{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Predicting sentiment from product reviews\n",
    "\n",
    "#Fire up GraphLab Create"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import graphlab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Read some product review data\n",
    "\n",
    "Loading reviews for a set of baby products. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "products = graphlab.SFrame('amazon_baby.gl/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Let's explore this data together\n",
    "\n",
    "Data includes the product name, the review text and the rating of the review. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">name</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">review</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rating</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Planetwise Flannel Wipes</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">These flannel wipes are<br>OK, but in my opinion ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Planetwise Wipe Pouch</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">it came early and was not<br>disappointed. i love ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Annas Dream Full Quilt<br>with 2 Shams ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Very soft and comfortable<br>and warmer than it ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Stop Pacifier Sucking<br>without tears with ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">This is a product well<br>worth the purchase.  I ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Stop Pacifier Sucking<br>without tears with ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">All of my kids have cried<br>non-stop when I tried to ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Stop Pacifier Sucking<br>without tears with ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">When the Binky Fairy came<br>to our house, we didn't ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A Tale of Baby's Days<br>with Peter Rabbit ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Lovely book, it's bound<br>tightly so you may no ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Tracker&amp;reg; - Daily<br>Childcare Journal, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Perfect for new parents.<br>We were able to keep ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Tracker&amp;reg; - Daily<br>Childcare Journal, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A friend of mine pinned<br>this product on Pinte ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Tracker&amp;reg; - Daily<br>Childcare Journal, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">This has been an easy way<br>for my nanny to record ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 3 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\treview\tstr\n",
       "\trating\tfloat\n",
       "\n",
       "Rows: 10\n",
       "\n",
       "Data:\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "|              name             |             review            | rating |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "|    Planetwise Flannel Wipes   | These flannel wipes are OK... |  3.0   |\n",
       "|     Planetwise Wipe Pouch     | it came early and was not ... |  5.0   |\n",
       "| Annas Dream Full Quilt wit... | Very soft and comfortable ... |  5.0   |\n",
       "| Stop Pacifier Sucking with... | This is a product well wor... |  5.0   |\n",
       "| Stop Pacifier Sucking with... | All of my kids have cried ... |  5.0   |\n",
       "| Stop Pacifier Sucking with... | When the Binky Fairy came ... |  5.0   |\n",
       "| A Tale of Baby's Days with... | Lovely book, it's bound ti... |  4.0   |\n",
       "| Baby Tracker&reg; - Daily ... | Perfect for new parents. W... |  5.0   |\n",
       "| Baby Tracker&reg; - Daily ... | A friend of mine pinned th... |  5.0   |\n",
       "| Baby Tracker&reg; - Daily ... | This has been an easy way ... |  4.0   |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "[10 rows x 3 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "products.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Build the word count vector for each review"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "products['word_count'] = graphlab.text_analytics.count_words(products['review'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">name</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">review</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rating</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">word_count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Planetwise Flannel Wipes</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">These flannel wipes are<br>OK, but in my opinion ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 5, 'stink': 1,<br>'because': 1, 'ordered': ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Planetwise Wipe Pouch</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">it came early and was not<br>disappointed. i love ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 3, 'love': 1,<br>'it': 2, 'highly': 1, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Annas Dream Full Quilt<br>with 2 Shams ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Very soft and comfortable<br>and warmer than it ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 2, 'quilt': 1,<br>'it': 1, 'comfortable': ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Stop Pacifier Sucking<br>without tears with ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">This is a product well<br>worth the purchase.  I ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'ingenious': 1, 'and':<br>3, 'love': 2, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Stop Pacifier Sucking<br>without tears with ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">All of my kids have cried<br>non-stop when I tried to ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 2, 'parents!!':<br>1, 'all': 2, 'puppet.': ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Stop Pacifier Sucking<br>without tears with ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">When the Binky Fairy came<br>to our house, we didn't ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 2, 'cute': 1,<br>'help': 2, 'doll': 1, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A Tale of Baby's Days<br>with Peter Rabbit ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Lovely book, it's bound<br>tightly so you may no ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'shop': 1, 'be': 1,<br>'is': 1, 'it': 1, 'as': ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Tracker&amp;reg; - Daily<br>Childcare Journal, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Perfect for new parents.<br>We were able to keep ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'feeding,': 1, 'and': 2,<br>'all': 1, 'right': 1, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Tracker&amp;reg; - Daily<br>Childcare Journal, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A friend of mine pinned<br>this product on Pinte ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 1, 'help': 1,<br>'give': 1, 'is': 1, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Tracker&amp;reg; - Daily<br>Childcare Journal, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">This has been an easy way<br>for my nanny to record ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'journal.': 1, 'all': 1,<br>'standarad': 1, ...</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 4 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\treview\tstr\n",
       "\trating\tfloat\n",
       "\tword_count\tdict\n",
       "\n",
       "Rows: 10\n",
       "\n",
       "Data:\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "|              name             |             review            | rating |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "|    Planetwise Flannel Wipes   | These flannel wipes are OK... |  3.0   |\n",
       "|     Planetwise Wipe Pouch     | it came early and was not ... |  5.0   |\n",
       "| Annas Dream Full Quilt wit... | Very soft and comfortable ... |  5.0   |\n",
       "| Stop Pacifier Sucking with... | This is a product well wor... |  5.0   |\n",
       "| Stop Pacifier Sucking with... | All of my kids have cried ... |  5.0   |\n",
       "| Stop Pacifier Sucking with... | When the Binky Fairy came ... |  5.0   |\n",
       "| A Tale of Baby's Days with... | Lovely book, it's bound ti... |  4.0   |\n",
       "| Baby Tracker&reg; - Daily ... | Perfect for new parents. W... |  5.0   |\n",
       "| Baby Tracker&reg; - Daily ... | A friend of mine pinned th... |  5.0   |\n",
       "| Baby Tracker&reg; - Daily ... | This has been an easy way ... |  4.0   |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "+-------------------------------+\n",
       "|           word_count          |\n",
       "+-------------------------------+\n",
       "| {'and': 5, 'stink': 1, 'be... |\n",
       "| {'and': 3, 'love': 1, 'it'... |\n",
       "| {'and': 2, 'quilt': 1, 'it... |\n",
       "| {'ingenious': 1, 'and': 3,... |\n",
       "| {'and': 2, 'parents!!': 1,... |\n",
       "| {'and': 2, 'cute': 1, 'hel... |\n",
       "| {'shop': 1, 'be': 1, 'is':... |\n",
       "| {'feeding,': 1, 'and': 2, ... |\n",
       "| {'and': 1, 'help': 1, 'giv... |\n",
       "| {'journal.': 1, 'all': 1, ... |\n",
       "+-------------------------------+\n",
