ears then that might matter to you. I didn't get these for piercing, only for my own use as regular earrings.<br /><br />These have large posts and I knew that from other reviews before buying. I have ears that want to close up fairly fast so that didn't bug me. I actually wanted the larger posts to help stretch my tiny holes just a bit. However they are large posts and that might be a problem for some. For those unfamiliar gauge numbers, they get smaller as the size gets bigger. I used a caliper to measure the earrings I was pierced with and those are a 20 gauge. 18 to 20 gauge are typically used for most regular earrings. These measure out very close to a 16 gauge. Perhaps just a bit smaller like a 17 gauge? They are a bit tight for me going in and probably will be for most people who don't have their ear piercings stretched. They will fit but just be aware that it is bigger then most posts. These earring posts are just big enough to cause me a touch of discomfort and a speck of blood from getting them in. I am hoping to get my holes to this size because my ears just want to close.<br /><br />The only other thing I feel I should mention is that the posts seem to be the same actual length as most of my other earrings however...These earrings don't fit like others because of the thicker posts. It feels shorter on the ear. Now I have fairly thin earlobes and these do feel fine but because of the thicker post the post feels shorter as well. Like I said its pretty much the same length post as almost all the others I have. It just feels shorter.<br /><br />Here is my take on these.<br /><br />If you have thick earlobesthese probably won't work for you.<br />If you have tiny holes then these might feel uncomfortable going in. Even cause a touch of bleeding.<br /><br />If you have holes that are a bit stretched already then these might fit better then regular 18 or 20gauge.<br />If you have have tiny holes that want to close up fast then these might give you the right amount of stretch to your holes to open them up a bit but keep in mind you should treat your ears as re-pierced for awhile till they have a chance to get used to being this size.\",\n",
       "  1),\n",
       " (\"A great informational to get your girl to take it in the behind. Yeah, really good for convincing her. It's more of a pamplet. But hey whatever! At least Amazon isn't lame and lets it be sold.\",\n",
       "  1),\n",
       " (\"Purchased as a promise ring for an ex of mine. Things didn't work out and this was one of the things returned to me. However, she absolutely loved it, she almost never removed it. I was pretty impressed first time I saw it as well. But if anyone's interested, I'm willing to sell for a fraction of the cost. I'll get it polished (by a jewelry store) and even cover shipping cost. I sort of just want it gone. I have the receipt and am willing to send pictures. Size 5.5 crhernandez24@gmail.com\",\n",
       "  1),\n",
       " ('i am very passionate for my hobby. i am glad that i bought this tool. otherwise i would have not been able to take my hobby forward. best ever tool i have used in my life. packing was soo good. and the best part is the tool is very easy to us.',\n",
       "  1),\n",
       " (\"As most people have said, this is a very bright light. It's also a lot smaller than it looks. I haven't timed the run-time on it yet -- but also haven't had it run down unexpectedly.<br /><br />The headlamp band works... but battery placement is awkward when worn on the head... I put the battery pack in my shirt pocket.<br />It's mostly worn on my bike though.<br /><br />The strobe is often mentioned as useless in reviews... but it's intended to be used in daylight to make the biker more visable.<br /><br />FYI: I bought the 6 cell 6600mha battery pack for it also, but the connector isn't an exact fit. The connector works, but doesn't snap tight. A little tape would fix the problem - and to be fair, they don't really claim to be compatible.<br /><br />Also, take all of the Specs on the light and the battery with a grain of salt: If these are Cree Xm-l lamps, they are rated at a max  of<br /> 1000 lumens per bulb  (for a total potential of 3000 lumens -- not 3800) consuming 10 watts per bulb. Also, despite the claim of 6400 mAh battery pack, a typical 18650 Li-on cell is 2300-2600 mAh -- so 4 cells (2 groups of 2 in series to produce 8.4 volts) would give you closer to 4600-5200 mAh. At that rate a 30 watt load / an ave voltage of (2*3.5v) would give a current draw of 4.29 amps (4290 ma) so the supplied battery pack should last about an hour with the light on &#34;high&#34;.<br /><br />It's a great light at a great price, I docked it one star because of the bogus specs -- but don't let that deter you.\",\n",
       "  1),\n",
       " ('Very cool glasses, I need a shades sunglasses seeing in summer,When I walking in the sun, my eyes very comfortable. the lens provide good protection. Good walking sunglasses',\n",
       "  1),\n",
       " ('This Product is Great.I Like it Very Much.My Pet Also Loves That.I Got this one Yesterday.I Just Bought This For My Dog.The Perfect Size That I Want. The Function of the Tracker is Great.it is Very Easy to Use and Locate your Pet.The Best Thing I Like For This Product is Tracking.It is Exactly What I need Also My Dog Looks Comfortable with it. So this Small thing is Great! And the Delivery is Excellent.It Arrived Earlier Then I Thought.The Packaging Was Also Nice.The Device is Really is Attractive and Compact, with an Excellent Collar Included.Hope I Will Buy it Again.<br />I WILL RECOMMEND THIS TO ALL!!',\n",
       "  1),\n",
       " (\"''We moved to a new house with a longer driveway and the view of the street is barely visible through all the trees and shrubs. Not to mention, we live on a dirt road, so every time someone drove by it almost sounded as if they were pulling in the driveway.<br /><br />After reading reviews on multiple products I decided to go with this long range Skylink kit. It was here in a matter of days and I had it setup within minutes. I screwed the sensor to the base of a tree 10' from the street and have the alarm in the kitchen. Probably 200' apart.<br /><br />It works like it should and lets me know when someones here. ''\",\n",
       "  1),\n",
       " ('This is an awesome product....i just loved it.. Unique design.. Leather quality is simply awesome... Very nice looking and stylish.... Perfect.....',\n",
       "  1),\n",
       " ('Bought these (two pairs) for my daughters college rooms.  They love them and so do their friends.  A good buy!',\n",
       "  1),\n",
       " (\"Excellent quality. It's very helpful when your car's need start require help from another battery. Easy use and strong performance on my van.\",\n",
       "  1),\n",
       " ('http://www.amzn.gift/gp/product/1633440303 is a game for two players set in the dystopian future of Android . It pits monolothic megacorps against subversive netrunners in a high-stakes struggle for the control of valuable data.  With its sixty cards (a complete playset of twenty-two different cards), The Valley explores Biotech Valley and its massive investment into bleeding-edge bioengineering.   This is a meatspace heavily colored by genengineering, a highly educated workforce, tech startups, capital investments, and the presence of Jinteki’s J-Plex. You’ll find numerous assets, region ugrades, genetic resources, and a new Jinteki identity. Of course, even in the Valley, you’ll need more than good genes to get by; you’ll also find new programs, ice, and currents for both Corps and Runners.  I recommend checking out http://www.amzn.gift/gp/product/1633440303  I hope this review was helpful!',\n",
       "  1),\n",
       " (\"I've used this Neutrogena chap-stick every since I was young (so maybe 20 years now...) I love it. It's very moisturizing without being greasy or having a gross taste/flavor. It works really well at keeping my lips soft!\",\n",
       "  1),\n",
       " ('I used to buy and play with only brand-new balls.  Then I remembered how terrible I was at golf, and kept losing them.  So, now I only use second hand Callaways.  Which has been great - I like the brand and not everyone uses them.  Or so I thought.  People I have been playing with ALSO use Callaway balls, and since mine are all different, I never know what # was on my ball, or what exact kind of Callaway it was.  I\\'d been looking for a nice way to mark my balls, without being too obnoxious.  I didn\\'t want to scrawl my initials on there, or draw a line, or a picture of a whale or what-not.  That\\'s how I decided on this gadget.  I can use it to cleanly and neatly mark my initials on a ball.<br />The contraptions works like this:  It\\'s a blue shell that fits over the golf ball. There\\'s a clear section which fits inside between the ball and the cover.  There\\'s another part of the blue cover that you screw on to the underside of the ball.  The ball fits snugly inside, and you can rotate the clear inner ring to get to the letter or number you need.  It rotates fairly cleanly: it sort of \"clicks\" with each rotation, so that it holds relatively steady when you are trying to fill in your letter or number.<br />-<br />It\\'s not the best device:<br />- It\\'s hard to screw the bottom thing on.  You really have to press and turn to get it to fit correctly, and many times, mine wasn\\'t all the way on, or the ball would move as I was trying to do this and so it would mess up where I wanted to put my initials.<br />- The inner ring is steady, but not great.  It can move around a little while trying to shade in a character.  It\\'s really not all that bad, but you do have to be careful.  I hold the device so that my hand presses down on the inner ring as well to hold it steady.<br />--<br />It does work OK:<br />- The included pen works well, and it dries quickly and doesn\\'t smudge.<br />- It\\'s stable enough so that I can get my intials on there fairly decently.<br />----<br />The blue shell also has a line on it if you need to draw a line on your ball - some people do that for alignment I guess.<br />I do recommend this device.  I am happy with the results, and it\\'s certainly priced right!!!',\n",
       "  1),\n",
       " (\"I'm actually using mine for makeup organization on my vanity.  These are wonderful and I love that they're stackable!<br />Perfect!\",\n",
       "  1),\n",
       " (\"For what it is and the cost, it's nice enough. Extremely well packaged. I have never had a package before that was this well packed. I saw no damage of any kind. The instructions are &#34;ok&#34; but I have put together a few of these types of pressboard products before. It might be daunting for a rookie. Just take your time and reread each instruction.<br /><br />Final construction is sturdy and looks like it should. Except for the exposed cam locks in the top section. I don't understand why they didn't include something to cover those. But they are present in the image. Oh well.\",\n",
       "  1),\n",
       " ('We used these on our recent 2 family, 7 person trip from San Jose to Hawaii.  We were able to conveniently separate one families shoes, that got packed in the other families suitcase for space reasons, and toiletries and &#34;things we need right away when we get off the plane&#34; from other things.  It was really handy.  They are very light weight, which is always a benefit, and sturdy.  They shipped right away, so we got them in time for our trip.  I have never had or used such cubes but I will always do so in the future.',\n",
       "  1),\n",
       " (\"Decent printing paper.  If you are looking for something cheap, then this will do the job. You get exactly what you think you're getting.  Its a little on the heavier side, so it will jam my printer once in awhile, but other than that, its fine.\",\n",
       "  1),\n",
       " (\"Love these blankets. They aren't my favorite for swaddling but for general use, great. Light, airy, natural feeling and soft, beautiful prints and nice muted colors. They are classy looking and make a lovely gift too. Definitely a fan and the muslin is a nice change from heavier knits.\",\n",
       "  1),\n",
       " (\"I'm writting the review mostly because I saw several reviews talking about the size of this thing and hopefully I can help someone (when I first bought it the dimensions were not specified, I see now that the vendor has clarified it).  This one has a 1 1/2&#34; diameter, that is the thread diameter (the size of the hole on your DE filter, the one you take off to let the water inside the filter completely drain out and so you can wash any sand deposits at the bottom of your filter).  The size of the cap is just over 2&#34;, but that shouldn't matter to you, what you need to make sure is that the size of the hole is the same size as the thread on this thing.<br /><br />Mine is actually 2&#34; size, so this cap is actually too small.  On the positive side though, the o-ring is very flexible so I couldn't use the cap, but I could still use the o-ring (though I would recomend you get the right 2&#34; o-ring because by stretching it that much I would guess it will last a lot less than the right O-ring).  I've tried with a lot of teflon tape and you really do need the o-ring to stop all leaks.\",\n",
       "  1),\n",
       " ('I am in a busy cover band, we play every weekend, I go though a lot of heads doing 40 songs a night ! I have tried them all, The standard G2 Is a great head and these are close but a hair thicker, they are darker, warmer and really have an amazing punch ! The durability is really good ! They sound amazing Miced up also ! If you want a deep, warm tom sound like you hear on the 70s rock albums and the 80s metal and rock albums, this is the head for you ! They look great also but I like them more for the sound, Fantastic Tom head ! Buy a set and see what your toms have been missing ! These Rock ! If you want to hear how they sound, I am including a link of my bands demo ! Great heads ![...]',\n",
       "  1),\n",
       " ('Knves should be used for a while until you can have a well-based opinion on them. These are my first impressions only. This folding knife is well made and looks solid. It is very easy to sharpen. It seems to retain the sharpness in normal use, but I will wait a little longer for the final verdict.',\n",
       "  1),\n",
       " (\"I got this for my girlfriend for Christmas. The gem looks really good . Everything looks very good on it. I think she's gonna like it . I've bought something like this in the past but it was horrible and I just threw it away. This ships very fast and it was well packaged in a box.\",\n",
       "  1),\n",
       " (\"I'll say it right now. Gameplay wise, Disgaea 4 is the best of the best in the series and for good reasons. The gameplay picks up after Disgaea 3 and improving it meaning weapon change is still possible and instead of giving so many characters to make and giving them too many weapons they can master, most character are limited to two to three weapons they can master. They made how many more characters bearable. You don't have to work to get a bigger classroom with mana. Instead you unlock a panel on the character map for every chapter you complete, so by the end of the game, you'll have plenty of panels. If you run out out room, the characters are placed in another room which is very beneficial for the player.<br /><br />Weapon change works much better in this game compared to the third so the monsters turn into weapons that benefits them. Seriously, who thought it would be a good idea for a magic based unit like an Alraune to be a spear in Disgaea 3. Here the Alaraune turns into a staff that makes him/her more beneficial in battle when given to a mage.<br /><br />Story wise, Disgaea 4 finally matches the first Disgaea in terms of a lovable cast and a great story. The story heavily revolves around politics, so unless you understand how politics work it will be hard to draw parallel to the real world references the game is referencing. Valvatorez is a great protagonist. Mature space cadet with a great moral standard and wonderful stats that is obsessed with sardines. His character works because he manages to be funny upon introduction. I won't spoil the story because it's easy to put together once you get into it...if you're not too busy with the item world. Which is another thing. The character world isn't available until you reincarnate one character at LV 100 (or reincarnation adds up to LV 100) meaning you won't get the character world until post game unlike Disgaea 3 which is my only negative of this game when reincarnation is essential for the post game.<br /><br />Overall, it's a great game that you should pick up if you're into games like this....<br /><br />Also Axel is back. :D\",\n",
       "  1),\n",
       " ('Love this necklace!!! My daughter is almost a year and just in the last month and half she got her first 8 teeth. She is an excessive drooler. I put this on every morning and no more drooling till I take it off at night. She also seems to be happier from not being in much teething pain.',\n",
       "  1),\n",
       " ('okay this speaker is pretty great but it took me a while to figure out the battery charging whatever just dont use the battery switch under the rubber flap on the side only use the power button on the top leave the switch in the on position during charging  its loud  very loud for a bluetooth and ive used it in the shower (not directly in water but near sprinkles and humidity)  ive dropped it at the farm in dirt  its great really worth the purchase for me  oh yea and full blast it can go on for five hours no joke  i bring it to work and basically everywhere  need a car charger for it thoooughhghghghghg',\n",
       "  1),\n",
       " (\"Yacon syrup is way more delicious than I expected! I have been having it on oatmeal, French toast, in my coffee and tea. I am going to try baking with it. It tastes like a mix between brown sugar and caramel and I don't feel guilty eating it which is a huge bonus. I lost 2lbs this week so perhaps it helped. I would definitely recommend trying it.\",\n",
       "  1),\n",
       " (\"This chocolate is great! I love pecan bark and my husband loves coconut clusters. Now I can make them at home and they don't have to be refrigerated.\",\n",
       "  1),\n",
       " ('We were looking to get a cable modem at a great price. We found it in this modem. It gives us exactly the same features as what we were leasing from comcast. It works great',\n",
       "  1),\n",
       " (\"Fits perfectly with my http://www.amzn.gift/dp/B006Z2BZBU/  I was unsure about buying these because we've tried other brands of crib sheets that do not fit DD's mattress, even though its a standard size. I decided to try them because the price was low enough to where I wouldn't be upset if they ended up not fitting after all. Luckily these do fit perfectly even after washing and drying several times. We had some thicker flannel ones but I wanted to get some lighter cotton ones for the warmer months and to take to daycare for DD's cot, and these are perfect. They are very soft and lightweight. I purchased the mint and the pink geometic dots. I will definitely be purchasing more in the near future!  ---------  After using these sheets for several months now I've decided to come back and review again.  These sheets are great! I change my daughter's sheets two or three times a week on average, and I only have 5 sheets that fit her bed, so they get washed A LOT. In all those washings the colors on these have not faded, there are no holes, and the elastic is still working great.   The same cannot be said of the other brands of sheets we have tried which we have purchased from both Babies R Us and Target. I will definitely be buying more!  I hope this review was helpful!\",\n",
       "  1),\n",
       " ('I have read all the books twice and several 3 times! love the books and all the movies! I wish she would continue with his adult life with their children!',\n",
       "  1),\n",
       " (\"A child's eye view of the desperate and ruinous destruction wrought by that satanic game called WWll. Nineteen forty-five marked the nadir of human civilization, to quote Gunter Grass who served in a branch of the SS during the dark world war. I suggest that one read Samuel's work after having digested Solzhenitsyn's &#34; Prussian Nights: A Poem (1977)&#34; and M. Hillers's &#34;A Woman in Berlin: Eight Weeks in the Conquered City (2000),&#34; possibly in the reverse order. Samuel says (p. 346) &#34;... the dirt of our lives was not only under our fingernails and our unwashed bodies but had penetrated our souls.&#34; Solzhenitsyn and Hillers in their respective books or rather in their litanies describe in detail when and how human beings turn into inhuman beasts in the midst of the bloody calvary. The only hitch in Samuel's book is that Wolfgang appears to too ably digest the many incomprehensible and complex war situations that even the grown-ups wouldn't be able to comprehend. In part of the story, often times Wolfgang's child's eye view inadvertently gets transformed into a grown-up's eye view.\",\n",
       "  1),\n",
       " ('The dots were larger than I expected. pale colors and beautiful shimmer on the glitter dots. Overall I am pleased with the purchase. I would say they are overpriced for the item, but beautiful non the less...',\n",
       "  1),\n",
       " (\"This is definitely worth the minimal time and effort. Just one pill a half hour before your meals and boom. You're losing weight and feeling better inside and out every day. At least thats the hope. For me it worked, I actually have a friend who bought them at the same time as me who hasnt had the results Ive had.. Not sure the deal but I can't be happier with what's happening with me.\",\n",
       "  1),\n",
       " (\"I bought these for my husband. He says they are very warm and comfy. They seem like they will wear well. Although they are expensive for slippers if they do hold up they will be good value for money. If I can find them in my size I'm getting a pair for myself.\",\n",
       "  1),\n",
       " (\"This is a very well made ab mat its very comfortable and I enjoy using it on my abs! I have been using this for the past few weeks and I have noticed a difference in my workout to be honest ever since I was using this. Its very comfortable and one size definitely does fit all. It's very portable indeed I can carry it around like a small suitcase and I can basically take it everywhere. It really does help prevent injuries and that's my number one concern in workout products! I recommend you get this product if you really want an experience with your ab mats!\",\n",
       "  1),\n",
       " (\"I am 5'7&#34;, I have approx 38&#34; waist and I wear a size 15-17 jeans in Jrs. This belt fits great. Will look nice over a dress or long shirt or sweater. It's a stretchy back, not leather-looking all the way around, which I knew, but feel I should point out. It doesn't look funny that way, either. I'm glad I chose this belt.\",\n",
       "  1),\n",
       " (\"Sometimes the straps are uncomfortable , also wish they was a little longer, wish it came in a 54 b also but doesn't curl up which is a major plus\",\n",
       "  1),\n",
       " ('I am always looking at ways to charge my phone or tablet without being connected to the wall or to the car.  This device is just the answer I have been looking for.  Small, portable, easy to charge and easy to use the SUPERPAK allows you the mobility that your phone or tablet at times does not allow.  I have tested its use on a couple of android devices phones and tablets.  It worked as advertised seemed to me it charged the devices just as fast as being connected to a wall outlet or the car.  I suppose the real question that I am curious about is whether it will maintain its ability over the long haul.  That is yet to be determined.  In the meantime I will enjoy the mobility the SUPERPAK allows me.  Highly recommended!',\n",
       "  1),\n",
       " ('Fast to connect and use. But if you can leave your device near the receiver, and your home audio system has better speakers than your phone, this is a great, inexpensive option. The sound quality is amazing, and it arrived promptly as well.',\n",
       "  1),\n",
       " ('Purchased this for my Jeet Kune Do training as my sparring has gotten more and more intense. Definitely built for more intense sparring as it does hinder movement a bit. So far so good.',\n",
       "  1),\n",
       " ('This item looks nice, and is very functional.  It also holds a lot, so I have a lot of knitting hiding in there :).  I think it was a great buy and would recommend it.',\n",
       "  1),\n",
       " ('This is just an awesome thing, it fits perfectly, actually i was looking for some product like this so as to improve  my romantic nights with my wife and this product meet my expectations, i can trustfully recommend it to anyone',\n",
       "  1),\n",
       " ('Very good recorder and usb. I was amazed at how easy it was to sync this to my xbox, and to use to voice recorder. Really cool idea to combine the two devices. Brings back memories from my childhood, playing with a recording device and it being the size of a TV remote. Pretty cool device, and works great!',\n",
       "  1),\n",
       " ('When I first heard of Henry & Me I thought this was just another venture for the Yankees to add to their already successful brand.  I was wrong.  This film is so much more than that as it &#34;tugged the strings&#34; and hit close to home as it would with millions of people around the world affected both directly and indirectly by illness.  However, by the end of the movie, I found that my melancholy emotions (as I have been affected, although indirectly, stricken with the same illness protagonist Jack is battling) were dwarfed by this films sense of adventure.  There is an intangible about this film that just makes me want to re-live my younger years as a Yankee fan and have the same strong aspirations as Jack.  This is a great film, for kids and adults alike, that teaches the invaluable lesson that know matter what hardships arise, with the right people by your side, you can choose to have the strength that makes you overcome.  One thing this movie lacked was more of my own personal favorite Yankees.  All in all, the message in this film was clear.',\n",
       "  1),\n",
       " (\"I haven't used this myself but I placed the order for two great-great grandmothers and they love this. They say it get rid of all sort of scars including acne(they lend it to their great grandson and he's happy about the product too). That's all that I can say.\",\n",
       "  1),\n",
       " ('I ordered this fan since my vacuum was not functioning properly.  The fan arrived sooner than I expected and was exactly what I had ordered.  I would buy from them again',\n",
       "  1),\n",
       " (\"I bought this unit in December 2012 as a Christmas present for my partner. In considering my options, I first opted for an LG sound bar to match the LG TV I would be pairing this with, but after reading the dismal reviews for available LG bars, I branched out for other options. I landed on this one purely by chance, clicked it because of the minimally intrusive design, and skipped right to Customer Reviews since manufacturers like to puff up their products (LG...).<br /><br />So I started reading the reviews, and time after time for the first 40ish, everybody had generally positive things to say. Sure, there was the incomprehensible setup/manual, but I figured &#34;I'm savvy enough I can figure it out.&#34; So I ordered it. Selected standard shipping. Expected to wait about a week and a half. Tick tock. I'm allowing myself to be excited by now.<br /><br />FOUR DAYS LATER, it's here! Oh boy oh boy oh boy! The box is long (about 4.5 feet) but somehow managed to arrive without any crushed corners or gashes. I drag it inside, set the whole package on the cocktail table in front of me and sit like a lonely, excited puppy and wait for my partner to get home. It's technically his, after all.<br /><br />He walks in, sees the long new box and his face lights up just like mine did, maybe brighter because I somehow managed to keep it a secret. Tears into it, pulls everything out of the plastic bags and puts the feet on it. Sets it in front of the TV (it's a 46&#34; and it all but lines up perfectly with it). Stares at me because he's never used a TOSLink cable... Well, neither had I so I flipped thru the book as fast as I could and 4 pages later I'm at the end with no answers. Maddeningly unhelpful! I look at the cable and match the shapes on each end, one to the bar and one to the screen. It doesn't go in! Ohhh, don't forget to pop the plastic tips off your new TOSLink connectors before you try to plug them in.<br /><br />So now we're all set up. It's connected to the TV, it's plugged in, it's ready to go. Power! Lights flashing! And...no sound. Hmm. Tap the remote on the table because that's the solve-all. Point it at the bar. Yep, it works, the lights are back. (They're white and blue, the two brightest LED colors, so they automatically turn off to mitigate glare.) I press Input on the bar's remote. Then again. And WHOA. Ear angels sing. TOSLink is Input 3, everybody. You'll need to know that, the book doesn't cover it.<br /><br />The whole setup process from unpacking to ear ecstasy took less than half an hour with no instructions and just a touch of common sense. Totally painless.<br /><br />A week later we wanted to mount it on the wall. It's literally as easy as flipping the feet and hooking it on the screws you put in the wall 3 minutes before. Again, painless.<br /><br />A few notes. It should've had Bluetooth. Turn on and then leave on &#34;SRS.&#34; It's comparable to the effect of removing earplugs with the law mower running: the sound is SO MUCH clearer, brighter. Don't bother with &#34;TVol,&#34; it seems to muffle sound more than it levels output volumes. Some of the reviews say the remote has limited range; ours works wonderfully from 15 feet away and from the sideways end of the sectional. Mount it on the wall so it's high enough to catch your remote's suggestions. And be careful when lugging it around: during our recent move it collided with a wall on one end and the stainless plate (actually plastic) jumped off and one of the prongs on the plate snapped off inside of the hole in the body. Nothing a dab of Gorilla Glue can't fix and it's really a well-built item, just don't abuse it.<br /><br />Am I happy with this? Yes. I'm on here to buy two more. I absolutely recommend it, highly. It outperforms a high-end 5.1 system. It's less than $100. GET ONE!\",\n",
       "  1),\n",
       " ('We are extremely happy with this-- no complaints at all. We used it about twice a week during the summer and never had to charge it after the original charge. I would recommend it to everyone.',\n",
       "  1),\n",
       " (\"Great phone, works great and even sounds great over ip. Only flaw i seem to have is changing ring tone. It doesn't have many to chose from although its not really an issue. Also phone cord is short, but isn't something that cant be fixed.\",\n",
       "  1),\n",
       " (\"So i bought both the 2 pack and 5 pack last year. One for me and one for my parents. I waited so long to write the reviews because i wanted to see if they are really what they say they are.<br /><br />One very big thing for me for these cleaning cloth is that they always break so easily-the strings on the edges always come out after a couple months of use. So i was worried if mimogram would be the same as the other ones i've purchased. But guess what, they are not!! My mimogram cloths still look like new! They are not only easy to use and clean very well, the material is also very durable. I even receive compliments from my parents and asking me to purchase some more for their friends!!\",\n",