       "[10 rows x 4 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "products.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "graphlab.canvas.set_target('ipynb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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{\"frequency\": 19, \"value\": \"BabyKicks 3 Pack ...\"}, \"Munchkin Powdered Formula Dispenser, Colors May Vary\": {\"frequency\": 7, \"value\": \"Munchkin Powdered ...\"}, \"Tiny Love Gymini Move and Play Activity Gym, Animals\": {\"frequency\": 36, \"value\": \"Tiny Love Gymini ...\"}, \"Safety 1st 900 Mhz Sight And Sound Nursery Monitor System\": {\"frequency\": 39, \"value\": \"Safety 1st 900 Mhz ...\"}, \"Sassy Developmental Bath Toy, Catch and Count Net\": {\"frequency\": 29, \"value\": \"Sassy ...\"}, \"Fisher-Price Coco Sorbet Soothing Motions Glider\": {\"frequency\": 51, \"value\": \"Fisher-Price Coco ...\"}, \"Witch Hazel Distillate (Alcohol Free) 8 Ounces\": {\"frequency\": 22, \"value\": \"Witch Hazel ...\"}, \"Evenflo Journey 300 Stroller with Embrace 35 Car Seat, Koi\": {\"frequency\": 31, \"value\": \"Evenflo Journey ...\"}, \"American Baby Company 100% Organic Cotton Interlock Fitted Pack N Play Sheet, Natural\": {\"frequency\": 86, \"value\": \"American Baby ...\"}, \"Disney Soft Potty and Step Stool Combo Set, Pixar Cars\": {\"frequency\": 22, \"value\": \"Disney Soft Potty ...\"}, \"Dr. Brown's Natural Flow Cleaning Brush, 4 Pack\": {\"frequency\": 60, \"value\": \"Dr. Brown's ...\"}, \"FitBALL Seating Disc 15&quot; Iridescent Blue (Poly Bag)\": {\"frequency\": 19, \"value\": \"FitBALL Seating ...\"}, \"Badger Basket Baby Changing Table with Six Baskets, Black\": {\"frequency\": 40, \"value\": \"Badger Basket Baby ...\"}, \"Ikea Baby Bib Set with Sleaves-kladd Prickar\": {\"frequency\": 23, \"value\": \"Ikea Baby Bib Set ...\"}, \"Playtex Premium Nurser Newborn Gift Set\": {\"frequency\": 40, \"value\": \"Playtex Premium ...\"}, \"Comotomo 2 Pack Silicone Replacement Nipple, Clear, Variable Flow\": {\"frequency\": 18, \"value\": \"Comotomo 2 Pack ...\"}, \"Prince Lionheart bebePOD Flex Baby Seat, Mint\": {\"frequency\": 26, \"value\": \"Prince Lionheart ...\"}, \"Mary Meyer Wubbanub Plush Pacifier, Cutsie Caterpillar\": {\"frequency\": 123, 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\"Prince Lionheart pottyPOD, Blue\": {\"frequency\": 22, \"value\": \"Prince Lionheart ...\"}, \"Hello Kitty diecut face shape Area Rug 30 X 25 inches\": {\"frequency\": 27, \"value\": \"Hello Kitty diecut ...\"}, \"American Baby Company 100% Cotton Value Jersey Knit Fitted Pack N Play Sheet, Blue\": {\"frequency\": 17, \"value\": \"American Baby ...\"}, \"Munchkin 6 Pack Soft-Tip Infant Spoon\": {\"frequency\": 169, \"value\": \"Munchkin 6 Pack ...\"}, \"Nojo Toddler Satin Pillow\": {\"frequency\": 22, \"value\": \"Nojo Toddler Satin ...\"}, \"Diono RadianR100 Convertible Car Seat, Dune\": {\"frequency\": 55, \"value\": \"Diono RadianR100 ...\"}, \"Evenflo Snugli Front &amp; Back Pack Carrier\": {\"frequency\": 19, \"value\": \"Evenflo Snugli ...\"}, \"BabyHawk Mei Tai Baby Carrier, Black/Lime Motifs\": {\"frequency\": 22, \"value\": \"BabyHawk Mei Tai ...\"}, \"Prince Lionheart Seat Neat, Black/Grey\": {\"frequency\": 19, \"value\": \"Prince Lionheart ...\"}, \"Lansinoh Soothies Gel 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Gibson Bound ...\"}, \"Roundabout Convertible Car Seat - Grey Wicker\": {\"frequency\": 22, \"value\": \"Roundabout ...\"}, \"aden + anais Rayon from Bamboo Swaddle Blanket 3 Pack, Earthly\": {\"frequency\": 98, \"value\": \"aden + anais Rayon ...\"}, \"Balboa Baby Dr. Sears Adjustable Sling, Blue Plaid\": {\"frequency\": 19, \"value\": \"Balboa Baby Dr. ...\"}, \"Traveling Toddler Car Seat Travel Accessory\": {\"frequency\": 93, \"value\": \"Traveling Toddler ...\"}, \"KF Baby Finger Pinch Guard [Set of 5], with kilofly Refrigerator Magnet\": {\"frequency\": 26, \"value\": \"KF Baby Finger ...\"}, \"BRICA Deluxe Kick Mats (2 pack)\": {\"frequency\": 37, \"value\": \"BRICA Deluxe Kick ...\"}, \"Lansinoh Double Electric Breast Pump, BPA-free\": {\"frequency\": 29, \"value\": \"Lansinoh Double ...\"}, \"Evenflo ExerSaucer Triple Fun - Jungle\": {\"frequency\": 48, \"value\": \"Evenflo ExerSaucer ...\"}, \"Luvable Friends 4-Pack Flannel Receiving Blankets, Blue\": {\"frequency\": 44, \"value\": \"Luvable Friends ...\"}, \"Kid'Sleep Classic, Blue\": {\"frequency\": 78, \"value\": \"Kid'Sleep Classic, ...\"}, \"Boba Air Baby Carrier, Black\": {\"frequency\": 26, \"value\": \"Boba Air Baby ...\"}, \"Colorado Tote\": {\"frequency\": 21, \"value\": \"Colorado Tote\"}, \"Munchkin Baby Bath Ball, Colors May Vary\": {\"frequency\": 22, \"value\": \"Munchkin Baby Bath ...\"}, \"Summer Infant  8 Panel Playsafe Playard, Tan\": {\"frequency\": 19, \"value\": \"Summer Infant  8 ...\"}, \"Lil Rinser Splashguard in Purple\": {\"frequency\": 59, \"value\": \"Lil Rinser ...\"}, \"Summer Infant 2 Pack Cotton Knit Swaddleme, Safari (Small/Medium)\": {\"frequency\": 57, \"value\": \"Summer Infant 2 ...\"}, \"Dream On Me Double Twin Stroller, Pink\": {\"frequency\": 21, \"value\": \"Dream On Me Double ...\"}, \"Britax Baby Carrier, Black\": {\"frequency\": 19, \"value\": \"Britax Baby ...\"}, \"Saddle Style Soaker Mattress Pad - Will Absorb 6 Cups of Liquid - Made in America (34&quot; X 36&quot;)\": {\"frequency\": 27, \"value\": \"Saddle Style ...\"}, \"Lamaze Play &amp; Grow Freddie the Firefly Take Along Toy\": {\"frequency\": 194, \"value\": \"Lamaze Play &amp; ...\"}, \"Sassy Soft Swimmers Animal Characters Bath Toy, 3 Pack\": {\"frequency\": 29, \"value\": \"Sassy Soft ...\"}, \"Chewy Tubes Knobby Super Chew Red\": {\"frequency\": 27, \"value\": \"Chewy Tubes Knobby ...\"}, \"Skip Hop Dash Deluxe Charcoal\": {\"frequency\": 32, \"value\": \"Skip Hop Dash ...\"}, \"Bean B Clean Baby Scalp Massaging Brush for Cradle Cap\": {\"frequency\": 28, \"value\": \"Bean B Clean Baby ...\"}, \"aden + anais 3 Pack Muslin Snap Bib, Jungle Jam\": {\"frequency\": 54, \"value\": \"aden + anais 3 ...\"}, \"The First Years Disney Pixar Cars  Rev and Go Potty System\": {\"frequency\": 59, \"value\": \"The First Years ...\"}, \"Jumpster Doorway Jumper - Jackpot\": {\"frequency\": 30, \"value\": \"Jumpster Doorway ...\"}, \"Britax Infant Car Seat Adapter Frame\": {\"frequency\": 20, \"value\": \"Britax Infant Car ...\"}, \"Kalencom Laminated Buckle Bag, Multi Paisley Watermelon\": {\"frequency\": 20, \"value\": \"Kalencom Laminated ...\"}, \"Britax Roundabout 55 Convertible Car Seat (Previous Version), Onyx\": {\"frequency\": 36, \"value\": \"Britax Roundabout ...\"}, \"Baby Reusable Boy Pocket Cloth Diapers, 6 pcs + 6 Inserts\": {\"frequency\": 33, \"value\": \"Baby Reusable Boy ...\"}, \"BooginHead Squeez'Ems Reusable Food Pouches (4 Pouches)\": {\"frequency\": 28, \"value\": \"BooginHead ...\"}, \"LA Baby Countour Changing Pad 30&quot;, White\": {\"frequency\": 19, \"value\": \"LA Baby Countour ...\"}, \"Thudguard Baby Safety Helmet - Blue\": {\"frequency\": 26, \"value\": \"Thudguard Baby ...\"}, \"New Mommy Advice Cards -24ct- Party Supplies\": {\"frequency\": 18, \"value\": \"New Mommy Advice ...\"}, \"Bibimals Baby Bibs (Safari Pack) Button Latch Better for Long Hair - Funny Cool Cute 2 Pack of Bibs with Food Catcher Pocket Made From Waterproof Washable Silicone Plastic, Best for Use with Girl or Boy Infants and Babies - Your Baby Will Love These Silly Animal Face Bibs, Great Baby Shower Gift, Lifetime Guarantee - [Add These Bibs to Your Baby Registry Today]\": {\"frequency\": 18, \"value\": \"Bibimals Baby Bibs ...\"}, \"bumGenius Freetime All-In-One One-Size Snap Closure Cloth Diaper - White\": {\"frequency\": 23, \"value\": \"bumGenius Freetime ...\"}, \"Lamaze Early Development Toy, Marina the Mermaid\": {\"frequency\": 28, \"value\": \"Lamaze Early ...\"}, \"Bestever Baby Mat, Pink Bear\": {\"frequency\": 62, \"value\": \"Bestever Baby Mat, ...\"}, \"Graco Contempo Highchair, Forecaster\": {\"frequency\": 26, \"value\": \"Graco Contempo ...\"}, \"Think King Mighty Buggy Hook for Stroller, Wheelchair, Rollator, Walker, 2 Pack\": {\"frequency\": 39, \"value\": \"Think King Mighty ...\"}, \"Kair Air Cushioned Bath Visor, Blue\": {\"frequency\": 38, \"value\": \"Kair Air Cushioned ...\"}, \"The HERO Pocket Cloth Diaper (English Periwinkle) by Coqu&iacute; Baby\": {\"frequency\": 18, \"value\": \"The HERO Pocket ...\"}, \"The First Years Jet Stroller, Red/Black\": {\"frequency\": 284, \"value\": \"The First Years ...\"}, \"Ju-Ju-Be Paci Pod Pacifier Holder, Lilac Lace\": {\"frequency\": 27, \"value\": \"Ju-Ju-Be Paci Pod ...\"}, \"Kidco Y Spindle\": {\"frequency\": 33, \"value\": \"Kidco Y Spindle\"}, \"Lollaland Lollacup, Good Green\": {\"frequency\": 67, \"value\": \"Lollaland ...\"}, \"Medela Swing Breastpump\": {\"frequency\": 72, \"value\": \"Medela Swing ...\"}, \"Munchkin Gone Fishin' Bath Toy\": {\"frequency\": 26, \"value\": \"Munchkin Gone ...\"}, \"Philips AVENT Twin Pack Nipplette\": {\"frequency\": 28, \"value\": \"Philips AVENT Twin ...\"}, \"My Brest Friend Deluxe Pillow, Blue\": {\"frequency\": 19, \"value\": \"My Brest Friend ...\"}, \"Contours Options LT Tandem Stroller, Valencia Gold\": {\"frequency\": 29, \"value\": \"Contours Options ...\"}, \"Bright Starts Comfort and Harmony Bouncer, Vintage Garden\": {\"frequency\": 18, \"value\": \"Bright Starts ...\"}, \"Fisher-Price Deluxe Bouncer, My Little Snugabunny\": {\"frequency\": 112, \"value\": \"Fisher-Price ...\"}, \"iBaby M3 Baby monitor for iPhone\": {\"frequency\": 30, \"value\": \"iBaby M3 Baby ...\"}, \"Safety 1st Exchangeable Tip 3 in 1 Thermometer\": {\"frequency\": 19, \"value\": \"Safety 1st ...\"}, \"Bright Starts Around We Go Activity Station, Tropical Fun\": {\"frequency\": 43, \"value\": \"Bright Starts ...\"}, \"WubbaNub Elephant\": {\"frequency\": 19, \"value\": \"WubbaNub Elephant\"}, \"Medela One-Piece Breastshield w/ Valve and Membrane\": {\"frequency\": 20, \"value\": \"Medela One-Piece ...\"}, \"South Shore Angel 4 Drawer Chest, Espresso\": {\"frequency\": 18, \"value\": \"South Shore Angel ...\"}, \"BRICA Super Scoop Bath Toy Organizer\": {\"frequency\": 111, \"value\": \"BRICA Super Scoop ...\"}, \"One Step Ahead Secure Transitions Inflatable Baby Tub\": {\"frequency\": 38, \"value\": \"One Step Ahead ...\"}, \"Britax Parkway SGL Booster Seat, Cardinal\": {\"frequency\": 62, \"value\": \"Britax Parkway SGL ...\"}, \"Medela Freestyle Spare Parts Kit\": {\"frequency\": 19, \"value\": \"Medela Freestyle ...\"}, \"Woolzies 3 XL Wool Dryer Balls ,Natural Fabric Softener\": {\"frequency\": 33, \"value\": \"Woolzies 3 XL Wool ...\"}, \"American Baby Company Waterproof Quilted Cotton Portable/Mini Crib Mattress Pad Cover, White\": {\"frequency\": 83, \"value\": \"American Baby ...\"}, \"Munchkin Deluxe Dishwasher Basket, Colors May Vary\": {\"frequency\": 63, \"value\": \"Munchkin Deluxe ...\"}, \"Ergobaby Performance Collection Charcoal Grey Carrier\": {\"frequency\": 21, \"value\": \"Ergobaby ...\"}, \"Levana Lila Digital Baby Video Monitor with Night Vision and Talk to Baby Intercom 32000 (White)\": {\"frequency\": 18, \"value\": \"Levana Lila ...\"}, \"Boon Benders Adaptable Utensils, Blue Raspberry/Tangerine\": {\"frequency\": 20, \"value\": \"Boon Benders ...\"}, \"Contours Options 3 Wheel Stroller, Berkley\": {\"frequency\": 24, \"value\": \"Contours Options 3 ...\"}, \"Mam Nipples Slow Flow, 0+ months, 2 pack\": {\"frequency\": 27, \"value\": \"Mam Nipples Slow ...\"}, \"Munchkin Baby Care Cart\": {\"frequency\": 20, \"value\": \"Munchkin Baby Care ...\"}, \"Baby Safe Disposable Feeder (Pack of One)\": {\"frequency\": 33, \"value\": \"Baby Safe ...\"}, \"Cloud b Sleep Sheep On The Go Travel Sound Machine with Four Soothing Sounds\": {\"frequency\": 105, \"value\": \"Cloud b Sleep ...\"}, \"Stroller Hook - 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Standard Size (24mm)\": {\"frequency\": 22, \"value\": \"Medela Contact ...\"}, \"EZ-Freeze Cereal on the Go (Colors May Vary)\": {\"frequency\": 27, \"value\": \"EZ-Freeze Cereal ...\"}, \"Friendly Toys, Little Playzone with Electronic Sound and Lights\": {\"frequency\": 79, \"value\": \"Friendly Toys, ...\"}, \"Safety 1st Easy Saver Diaper Pail\": {\"frequency\": 24, \"value\": \"Safety 1st Easy ...\"}, \"Combi Flare Lightweight Stroller in Mandarin\": {\"frequency\": 29, \"value\": \"Combi Flare ...