       "  1),\n",
       " (\"Brighter than the average lantern I recently got. Why didn't I buy this lantern in the first place. Well, I bought a lantern before, but I'm not that satisfied, it has a poor quality performance. I charged the lantern for 2 hours and it drains really faster, well maybe I got the defective one, but I didn't bother returning back since I only got it in a cheaper price. Now, I bought this a couple of weeks ago and it's really bright as all of the reviews said. I am totally happy and satisfied with this Led lantern.\",\n",
       "  1),\n",
       " ('Works very well for re-chargeables.  Had problems with Alkaline.  They leaked afterwards.  Should have known better.  Good buy.',\n",
       "  1),\n",
       " (\"I put this thing on and have dropped my $500 dollar phone so may times and it just bounces around and keeps it safe and sound.<br />I didn't like the bulkiness of it in my pocket though. I bought a new phone and did not go back to the otter box. It did need a kickstand and its necessary if your watching videos.\",\n",
       "  1),\n",
       " ('This is the must have product of the year.  When I traveled this last weekend I used this in replace of my purse and Wow, it was awesome having all my important papers and Id and credit cards all packed into this sleek little pouch and all was safely carried around my neck and no one could steal it and I could not lose it unless I took it off around my neck.  This made my traveling a lot easier and stress free. It kept everything nice and tidy now only if I could do that with the rest of my life!!!',\n",
       "  1),\n",
       " ('Worked great for the very long trip to Disney.  Battery power lasted long.  No problems, everything worked well as promised.',\n",
       "  1),\n",
       " (\"When my Lexus stereo began spitting out Error 3's and 4's, I knew it was a matter of time until I had to replace the stereo. This handy bracket allows you to install modern double DIN head units while keeping a seamless look with the silver factory console of that era. The kit came with the dash piece, a single din sleeve and brackets, the fit was perfect and the head unit also fit perfectly into the bracket area.\",\n",
       "  1),\n",
       " (\"The colors are perfect, the pattern is perfect, I've not found one way to wrap it that I don't like! My new favorite, no doubt about it.\",\n",
       "  1),\n",
       " (\"This eye mask is the best I've used. It does not press against my eyelids and is therefore, very comfortable as I fall asleep. The contoured shape does have to be in just the right position to ensure no light comes in, but that doesn't bother me. I like the idea of the velcro straps, but sometimes my hair gets a little caught in them. Again, that doesn't bother me. I only use these on long flights, and occasionally on the weekends, so that I am not awakened by the sun on days that I can sleep in. I would definitely recommend these.\",\n",
       "  1),\n",
       " (\"Finally found it. Took me a few years. But I finally found it.<br /><br />Used these in a metal band and they'd last just long enough to keep their stability, strength, leverage and sound quality. Then they'd break. Which they're supposed to do.<br /><br />Now I play them in a blues band and they last even longer, but again, will go a loooong way before losing tone/feel. Love these guys!\",\n",
       "  1),\n",
       " ('Seldom have I gotten such good quality for the least expensive item ordered. This file cabinet meets my needs perfectly. Another plus is that it can be used with or without the casters.',\n",
       "  1),\n",
       " (\"This definitly has some weight too it.  So if you plan on hiking or anything like that.  Just know that it has some weight.<br /><br />It has been great for me though when I use it in the studio.  Love the pistol grip. Not going to fall over.  Def sturdy.  Doesn't have a place for a sandbag though.<br /><br />For the price, definitely a good buy\",\n",
       "  1),\n",
       " (\"This is a very cost effective yet fully featured way to make a spare 2.5&#34; HDD or SSD an external hard drive. It comes with a nice leather-ish protection bag, the USB cord, attractive packaging, all for about 13 bucks. Can't beat that!\",\n",
       "  1),\n",
       " (\"I'm not ambitious in terms of playing keyboards or any musical instrument so this set is great for me. I'm learning quite a bit and I'm progressing along. However, you have to understand that you are not getting the best deal all around with this.\",\n",
       "  1),\n",
       " ('I care for several little ones every day, so my earrings need to be on the small size, up and out of the way of reaching tiny hands. These Flower Stud earrings fit the bill perfectly.<br /><br />The earrings are flowers with 5 very shiny sterling silver petals.  There are 7 round Cubic Zirconia stones in the center of each earring, for a total of 14 stones, filled out with sterling silver spacers,  The earrings are secured with classic friction-back posts.<br /><br />Caring for these earrings is very simple. Clean with warm-to-hot water and a soft brush with a mild soap, then immediately dry with a clean cloth after rinsing. As always, with cubic zirconia, you will want to avoid contact with  perfume, body lotion, and hairspray. It really does dull the stones.<br /><br />The earrings arrived in a beautiful little gift box. The sparkle when was opened was very happy making! These earrings will make a wonderful Christmas gift!',\n",
       "  1),\n",
       " ('This book has the potential to save your life, if you have unhealthy eating and drinking habits and are looking to turn that around  this book can help show you how. It shows the health benefits of converting to tea and the extreme potential it possesses.  Learn the science behind Matcha and some incredible recipes that you are guarantee to love. I would swear buy this book if asked, the author really opens your eyes to just how important tea can be.',\n",
       "  1),\n",
       " ('We have only had this for a month, but have used it several times and really like it. It is so easy to use and powerful.',\n",
       "  1),\n",
       " ('Exactly what I was looking for the wallet case. It works very well, the color looks good, very small, very possible love.',\n",
       "  1),\n",
       " ('At the begining I doubt if this roller woule be usful, but it really does a good job so far. My husband love the small roller also.',\n",
       "  1),\n",
       " (\"Fantastic.  Bar none the best carry on luggage that you can get.  My husband has the travel pro and wishes he had mine.  We  travel constantly and this bag now carries all the heavy items because it's so light weight to roll.  I have a bad knee and ankle with a very healthy husband, but my luggage is the loaded one.  Buy this...don't buy that.  It's the best I've ever had and well worth the investment.\",\n",
       "  1),\n",
       " ('This is just what I wanted: a silver necklace that is fairly small but quite strong. I needed it to replace a very small silver necklace that continually broke and needed repair. This has shiny flat areas on each link (diamond-cut) that make it look very sharp. However, it is not so large as to detract from the silver pendant I put on it.<br /><br />The only difficulty is that the latch is quite small. It is nice and secure, but the opening in the catch is hardly wide enough to separate when wearing it. Otherwise I would give it five stars.',\n",
       "  1),\n",
       " ('Makes good coffee.The delivery is quick,The quality of the product was so good,makes your coffee really good.A good coffee makes my day good too.This product is so handy easy to use good quality specially the fineness of the coffee itself.We all coffeeholic and this one makes our day.',\n",
       "  1),\n",
       " (\"These stickers look nice.  Come in a little booklet with pages on which the stickers come affixed.<br />These will be a nice stocking stuffer for family members.  Plan on giving them as an add on gift for a relative whose mom likes angels.<br /><br />You don't get many, however they are a good size with nice details.  I like the nostalgic images, they are attractive.\",\n",
       "  1),\n",
       " ('Not going to lie i was skeptical about a blue ray dvd player with built in wifi but it arrived before expected arrival and also brand new not re furbished',\n",
       "  1),\n",
       " ('Love the smooth texture of the sheets. The color was true to the image (wheat). However, ordered a king, package was marked king, washed them and put them on the bed only to discover they are much larger than what I expected. Our bed fits a 16&#34; deep pocket and this could fit 18&#34; deep or so.',\n",
       "  1),\n",
       " (\"As a professional faux finish artist and painter, this is a must have tool.  I can not live without it.  It's extremely handy for cleaning difficult areas around the home too.  I've given these as gifts.  Sometimes you don't know what you've been needing until you get one of these.\",\n",
       "  1),\n",
       " (\"This is obviously the most well made and brightest pen light I have ever owned.<br /><br />It has a hefty feel though it is not overly weighty.  The push button and screw-in/out switches<br />work like butter and it has water resistant properties as it has &#34;o&#34; rings at the joints.<br /><br />I don't think you could find a better thin,bright, quality built penlight anywhere.<br /><br />Should last for years under normal use.<br />Don't worry about the availability of the quad A batteries.  They are cheap on line and can be had at Walgreen's or Cabella's.\",\n",
       "  1),\n",
       " (\"This has by far been one of the best purchases I have ever made. These masks are RIDICULOUSLY AWESOME. It is very easy to put on the face and the mask is truly concentrated with all the essential and natural ingredients as described. It smells so good too, It doesn't mention about cucumber but it smells like it. Very refreshing on the face, I left it for 20 minutes as advised and I could already feel the cooling effect of it on my face...and that was even just the first time I tried it! When I took it off my face felt and looked super clean and refreshed. I may be exaggerating in this review but it's in all honesty. You have to try this product to know...I mean, if you frequent the facial spa, you might be changing your mind as soon as you see this for yourself.\",\n",
       "  1),\n",
       " ('It seems to be holding on really well to my husbands boots.  It did make them look like they were muddy (it looks like truck bedliner) and I would have prefered to use it past seven days after opening.  Other than that it was awesome.',\n",
       "  1),\n",
       " ('Setup was very easy.  Has a great array of premium services available (Netflix, HuluPlus etc.)  Connected with no issue to our wireless network and play via the services was great.  Menus are easy to navigate.  Playback from blu ray discs has been outstanding.  2 issues with this unit have nothing to do with the unit itself but with delivery.  The unit was packed inadequately in the shipping box with it being free to slide around.  Given the state of the shipping box, I would say it was subject to a good deal of abuse during the shipping process which leads me to wonder if damage has been done to the unit (none observed at this time but only time will tell).  Secondly, it took from 2/16 until 2/24 for the unit to arrive in the Rochester NY area from Pennsylvania via USPS.  Overly long shipping time and apparently one of the reasons why the packages looks as beat as it did (any wonder why USPS has issues?)  Would purchase this unit again but only if it not being shipped USPS.',\n",
       "  1),\n",
       " ('Used these for a while and then upgraded to the 4000 mah there is a difference in performance and for a few extra dollars the upgrade is worth itl',\n",
       "  1),\n",
       " (\"Great quality. I ordered the wrong size so it's a little big but I just wear it on a different finger instead. Might reorder another in my size and give this one to my brother. Great quality and a good price. Very pleased.\",\n",
       "  1),\n",
       " (\"But, I'd add, it's nice to have two sizes, so that different tasks can be addressed, and different yarn sizes.\",\n",
       "  1),\n",
       " (\"This carrier is great in the fact that a newborn could use it, but so can a larger older baby. There are many positions and ways to strap your baby in, but it takes a lot of getting used to,unless you just play it by ear. It does come with an instruction manual that lets you know which ways are safe for which age groups.<br /><br />It is handy though, and I love that little one can watch as I walk around and do what I need to around the house. It is still inconvenient to work though, as you can't bend over very far without feeling like he'll fall out. But that's any carrier.\",\n",
       "  1),\n",
       " ('My crested Geckos love it some times they just use it as a place to go poo. They eat there baby food with crested gecko diet at time if they are not just walking in it. I will be buying more of this.',\n",
       "  1),\n",
       " ('I use it as supplement to Urinary So canned food for our cat<br />who has had problems with crystals in her urine.',\n",
       "  1),\n",
       " ('When i first saw the watch I was like \"that watch looks good\" but when i got it, it was like \"HOOLLYYYYY...this watch is AWESOME\". Liked it a lot.',\n",
       "  1),\n",
       " ('nice, rugged, and durable case. i have droped my samsung note 2 on the asphalt twice, and thanks to this case i do not have to buy another replacement',\n",
       "  1),\n",
       " ('dover coloring books are the best adult/teen coloring books out there. such high quality and detail. l love them so much',\n",
       "  1),\n",
       " ('My closet needed some organization, and I had to do something about it. This hanging storage box was the perfect size to fit the area I had in my closet, so I decided to give it a try. It fit great, and has made a huge difference in the disaster that was my closet. Now I have room for everything instead of having a bunch of stuff in a pile because I had nowhere to put it. Definitely works awesome!',\n",
       "  1),\n",
       " ('I absolutely loved my MIU glass bottle. It was perfect for me to take to class and work! I used it every single day and had fun trying different types of loose leaf teas for each day. The glass was sturdy and the lid sealed tightly. It came with a bottle brush, making it easy to wash. Thank you for such a good product.',\n",
       "  1),\n",
       " ('Husband loves this bag. He says he fits something like 1 laptop, 1 secondary monitor, 4 textbooks, lunch, and others. It seems sturdy.',\n",
       "  1),\n",
       " (\"we love these wipes.  free of everything harmful to baby.  i don't have ten more words.  we like the wipes.\",\n",
       "  1),\n",
       " (\"Gave Carter's Bibs, as a baby gift. They are so cute with animals on them. A really appreciated gift, a winner every time!\",\n",
       "  1),\n",
       " ('I got this kit because my wife loves her Fossil watches and those are nearly impossible to change the battery/repair. Living in a smaller town, having to drive or send the watches would be more expensive to deal with. This kit got the job done as far as changing the batteries on the multiple Fossil watches that she currently owns. Inexpensive kit that gets the job done!',\n",
       "  1),\n",
       " (\"Amazing flavor! For those who dont like creamed based dressings don't shy away from this one, give it a try, it looks like it may be creamy but looks can be deceiving. I don't care for any dressings but this one has won me over.\",\n",