\"}, \"Fisher-Price Healthy Care Booster Seat, Green/Blue\": {\"frequency\": 67, \"value\": \"Fisher-Price ...\"}, \"green sprouts Wooden Brush and Comb Set, Natural\": {\"frequency\": 24, \"value\": \"green sprouts ...\"}, \"OXO Tot On-the-Go Feeding Spoon, Green\": {\"frequency\": 20, \"value\": \"OXO Tot On-the-Go ...\"}, \"Evenflo Top of Stair Gate\": {\"frequency\": 50, \"value\": \"Evenflo Top of ...\"}, \"Fisher-Price Cradle 'N Swing,  My Little Snugabunny\": {\"frequency\": 278, \"value\": \"Fisher-Price ...\"}, \"Summer Infant Complete Coverage Color Video Monitor Set with 7&quot; LCD Screen and 1.8&quot; Handheld Unit\": {\"frequency\": 35, \"value\": \"Summer Infant ...\"}, \"Munchkin Caterpillar Spillers Stacking Cups\": {\"frequency\": 27, \"value\": \"Munchkin ...\"}, \"HALO Early Walker SleepSack Lightweight Knit Wearable Blanket, Blue, Large\": {\"frequency\": 29, \"value\": \"HALO Early Walker ...\"}, \"KidCo S353 Door Lever Lock White\": {\"frequency\": 18, \"value\": \"KidCo S353 Door ...\"}, \"Lily's Home Starry Night Projector and Sound Shooter. With 6 Lullabies and 4 Nature Sounds. Large LCD Alarm Clock\": {\"frequency\": 31, \"value\": \"Lily's Home Starry ...\"}, \"Sassy Baby Food Nurser, Colors May Vary\": {\"frequency\": 36, \"value\": \"Sassy Baby Food ...\"}, \"Boppy Cottony Cute 2-Sided Slipcover, Polka Stripe Green\": {\"frequency\": 23, \"value\": \"Boppy Cottony Cute ...\"}, \"Infant Bucket Seat Liner Color: Pink\": {\"frequency\": 21, \"value\": \"Infant Bucket Seat ...\"}, \"Safety 1st Whale and Baby Spout Guard\": {\"frequency\": 27, \"value\": \"Safety 1st Whale ...\"}, \"NUK Ultra Thin Breast Pads, Pack of 2, White, 120-Count\": {\"frequency\": 39, \"value\": \"NUK Ultra Thin ...\"}, \"Carters Super Soft Dot Changing Pad Cover, Chocolate\": {\"frequency\": 47, \"value\": \"Carters Super Soft ...\"}, \"Babe Ease Original Clean Shopper, Blue Zoo\": {\"frequency\": 20, \"value\": \"Babe Ease Original ...\"}, \"FunBites Hearts - Cuts kids' food into fun-shaped bite-sized pieces . . . Great for picky eaters and bento!\": {\"frequency\": 20, \"value\": \"FunBites Hearts - ...\"}, \"Britax Car Seat Travel Cart, Black\": {\"frequency\": 28, \"value\": \"Britax Car Seat ...\"}, \"Dr. Brown's Microwave Steam Sterilizer\": {\"frequency\": 24, \"value\": \"Dr. Brown's ...\"}, \"Baby Brezza Temperature Control Kettle, White/Grey\": {\"frequency\": 30, \"value\": \"Baby Brezza ...\"}, \"BRICA Day &amp; Night Light Musical Auto Mirror for in Car Safety, Grey\": {\"frequency\": 20, \"value\": \"BRICA Day &amp; ...\"}, \"Steribottle Ready to Use Disposable Baby Bottles,  10-Count\": {\"frequency\": 23, \"value\": \"Steribottle Ready ...\"}, \"Bumbo Floor Seat, Aqua\": {\"frequency\": 51, \"value\": \"Bumbo Floor Seat, ...\"}, \"Joovy Nook Highchair, White Leatherette\": {\"frequency\": 22, \"value\": \"Joovy Nook ...\"}, \"Diaper Dekor Plus 2-Pack Refill Biodegradable\": {\"frequency\": 20, \"value\": \"Diaper Dekor Plus ...\"}, \"Safety 1st Wide Doorways Fabric Gate, Natural\": {\"frequency\": 20, \"value\": \"Safety 1st Wide ...\"}, \"Lansinoh mOmma Feeding Bottle, 5 Ounce\": {\"frequency\": 66, \"value\": \"Lansinoh mOmma ...\"}, \"Clek Olli Booster Seat Blacktop\": {\"frequency\": 19, \"value\": \"Clek Olli Booster ...\"}, \"Regalo Top of Stair Gate, White\": {\"frequency\": 22, \"value\": \"Regalo Top of ...\"}, \"Prince Lionheart Soft Booster Seat in Green\": {\"frequency\": 81, \"value\": \"Prince Lionheart ...\"}, \"Playtex Embrace Breast Pump System\": {\"frequency\": 22, \"value\": \"Playtex Embrace ...\"}, \"Spasilk 100% Cotton Hooded Terry Bath Towel with 4 Washcloths, Beige\": {\"frequency\": 26, \"value\": \"Spasilk 100% ...\"}, \"WubbaNub Pink Bear\": {\"frequency\": 18, \"value\": \"WubbaNub Pink Bear\"}, \"The First Years Clean Air Diaper Disposal System\": {\"frequency\": 29, \"value\": \"The First Years ...\"}, \"Aden and Anais UpAwaySwddleBlnkts\": {\"frequency\": 188, \"value\": \"Aden and Anais ...\"}, \"Leachco Back 'N Belly Contoured Body Pillow, Ivory\": {\"frequency\": 283, \"value\": \"Leachco Back 'N ...\"}, \"The First Years 2 Pack GumDrop Newborn Pacifier, Blue/Green\": {\"frequency\": 20, \"value\": \"The First Years 2 ...\"}, \"Safety 1st Alpha Omega Elite Convertible Car Seat, Lamont\": {\"frequency\": 46, \"value\": \"Safety 1st Alpha ...\"}, \"Fisher-Price Deluxe Jumperoo\": {\"frequency\": 77, \"value\": \"Fisher-Price ...\"}, \"BabyPlus Prenatal Education System\": {\"frequency\": 41, \"value\": \"BabyPlus Prenatal ...\"}, \"Motorola MBP36 Remote Wireless Video Baby Monitor with 3.5-Inch Color LCD Screen, Infrared Night Vision and Remote Camera Pan, Tilt, and Zoom\": {\"frequency\": 201, \"value\": \"Motorola MBP36 ...\"}, \"Mommy's Helper Kid Keeper\": {\"frequency\": 21, \"value\": \"Mommy's Helper Kid ...\"}, \"Summer Infant SwaddleMe Adjustable Infant Wrap, 3-Pack, Mom &amp; Baby\": {\"frequency\": 77, \"value\": \"Summer Infant ...\"}, \"KidCo Angle-Mount Safeway Gate\": {\"frequency\": 24, \"value\": \"KidCo Angle-Mount ...\"}, \"BABYBJORN Soft Bib 2 Pack - Red/Blue\": {\"frequency\": 129, \"value\": \"BABYBJORN Soft Bib ...\"}, \"Foscam FBM3501 Digital Video Baby Monitor - 2.4 Ghz with Pan/Tilt, Nightvision and Two-Way Audio/Video Camera with 3.5-Inch LCD (White/Gray)\": {\"frequency\": 66, \"value\": \"Foscam FBM3501 ...\"}, \"Metal Wall Decor Butterfly Sculpture 29x15\": {\"frequency\": 20, \"value\": \"Metal Wall Decor ...\"}, \"Jeep Liberty Renegade Walker, Storm\": {\"frequency\": 22, \"value\": \"Jeep Liberty ...\"}, \"JJ Cole Satchel Diaper Bag, Green Arbor\": {\"frequency\": 51, \"value\": \"JJ Cole Satchel ...\"}, \"Diaper Dekor Plus Diaper Disposal System\": {\"frequency\": 126, \"value\": \"Diaper Dekor Plus ...\"}, \"Prince Lionheart Fireplace Guard with Two Corners\": {\"frequency\": 20, \"value\": \"Prince Lionheart ...\"}, \"Sassy Developmental Sensory Ball Set - Inspires Touch\": {\"frequency\": 28, \"value\": \"Sassy ...\"}, \"Ameda Purely Yours Breast Pump\": {\"frequency\": 68, \"value\": \"Ameda Purely Yours ...\"}, \"Thirsties Duo Wrap Diaper Cover with Hook and Loop, Aqua, Size 1\": {\"frequency\": 18, \"value\": \"Thirsties Duo Wrap ...\"}, \"Plug 'N Outlet Cover\": {\"frequency\": 19, \"value\": \"Plug 'N Outlet ...\"}, \"Safety 1st 2 Count Side By Side Cabinet Lock\": {\"frequency\": 30, \"value\": \"Safety 1st 2 Count ...\"}, \"RECARO ProSPORT Combination Harness To Booster Car Seat, Blue Opal\": {\"frequency\": 77, \"value\": \"RECARO ProSPORT ...\"}, \"Munchkin Feeding Set, 15 Pack\": {\"frequency\": 36, \"value\": \"Munchkin Feeding ...\"}, \"The Shrunks Indoor Toddler Inflatable Travel Bed\": {\"frequency\": 93, \"value\": \"The Shrunks Indoor ...\"}, \"Woombie Houdini Swaddler, Vanilla Shake, 5-13 Pounds\": {\"frequency\": 17, \"value\": \"Woombie Houdini ...\"}, \"Diaper Genie Essentials Diaper Disposal Pail withStarter Refill, 100-Count\": {\"frequency\": 19, \"value\": \"Diaper Genie ...\"}, \"Davinci Jenny Lind 3-in-1 Convertible Crib, Cherry\": {\"frequency\": 43, \"value\": \"Davinci Jenny Lind ...\"}, \"9V Auto Adapter Car Vehicle Lighter adapter for Medela Pump-in-Style Replaces Part # 67174 Retail Packaging\": {\"frequency\": 22, \"value\": \"9V Auto Adapter ...\"}, \"Levana Sophia 2.4&quot; Digital Video Baby Monitor\": {\"frequency\": 16, \"value\": \"Levana Sophia ...\"}, \"Evenflo Exersaucer Triple Fun Active Learning Center, Life in The Amazon\": {\"frequency\": 30, \"value\": \"Evenflo Exersaucer ...\"}, \"Tiny Love Symphony in Motion Farm Animal Mobile (Styles May Vary)\": {\"frequency\": 24, \"value\": \"Tiny Love Symphony ...\"}, \"Munchkin Warm Glow Wipe Warmer and Diaper Bag Dispenser Set (Colors may vary)\": {\"frequency\": 19, \"value\": \"Munchkin Warm Glow ...\"}, \"The Art of CureTM *SAFETY KNOTTED* Raw Butterscotch - 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White\": {\"frequency\": 61, \"value\": \"Regalo Hide Away ...\"}, \"Munchkin Cleaning Brush Set\": {\"frequency\": 33, \"value\": \"Munchkin Cleaning ...\"}, \"Cloud b Tranquil Turtle Night Light, Ocean\": {\"frequency\": 20, \"value\": \"Cloud b Tranquil ...\"}, \"OsoCozy Chinese Prefold Diapers, Infant 4x6x4\": {\"frequency\": 18, \"value\": \"OsoCozy Chinese ...\"}, \"Clevamama ClevaFoam Baby Pillow, Cream\": {\"frequency\": 17, \"value\": \"Clevamama ...\"}, \"Wubbanub Infant Pacifiers (Pink Kitty)\": {\"frequency\": 20, \"value\": \"Wubbanub Infant ...\"}, \"Bummis Super Whisper Wrap, White, 30 Pounds\": {\"frequency\": 20, \"value\": \"Bummis Super ...\"}, \"RECARO Performance SPORT Combination Harness to Booster, Vibe\": {\"frequency\": 34, \"value\": \"RECARO Performance ...\"}, \"Prince Lionheart Corner Guards, Chocolate Brown\": {\"frequency\": 56, \"value\": \"Prince Lionheart ...\"}, \"Baby Bottle Labels, Self-laminating - Great for Daycare\": {\"frequency\": 36, \"value\": \"Baby Bottle ...\"}, \"Dream On Me 3&quot; Foam Graco Pack 'n Play Mattress\": {\"frequency\": 87, \"value\": \"Dream On Me ...\"}, \"Munchkin Arm &amp; Hammer Diaper Pail withRefill Bags, 10-Count\": {\"frequency\": 26, \"value\": \"Munchkin Arm &amp; ...\"}, \"my best friend Inflatable breast feeding pillow\": {\"frequency\": 19, \"value\": \"my best friend ...\"}, \"Safety 1st Soothing Mist Ultrasonic Humidifier\": {\"frequency\": 63, \"value\": \"Safety 1st ...\"}, \"Baby Einstein Seek &amp; Discover Activity Gym\": {\"frequency\": 68, \"value\": \"Baby Einstein Seek ...\"}, \"Superyard Colorplay Ultimate Playard\": {\"frequency\": 20, \"value\": \"Superyard ...\"}, \"Fisher-Price Luv U Zoo Crib 'N Go Projector Soother\": {\"frequency\": 41, \"value\": \"Fisher-Price Luv U ...\"}, \"Thermos FOOGO Phases Stainless Steel Straw Bottle, Pink/Purple, 10 Ounce\": {\"frequency\": 151, \"value\": \"Thermos FOOGO ...\"}, \"Stork Craft Tuscany Glider and Ottoman, Cherry/Beige\": {\"frequency\": 66, \"value\": \"Stork Craft ...\"}, \"Dr. Brown's Gia Nursing Pillow\": {\"frequency\": 20, \"value\": \"Dr. Brown's Gia ...\"}, \"The Art of CureTM *SAFETY KNOTTED* Raw Multicolored- Certified Baltic Amber Baby Teething Necklace - w/The Art of Cure Jewelry Pouch (SHIPS AND SOLD IN THE USA)\": {\"frequency\": 18, \"value\": \"The Art of CureTM ...\"}, \"Hotslings Adjustable Pouch Baby Sling, Graham Cracker, Large\": {\"frequency\": 19, \"value\": \"Hotslings ...\"}, \"Sassy 2 Count Grow Up Cup, Purple/Orange, 9 Ounce\": {\"frequency\": 25, \"value\": \"Sassy 2 Count Grow ...\"}, \"Britax Boulevard 70 Convertible Car Seat (Previous Version), Onyx\": {\"frequency\": 36, \"value\": \"Britax Boulevard ...\"}, \"Cloud b Sound Machine Soother, Sleep Sheep\": {\"frequency\": 176, \"value\": \"Cloud b Sound ...\"}, \"Soft Gear My Booster Seat, Mint\": {\"frequency\": 28, \"value\": \"Soft Gear My ...\"}, \"Carters Keep Me Dry Flannel Lap Pads, Ecru, 3 Pack\": {\"frequency\": 63, \"value\": \"Carters Keep Me ...\"}, \"bumGenius One-Size Snap Closure Cloth Diaper 4.0 - Bubble\": {\"frequency\": 70, \"value\": \"bumGenius One-Size ...\"}, \"Wonderworld Peek-a-boo Ball\": {\"frequency\": 19, \"value\": \"Wonderworld ...\"}, \"UPPAbaby G-Luxe Stroller, Jake/Black\": {\"frequency\": 18, \"value\": \"UPPAbaby G-Luxe ...\"}, \"Postpartum Support Girdle Belt w/zipper Support Belly Band Medical-Grade Compression Bellefit\": {\"frequency\": 36, \"value\": \"Postpartum Support ...\"}, \"Cuisinart BFM-1000 Baby Food Maker and Bottle Warmer\": {\"frequency\": 28, \"value\": \"Cuisinart BFM-1000 ...\"}, \"JJ Cole Original Infant Bundleme, Khaki\": {\"frequency\": 19, \"value\": \"JJ Cole Original ...\"}, \"Fisher-Price Ocean Wonders Projector Soother\": {\"frequency\": 19, \"value\": \"Fisher-Price Ocean ...\"}, \"BRICA Baby In-Sight Magical Firefly Auto Mirror for in Car Safety\": {\"frequency\": 27, \"value\": \"BRICA Baby In- ...\"}, \"Nuby 2 Pack Replacement Silicone Spouts\": {\"frequency\": 18, \"value\": \"Nuby 2 Pack ...\"}, \"Baby Einstein Music and Discovery Travel Mirror\": {\"frequency\": 18, \"value\": \"Baby Einstein ...\"}, \"Chicco Liteway Stroller, Fuego\": {\"frequency\": 42, \"value\": \"Chicco Liteway ...\"}, \"CherryCreek Decals Giant Spring Flower Garden &amp; Tree Baby/Nursery Wall Sticker Decals for Boys and Girls (Tree 4.4 Feet Tall)\": {\"frequency\": 22, \"value\": \"CherryCreek Decals ...\"}, \"Dr. Brown's Standard Dishwashing Basket, Polypropylene\": {\"frequency\": 22, \"value\": \"Dr. Brown's ...\"}, \"Boon Frog Pod Suction Cup Bracket\": {\"frequency\": 20, \"value\": \"Boon Frog Pod ...\"}, \"Cradle Mattress - 18 X 36 X 2&quot; Thick\": {\"frequency\": 18, \"value\": \"Cradle Mattress - ...\"}, \"Evenflo Big Kid Booster Car Seat - Mercury\": {\"frequency\": 18, \"value\": \"Evenflo Big Kid ...\"}, \"Graco SimpleSwitch Highchair and Booster, Pasadena\": {\"frequency\": 56, \"value\": \"Graco SimpleSwitch ...\"}, \"Carters Keep Me Dry Flannel Bassinet Pad, Green/Yellow\": {\"frequency\": 55, \"value\": \"Carters Keep Me ...\"}, \"Graco DuetSoothe Swing + Rocker, Winslet\": {\"frequency\": 18, \"value\": \"Graco DuetSoothe ...\"}, \"aden + anais 3 Pack Muslin Washcloths, Water Baby\": {\"frequency\": 20, \"value\": \"aden + anais 3 ...\"}, \"green sprouts Warming Plate, Sage\": {\"frequency\": 27, \"value\": \"green sprouts ...\"}, \"Fisher-Price Rainforest Melodies and Lights Deluxe Gym\": {\"frequency\": 232, \"value\": \"Fisher-Price ...\"}, \"Maxi-Cosi Priori Convertible Car Seat, Gipsy\": {\"frequency\": 20, \"value\": \"Maxi-Cosi Priori ...\"}, \"NUK Mash &amp; Serve Bowl\": {\"frequency\": 105, \"value\": \"NUK Mash &amp; ...\"}, \"Medela Harmony Manual Breast Pump\": {\"frequency\": 126, \"value\": \"Medela Harmony ...\"}, \"GroVia Cloth Wipes, 12 count\": {\"frequency\": 45, \"value\": \"GroVia Cloth ...\"}, \"The First Years Ignite Stroller\": {\"frequency\": 218, \"value\": \"The First Years ...\"}, \"Evenflo Single Breast Pump\": {\"frequency\": 25, \"value\": \"Evenflo Single ...\"}, \"C.R. Gibson Keepsake Chest, Jack\": {\"frequency\": 21, \"value\": \"C.R. Gibson ...\"}, \"Graco Nautilus 3-in-1 Car Seat, Matrix\": {\"frequency\": 419, \"value\": \"Graco Nautilus ...\"}, \"Ameda Purely Yours Ultra Breast Pump\": {\"frequency\": 21, \"value\": \"Ameda Purely Yours ...\"}, \"Baby Banana Bendable Training Toothbrush, Infant\": {\"frequency\": 158, \"value\": \"Baby Banana ...\"}, \"Keekaroo Height Right High Chair with Tray, Natural\": {\"frequency\": 39, \"value\": \"Keekaroo Height ...\"}, \"Regalo Easy Diner Portable Hook-On High Chair\": {\"frequency\": 114, \"value\": \"Regalo Easy Diner ...\"}, \"Britax Advocate 70 CS Convertible Car Seat, Zebra\": {\"frequency\": 22, \"value\": \"Britax Advocate 70 ...\"}, \"Munchkin Arm &amp; Hammer Disposable Changing Pad - 10 Pack\": {\"frequency\": 40, \"value\": \"Munchkin Arm &amp; ...\"}, \"ERGObaby Original Baby Carrier, Camel\": {\"frequency\": 134, \"value\": \"ERGObaby Original ...\"}, \"BRICA Bath Kneeler\": {\"frequency\": 19, \"value\": \"BRICA Bath Kneeler\"}, \"Celebration Candles 1-21 Year Numbered Birthday Candle, Pink\": {\"frequency\": 21, \"value\": \"Celebration ...\"}, \"Safety 1st Vantage High Back Booster Car Seat, Nitron\": {\"frequency\": 24, \"value\": \"Safety 1st Vantage ...\"}}, \"size\": 183531}, \"selected_variable\": {\"name\": [\"<SArray>\"], \"dtype\": \"str\", \"view_component\": \"Categorical\", \"view_file\": \"sarray\", \"descriptives\": {\"rows\": 183531}, \"type\": \"SArray\", \"view_components\": [\"Categorical\"]}, \"histogram\": null}, e);\n",
       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "products['name'].show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#Examining the reviews for most-sold product:  'Vulli Sophie the Giraffe Teether'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "giraffe_reviews = products[products['name'] == 'Vulli Sophie the Giraffe Teether']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "785"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "len(giraffe_reviews)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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    "giraffe_reviews['rating'].show(view='Categorical')"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Build a sentiment classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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   "source": [
    "products['rating'].show(view='Categorical')"
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   "metadata": {},
   "source": [
    "##Define what's a positive and a negative sentiment\n",
    "\n",
    "We will ignore all reviews with rating = 3, since they tend to have a neutral sentiment.  Reviews with a rating of 4 or higher will be considered positive, while the ones with rating of 2 or lower will have a negative sentiment.   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
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   },
   "outputs": [],
   "source": [
    "#ignore all 3* reviews\n",
    "products = products[products['rating'] != 3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
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   "outputs": [],
   "source": [
    "#positive sentiment = 4* or 5* reviews\n",
    "products['sentiment'] = products['rating'] >=4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
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       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Tracker&amp;reg; - Daily<br>Childcare Journal, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Perfect for new parents.<br>We were able to keep ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'feeding,': 1, 'and': 2,<br>'all': 1, 'right': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Tracker&amp;reg; - Daily<br>Childcare Journal, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A friend of mine pinned<br>this product on Pinte ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 1, 'help': 1,<br>'give': 1, 'is': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Tracker&amp;reg; - Daily<br>Childcare Journal, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">This has been an easy way<br>for my nanny to record ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'journal.': 1, 'all': 1,<br>'standarad': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Tracker&amp;reg; - Daily<br>Childcare Journal, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I love this journal and<br>our nanny uses it ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'all': 1, 'forget': 1,<br>'just': 1, \"daughter's\": ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 5 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\treview\tstr\n",
       "\trating\tfloat\n",
       "\tword_count\tdict\n",
       "\tsentiment\tint\n",
       "\n",
       "Rows: 10\n",
       "\n",
       "Data:\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "|              name             |             review            | rating |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "|     Planetwise Wipe Pouch     | it came early and was not ... |  5.0   |\n",
       "| Annas Dream Full Quilt wit... | Very soft and comfortable ... |  5.0   |\n",
       "| Stop Pacifier Sucking with... | This is a product well wor... |  5.0   |\n",
       "| Stop Pacifier Sucking with... | All of my kids have cried ... |  5.0   |\n",
       "| Stop Pacifier Sucking with... | When the Binky Fairy came ... |  5.0   |\n",
       "| A Tale of Baby's Days with... | Lovely book, it's bound ti... |  4.0   |\n",
       "| Baby Tracker&reg; - Daily ... | Perfect for new parents. W... |  5.0   |\n",
       "| Baby Tracker&reg; - Daily ... | A friend of mine pinned th... |  5.0   |\n",
       "| Baby Tracker&reg; - Daily ... | This has been an easy way ... |  4.0   |\n",
       "| Baby Tracker&reg; - Daily ... | I love this journal and ou... |  4.0   |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "+-------------------------------+-----------+\n",
       "|           word_count          | sentiment |\n",
       "+-------------------------------+-----------+\n",
       "| {'and': 3, 'love': 1, 'it'... |     1     |\n",
       "| {'and': 2, 'quilt': 1, 'it... |     1     |\n",
       "| {'ingenious': 1, 'and': 3,... |     1     |\n",
       "| {'and': 2, 'parents!!': 1,... |     1     |\n",
       "| {'and': 2, 'cute': 1, 'hel... |     1     |\n",
       "| {'shop': 1, 'be': 1, 'is':... |     1     |\n",
       "| {'feeding,': 1, 'and': 2, ... |     1     |\n",
       "| {'and': 1, 'help': 1, 'giv... |     1     |\n",
       "| {'journal.': 1, 'all': 1, ... |     1     |\n",
       "| {'all': 1, 'forget': 1, 'j... |     1     |\n",
       "+-------------------------------+-----------+\n",
       "[10 rows x 5 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "products.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Let's train the sentiment classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_data,test_data = products.random_split(.8, seed=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PROGRESS: Logistic regression:\n",
      "PROGRESS: --------------------------------------------------------\n",
      "PROGRESS: Number of examples          : 133448\n",
      "PROGRESS: Number of classes           : 2\n",
      "PROGRESS: Number of feature columns   : 1\n",
      "PROGRESS: Number of unpacked features : 219217\n",
      "PROGRESS: Number of coefficients    : 219218\n",
      "PROGRESS: Starting L-BFGS\n",
      "PROGRESS: --------------------------------------------------------\n",
      "PROGRESS: +-----------+----------+-----------+--------------+-------------------+---------------------+\n",
      "PROGRESS: | Iteration | Passes   | Step size | Elapsed Time | Training-accuracy | Validation-accuracy |\n",
      "PROGRESS: +-----------+----------+-----------+--------------+-------------------+---------------------+\n",
      "PROGRESS: | 1         | 5        | 0.000002  | 4.460335     | 0.841481          | 0.839989            |\n",