       "  1),\n",
       " ('Hi, This product is awesome...can help the liver detox the body. It is an awesome formula...the most important ingredients to help the liver work better and rebuild the liver. Works fantastic! I also use 600mg of Cilantro at 3am...it helps me sleep better. I Detox when there is no food in my body so it works better. Organic sulfur may also help detox the body. Best wishes.',\n",
       "  1),\n",
       " (\"Here's the reason why I'm giving it five stars even though it didn't fit - it came in quickly, and I should've read more of the reviews to understand how the sizing would work, considering it's still a great product. I'm 130lbs and 5'9, so I am very slim, but even a medium was too small. For any of you that are my size but already have a booty to begin with, I'd recommend getting an xtra large. It looks like you have butt pads on when you get it too small! So just be extra careful. It gave my butt a great lift, however, if I were to try to wear the medium even though it was too small, I'd have to readjust it every second\",\n",
       "  1),\n",
       " ('I wish these were a little more durable. I got it caught on a bolt crossing the bunk feeding calves. Ripped a big hole no problem on the of the color part of the boot.  I broke these boots in barefooted they rock I love them. Got another pair for good. They need to make these in purple😊',\n",
       "  1),\n",
       " ('Gave this to my Son for Christmas.  He absolutely loves it.<br />I deal in Jukeboxes, but he had no room in his apartment for one, so this was a great alternative.',\n",
       "  1),\n",
       " (\"So first off, it is a lot darker than the picture, for us that was OK because we wanted something not that light, and by reading that review it was sold for us! The fact that it was so cheap, so big, and had non skid backing, we were sold. When it got here it was so much better in person! Beautiful, beautiful, it does feel a little cheap, but we don't care about that. After all it just goes under the dining room table to save our new floors. It's so perfect. 100%%% in love.\",\n",
       "  1),\n",
       " (\"Super Fast shipping, Excellent service, package came in perfect!!!~  The shoes meet my expectation and in goooood quality..! I love the design too~ SEXY, SEXY, SEXY.!~ and my feet didn't feel tired after hours' wearing. Thank you for good products and excellent service. Five star seller!~ will buy again!\",\n",
       "  1),\n",
       " ('I ordered two pairs. They got delivered much faster than the 4-6 weeks I was expecting. I think it was only 7-10 days. They are OK headphones',\n",
       "  1),\n",
       " ('Got this as a replacement for an APC UPS.  Fits in the case and works without a problem (3 months so far).  For the difference in price you really have to go with this one.',\n",
       "  1),\n",
       " (\"It is the perfect size for a day trip. It's REALLY fit for daily life when u need to carry books,clothing or others that's not that large or heavy objects.The backpack is  perfect for a day hike for snacks,some clothing and books for me. Also extra shirt and other essential things. Would be very great for a festival or arts fest. Not bulky. Very very comfortable.\",\n",
       "  1),\n",
       " ('Works great. I live in Florida, warm weather, very little chance for a die-off due to a killing frost. First it was fruit flies, then, recently drain flies. I had to look the drain flies up, they were new to me. I used the lure in the jar, and the cute little plastic apple. I kept needing to  begin anew with every emerging generation,  The Fly Web Trap has finally stemmed the tide. I purchased a second trap near an island bar sink, which I plan to try in the RV, briefly when we are going in and out when it is getting dark. It should eliminate the moth or three that wanted to ping-pong from my Kindle and my glasses when I turn in for the night. I say briefly because it is quite bright.<br />I have also used  InVade Bio Cleaner Drain Gel, for the drain flies at first and plan to keep it on hand, just in case!',\n",
       "  1),\n",
       " (\"I bought this to go in my garage. I tested it inside first and it looked amazing. Really clear and looked good even with well lit room. My neighbor saw it and was really impressed with the clarity. After installing it in the garage it looked good out there too! around noon with the garage door open sunlight dilutes the picture, but other than that it's great. That amount of sun made my HDTV hard to see outside as well. My dad saw it and wants to get one as their main living room TV. I want another one for inside as well.\",\n",
       "  1),\n",
       " (\"These little speakers have been awesome. I bought them over 3 years ago for my Nexus One since they had A2DP capability. Now I'm using them with my Galaxy S4 and they work as well as ever!<br /><br />These have been worth me on camping trips, job sites (building solar PV systems), etc. They even served as the primary stereo system in my old volkswagen for a while!<br /><br />I forget what spent on them, but probably somewhere around $10 plus shipping. Sweet!\",\n",
       "  1),\n",
       " ('This is my RV crockpot. It is the perfect size. Be advised that it does not have a timer. I do not care but if that is important to you then this is not the slow cooker for you.',\n",
       "  1),\n",
       " ('I am never disappointed with the addition of another Rada knife to the collection. These knives are both esthetically and functionally the best find I ever made.',\n",
       "  1),\n",
       " ('EASY TO screw into the car plastic, sturdy and looks like it was always there from the beginning.  kids love putting things in it and driving around.  it is still easy for them to move around with it on the back.  We only had the car at first so comparing it without it and then with it, still just as fun and easy only now, we carry dolls around with us and stuffed animals.  Who knows what else will be added in the back!  :)',\n",
       "  1),\n",
       " ('ONe of my best friends loved this present! she loves sparkly shiney things and i couldnt resist on getting it for her!',\n",
       "  1),\n",
       " (\"Big shade, well made, fits my Gen2 Sequoia like glove. Good material.<br />I'm used to folding types...we'll see how this roll-up works out.....\",\n",
       "  1),\n",
       " (\"I do not buy my lattes anymore, I make them myself. I use whole milk in my coffee and this works great with it. It works great with soy milk too. I've noticed the milk needs to have some fat in it in order for it to get fluffy. It also works if the whole milk or milk is cold, I also enjoy iced lattes.Super easy to use and clean; and makes the perfect latte everytime.\",\n",
       "  1),\n",
       " ('before i bought these, i had a hard time opening my hatch with large spoiler and now with these pair i can open it effortless. im very pleased with it...',\n",
       "  1),\n",
       " ('Easy to install, super - bright and fits the Glock like a glove! This is definitely worth the money and I highly recommend it. Mine came pre-installed with the Gluck adapter block.',\n",
       "  1),\n",
       " ('This is a smart classic looking and feeling bag. Perfect size!The inside is nice looking and has all the compartments you need.',\n",
       "  1),\n",
       " ('tom and jerry have alot of good and funny cartoons  that you can watch more than once I recommend it',\n",
       "  1),\n",
       " (\"I've got this cool Little charger as a gift. It has a USB cable and a bag delivered with it.<br />It charges my old Samsung S3 and my new iPhone 6. For the iPhone I'm using my Apple cable. I love taking Pictures and now I have<br />enough power on the go... Love it.\",\n",
       "  1),\n",
       " (\"I love this black soft acrylic-hand wash, line dry cape.  It was reasonable and very thin, so it was what I was actually looking for right now.  I don't know how it will wash or wear but I am very happy I purchased it.<br /><br />The product arrived wrapped very nicely and it was a fast delivery too.\",\n",
       "  1),\n",
       " ('Great product quality.<br /><br />I have had mine for over 4 years and they still work like new, of course with proper care and maintenance.<br /><br />Offers a super close cut, almost like using an actual razor!<br /><br />Perfect for cutting really sharp and close hair lines.',\n",
       "  1),\n",
       " ('My cosmetic organizer is a great addition to my bathroom vanity. All the makeup I use on a daily basis is readily available for my use. (No more rummaging through my drawers for my makeup.) The acrylic is clear and pretty and I love pulling open the drawers to make my selections in the morning. Everything has a place in the organizer from storing your lipsticks to storing your makeup pencils and brushes. My vanity now looks very pretty and professional. I was given the chance to review this product and this review is solely my opinion. The information provided is what I experienced.',\n",
       "  1),\n",
       " ('I was worried that in not seeing this backpack in person, it would be a little &#34;cheap.&#34; But I was wrong. It seems very well made and will hold up just as good as any less expensive pack. My daughter loves it and as I get in and out of it every day, it seems very strong and well made.',\n",
       "  1),\n",
       " ('I needed to clone a new hard drive from my old one that was giving me warning signs it was failing and it worked perfectly. Would def recommend.',\n",
       "  1),\n",
       " ('friend of mine gave this nail clippers to me and they are just so cute to have a . the scissors are sharp enough to cut the nails of my little Natalie and the tip of the scissors has been modified to keep my baby safe from accidental punctures. overall I am impressed by this baby nail scissors',\n",
       "  1),\n",
       " (\"Love these blankets. They aren't my favorite for swaddling but for general use, great. Light, airy, natural feeling and soft, beautiful prints and nice muted colors. They are classy looking and make a lovely gift too. Definitely a fan and the muslin is a nice change from heavier knits.\",\n",
       "  1),\n",
       " ('I have a very hard time falling asleep at night.  The white noise or rain sounds from this machine are very helpful.  Nice to have radio also.  I like the look more than most other sleep noise machines.',\n",
       "  1),\n",
       " ('I was expecting the polyester belt loop and semi-elastic loop for my 3D maglite. Wasnt really what I expecting but it still works! Holds my maglite perfectly.',\n",
       "  1),\n",
       " (\"I took it for a week and I got results instantly. It didn't make me constipated either like most iron supplements do.\",\n",
       "  1),\n",
       " ('These are great for studio usage! They are well made, sturdy and easy to assemble.<br /><br />The only CON was that the boxes they were shipped in were really beat up and one of the panels was bent on a corner but nothing to worry about.',\n",
       "  1),\n",
       " ('My Chihuahua puppy loves these toys. He has figured out how to pull the string and it keeps him busy.i .',\n",
       "  1),\n",
       " (\"Just recently got this wallet very well packed (if you want it for a gift), good price.. so far I like it....its soft (which is something I look in a wallet) and it belds well when in the back pocket.....a little bucky but you can always take the flip up id side out....actually you could just carry flip up id part by it self, if you're only planning to carry an Id, one credit card and some money.......by the way if the little red cross insignia comes off  (like it did with me)....just crazy-glued back on!...\",\n",
       "  1),\n",
       " ('I use this to record voice and acoustic guitar for demos. Everything recorded so far is very good, This mic is great for singing and spoken word. The sound quality is much better than I expected for the money, and it has a nice case.  Granted, I have not used many condenser mic, but for me this was money well spent.',\n",
       "  1),\n",
       " ('This is a really pretty watch. I bought this watch for my boyfriends birthday.I bought this as a gift ,Very pretty arrived quick i was very pleased and the quality exceeded my expectations.',\n",
       "  1),\n",
       " ('This was a great replacement for my original xbox One adapter which blew out 1 week after my warranty expired go figures. It is definitely the same quality if not better than the original which was important. It is definitely a bigger power unit as the fan is slightly bigger than the original it seems. Great buy!',\n",
       "  1),\n",
       " ('A very good cook set for camping. They stack up nicely, has a mesh bag to hold it together, and they can take the heat. Large enough to cook rice and meals for around 3-4 people, depending how hungry every one is.',\n",
       "  1),\n",
       " ('Okay I remember when a socket set was like a hundred bucks for just a few pieces. This is such an incredible deal I have thought about getting more than one.',\n",
       "  1),\n",
       " ('This is a wonderful replacement hose.  I broke the attachment on my handheld sprayer and  thought I was going to have to replace the whole thing.  I am thrilled that for 1/5 of the cost I was able to repair it.  I is very sturdy and looks even better than the original.  It is longer than I expected but I find that a plus.',\n",
       "  1),\n",
       " ('My hands were going numb on my 20mile round trip commute. The gloves cut down on the problem for me.',\n",
       "  1),\n",
       " ('This wardrobe was easy to assemble.  It is sturdy and exactly what I was looking for at a very reasonable cost!',\n",
       "  1),\n",
       " (\"this is really tight which is good. I have a huge forehead though so it's hard to wear it haha. plus i have a long thick hair. it doesn't torn or anything despite being so stretched out, so it's a good buy. been using it for months now and i'm swimming twice a week.\",\n",
       "  1),\n",
       " (\"Great watch especially for the price Amazon sells it..  This specific watch I bought a week or so ago is actually my backup T44381 in case my original ever breaks or gets to a point it won't work anymore.  Figure for $30 or so, its not a big expense.. My original I've worn for over 8 years with no difficulties or problems other than normal battery and strap replacement.  Overall a good quality watch you can wear while doing normal everyday things and not have to worry about\",\n",
       "  1),\n",
       " ('I received the Remo Black Suede Emperor batter in excellent condition from the seller.  I use it on my Pearl Firecracker 10\" snare drum and it sounds excellent!',\n",
       "  1),\n",
       " ('I put these on my Fender acoustic and love them. The tone is great and they are easy on my fingers. Last for a few months easily.',\n",
       "  1),\n",
       " ('came quickly and relatively inexpensive to the stuff I found in the local stores.  just like the ones I got with my tv.',\n",
       "  1),\n",
       " (\"Worked. Great these are a great replacement tire I bought two to have a spare the original ones have lasted 12 years so let's hope\",\n",
       "  1),\n",
       " (\"These are great if...<br /><br />You stick with the darker colors.  I thought the Butter Cream would drive me to huff it.  The lighter colors are more powdery while the dark more slick.  The result is easier coverage and both a better appearance and wear.  The lighter shades create a huge cloud of powder which covers you and chips much easier defeating the entire purpose of repainting.  My faves are this Navy and the Burgundy.  Also good were the OSHA Orange and the school bus Yellow.  The White looks very institutional, like nurses shoe's white, and was totally unappealing.  I used these paints to repaint a ton of old plastic garden containers.  The only ones to end up looking like something cheap from Home Depot were the white ones.  We hated them so much on our patio, we donated them to our building to be used elsewhere.<br /><br />Prep the surface!  Just b/c it says you don't have to do too much for prep, go online and learn about prepping plastic for painting.  The ones I prepped more have fared better.  Also, don't expect too much.  If you are reckless with them, they will scratch and chip.  I was careful and am happy.  However, I declined painting the plastic chairs my bldg has on the common patio, something I had planned to do.  I do not think these paints, even the darker colors could withstand the abuse a plastic stacker chair endures.  So, for something somewhat stationary, you shouldn't have issues.<br /><br />You stick to less expensive colors. The prices fluctuate wildly from $12 for a can of White to $2.50 for a can of Burgundy and are constantly changing.  Next month the White could be $3 and the Burgundy, $12.  Some of the colors go far and some = 1.5 - 2 cans to get a 20&#34; planter painted.  Suddenly your cheap dress-up for a plastic planter costs $25.  Add the labor + time and other materials like mask, gloves, drop cloths, it makes more sense to recycle your old ones and buy new.  So try to choose cheaper colors especially at first as your learning to use it for maximum coverage etc.<br /><br />So, I do recommend the product if you are willing to go the necessary distance not to be unhappy with the results.\",\n",
       "  1),\n",
       " ('These are good headphones but you are paying more for the name on the side.  I actually tend to use ear buds more than these.  So quality wise they are good but can find better or same quality for less money.',\n",
       "  1),\n",
       " ('It satisfactorily meets my expectation. The earphone jack opening does not fit properly over the opening. Other than that it serves its purpose.',\n",
       "  1),\n",
       " (\"Was looking for an Octave+Fuzz pedal such as the Jimi Hendrix Octavio fuzz but given the high price of the orginal pedal and even of other models I was not convinced until I found the French Toast.<br />Great vintage look and color. The sound is very good and has very nice tones from high fuzz high octave to gentle fuzz. The switch between Octave+Fuzz to Fuzz only is very usefull when you need it.<br />The only but is that it is all in plastic so cannot stomp to hard on it if you don't want to break the knobs. Nevertheless it comes with a plastic foot protection case for the knobs and for such a tiny price you can buy loads of them.\",\n",
       "  1),\n",
       " ('****No Plot Spoilers****<br /><br />  Ever since watching Brian De Palma\\'s \"Carrie\" ([[ASIN:B0047E9TRA Carrie]]) and \"The Fury\" ([[ASIN:B000G6BLO2 The Fury]]), I\\'ve been obsessed with telekinesis.  The Scanners franchise also fulfilled my desire to watch people move objects with their thoughts.  The original \"Scanners\" ([[ASIN:B00005K3NY Scanners]]) was directed by David Cronenberg who became famous for his controversial science fiction horror films starring controversial actors [e.g., \"The Brood\" ([[ASIN:B00009PY2T The Brood]]), with brawler hunk Oliver Reed, and \"Rabid\" ([[ASIN:B0001XAKUQ Rabid]]) with former porn star Marilyn Chambers].  \"Scanners\" focuses on an emotionally disturbed, homeless scanner, Cameron Vale (Stephen Lack) who meets an art gallery assistant, Kim Obrist (supermodel Jennifer O\\'Neill) who is also a scanner.  Together, they attempt to locate an evil scanner, Darryl Revok (Michael Ironside), who wants the scanners to rule the world.  During their quest, they discover the dark secret concerning the origin of scanners.  Note: Scanners not only have the ability to move objects with their thoughts, but they can also read (i.e., scan) and manipulate other people\\'s thoughts.  However, many become insane because of sensory overload.<br /><br />  Having owned \"Scanners\" on DVD for years, I was naturally thrilled to learn that Shout Factory had released its first two sequels as a Blu-Ray and DVD combo pack.  I saw them on VHS too many years ago in muted, full-frame formats.  Thanks to Shout Factory, each film has been presented correctly in its original theatrical aspect ratio of 1.78:1.  All colors are bright, clear and crisp and the audio is great (DTS-HD Master Audio Stereo for Blu-Ray; Dolby Digital Stereo for DVD).  Each film appears as though it has been recently released at the theatre.  There are no vertical lines or dark splotches.  I played the DVD version on my Blu-Ray player and couldn\\'t tell a significant difference from the Blu-Ray.  The remastering for both the Blu-Ray and the DVD has been excellent.  I`ll be able to loan the DVD to my girlfriend, Tammy, who doesn\\'t own a Blu-Ray player.  A horror buff like me, she\\'s going to kill me with her evil thoughts when she learns I watched these films without her.<br /><br />  Both Scanners II and III were directed by Christian Duguay.  Like \"Scanners,\" they boast gorgeous casts, contain themes of good versus evil and were filmed in and around the cold, gray environs of Montreal and Quebec, Canada.  In \"Scanners II: The New Order,\" a veterinarian student, David Kellum (David Hewitt) is a scanner on the run who finds another scanner, Julie Vale (Deborah Raffin); together they try to destroy the corrupt Commander John Forrester (Yvan Potton) who is using scanners to kill anyone who stands in his way of becoming mayor.  Similar in plot to the original \"Scanners,\" it has, however, some shocking twists.  Also, it has considerably more gore and violence than the original.  This one was more emotionally disturbing to me because it deals more with violence perpetrated against family members.<br /><br />  In \"Scanners III: The Takeover,\" a Christmas tragedy causes a scanner, Alex Monet (Steve Parrish), to become a monk in Thailand.  Meanwhile, his sister, Helena (Liliana Komorowska), also a scanner, is suffering from severe migraine.  She uses her father\\'s experimental drug and becomes insanely diabolical.  She then commandeers her father\\'s pharmaceutical company to take over the world.  As in the previous film, there is a tremendous amount of violence and gore.  Again, there is familial violence; this time, it is even sadder when relatives attempt to kill one another.  Note: I loved the unforgettable character of Helena.  She is extremely diabolical, beautiful and sensual.  Komorowska played her perfectly.<br /><br />  There are two discs in this Blu-Ray/DVD combo pack.  One disc contains both films on DVD and the other disc contains both films on Blu-Ray.  Unfortunately, the combo pack doesn\\'t have any extras.  There are no subtitles, no audio commentaries, no theatrical trailers, no deleted scenes, no \"making off featurettes,\" and, worst of all, no scene selections.  The menu gives you a choice of which Scanners movie to watch and that is all.  Unbelievable!  If not for the widescreen presentations, stereo audio and remastering, I would have thought that these two films had been released by Mill Creek, which churns out films on Blu-Ray and DVD at a high rate, regardless of quality.  Because of its blatant lack of extras, I cannot give this Scanners II and III Blu-Ray/DVD combo pack the highest rating.<br /><br />  If you are a fan of horror films, especially the ones involving telekinesis, then I recommend this Blu-Ray/DVD combo pack.  However, I wish Shout Factory had either included a digital copy or just decreased the price and given us the choice of buying the Blu-Ray or the DVD, not both.  I also wish that Shout Factory or another company would properly release \"Scanner Cop\" and \"Scanner Cop 2: Volkin\\'s Revenge\" on Blu-Ray.  Both films star Daniel Quinn as Detective Samuel Staziak who hunts down rogue scanners.  The original \"Scanners,\" released by MGM and out of print at the time of this review, also deserves the Blu-Ray treatment.  Many fans are hoping it will be re-released by the Criterion Collection.  My MGM release of \"Scanners\" only has a theatrical trailer and subtitles for extras.  A commentary from David Cronenberg would be nice.<br /><br />Joseph B. Hoyos',\n",
       "  1),\n",
       " ('Clipping my pets is so much faster than my old clipper I use before. Very easy to use and the guide menu is very helpful. I strong recommend this product!',\n",
       "  1),\n",
       " ('This was a gift for my sister.  She had one like it years ago and lost it.  I am so glad I found this one.  It is beautiful and she loves it!',\n",
       "  1),\n",
       " (\"Since it's a reaction free ratchet, there is no vibration shocks. It's very easy to use, even it tight areas. I love using the high-torque wrench, it's definitely worth the price!\",\n",
       "  1),\n",
       " (\"Ok, no one tell my son this....but, I actually put this baby food (always use organic!) in his muffins. He hasn't even been able to tell that it's in there!<br />It's easy to mix in the batter and it doesn't change the color.<br />Even if I can't get him to eat things like sweet potatoes...he's getting them anyway! Cleaver mommy...heehee\",\n",
       "  1),\n",
       " (\"Overall very good picture.  The interface is a little quirky, and there aren't many additional apps to download.  For instance, you can't get pandora on it.  It does have netflix, huluplus, and amazon prime, which are the main things I use anyway so it does alright for me. The quality of 1080p streaming video on netflix and amazon is excellent. The built in web browser doesn't play flash videos, which means a lot of websites don't work.\",\n",
       "  1),\n",
       " (\"Just what I wanted. Works great, very comfortable. I highly recommend these headphones. They are priced just right.<br />The headphone was recommended to me by a friend, now she's my BFF.\",\n",
       "  1),\n",
       " ('Love the lenses on these glasses. I bought them because of the californication show and they are amazing quality blocking out the  phoenix sun. Very good quality and they are not cheap but you get what you paid for, and theese are great quality.',\n",
       "  1),\n",
       " (\"I give it 5 stars for how much my daughter loves it, but I would take a half star away if I could as it's hard to clean. Even in a basket in a dishwasher, it won't get perfect, so I try to rinse well after each use. Hasn't been a big problem though.\",\n",
       "  1),\n",
       " ('Worked so good when the  dog sees the  controller, she obeys without then collar on!  if needed it will do its work',\n",
       "  1),\n",
       " (\"Bought this for my nephew and he was so happy to get this it was like he received a toy that was worth ten times the value of this, he couldn't believe his eyes. He was very happy with this set of Hot Wheels, he's a 6year old kid and this is what they enjoy in life I guess.\",\n",
       "  1),\n",
       " (\"My screen protectors came today and I absolutely Love it! I was nervous at first that I wouldn't place it on properly since I am so clumsy but it was a piece of cake. I like the idea that I have 2 more in case I would of applied it on wrong or need to replace one. I wish I would of searched amazon first\",\n",
       "  1),\n",
       " ('Small / compact DVD player is very basic / no frills and low priced. Exactly what I want and priced as disposable if it breaks down.',\n",
       "  1),\n",
       " (\"I looked at a LOT of different knife reviews for the best block set in an good price range. After looking at a lot of products offered and the reviews on Amazon as well as other sites, I settled on this set.  Personally, I am very happy with my choice. The knives are very sharp and they do their job well.  The knives are very light in weight but I personally don't feel that has an effect on their performance.  I think if you want anything fancier you would have to spend hundreds of dollars for a professional set, which of course not everyone wants to do.  I am someone who cooks in the kitchen 6 days a week and I have not been disappointed by any of these knives. They meet my needs perfectly fine.  I should note that the block set comes with a couple of extra slots so I purchased the Wusthof Gourment Santoku and vegetable knifes so that the block would be full.  The Santoku knife does not come with this set but it is my favorite knife because it serves many cutting purposes.  Overall I would say I recommend this to anyone looking for good quality knife set but not wanting to spend hundreds and hundreds of dollars.\",\n",
       "  1),\n",
       " (\"This control works great. It DOES NOT suffer from the dreaded fan buzzing that other controls do. I change the position of the switch, and I get quiet air movement at different speeds, that's all I could ask for.\",\n",
       "  1),\n",
       " ('These knifes are amazing! They cut through all the food I need them to. I needed a knife because it got too old and dull and so I needed to buy new ones and jeez! These work amazingly and DEFINITELY get the job done!',\n",
       "  1),\n",
       " ('I am extremley happy with my purchase, This stuff is simply amazing, The best out there, I highly reccomend it',\n",
       "  1),\n",
       " ('I was in the market for a replacement Blue ray player as mine stopped playing blue ray disks but still played DVDs, go figure. They had the best price on a name brand unit. I took the plunge even though it was a refurbished but was not disappointed in any way.',\n",
       "  1),\n",
       " (\"When I saw Meryl Streep play the seemingly facile Omaha housewife she portrays in this 2012 marital dramedy, I had an immediate flashback to an underrated romantic drama she did almost thirty years ago, Ulu Grosbard's [[ASIN:B0018RC7QE Falling in Love]] (1984), in which she played a young married woman who couldn't help falling for a married architect (Robert De Niro) on a commuter train. I kept thinking of Kay as that earlier character all these years later trying to fan the embers of the passion that erupted so unpredictably back then. Interestingly, her younger character could not consummate the affair either but fell hopelessly in love anyway. Director David Frankel ([[ASIN:B000MKD9P6 The Devil Wears Prada]]) and first-time screenwriter Vanessa Taylor travel to the opposite end of the marital spectrum, a 31-year-old marriage that finds Kay and her accountant husband Arnold sleeping in separate bedrooms having long ago lost any sense of intimacy and passion their marriage once had. The film begins with a seriocomic preface in which Kay awkwardly tries to seduce Arnold, an invitation he rebuffs with the flimsiest of excuses. Knowing their marriage is on auto-pilot, she fears being alone emotionally and ending their lives in emotional isolation now as they go through the motions in their sixties.<br /><br />An optimist despite the odds, Kay signs them up for a week of intensive couples therapy in Great Hope Springs, Maine, where renowned therapist Dr. Bernie Feld practices. Arnold is predictably resistant but begrudgingly accompanies her when he realizes how serious Kay is about the counseling. The sessions with Dr. Feld initially don't go well with Arnold protesting the doctor's every recommendation for building intimacy in his relationship with Kay. This is when the movie becomes the most surprising because every time a physically awkward moment presents itself, the feelings become heartfelt and sometimes humorous in unexpected ways. While Frankel and Taylor handle the slim story turns with genuine insight, it's the masterful work of Streep and Tommy Lee Jones that elevates the film into an experience that far transcends the Lifetime-TV orientation you would expect otherwise. Unafraid to come across as harshly judgmental, Jones has made a career of playing dyspeptic curmudgeons, so it's nice to see him gradually reveal Arnold's vulnerabilities with skill and delicacy. He has to play Arnold close to the vest but not so insular as to make you wonder what Kay saw in him in the first place. After tackling larger-than-life figures like Julia Child and Margaret Thatcher, Streep is splendid portraying a sheltered woman who contributes as much to the fossilized, inchoate marriage as Arnold does.<br /><br />At 63, the actress allows herself to look even beyond her age, but she's still beautiful in a shopworn way. I love how she almost swallows every word she speaks as if Kay's tentative nature is holding back grand expectations of a romance she can only fantasize about. The two veteran actors have a natural rapport that gives the viewer a rooting interest in seeing them overcome their age-old emotional and physical barriers. There are moments between them especially in the film's last third that are quite heartbreaking, especially when they come to learn that they aren't the people they believed themselves, or each other, to be. Steve Carell plays Feld straight-up without an iota of irony, and his clinical approach works effectively within this context. The rest of the supporting cast makes very little impact, including Jean Smart as Kay's sassy manager at the Coldwater Creek she works part-time, Elisabeth Shue as an equally sassy barmaid counseling Kay on sex, and Mimi Rogers as the final payoff of a joke about a comely (and yes, sassy) neighbor with a trio of corgis. The young actors who play Kay and Arnold's adult children are barely present, but I'm sure that was part of the intention in order to allow complete focus on the couple. Frankel overdoes the soundtrack music when moments of silence would have been far more effective, but otherwise, the tone feels spot-on.\",\n",