      "PROGRESS: | 2         | 9        | 3.000000  | 7.859937     | 0.947425          | 0.894877            |\n",
      "PROGRESS: | 3         | 10       | 3.000000  | 9.220890     | 0.923768          | 0.866232            |\n",
      "PROGRESS: | 4         | 11       | 3.000000  | 10.553768    | 0.971779          | 0.912743            |\n",
      "PROGRESS: | 5         | 12       | 3.000000  | 11.876043    | 0.975511          | 0.908900            |\n",
      "PROGRESS: | 6         | 13       | 3.000000  | 13.162540    | 0.899991          | 0.825967            |\n",
      "PROGRESS: | 7         | 15       | 1.000000  | 15.179572    | 0.984548          | 0.921451            |\n",
      "PROGRESS: | 8         | 16       | 1.000000  | 16.495400    | 0.985118          | 0.921871            |\n",
      "PROGRESS: | 9         | 17       | 1.000000  | 17.816172    | 0.987066          | 0.919709            |\n",
      "PROGRESS: | 10        | 18       | 1.000000  | 19.117720    | 0.988715          | 0.916256            |\n",
      "PROGRESS: +-----------+----------+-----------+--------------+-------------------+---------------------+\n"
     ]
    }
   ],
   "source": [
    "sentiment_model = graphlab.logistic_classifier.create(train_data,\n",
    "                                                     target='sentiment',\n",
    "                                                     features=['word_count'],\n",
    "                                                     validation_set=test_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Evaluate the sentiment model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'roc_curve': Columns:\n",
       " \tthreshold\tfloat\n",
       " \tfpr\tfloat\n",
       " \ttpr\tfloat\n",
       " \tp\tint\n",
       " \tn\tint\n",
       " \n",
       " Rows: 1001\n",
       " \n",
       " Data:\n",
       " +------------------+----------------+------------------+-------+------+\n",
       " |    threshold     |      fpr       |       tpr        |   p   |  n   |\n",
       " +------------------+----------------+------------------+-------+------+\n",
       " |       0.0        | 0.224558768306 | 0.00364441903673 | 27988 | 5326 |\n",
       " | 0.0010000000475  | 0.775441231694 |  0.996355580963  | 27988 | 5326 |\n",
       " | 0.00200000009499 | 0.73544874202  |  0.99531942261   | 27988 | 5326 |\n",
       " | 0.00300000002608 | 0.712730003755 |  0.994712019437  | 27988 | 5326 |\n",
       " | 0.00400000018999 | 0.697146075854 |  0.994247534658  | 27988 | 5326 |\n",
       " | 0.00499999988824 | 0.685880585805 |  0.993890238674  | 27988 | 5326 |\n",
       " | 0.00600000005215 | 0.676117161097 |  0.993390024296  | 27988 | 5326 |\n",
       " | 0.00700000021607 | 0.665602703718 |  0.993032728312  | 27988 | 5326 |\n",
       " | 0.00800000037998 | 0.655276004506 |  0.992782621123  | 27988 | 5326 |\n",
       " | 0.00899999961257 | 0.647953435974 |  0.992461054738  | 27988 | 5326 |\n",
       " +------------------+----------------+------------------+-------+------+\n",
       " [1001 rows x 5 columns]\n",
       " Note: Only the head of the SFrame is printed.\n",
       " You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentiment_model.evaluate(test_data, metric='roc_curve')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sentiment_model.show(view='Evaluation')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Applying the learned model to understand sentiment for Giraffe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "giraffe_reviews['predicted_sentiment'] = sentiment_model.predict(giraffe_reviews, output_type='probability')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">My neice loves her sophie<br>and has spent hours ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 4, 'drooling,':<br>1, 'love': 1, 'her.': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.989190989536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">What a friendly face!<br>And those mesmerizing ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 3, 'chew': 1,<br>\"don't\": 1, 'is': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999563518413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">We got this just for my<br>son to chew on instea ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'chew': 2, 'because': 1,<br>'just': 2, 'what': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.970160542725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">My baby seems to like<br>this toy, but I could ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 2, 'already': 1,<br>'in': 1, 'some': 1, ' ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.195367644588</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 5 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\treview\tstr\n",
       "\trating\tfloat\n",
       "\tword_count\tdict\n",
       "\tpredicted_sentiment\tfloat\n",
       "\n",
       "Rows: 10\n",
       "\n",
       "Data:\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "|              name             |             review            | rating |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "| Vulli Sophie the Giraffe T... | He likes chewing on all th... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | My son loves this toy and ... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | There really should be a l... |  1.0   |\n",
       "| Vulli Sophie the Giraffe T... | All the moms in my moms' g... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | I was a little skeptical o... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | I have been reading about ... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | My neice loves her sophie ... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | What a friendly face!  And... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | We got this just for my so... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | My baby seems to like this... |  3.0   |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "+-------------------------------+---------------------+\n",
       "|           word_count          | predicted_sentiment |\n",
       "+-------------------------------+---------------------+\n",
       "| {'and': 1, 'all': 1, 'beca... |    0.999513023521   |\n",
       "| {'and': 1, 'right': 1, 'he... |    0.999320678306   |\n",
       "| {'and': 2, 'all': 1, 'late... |    0.013558811687   |\n",
       "| {'and': 2, 'one!': 1, 'all... |    0.995769474148   |\n",
       "| {'and': 3, 'all': 1, 'old'... |    0.662374415673   |\n",
       "| {'and': 6, 'seven': 1, 'al... |    0.999997148186   |\n",
       "| {'and': 4, 'drooling,': 1,... |    0.989190989536   |\n",
       "| {'and': 3, 'chew': 1, \"don... |    0.999563518413   |\n",
       "| {'chew': 2, 'because': 1, ... |    0.970160542725   |\n",
       "| {'and': 2, 'already': 1, '... |    0.195367644588   |\n",
       "+-------------------------------+---------------------+\n",
       "[10 rows x 5 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "giraffe_reviews.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Sort the reviews based on the predicted sentiment and explore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "giraffe_reviews = giraffe_reviews.sort('predicted_sentiment', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">name</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">review</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rating</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">word_count</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">predicted_sentiment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sophie, oh Sophie, your<br>time has come. My ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'giggles': 1, 'all': 1,<br>\"violet's\": 2, 'food' ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I'm not sure why Sophie<br>is such a hit with the ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'peace': 1, 'month': 1,<br>'bright': 1, 'softer' ...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I'll be honest...I bought<br>this toy because all the ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'all': 2, 'pops': 1,<br>'existence.': 1, ...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">We got this little<br>giraffe as a gift from a ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'all': 2, \"don't\": 1,<br>'(literally).so': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.99999999919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">As a mother of 16month<br>old twins; I bought ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'cute': 1, 'all': 1,<br>'reviews.': 2, 'just' ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999998657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sophie the Giraffe is the<br>perfect teething toy. ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'just': 2, 'both': 1,<br>'month': 1, 'ears,': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999997108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sophie la giraffe is<br>absolutely the best toy ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 5, 'the': 1,<br>'all': 1, 'that': 2, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999995589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">My 5-mos old son took to<br>this immediately. The ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'just': 1, 'shape': 2,<br>'mutt': 1, '\"dog': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999995573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">My nephews and my four<br>kids all had Sophie in ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 4, 'chew': 1,<br>'all': 1, 'perfect;': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999989527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Vulli Sophie the Giraffe<br>Teether ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Never thought I'd see my<br>son French kissing a ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'giggles': 1, 'all': 1,<br>'out,': 1, 'over': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999985069</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 5 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\treview\tstr\n",
       "\trating\tfloat\n",
       "\tword_count\tdict\n",
       "\tpredicted_sentiment\tfloat\n",
       "\n",
       "Rows: 10\n",
       "\n",
       "Data:\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "|              name             |             review            | rating |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "| Vulli Sophie the Giraffe T... | Sophie, oh Sophie, your ti... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | I'm not sure why Sophie is... |  4.0   |\n",
       "| Vulli Sophie the Giraffe T... | I'll be honest...I bought ... |  4.0   |\n",