       "  1),\n",
       " ('Product was professionally packaged and worked right out of the box. Still no problem after a week of using.',\n",
       "  1),\n",
       " (\"We enjoyed this so much on our king mattress that I ordered one for our guest bedroom.  This is an amazing mattress for the price, you just can't beat it.  I was tempted to spend much more on a memory foam mattress, but glad I saved my money on this instead.  Very easy to assemble and when you see the box it comes in, its hard to believe theres a mattress set in it.\",\n",
       "  1),\n",
       " (\"Well, I have literally zero complaints. I have only owned this chair for a month or so, but so far everything is fantastic. I can't believe I got a chair this good for this price. Adjustable arm rests, seat tilt, back tilt, headrest.\",\n",
       "  1),\n",
       " ('I have to say that I am pleased with my decision to purchase one of these humidifiers.  The air in my house gets very dry at times and I have woken up to a nose bleed.  That is not a good feeling to waking up to, so I chose to buy one to help with my house and to put moisture in the air.  I can tell a difference in the house already.',\n",
       "  1),\n",
       " (\"Great look. Easy install. And perfect lift. I have it set to 2 for off roading and couldn't be happier. So smooth.<br /><br />By the way. There is a right and left shock. Two different part numbers. 907 and 908\",\n",
       "  1),\n",
       " ('I purchased this product but it was a little too large for me.  The company changed it out within a day.  Unbelievable service.  I then got the right size and it looks great and seems very durable.',\n",
       "  1),\n",
       " ('I bought it for my friend gift .I  firstly was unexpect it very nice . but  I was wrong ,it is so beautiful and classy.It  can be wore anywhere.',\n",
       "  1),\n",
       " (\"Great to find a mattress made made of natural materials! Could use a little more filling, but it's still, a nice pad. Helps to regulate my body temperature better than polyester or synthetic material pads.\",\n",
       "  1),\n",
       " (\"This little flute makes a nice sound! It's small and has a small range, but what a fun surprise to hear the sounds our little ones can make with it.\",\n",
       "  1),\n",
       " ('Works great with my LaserJet 1300 printer and lasts a long time. I would definitely recommend it and will purchase the product in the futures. Thanks.',\n",
       "  1),\n",
       " (\"I just lost my Samsung 46 inch top of the line when after only 3 years the picture developed a bad screen. Broke my heart but I realized even Samsung gets bad parts now and then. It's a good TV otherwise http://www.amazon.vote/gp/product/B0071NWYP8  I take super care of my electronics as I kept this LCD in new condition right up to its death. Three years? I told the Samsung rep on the phone. He just said it was out of warranty, so long story short I decided against another Samsung.  The vizio rep happened to be there and he pointed out that they re-vamped all the smart apps and told me of the new back-lit 12 panel led zone, which even the 2013 high tech &#34;M&#34; series didn't have. After fiddling with the contrast and temp colors I was able to get a fantastic picture.Bought it, brought it home and set it up.Wow! I was pretty impressed to find a $700 TV that can go up against a $1500 TV. And then you toss in a referbished TV for $500 and you've got yourself a deal! http://www.amazon.vote/gp/product/B00SSG0AJO  Vizio also now has a smaller front frame edge measureing 10mm. only 2 mm less than last year but it makes for an almost invisable frame. Another bonus... I had a good experience mounting it with this http://www.amazon.vote/gp/product/B000WYVBR0  I did a solid week of reading reviews and numerous visits to my local stores watching and adjusting several brands before deciding on a 55 inch LG or Vizio as my choices. I hated the new LG's magic remote( works like a mouse on the screen) but I also heard that the Vizio had lame apps on their smart E & the better M series.  Just last week I walked into my local &#34;S&#34; club and a guy was setting up the new 2014 E series B-2. He told me they were the first to get them.  Vizio ups the speaker wattage from 10 to 15 watts. Not mindblowing but way improved from the muffled speaker sound that is associated with most down pointed speakers that seems to be standard with most HGTV's. Bottom line I love it. Its good to see a company like Vizio upping their game with internal improvements instead of a cosmetic makeover like a lot of other companies.  Save some cash, get yourself a good as new TV! http://www.amazon.vote/gp/product/B00SSG0AJO\",\n",
       "  1),\n",
       " ('I always cook spaghetti.<br />This grater works the best on grating the cheese that I place on top of spaghetti.<br />The cheese are grated just right!<br />It is also easy to clean!',\n",
       "  1),\n",
       " (\"this one was on sale, so i bought it. It's nice and useful. but, it does not stand up on its own and the thin leather, i noticed, may not last long.\",\n",
       "  1),\n",
       " ('Teenager loves this backpack.  Fits all essentials that he needs for school.<br />Straps, zippers and inside lining have held up nicely and you know what<br />kind of abuse kids can do to their things.',\n",
       "  1),\n",
       " (\"Not much to say other than it is eactly what they advertise. I'd like to say the lead doesn't break as often as the other competitor #2 pencils, but I am not 100% certain. It sharpens well and erases well. I recommend this Dixon. BRING THE SCANTRONS!\",\n",
       "  1),\n",
       " (\"This Bang & Olufsen BeoPlay A9 speaker system delivers crisp, full-bodied, room-filling sound, and it looks smashing doing it. The price, however, isn't for the faint of heart.<br /><br />PROS<br />Excellent audio performance, with clear, defined highs and powerful, clean bass response. Stunning and bizarre design. Streams audio via AirPlay and DLNA. Easy set-up.<br /><br />CONS<br />Prohibitively expensive. Your friends might be jealous if you own one.<br /><br />If your style and bass are key features you want from a single speaker then you might want to compare to this Libratone speaker: http://amzn.to/1FXc2Bo\",\n",
       "  1),\n",
       " ('3 boxes for this price?  Great buy!  Just like out the store and I saved some money too. Great to give as gifts too.',\n",
       "  1),\n",
       " ('This is a fast input and packaging (I previously purchased, no! Such items) and work intact. Really can not ask for more.',\n",
       "  1),\n",
       " ('Not cheap but saltfree. Hard to find in stores. Even whole sale. I find lots with lots of salt but none as delicious for baking as these.',\n",
       "  1),\n",
       " (\"As always great shipping from Amazon.  Love this movie, have watched it many times.  Would recommend this to any one that enjoys a nice clean, funny movie.  Don't be afraid to order this movie, its great.  Even the guys would like this movie.  Don't be afraid to purchase you will enjoy.\",\n",
       "  1),\n",
       " ('These are the best chocolate liqueurs today in the market. We had a lot fun last thanksgiving and hopefully this holidays season too! Excellent',\n",
       "  1),\n",
       " (\"This camera produces great quality pics; it''s small and compact and is really easy to use. It's also very pretty in red color like mine. I would conclude it's good for the price\",\n",
       "  1),\n",
       " ('I purchased this system to  have watch on my property and was amazed at all the features and simplicity of the system. The image quality is great and it is very easy to navigate. Overall I have to say this was a great invest worth every penny.',\n",
       "  1),\n",
       " ('Very cool glasses, I need a shades sunglasses seeing in summer,When I walking in the sun, my eyes very comfortable. the lens provide good protection. Good walking sunglasses',\n",
       "  1),\n",
       " (\"Perhaps the only complaint (minor) is that I feel the shiny metal clasps detract from the appearance--- but I'll be trying to fix with a black metal paint pen to see if it covers it up somewhat...very good snug fit, however and appearance otherwise great...\",\n",
       "  1),\n",
       " (\"It's easy to keep track of appointments with this calendar and lots of space to write in. Thanks so very much!\",\n",
       "  1),\n",
       " ('The Joseph Joseph Uni-tool set is just what I was looking for, They are very well made. Was looking for a nice looking cooking set that I can use with my non- stick cookware, This is it. Christmas is coming up so this will make a great gift, My Mother will love this nice set. The 5 in 1 utensil is great just by itself, The tongs make it even better.',\n",
       "  1),\n",
       " (\"It's a good TV for what it's worth. When I was shopping for a 40', I needed a composite input on it to play some oldschool videogames and what not. After a good hour or two of tinkering with the video settings (the defaults aren't the greatest and is why it loses a star), the picture is as good as can be with no significant lagging or whatever. There is also a game mode if you want one, although I personally just stick with the settings I set up for it. Overall great TV if you need that composite input, otherwise, go for something else cause you might save a buck.\",\n",
       "  1),\n",
       " ('The product shipped out really quickly.Happy to see that the installation just attach to a rope and tie to a tree branch. The swing is sturdy can hold the bigger kids as well as the smaller kids. The adjustable height is perfect makes sure everyone can join on the fun.Bonus drainage hole no sitting water you have to drain out or watch for mosquitoes like the tire swings. The shape of the swing aids for great spin time',\n",
       "  1),\n",
       " ('These ball bungees seem to be well constructed. would buy again if needed. shipped and received on time. they should last a couple of seasons.',\n",
       "  1),\n",
       " ('These ball bungees seem to be well constructed. would buy again if needed. shipped and received on time. they should last a couple of seasons.',\n",
       "  1),\n",
       " ('This product is so wonderful. I definatly give it 5 stars! I have been taking it for about 3 weeks now and I have already been able to lose about 5 pounds and I am extremely happy with this product! I will definatly be buying more of this product and will be recommending it to all my friends!',\n",
       "  1),\n",
       " ('This case is amazing in terms of its durability and protection. No other case will possess these features because it is made from the finest qualities materials. I love this double protection case because its belt clip swivel is securely attached to my belt. It is easy to slide up and and down for access.',\n",
       "  1),\n",
       " ('First time ever! first time that I do not have to constantly check for finger prints after every use! Thank you illumisield! You saved me a lot of time.',\n",
       "  1),\n",
       " ('Wow, this product is fantastic. Easy install, beautiful color. It just does what I needed it to do and it looks great with my 47 inch TV.',\n",
       "  1),\n",
       " ('I started off upset when sticking always to the wall but then quickly became happy when i realized it was my fault because i was peeling the wrong side of the sheet. This product is very easy to stick to walls, you take off the white backing of it, stick the decal to the wall and then take off the clear front of it and wow you have a perfectly beautiful sign. I had no other difficulties beside the one because of my own mistakes. i love this product so far, hopefully stays on my wall for forever. Highly  recommend...looks beautiful!',\n",
       "  1),\n",
       " (\"I was satisfied with the product. It's sturdy and functions as described. If you are trying to add the number of horseshoe connections, this will do the job.\",\n",
       "  1),\n",
       " ('amazing and worked perfectly! took this with us into the jungle in PANAMA and swam in the waterfalls. worked amazingly.',\n",
       "  1),\n",
       " ('My son takes pictures of any and every thing! He just loves taking pictures and I enjoy seeing him in his fascination.',\n",
       "  1),\n",
       " (\"Make sure that your bluray player isn't garbage like mine, it freaks out. I need a new one. Lent these disks it to a friend and it ran perfectly on his so I know it isn't the product.\",\n",
       "  1),\n",
       " ('Since she is looking for a quality attachment for her wand, I bought this for my girlfriend and she loves it. She also said that it enhances her wand. Great find since it is cheap. Two thumbs up!',\n",
       "  1),\n",
       " (\"I read some reviews regarding the picture and sound quality and the sound is fine. Yes it would sound better through a surround sound system, but for stock sound it isn't bad. The Smart TV set up was easy and my wife is all over the Netflix! This is my first LED and the picture on the LCD in the living room is brighter so I'm playing with the settings to see if I can improve the quality. All in all for the price, size of screen, and it's a Smart TV, this is a very nice deal.\",\n",
       "  1),\n",
       " (\"If you're a three-finger picker for either guitar or banjo, this is a nice little supply of good quality fingerpicks to keep in your guitar case or gig-bag.  Obviously every picker has preferences for relative thickness (I like a slightly lighter fingerpick for banjo) but for all-around utility, this is a good price for a good product.  And I like to keep a few extras around for a pickin' friend who might have forgotten to pack a few in their pocket...The tube is a handy way to keep it together.\",\n",
       "  1),\n",
       " (\"The major thing I've found with nextgen cartridges toners are they're consistently good in quality and capacity. I've used them for almost 2 years, through several printers, and never had any problems. It helps me save money each time I purchase. I recommend these to any small business owners.\",\n",
       "  1),\n",
       " (\"Great product gets my water tasting as good as bottled. Cheaper, less plastic waste, and I don't have to carry those heavy cases around.\",\n",