       "| Vulli Sophie the Giraffe T... | We got this little giraffe... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | As a mother of 16month old... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | Sophie the Giraffe is the ... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | Sophie la giraffe is absol... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | My 5-mos old son took to t... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | My nephews and my four kid... |  5.0   |\n",
       "| Vulli Sophie the Giraffe T... | Never thought I'd see my s... |  5.0   |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "+-------------------------------+---------------------+\n",
       "|           word_count          | predicted_sentiment |\n",
       "+-------------------------------+---------------------+\n",
       "| {'giggles': 1, 'all': 1, \"... |         1.0         |\n",
       "| {'peace': 1, 'month': 1, '... |    0.999999999703   |\n",
       "| {'all': 2, 'pops': 1, 'exi... |    0.999999999392   |\n",
       "| {'all': 2, \"don't\": 1, '(l... |    0.99999999919    |\n",
       "| {'cute': 1, 'all': 1, 'rev... |    0.999999998657   |\n",
       "| {'just': 2, 'both': 1, 'mo... |    0.999999997108   |\n",
       "| {'and': 5, 'the': 1, 'all'... |    0.999999995589   |\n",
       "| {'just': 1, 'shape': 2, 'm... |    0.999999995573   |\n",
       "| {'and': 4, 'chew': 1, 'all... |    0.999999989527   |\n",
       "| {'giggles': 1, 'all': 1, '... |    0.999999985069   |\n",
       "+-------------------------------+---------------------+\n",
       "[10 rows x 5 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "giraffe_reviews.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Most positive reviews for the giraffe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Sophie, oh Sophie, your time has come. My granddaughter, Violet is 5 months old and starting to teeth. What joy little Sophie brings to Violet. Sophie is made of a very pliable rubber that is sturdy but not tough. It is quite easy for Violet to twist Sophie into unheard of positions to get Sophie into her mouth. The little nose and hooves fit perfectly into small mouths, and the drooling has purpose. The paint on Sophie is food quality.Sophie was born in 1961 in France. The maker had wondered why there was nothing available for babies and made Sophie from the finest rubber, phthalate-free on St Sophie's Day, thus the name was born. Since that time millions of Sophie's populate the world. She is soft and for babies little hands easy to grasp. Violet especially loves the bumpy head and horns of Sophie. Sophie has a long neck that easy to grasp and twist. She has lovely, sizable spots that attract Violet's attention. Sophie has happy little squeaks that bring squeals of delight from Violet. She is able to make Sophie squeak and that brings much joy. Sophie's smooth skin is soothing to Violet's little gums. Sophie is 7 inches tall and is the exact correct size for babies to hold and love.As you well know the first thing babies grasp, goes into their mouths- how wonderful to have a toy that stimulates all of the senses and helps with the issue of teething. Sophie is small enough to fit into any size pocket or bag. Sophie is the perfect find for babies from a few months to a year old. How wonderful to hear the giggles and laughs that emanate from babies who find Sophie irresistible. Viva La Sophie!Highly Recommended.  prisrob 12-11-09\""
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "giraffe_reviews[0]['review']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I'm not sure why Sophie is such a hit with the little ones, but my 7 month old baby girl is one of her adoring fans.  The rubber is softer and more pleasant to handle, and my daughter has enjoyed chewing on her legs and the nubs on her head even before she started teething.  She also loves the squeak that Sophie makes when you squeeze her.  Not sure what it is but if Sophie is amongst a pile of her other toys, my daughter will more often than not reach for Sophie.  And I have the peace of mind of knowing that only edible and safe paints and materials have been used to make Sophie, as opposed to Bright Starts and other baby toys made in China.  Now that the research is out on phthalates and other toxic substances in baby toys, I think it's more important than ever to find good quality toys that are also safe for our babies to handle and put in their mouths.  Sophie is a must-have for every new mom in my opinion.  Even if your kid is one of the few that can take or leave her, it's worth a try.  Vulli, the makers of Sophie, also make natural rubber teething rings that my daughter loves as well.\""
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "giraffe_reviews[1]['review']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Show most negative reviews for giraffe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"My son (now 2.5) LOVED his Sophie, and I bought one for every baby shower I've gone to. Now, my daughter (6 months) just today nearly choked on it and I will never give it to her again. Had I not been within hearing range it could have been fatal. The strange sound she was making caught my attention and when I went to her and found the front curved leg shoved well down her throat and her face a purply/blue I panicked. I pulled it out and she vomited all over the carpet before screaming her head off. I can't believe how my opinion of this toy has changed from a must-have to a must-not-use. Please don't disregard any of the choking hazard comments, they are not over exaggerated!\""
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "giraffe_reviews[-1]['review']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"This children's toy is nostalgic and very cute. However, there is a distinct rubber smell and a very odd taste, yes I tried it, that my baby did not enjoy. Also, if it is soiled it is extremely difficult to clean as the rubber is a kind of porus material and does not clean well. The final thing is the squeaking device inside which stopped working after the first couple of days. I returned this item feeling I had overpaid for a toy that was defective and did not meet my expectations. Please do not be swayed by the cute packaging and hype surounding it as I was. One more thing, I was given a full refund from Amazon without any problem.\""
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "giraffe_reviews[-2]['review']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "test_string = 'last'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'first'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "selected_words = ['awesome', 'great', 'fantastic', 'amazing', 'love', 'horrible', 'bad', 'terrible', 'awful', 'wow', 'hate']\n",
    "\n",
    "def current_selected_word_count(word_count):\n",
    "    if current_selected_word in word_count:\n",
    "        return word_count[current_selected_word]\n",
    "    return 0\n",
    "\n",
    "current_selected_word = ''\n",
    "for current_selected_word in selected_words:\n",
    "    products[current_selected_word] = products['word_count'].apply(current_selected_word_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I love this product very<br>mush . I have bought  ...</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 15 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\treview\tstr\n",
       "\trating\tfloat\n",
       "\tword_count\tdict\n",
       "\tawesome\tint\n",
       "\tgreat\tint\n",
       "\tfantastic\tint\n",
       "\tamazing\tint\n",
       "\tlove\tint\n",
       "\thorrible\tint\n",
       "\tbad\tint\n",
       "\tterrible\tint\n",
       "\tawful\tint\n",
       "\twow\tint\n",
       "\thate\tint\n",
       "\n",
       "Rows: 10\n",
       "\n",
       "Data:\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "|              name             |             review            | rating |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "| Airline Seat Belt Extender... | Up until recently I have h... |  5.0   |\n",
       "| Airline Seat Belt Extender... | I bought this as a father'... |  5.0   |\n",
       "| Squeasy Snacker 6oz Silico... | I love that these can hold... |  5.0   |\n",
       "| Squeasy Snacker 6oz Silico... | I love this product, it ma... |  5.0   |\n",
       "| Squeasy Snacker 6oz Silico... | This reusable squeeze bott... |  5.0   |\n",
       "| Baby Teething Necklace for... | Such a great idea! very ha... |  5.0   |\n",
       "| Baby Teething Necklace for... | This product rocks!  It is... |  5.0   |\n",
       "| Abstract 2 PK Baby / Toddl... | This item looks great and ... |  5.0   |\n",
       "| Baby Food Freezer Tray - B... | I am extremely happy with ... |  5.0   |\n",
       "| Best 2 Pack Baby Car Shade... | I love this product very m... |  5.0   |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "+-------------------------------+---------+-------+-----------+---------+------+\n",
       "|           word_count          | awesome | great | fantastic | amazing | love |\n",
       "+-------------------------------+---------+-------+-----------+---------+------+\n",
       "| {'and': 1, 'uncomfortable'... |    0    |   0   |     0     |    0    |  0   |\n",
       "| {'and': 4, 'it.': 1, 'beca... |    0    |   0   |     0     |    0    |  0   |\n",
       "| {'and': 5, 'right': 1, 'lo... |    0    |   1   |     0     |    0    |  2   |\n",
       "| {'and': 6, 'love': 1, 'fam... |    0    |   1   |     0     |    0    |  1   |\n",
       "| {'when': 2, 'through': 1, ... |    1    |   0   |     0     |    0    |  1   |\n",
       "| {'and': 1, 'help': 1, 'too... |    0    |   2   |     0     |    0    |  0   |\n",
       "| {'accessible': 1, 'and': 5... |    0    |   1   |     0     |    0    |  0   |\n",
       "| {'and': 2, 'great': 2, 'ki... |    0    |   2   |     0     |    0    |  0   |\n",
       "| {'just': 1, 'bimbi': 2, 'o... |    0    |   0   |     0     |    0    |  0   |\n",
       "| {'and': 1, 'love': 1, 'sha... |    0    |   0   |     0     |    0    |  1   |\n",
       "+-------------------------------+---------+-------+-----------+---------+------+\n",
       "+----------+-----+----------+-------+-----+------+\n",
       "| horrible | bad | terrible | awful | wow | hate |\n",
       "+----------+-----+----------+-------+-----+------+\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "+----------+-----+----------+-------+-----+------+\n",
       "[10 rows x 15 columns]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "products.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "selected_words_sums = {}\n",
    "for selected_word in selected_words:\n",
    "    selected_words_sums[selected_word] = products[selected_word].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'amazing': 1363,\n",
       " 'awesome': 2090,\n",
       " 'awful': 383,\n",
       " 'bad': 3724,\n",
       " 'fantastic': 932,\n",
       " 'great': 45206,\n",
       " 'hate': 1220,\n",
       " 'horrible': 734,\n",
       " 'love': 42065,\n",
       " 'terrible': 748,\n",
       " 'wow': 144}"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_words_sums"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PROGRESS: Logistic regression:\n",
      "PROGRESS: --------------------------------------------------------\n",
      "PROGRESS: Number of examples          : 133448\n",
      "PROGRESS: Number of classes           : 2\n",
      "PROGRESS: Number of feature columns   : 11\n",
      "PROGRESS: Number of unpacked features : 11\n",
      "PROGRESS: Number of coefficients    : 12\n",
      "PROGRESS: Starting Newton Method\n",
      "PROGRESS: --------------------------------------------------------\n",
      "PROGRESS: +-----------+----------+--------------+-------------------+---------------------+\n",
      "PROGRESS: | Iteration | Passes   | Elapsed Time | Training-accuracy | Validation-accuracy |\n",
      "PROGRESS: +-----------+----------+--------------+-------------------+---------------------+\n",
      "PROGRESS: | 1         | 2        | 0.652783     | 0.844299          | 0.842842            |\n",
      "PROGRESS: | 2         | 3        | 1.143585     | 0.844186          | 0.842842            |\n",
      "PROGRESS: | 3         | 4        | 1.664534     | 0.844276          | 0.843142            |\n",
      "PROGRESS: | 4         | 5        | 2.226276     | 0.844269          | 0.843142            |\n",
      "PROGRESS: | 5         | 6        | 2.663785     | 0.844269          | 0.843142            |\n",
      "PROGRESS: | 6         | 7        | 3.098732     | 0.844269          | 0.843142            |\n",
      "PROGRESS: +-----------+----------+--------------+-------------------+---------------------+\n"
     ]
    }
   ],
   "source": [
    "#ignore all 3* reviews\n",
    "products = products[products['rating'] != 3]\n",
    "#positive sentiment = 4* or 5* reviews\n",
    "products['sentiment'] = products['rating'] >=4\n",
    "\n",
    "train_data,test_data = products.random_split(.8, seed=0)\n",
    "selected_words_model = graphlab.logistic_classifier.create(train_data,\n",
    "                                                     target='sentiment',\n",
    "                                                     features=selected_words,\n",
    "                                                     validation_set=test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">name</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">index</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">class</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">(intercept)</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.36728315229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">awesome</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.05800888878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">great</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.883937894898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">fantastic</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.891303090304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">amazing</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.892802422509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">love</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.39989834302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">horrible</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-1.99651800559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bad</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.985827369929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">terrible</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-2.09049998487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">awful</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-1.76469955631</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[12 rows x 4 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\tindex\tstr\n",
       "\tclass\tint\n",
       "\tvalue\tfloat\n",
       "\n",
       "Rows: 12\n",
       "\n",
       "Data:\n",
       "+-------------+-------+-------+-----------------+\n",
       "|     name    | index | class |      value      |\n",
       "+-------------+-------+-------+-----------------+\n",
       "| (intercept) |  None |   1   |  1.36728315229  |\n",
       "|   awesome   |  None |   1   |  1.05800888878  |\n",
       "|    great    |  None |   1   |  0.883937894898 |\n",
       "|  fantastic  |  None |   1   |  0.891303090304 |\n",
       "|   amazing   |  None |   1   |  0.892802422509 |\n",
       "|     love    |  None |   1   |  1.39989834302  |\n",
       "|   horrible  |  None |   1   |  -1.99651800559 |\n",
       "|     bad     |  None |   1   | -0.985827369929 |\n",
       "|   terrible  |  None |   1   |  -2.09049998487 |\n",
       "|    awful    |  None |   1   |  -1.76469955631 |\n",
       "+-------------+-------+-------+-----------------+\n",
       "[12 rows x 4 columns]\n",
       "Note: Only the head of the SFrame is printed.\n",
       "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_words_model['coefficients']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">name</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">index</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">class</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">terrible</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-2.09049998487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">horrible</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-1.99651800559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">awful</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-1.76469955631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">hate</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-1.40916406276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bad</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.985827369929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">wow</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.0541450123332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">great</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.883937894898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">fantastic</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.891303090304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">amazing</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.892802422509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">awesome</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.05800888878</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[12 rows x 4 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\tindex\tstr\n",
       "\tclass\tint\n",
       "\tvalue\tfloat\n",
       "\n",
       "Rows: 12\n",
       "\n",
       "Data:\n",
       "+-----------+-------+-------+------------------+\n",
       "|    name   | index | class |      value       |\n",
       "+-----------+-------+-------+------------------+\n",
       "|  terrible |  None |   1   |  -2.09049998487  |\n",
       "|  horrible |  None |   1   |  -1.99651800559  |\n",
       "|   awful   |  None |   1   |  -1.76469955631  |\n",
       "|    hate   |  None |   1   |  -1.40916406276  |\n",
       "|    bad    |  None |   1   | -0.985827369929  |\n",
       "|    wow    |  None |   1   | -0.0541450123332 |\n",
       "|   great   |  None |   1   |  0.883937894898  |\n",
       "| fantastic |  None |   1   |  0.891303090304  |\n",
       "|  amazing  |  None |   1   |  0.892802422509  |\n",
       "|  awesome  |  None |   1   |  1.05800888878   |\n",
       "+-----------+-------+-------+------------------+\n",
       "[12 rows x 4 columns]\n",
       "Note: Only the head of the SFrame is printed.\n",
       "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."
      ]
     },
     "execution_count": 90,
     "metadata": {},
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   "source": [
    "selected_words_model['coefficients'].sort('value')"
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       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">name</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">index</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">class</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">love</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.39989834302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">(intercept)</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.05800888878</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">amazing</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.892802422509</td>\n",
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       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">fantastic</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.891303090304</td>\n",
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       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">great</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.883937894898</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">wow</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.0541450123332</td>\n",
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       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bad</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-0.985827369929</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">hate</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">None</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">-1.76469955631</td>\n",
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       "</table>\n",
       "[12 rows x 4 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n",
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       "Columns:\n",
       "\tname\tstr\n",
       "\tindex\tstr\n",
       "\tclass\tint\n",
       "\tvalue\tfloat\n",
       "\n",
       "Rows: 12\n",
       "\n",
       "Data:\n",
       "+-------------+-------+-------+------------------+\n",
       "|     name    | index | class |      value       |\n",
       "+-------------+-------+-------+------------------+\n",
       "|     love    |  None |   1   |  1.39989834302   |\n",
       "| (intercept) |  None |   1   |  1.36728315229   |\n",
       "|   awesome   |  None |   1   |  1.05800888878   |\n",
       "|   amazing   |  None |   1   |  0.892802422509  |\n",
       "|  fantastic  |  None |   1   |  0.891303090304  |\n",
       "|    great    |  None |   1   |  0.883937894898  |\n",
       "|     wow     |  None |   1   | -0.0541450123332 |\n",
       "|     bad     |  None |   1   | -0.985827369929  |\n",
       "|     hate    |  None |   1   |  -1.40916406276  |\n",
       "|    awful    |  None |   1   |  -1.76469955631  |\n",
       "+-------------+-------+-------+------------------+\n",
       "[12 rows x 4 columns]\n",
       "Note: Only the head of the SFrame is printed.\n",
       "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."