       "  1),\n",
       " (\"Awesome, awesome, awesome!!! My son LOVES this watch and Lego figure. This is everything you'd expect it to be. It also has an adjustable band (parts you can add or take away) to make it the perfect size for someone's wrist....because of this, this watch could fit a young child (3+) to an adult.\",\n",
       "  1),\n",
       " ('The product is a great value considering how outrageous HDMI cords are at retail stores. I felt that this cable was better quality that cables I paid 40-60 dollars for at retail stores.',\n",
       "  1),\n",
       " ('Ah, it’s a definitely American story – in 1969 friends Mo Siegel and Wyck Hay of Colorado began selling the herbal teas that they had previously only made for themselves. From such small beginnings came that famous tea company – Celestial Seasonings.<br /><br />Among Celestial Seasonings’ many products is Nutcracker Sweet Holiday Tea. This wonderful drink is black tea with natural vanilla extract, cinnamon and other natural flavors. It tastes great hot, while staring out the window at a snowy evening, and (surprisingly) tastes even better iced, while sitting outside in the summer heat! I love this tea, and drink it all year round.<br /><br />So, if you want a delicious and flavorful black tea, then I highly recommend your get Celestial Seasonings’ Nutcracker Sweet Holiday Tea.<br /><br />By the way, Celestial Seasonings has some great recipes on their website, including a delicious Nutcracker Sweet Pie!',\n",
       "  1),\n",
       " (\"They do not require huge force to work perfectly. They don't splatter mouse guts all over the place or make a bloody mouse mess. Also, they don't really hurt if they release on your finger (hard to do since you're finger is never in the trap). They grab and suffocate the mouse. Awesome design, works terrific, an ant could set it off and it's practically impossible for mice to raid the bait without triggering the trap so even tiny mice get got.\",\n",
       "  1),\n",
       " (\"I have used WD black and RE4 (now just RE) drives for many years. I've probably used more than 100 in my desktops and light use servers and that many again in client desktops/servers. My overall experience has been excellent and this drive, so far, is no exception.<br /><br />After a week with the WD2003FZEX my first impressions are below. I'll update the review as I've lived with the drive for a while and share what I learn.<br /><br />I installed the WD2003FZEX 2TB WD Black drive into a Dell T7500 Precision Workstation. It is being used for data and is not the boot drive which is a [[ASIN:B00CKAOWB6 Seagate 600 series SSD]] that is very fast but power hungry for a SSD: good for desktops, not as much for laptops/tablets.<br /><br />I tried both the built-in SATA2 and an add-in card with SATA3. In all cases Installation was painless and uneventful. The different interfaces did not yield dramatically different results.<br /><br />To get an handle on how this drive's performance changes from the last version I ran some tests on this drive and a older [[ASIN:B004CSIFFS Caviar Black 750 GB SATA III 7200 RPM 64MB - WD7502AAEX]] for comparison.<br /><br />In running casual tests (copying large files, directories of small files, etc.) I got some general impressions of the drive:<br /><br />1) In both large files and small file copies to/from the FZEX outperforms the older AAEX but mostly shines with small file/random access. I believe the improvement for small file/random access is close to 10%. Some of this might be the dual processor and improved caching over older versions.<br /><br />2) it's more noisy than previous versions as has been noted in other reviews. It seems that is a fairly consistent pattern for rotating media drives: faster=noisier.<br /><br />3) The drive runs slightly warm - meaning comfortably warm to the touch. Good for longevity and unusual for a performance drive.<br /><br />The WD Black line of drives comes with a 5 year warranty. I have had few failues with WD drives but when they have happened I have never had a problem with warranty. This has not been so true with other manufacturers (You can read about this in my review of the [[ASIN:B00691WMJG Seagate Momentus XT 750GB Hybrid Drive]]). With a business where I run a lot of hard drives this matters. Warranty is nothing until you need it, then it's everything.<br /><br />The FZEX is a consistent step in the long evolution and ongoing improvement of the WD Black line drives. For consistent quality I have to give this drive 5 stars.<br /><br />Hope this paints a helpful picture of what the drive delivers.<br /><br />Update: Dec 27, 2013<br /><br />After living with the 2TB black drive for a while it seems more quiet than at first. This might be the drive, but I think more likely me just getting used to it. So far no issues or glitches. It is operating perfectly and still feels faster than my older WD Black line drives. I'm still quite satisfied.<br /><br />Another option from WD that is a little unusual and works in laptops and may also be good for compact desktops or all-in-one's is the [[ASIN:B00GSJ9X4Q Black2 Dual Drive 2.5&#34; 120 GB SSD + 1 TB HDD]]. This provides an OS sized 120GB SSD and 1TB HDD in one laptop sized package. This is different from hybrid drives. It uses one 2.5&#34; format package to implement the popular desktop combo of a SSD for the OS and a conventional drive for bulk data. It's on the expensive side but is a good solution for a combination of speed and bulk data. I installed this for a client who does video editing on a laptop.\",\n",
       "  1),\n",
       " ('This product is amazing! When I use it on my hair, it becomes super soft and just love it. Not does it just feel good, it smells great too! This is a great product is very recommended. Try it out!',\n",
       "  1),\n",
       " (\"I needed to replace a larger, heavier toiletry kit because I was experimenting with traveling only with carry on luggage.  This toiletry kit worked very well on an 18 day trip through Italy.  I'm very pleased with it.  The inner pockets hold alot and when zipped up the kit takes up much less room in my suitcase than my old one.\",\n",
       "  1),\n",
       " ('This car was a huge hit at my nephews birthday party! As soon as he opened it he went to charge the battery and the kids played with it all evening! From what i hear the car is still working and going strong. Great buy, highly recommended!',\n",
       "  1),\n",
       " (\"These are everything that I hoped for. I eat or cook with them every day. Do, I will be getting them again. I could give maybe 5 stars but I don't do that easily.\",\n",
       "  1),\n",
       " (\"I ordered this for my baby's room, so that the stuffed animals wouldn't take up much of the floor space needed for the baby's furniture. I'm am very happy with it, and it holds A LOT of teddy bears, and it also compliments the room.<br /><br />A little stretchy though.\",\n",
       "  1),\n",
       " ('Just one problem. Since I use this for sports, its very frustrating as the cotton is too smooth and slips inside the shoe. I like socks that have a bit of grip on them.',\n",
       "  1),\n",
       " ('Cat loves it, and it does not contain any scary or harmful ingredients. It is just fine. The taste he seems not to mind. I would never feed my pet something that I would be afraid to take myself, so this brand passes my test.',\n",
       "  1),\n",
       " (\"I recently upgraded to the Galaxy S6 from the S5. I wanted to preserve my phone's beauty so I decided to purchase this reasonable priced clear case. This simple clear case provides all around protection. Even though it has no cosmetic effect to it, it still fully protects my phone very well. I can tell that the case was packaged very carefully because it tighly secured inside the envelope.\",\n",
       "  1),\n",
       " ('This reservoir arrived very quickly (which is a good thing because the leak in the old one had grown worse), was super easy to install (my husband had it done in minutes), and had all of the parts as advertised.  The price was also very good, and it is still functioning properly, so we are really satisfied with this purchase!',\n",
       "  1),\n",
       " ('We purchased these to make small bows for a Christmas craft. You get a very nice selection for the price and the quality is very good. Recommend!',\n",
       "  1),\n",
       " (\"I use this chair in my kitchen, as I have a hard time standing for more than a minute or so. Bad back. I like the idea that you can raise and; lower the seat, and that it is tall enough so you can stir on top of the stove. Also works well (with cabinet door open) to sit at sink to peel things. The foot rest ring is very important to have, and don't get one without it. Overall, I am very pleased with this purchase, as it is a lot less money than most, and the quality is excellent.\",\n",
       "  1),\n",
       " (\"I like the saw now that I modified it. When I first started using the saw I noticed there was not enough water getting on the blade. The way the water gets to the blade is nothing like I had ever seen. There are two tubes that come down on each side of the blade that you can adjust to hit the blade. The issue I found was in the 90 degree fitting where the water tube attached. I removed the fitting and used a drill bit to make the opening going through the fitting larger. I'm not sure if this was a design issue or if the plastic fitting when it was molded did not leave a big enough orfus. After the minor modification I like the saws performance.\",\n",
       "  1),\n",
       " (\"The DVD's were in GREAT condition. The FIRST movie BY FAR was the better of the three!  My 10 y.o LOVED IT!!!\",\n",
       "  1),\n",
       " (\"Works well on my 1965 shelby cobra. Original car, was handed down, wouldn't trust anything other than STA-BIL in this 427 beauty.\",\n",
       "  1),\n",
       " (\"I ordered this inflation gun as my old analog gauge gun had a straight connection that did not work with my Kawasaki Ninja 650 motorcycle. I needed a compact 90 degree head angle to reach the valve. It works well and is easy to read. My only concern is calibration. An analog gauge can be easy to see if it is off zero. A digital gauge is not so easy so you have to trust that it stays in calibration. On the plus side for digital is the ability to read to tenths of a PSI.<br />I like the lock down feature of this gauge as it makes the connection secure and you don't have to worry about maintaining a good valve connection while filling the tire.\",\n",
       "  1),\n",
       " (\"I totally agree that no self respecting person can be seen out in the Crocs clog. They are hideous. But the flip flop... now this is acceptable. Iy is the most comfortable sandal you will ever wear. Something about the design also keeps it on your feet. You don't have to shuffle in these. A great sandal any self respecting person can wear.\",\n",
       "  1),\n",
       " ('Spigen does it again with the protection and slimmest cover yet.  This is my 6th cover and i will be back again.',\n",
       "  1),\n",
       " (\"These two small tweezers perform beyond my expectations,they are compact and light weight to I can use them to do very delicate work such as fixing my iphone,and it is Anti-magnetic so I don't have to worry about the small screws!\",\n",
       "  1),\n",
       " (\"My kiddo likes talking to the Octopus.  I like talking to the fat Whale.  We all talk and hang out and we babble and wobble and drool everywhere.  It's awesome.\",\n",
       "  1),\n",
       " ('I can not describe how much I love this new watch! You guys know how much I love Kenneth Cole fashions and this is just one perfect example of it. It  is just simply stunning. I have had so many compliments on it already. Happy birthday to me.',\n",
       "  1),\n",
       " ('A great movie!  Two of my favorite actors and the movie is full of twists and turns that keeps you on your toes till the VERY end.',\n",
       "  1),\n",
       " (\"It does what it's supposed to, keeps the chain from rubbing on the frame while cleaning. Easy to use, great product.\",\n",
       "  1),\n",
       " ('This was a Christmas gift for our 7 year old who is a huge rockhound and geology buff.  It is the perfect weight and very durable and efficient for him.  We got a lot of use out of it mining for obsidian - 400 lbs. later, I think it served us all very well and he loves it.',\n",
       "  1),\n",
       " ('leather office furniture from flash furniture is very comfy,bought it and and i can work the whole day with no sign of tiredness,the nylon arms makes it even more comfortable.',\n",
       "  1),\n",
       " ('Love these monitors. As all fairly serious producers know,  having the right monitors make a huge difference and these have quickly become some of my favorite. I definitely recommend them.',\n",
       "  1),\n",
       " (\"My husband is such a fond of French fries, especially at the home, I ordered this to make fries at home, this is my first time to make fries at home, I already had the one cutter, but didn't use it before and when I used it that day, it broke into two parts such a creep thing. This one is very good and strong.\",\n",
       "  1),\n",
       " (\"I bought this charm for my mother-in-law for Easter.  She has a Chamilla bracelet and I wanted to get her something both Irish and significant of Easter.  This charm fit the bill.  It's even better in person.  I will be ordering another one for my own mom.  Great charm for the price.\",\n",
       "  1),\n",
       " ('Well packaged. I am very happy with this panel. It works very well and is light enough to move around. In fact, I will shortly order another pair of the panel!',\n",
       "  1),\n",
       " ('Apple is my absolute favorite scent, especially on candles. I discovered the Macintosh apple candle from Yankee years ago and have been hooked since. Yes its a little pricey for a candle but its a nice scent to have in your home if you can afford to splurge every once in awhile.',\n",
       "  1),\n",
       " ('The ZAQ Dew Aromatherapy Essential Oil Diffuser is a fun, modern way to eliminate the odors in your home.  The simple sleek design is very eye catching and setup took only a few minutes.  Pull the diffuser out of the box, fill with water from the measuring cup provided, add 3-4 drops of scented oils (not provided), plug it in, push the button, and presto! --  your house is smelling fantastic!  I had a few friends over right after I got the diffuser and they loved the fact that it changed colors and were instantly intrigued by the design. The device has an auto shutoff (when it runs out of water) as well and you can also adjust it so that it will scent but not have the light. The only thing I do warn about is that unless you are trying to do a quick coverup of your stinky kitchen, perhaps only use 2 drops of oil and be sure to put the machine away from any food.  The first few times I ran the diffuser I set it on the kitchen table and, while eating a quick snack, I found myself being a bit overwhelmed by the scent. After moving it to a different spot and adding a little less oil, I find that it works much better.<br /><br />I love scented products and have used many different types for creating that ambiance and atmosphere throughout my home. This one adds moisture to dry air as well, which is especially great during the winter months. This diffuser would make a lovely gift.',\n",
       "  1),\n",
       " (\"Very nice added touch for topping boots.  They fit me very well.  I have muscular calves pretty good size...  I don't know the measurement.  And these are rare enough that you will stand apart.  lots of complements.\",\n",
       "  1),\n",
       " (\"This is a great light and a good complement to my other DeWalt 'snake' light which is more of a spotlight.  This thing seems to be very well made.  It puts out a lot of light and disperses it well.  I have only used it a few times so far but so far so good.  No problems whatsoever and I would recommend this to anyone.  Now it will be a toss up as to which light I grab for the snake light or this one... !\",\n",
       "  1),\n",
       " ('Really like this shoe. Good fit and functions well on trail to road. I highly recommend this shoe for running, and for everyday casual use. Stylish too.',\n",
       "  1),\n",
       " (\"These work great as additional stabilizers for my travel trailer. I was always moving from side to side as you know what they say.. Don't come knocking if the camping is rocking! Well anybody can come over now with these bad boys under the camper.\",\n",
       "  1),\n",
       " ('I have been taking this for a little bit now it is a great product I am using it for inflammation I had in my knee after a car accident and the results have been great I have more flexibility and feel great taking it',\n",
       "  1),\n",
       " ('Very nice and heavy measuring set. Cute. It is also 18/8 stainless steal so it will last for many years.',\n",
       "  1),\n",
       " (\"This is a marvelous spoof book, written in very formal prose, about totally imaginary creatures. (I found a very nice copy at a garage sale selling for a dollar, 50 cents after a bit of bargaining).<br /><br />This was reprinted by The University of Chicago Press with the following legend: &#34;The Snouters was originally published in Germany, under the title Bau und Leben der Rhinogradentia, by Gustav Fischer Verlag Stuttgart in 1957. Copyright � 1964 by Gustav Fischer Verlag Stuttgart. Portions of the book appeared in Natural History magazine in April 1967 and is reprinted here with permission. The 15 plates and 12 text figures in this volume were drawn by Gerolf Steiner. The University of Chicago Press, Chicago 60637 The University of Chicago Press, Ltd., London.<br /><br />Maggie Koerth-Baker recently wrote a blog post about the book; the picture she refers to can be found by googling Maggie Koerth-Baker imaginary animals.<br /><br />&#34;In this dusty display box at the University of Maine sits the carefully preserved skeleton of a small, shrew-like rodent which, lacking hind legs, propelled itself along with the help of a long, jointed nose-foot. If that seems a bit too whimsical to be true, well, it is. The creature belongs to the mammalian order Rhinogradentia – an entirely made-up class of animals. Like this specimen, which belongs to UMaine professor Irving Kornfield, the rhinogrades are all rodents and they all have some sort of fantastic nasal appendage ... and, most importantly, none of them actually exist.<br /><br />&#34;Now, there are plenty of imaginary animals in the world and, some of them – like the jackalope, for instance – exist in taxidermy and skeletal form despite not existing as living beings. But most of those are folk-crafts, their origins steeped in tall tales or intentionally profitable efforts to mislead, and their inventors lost to time. Rhinogradentia, on the other hand, is relatively new. It was created in 1961 by a real German zoologist named Gerolf Steiner who wanted to illustrate the way evolution can create diversity in isolated populations. In order to do that, Steiner created a fake German zoologist called Harald Stümpke, a fake island chain called Hy-yi-yi, and a fake order of mammals with funny noses. And then he wrote a book about it.<br /><br />&#34; Published under Stümpke's name, The Snouters: Form and Life of the Rhinogrades, is meant to read like a totally serious zoology handbook of the time period. It's a parody that absolutely refuses to wink at you, and it's become a bit of an in-joke among biologists. This particular specimen was actually built by Kornfield, himself, using real animal bones and illustrations from Stümpke/Steiner's book.&#34;<br /><br />I enjoyed reading the book, and enjoyed reading both Maggie Koerth-Baker's description and the marvelous Reviews here on Amazon even more. My only problem is how to dispose of the book, now that I am down sizing my life.<br /><br />Robert C. Ross<br />March 2015\",\n",
       "  1),\n",
       " (\"Starting a die on a small rod such as for a #6-32 thread is NOT easy without a &#34;guide&#34; to keep the die square to the rod while you rotate the die handle to engage the die with the rod. This handle has the needed adjustable guide to make threading easier. To make it a little easier, sand or file a pair of &#34;flats&#34; at a slight [10degrees] angle to the length of the rod. Put these flats on opposite sides at the end of the rod. This helps the die get an easier &#34;bite&#34; into the end of the rod. Also, use some real cutting oil before starting the threading. Available at Lowe's.<br />Got this tool from Amazon. Excellent price & safe delivery.\",\n",
       "  1),\n",
       " ('taste better then the other egg proteins, not great, but better then others i tried.  your farts will stink really bad too, not sure if thats a pro or a con. depends who you are going to be around.',\n",
       "  1),\n",
       " ('My son LOVES superheroes and Captain America is his ultimate favourite - this light has made going to bed super easy as he cant wait to get into bed and have Captain America protect him all night. It also gives off just enough light that my husband and I can check on him throughout the night without waking him up. Highly recommend this light.',\n",
       "  1),\n",
       " ('Works as advertised. Holds the camera well on my flat screen. Is somewhat adjustable but may not work well on a really thin TV.',\n",
       "  1),\n",
       " ('Fun game, components could be made better. Rules could also have been written better. But still worth the low price.',\n",
       "  1),\n",
       " ...]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rawData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# TEXT PREPROCESSING AND FEATURE VECTORIZATION\n",
    "# Input: a string of one review\n",
    "table = str.maketrans({key: None for key in string.punctuation})\n",
    "def preProcess(text):\n",
    "    # Should return a list of tokens\n",
    "    lemmatizer = WordNetLemmatizer()\n",
    "    filtered_tokens=[]\n",
    "    lemmatized_tokens = []\n",
    "    stop_words = set(stopwords.words('english'))\n",
    "    text = text.translate(table)\n",
    "    for w in text.split(\" \"):\n",
    "        if w not in stop_words:\n",
    "            lemmatized_tokens.append(lemmatizer.lemmatize(w.lower()))\n",
    "        filtered_tokens = [' '.join(l) for l in nltk.bigrams(lemmatized_tokens)] + lemmatized_tokens\n",
    "    return filtered_tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "featureDict = {} # A global dictionary of features\n",
    "\n",
    "def toFeatureVector(tokens):\n",
    "    localDict = {}\n",
    "    for token in tokens:\n",
    "        if token not in featureDict:\n",
    "            featureDict[token] = 1\n",
    "        else:\n",
    "            featureDict[token] = +1\n",
    "   \n",
    "        if token not in localDict:\n",
    "            localDict[token] = 1\n",
    "        else:\n",
    "            localDict[token] = +1\n",
    "    \n",
    "    return localDict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def crossValidate(dataset, folds):\n",
    "    shuffle(dataset)\n",
    "    cv_results = []\n",
    "    foldSize = int(len(dataset)/folds)\n",
    "    for i in range(0,len(dataset),foldSize):\n",
    "        classifier = trainClassifier(dataset[:i]+dataset[foldSize+i:])\n",
    "        y_pred = predictLabels(dataset[i:i+foldSize],classifier)\n",
    "        a = accuracy_score(list(map(lambda d : d[1], dataset[i:i+foldSize])), y_pred)\n",
    "        (p,r,f,_) = precision_recall_fscore_support(list(map(lambda d : d[1], dataset[i:i+foldSize])), y_pred, average ='macro')\n",
    "        #print(a,p,r,f)\n",
    "        cv_results.append((a,p,r,f))\n",
    "    cv_results = (np.mean(np.array(cv_results),axis=0))\n",
    "    return cv_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def splitData(percentage):\n",
    "    dataSamples = len(rawData)\n",
    "    halfOfData = int(len(rawData)/2)\n",
    "    trainingSamples = int((percentage*dataSamples)/2)\n",
    "    for (Text, Label) in rawData[:trainingSamples] + rawData[halfOfData:halfOfData+trainingSamples]:\n",
    "        trainData.append((toFeatureVector(preProcess(Text)),Label))\n",
    "    for (Text, Label) in rawData[trainingSamples:halfOfData] + rawData[halfOfData+trainingSamples:]:\n",
    "        testData.append((toFeatureVector(preProcess(Text)),Label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def trainClassifier(trainData):\n",
    "    print(\"Training Classifier...\")\n",
    "    pipeline =  Pipeline([('svc', LinearSVC(C=0.01))])\n",
    "    return SklearnClassifier(pipeline).train(trainData)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def predictLabels(reviewSamples, classifier):\n",
    "    return classifier.classify_many(map(lambda t: t[0], reviewSamples))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now 6186 rawData, 0 trainData, 0 testData\n",
      "Preparing training and test data...\n",
      "Now 6186 rawData, 4948 trainData, 1238 testData\n",
      "Training Samples: \n",
      "4948\n",
      "Features: \n",
      "179746\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Mean of cross-validations (Accuracy, Precision, Recall, Fscore):  [ 0.87357379  0.87328627  0.87319835  0.87298504]\n"
     ]
    }
   ],
   "source": [
    "#rawData = []          # the filtered data from the dataset file (should be 21000 samples)\n",
    "#preprocessedData = [] # the preprocessed reviews (just to see how your preprocessing is doing)\n",
    "trainData = []        # the training data as a percentage of the total dataset (currently 80%, or 16800 samples)\n",
    "testData = []    \n",
    "\n",
    "#print(\"Now %d rawData, %d trainData, %d testData\" % (len(rawData), len(trainData), len(testData)),\n",
    " #     \"Preparing the dataset...\",sep='\\n')\n",
    "\n",
    "# We split the raw dataset into a set of training data and a set of test data (80/20)\n",
    "print(\"Now %d rawData, %d trainData, %d testData\" % (len(rawData), len(trainData), len(testData)),\n",
    "      \"Preparing training and test data...\",sep='\\n')\n",
    "splitData(0.8)\n",
    "# We print the number of training samples and the number of features\n",
    "print(\"Now %d rawData, %d trainData, %d testData\" % (len(rawData), len(trainData), len(testData)),\n",
    "      \"Training Samples: \", len(trainData), \"Features: \", len(featureDict), sep='\\n')\n",
    "print(\"Mean of cross-validations (Accuracy, Precision, Recall, Fscore): \", crossValidate(trainData, 10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "ADDING EXTRA FEATURES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rawData = data4[[\"REVIEW_TEXT\", \"VERIFIED_PURCHASE\", \"PRODUCT_CATEGORY\", \"LABEL\", \"RATING\"]]\n",
    "rawData = [tuple(x) for x in rawData.values]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def splitData(percentage):\n",
    "    dataSamples = len(rawData)\n",
    "    halfOfData = int(len(rawData)/2)\n",
    "    trainingSamples = int((percentage*dataSamples)/2)\n",
    "    for (Text, verified_Purchase, product_Category, Label, Rating) in rawData[:trainingSamples] + rawData[halfOfData:halfOfData+trainingSamples]:\n",
    "        trainData.append((toFeatureVector(preProcess(Text), verified_Purchase, product_Category, Label), Rating))\n",
    "    for (Text, verified_Purchase, product_Category, Label, Rating) in rawData[trainingSamples:halfOfData] + rawData[halfOfData+trainingSamples:]:\n",
    "        testData.append((toFeatureVector(preProcess(Text), verified_Purchase, product_Category, Label), Rating))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "featureDict = {} # A global dictionary of features\n",
    "\n",
    "def toFeatureVector(tokens, verified_Purchase, product_Category, labels):\n",
    "    localDict = {}\n",
    "    \n",
    "#Labels\n",
    "\n",
    "    featureDict[\"L\"] = 1   \n",
    "    localDict[\"L\"] = labels\n",
    "\n",
    "#Verified_Purchase\n",
    "  \n",
    "    featureDict[\"VP\"] = 1\n",
    "            \n",
    "    if verified_Purchase == \"N\":\n",
    "        localDict[\"VP\"] = 0\n",
    "    else:\n",
    "        localDict[\"VP\"] = 1\n",
    "\n",
    "#Product_Category\n",
    "\n",
    "    \n",
    "    if product_Category not in featureDict:\n",
    "        featureDict[product_Category] = 1\n",
    "    else:\n",
    "        featureDict[product_Category] = +1\n",
    "            \n",
    "    if product_Category not in localDict:\n",
    "        localDict[product_Category] = 1\n",
    "    else:\n",
    "        localDict[product_Category] = +1\n",
    "            \n",
    "            \n",
    "#Text        \n",
    "\n",
    "    for token in tokens:\n",
    "        if token not in featureDict:\n",
    "            featureDict[token] = 1\n",
    "        else:\n",
    "            featureDict[token] = +1\n",
    "            \n",
    "        if token not in localDict:\n",
    "            localDict[token] = 1\n",
    "        else:\n",
    "            localDict[token] = +1\n",
    "    \n",
    "    return localDict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now 6186 rawData, 0 trainData, 0 testData\n",
      "Preparing training and test data...\n",
      "Now 6186 rawData, 4948 trainData, 1238 testData\n",
      "Training Samples: \n",
      "4948\n",
      "Features: \n",
      "179778\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Training Classifier...\n",
      "Mean of cross-validations (Accuracy, Precision, Recall, Fscore):  [ 0.84389952  0.8440097   0.84418765  0.84256997]\n"
     ]
    }
   ],
   "source": [
    "#rawData = []          # the filtered data from the dataset file (should be 21000 samples)\n",
    "#preprocessedData = [] # the preprocessed reviews (just to see how your preprocessing is doing)\n",
    "trainData = []        # the training data as a percentage of the total dataset (currently 80%, or 16800 samples)\n",
    "testData = []    \n",
    "\n",
    "#print(\"Now %d rawData, %d trainData, %d testData\" % (len(rawData), len(trainData), len(testData)),\n",
    " #     \"Preparing the dataset...\",sep='\\n')\n",
    "\n",
    "# We split the raw dataset into a set of training data and a set of test data (80/20)\n",
    "print(\"Now %d rawData, %d trainData, %d testData\" % (len(rawData), len(trainData), len(testData)),\n",
    "      \"Preparing training and test data...\",sep='\\n')\n",
    "splitData(0.8)\n",
    "# We print the number of training samples and the number of features\n",
    "print(\"Now %d rawData, %d trainData, %d testData\" % (len(rawData), len(trainData), len(testData)),\n",
    "      \"Training Samples: \", len(trainData), \"Features: \", len(featureDict), sep='\\n')\n",
    "print(\"Mean of cross-validations (Accuracy, Precision, Recall, Fscore): \", crossValidate(trainData, 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Classifier...\n",
      "accuracy:  0.806138933764\n",
      "Precision:  0.813054281193\n",
      "Recall:  0.806138933764\n",
      "f1-score:  0.805062394205\n"
     ]
    }
   ],
   "source": [
    "classifier = trainClassifier(trainData)\n",
    "predictions = predictLabels(testData, classifier)\n",
    "true_labels = list(map(lambda d: d[1], testData))\n",
    "a = accuracy_score(true_labels, predictions)\n",
    "p, r, f1, _ = precision_recall_fscore_support(true_labels, predictions, average='macro')\n",
    "print(\"accuracy: \", a)\n",
    "print(\"Precision: \", p)\n",
    "print(\"Recall: \", a)\n",
    "print(\"f1-score: \", f1)\n"
   ]
  }
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