      ]
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     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "selected_words_model['coefficients'].sort('value', ascending=False)"
   ]
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   "execution_count": 92,
   "metadata": {
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      "text/plain": [
       "{'roc_curve': Columns:\n",
       " \tthreshold\tfloat\n",
       " \tfpr\tfloat\n",
       " \ttpr\tfloat\n",
       " \tp\tint\n",
       " \tn\tint\n",
       " \n",
       " Rows: 1001\n",
       " \n",
       " Data:\n",
       " +------------------+------------------+-----+-------+------+\n",
       " |    threshold     |       fpr        | tpr |   p   |  n   |\n",
       " +------------------+------------------+-----+-------+------+\n",
       " |       0.0        | 0.00018765246763 | 0.0 | 27976 | 5329 |\n",
       " | 0.0010000000475  |  0.999812347532  | 1.0 | 27976 | 5329 |\n",
       " | 0.00200000009499 |  0.999624695065  | 1.0 | 27976 | 5329 |\n",
       " | 0.00300000002608 |  0.999624695065  | 1.0 | 27976 | 5329 |\n",
       " | 0.00400000018999 |  0.999437042597  | 1.0 | 27976 | 5329 |\n",
       " | 0.00499999988824 |  0.999437042597  | 1.0 | 27976 | 5329 |\n",
       " | 0.00600000005215 |  0.999249390129  | 1.0 | 27976 | 5329 |\n",
       " | 0.00700000021607 |  0.999249390129  | 1.0 | 27976 | 5329 |\n",
       " | 0.00800000037998 |  0.999249390129  | 1.0 | 27976 | 5329 |\n",
       " | 0.00899999961257 |  0.999249390129  | 1.0 | 27976 | 5329 |\n",
       " +------------------+------------------+-----+-------+------+\n",
       " [1001 rows x 5 columns]\n",
       " Note: Only the head of the SFrame is printed.\n",
       " You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.}"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "selected_words_model.evaluate(test_data, metric='roc_curve')"
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  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": false
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       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_words_model.show(view='Evaluation')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "298"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diaper_champ_reviews = products[products['name'] == 'Baby Trend Diaper Champ']\n",
    "len(diaper_champ_reviews)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Baby Luke can turn a clean diaper to a dirty diaper in 3 seconds flat. The diaper champ turns the smelly diaper into \"what diaper smell\" in less time than that. I hesitated and wondered what I REALLY needed for the nursery. This is one of the best purchases we made. The champ, the baby bjorn, fluerville diaper bag, and graco pack and play bassinet all vie for the best baby purchase.Great product, easy to use, economical, effective, absolutly fabulous.UpdateI knew that I loved the champ, and useing the diaper genie at a friend\\'s house REALLY reinforced that!! There is no comparison, the chanp is easy and smell free, the genie was difficult to use one handed (which is absolutly vital if you have a little one on a changing pad) and there was a deffinite odor eminating from the genieplus we found that the quick tie garbage bags where the ties are integrated into the bag work really well because there isn\\'t any added bulk around the sealing edge of the champ.'"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diaper_champ_reviews['predicted_sentiment'] = sentiment_model.predict(diaper_champ_reviews, output_type='probability')\n",
    "diaper_champ_reviews.sort('predicted_sentiment', ascending=False)[0]['review']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 3, 'love': 1,<br>'use.': 1, 'is': 2, ' ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">We had 2 diaper Genie's<br>both given to us as a ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'hand.': 1, '(required':<br>1, 'before': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I've worked with kids<br>more than half my life. ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 4, 'genies': 1,<br>'now': 1, 'because': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">This is absolutely, by<br>far, the best diaper  ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'just': 3, 'money': 1,<br>'not': 2, 'mechanism' ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I have a two-year-old son<br>and I love the Diaper ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 6, 'two-year-<br>old': 1, \"toddler's\": 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I love this diaper pail!<br>It's so easy to use a ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 3, 'this': 1,<br>'love': 2, 'being': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">amazing</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">love</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">horrible</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">bad</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">terrible</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">awful</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">wow</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">hate</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">sentiment</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">predicted_sentiment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.998423414594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.996192539732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.996192539732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.989387539605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.989387539605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.984739056527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.984739056527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.984739056527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.984739056527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.984739056527</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[298 rows x 17 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\treview\tstr\n",
       "\trating\tfloat\n",
       "\tword_count\tdict\n",
       "\tawesome\tint\n",
       "\tgreat\tint\n",
       "\tfantastic\tint\n",
       "\tamazing\tint\n",
       "\tlove\tint\n",
       "\thorrible\tint\n",
       "\tbad\tint\n",
       "\tterrible\tint\n",
       "\tawful\tint\n",
       "\twow\tint\n",
       "\thate\tint\n",
       "\tsentiment\tint\n",
       "\tpredicted_sentiment\tfloat\n",
       "\n",
       "Rows: 298\n",
       "\n",
       "Data:\n",
       "+-------------------------+-------------------------------+--------+\n",
       "|           name          |             review            | rating |\n",
       "+-------------------------+-------------------------------+--------+\n",
       "| Baby Trend Diaper Champ | I LOVE LOVE LOVE this prod... |  4.0   |\n",
       "| Baby Trend Diaper Champ | I received my Diaper Champ... |  5.0   |\n",
       "| Baby Trend Diaper Champ | Love it, love it, love it!... |  5.0   |\n",
       "| Baby Trend Diaper Champ | Works great - no smells.  ... |  5.0   |\n",
       "| Baby Trend Diaper Champ | I love this diaper pale an... |  5.0   |\n",
       "| Baby Trend Diaper Champ | We had 2 diaper Genie's bo... |  4.0   |\n",
       "| Baby Trend Diaper Champ | I've worked with kids more... |  5.0   |\n",
       "| Baby Trend Diaper Champ | This is absolutely, by far... |  5.0   |\n",
       "| Baby Trend Diaper Champ | I have a two-year-old son ... |  5.0   |\n",
       "| Baby Trend Diaper Champ | I love this diaper pail!  ... |  5.0   |\n",
       "+-------------------------+-------------------------------+--------+\n",
       "+-------------------------------+---------+-------+-----------+---------+------+\n",
       "|           word_count          | awesome | great | fantastic | amazing | love |\n",
       "+-------------------------------+---------+-------+-----------+---------+------+\n",
       "| {'rating': 1, 'contacted':... |    0    |   1   |     0     |    0    |  3   |\n",
       "| {'bags.': 1, \"don't\": 1, '... |    0    |   0   |     0     |    0    |  3   |\n",
       "| {'all': 1, 'already': 1, '... |    0    |   0   |     0     |    0    |  3   |\n",
       "| {'and': 2, 'love': 1, 'gar... |    0    |   2   |     0     |    0    |  1   |\n",
       "| {'and': 3, 'love': 1, 'use... |    0    |   2   |     0     |    0    |  1   |\n",
       "| {'hand.': 1, '(required': ... |    0    |   0   |     0     |    0    |  2   |\n",
       "| {'and': 4, 'genies': 1, 'n... |    0    |   0   |     0     |    0    |  2   |\n",
       "| {'just': 3, 'money': 1, 'n... |    0    |   0   |     0     |    0    |  2   |\n",
       "| {'and': 6, 'two-year-old':... |    0    |   0   |     0     |    0    |  2   |\n",
       "| {'and': 3, 'this': 1, 'lov... |    0    |   0   |     0     |    0    |  2   |\n",
       "+-------------------------------+---------+-------+-----------+---------+------+\n",
       "+----------+-----+----------+-------+-----+------+-----------+---------------------+\n",
       "| horrible | bad | terrible | awful | wow | hate | sentiment | predicted_sentiment |\n",
       "+----------+-----+----------+-------+-----+------+-----------+---------------------+\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.998423414594   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.996192539732   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.996192539732   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.989387539605   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.989387539605   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.984739056527   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.984739056527   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.984739056527   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.984739056527   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.984739056527   |\n",
       "+----------+-----+----------+-------+-----+------+-----------+---------------------+\n",
       "[298 rows x 17 columns]\n",
       "Note: Only the head of the SFrame is printed.\n",
       "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diaper_champ_reviews['predicted_sentiment'] = selected_words_model.predict(diaper_champ_reviews, output_type='probability')\n",
    "diaper_champ_reviews.sort('predicted_sentiment', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'I LOVE LOVE LOVE this product! It is SO much easier to use than the Diaper Genie, (you need a PHD in poopy to figure out how to use the darn thing!) and it even takes the same bags as my kitchen trash can, shich is super convenient, and cost efficient as I can buy them in bulk.The only reason for not rating it a 5 star was that I did have one small problem with it. The foam gasket in the barrell which keeps the poopy smell inside the unit ripped somehow, and it got VERY stinky. HOWEVER, I contacted the manufacturer though their website, and received an email back the same day stating that this was unusual, and that replacement gaskets were on their way to me. They arrived inside of a week and after replacing, it works great again! (They even sent me extras should it happen again)I HIGHLY reccomend this diaper pail over ANY competitors, you will not be sorry!'"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diaper_champ_reviews.sort('predicted_sentiment', ascending=False)[0]['review']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype: float\n",
       "Rows: 1\n",
       "[0.9984234145936199]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_words_model.predict(diaper_champ_reviews.sort('predicted_sentiment', ascending=False)[0:1], output_type='probability')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rating</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">word_count</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">awesome</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">great</th>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Luke can turn a<br>clean diaper to a dirty ...</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I LOOOVE this diaper<br>pail!  Its the easies ...</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">We researched all of the<br>different types of di ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">My baby is now 8 months<br>and the can has been ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{\"don't\": 1, 'when': 1,<br>'over': 1, 'soon': 1, ...</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">This is absolutely, by<br>far, the best diaper  ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
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       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Diaper Champ or Diaper<br>Genie? That was my ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'all': 1, 'bags.': 1,<br>'son,': 1, '(i': 1, ...</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Wow!  This is fabulous.<br>It was a toss-up between ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
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       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I originally put this<br>item on my baby registry ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'lysol': 1, 'all': 2,<br>'bags.': 1, 'feedback': ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Two girlfriends and two<br>family members put me ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'just': 1, 'when': 1,<br>'both': 1, 'results': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Trend Diaper Champ</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I am one of those super-<br>critical shoppers who ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'taller': 1, 'bags.': 1,<br>'just': 1, \"don't\": 4, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">amazing</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">love</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">horrible</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">bad</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">terrible</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">awful</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">wow</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">hate</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">sentiment</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">predicted_sentiment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999759315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999692111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999642488</td>\n",
       "    </tr>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999486804</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[298 rows x 17 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\treview\tstr\n",
       "\trating\tfloat\n",
       "\tword_count\tdict\n",
       "\tawesome\tint\n",
       "\tgreat\tint\n",
       "\tfantastic\tint\n",
       "\tamazing\tint\n",
       "\tlove\tint\n",
       "\thorrible\tint\n",
       "\tbad\tint\n",
       "\tterrible\tint\n",
       "\tawful\tint\n",
       "\twow\tint\n",
       "\thate\tint\n",
       "\tsentiment\tint\n",
       "\tpredicted_sentiment\tfloat\n",
       "\n",
       "Rows: 298\n",
       "\n",
       "Data:\n",
       "+-------------------------+-------------------------------+--------+\n",
       "|           name          |             review            | rating |\n",
       "+-------------------------+-------------------------------+--------+\n",
       "| Baby Trend Diaper Champ | Baby Luke can turn a clean... |  5.0   |\n",
       "| Baby Trend Diaper Champ | I LOOOVE this diaper pail!... |  5.0   |\n",
       "| Baby Trend Diaper Champ | We researched all of the d... |  4.0   |\n",
       "| Baby Trend Diaper Champ | My baby is now 8 months an... |  5.0   |\n",
       "| Baby Trend Diaper Champ | This is absolutely, by far... |  5.0   |\n",
       "| Baby Trend Diaper Champ | Diaper Champ or Diaper Gen... |  5.0   |\n",
       "| Baby Trend Diaper Champ | Wow!  This is fabulous.  I... |  5.0   |\n",
       "| Baby Trend Diaper Champ | I originally put this item... |  5.0   |\n",
       "| Baby Trend Diaper Champ | Two girlfriends and two fa... |  5.0   |\n",
       "| Baby Trend Diaper Champ | I am one of those super-cr... |  5.0   |\n",
       "+-------------------------+-------------------------------+--------+\n",
       "+-------------------------------+---------+-------+-----------+---------+------+\n",
       "|           word_count          | awesome | great | fantastic | amazing | love |\n",
       "+-------------------------------+---------+-------+-----------+---------+------+\n",
       "| {'all': 1, 'less': 1, \"fri... |    0    |   0   |     0     |    0    |  0   |\n",
       "| {'just': 1, 'over': 1, 'rw... |    0    |   0   |     0     |    0    |  1   |\n",
       "| {'all': 2, 'just': 4, \"don... |    0    |   0   |     0     |    0    |  0   |\n",
       "| {\"don't\": 1, 'when': 1, 'o... |    0    |   2   |     0     |    0    |  0   |\n",
       "| {'just': 3, 'money': 1, 'n... |    0    |   0   |     0     |    0    |  2   |\n",
       "| {'all': 1, 'bags.': 1, 'so... |    0    |   0   |     0     |    0    |  0   |\n",
       "| {'and': 4, '\"genie\".': 1, ... |    0    |   0   |     0     |    0    |  0   |\n",
       "| {'lysol': 1, 'all': 2, 'ba... |    0    |   0   |     0     |    0    |  0   |\n",
       "| {'just': 1, 'when': 1, 'bo... |    0    |   0   |     0     |    0    |  0   |\n",
       "| {'taller': 1, 'bags.': 1, ... |    0    |   0   |     0     |    0    |  1   |\n",
       "+-------------------------------+---------+-------+-----------+---------+------+\n",
       "+----------+-----+----------+-------+-----+------+-----------+---------------------+\n",
       "| horrible | bad | terrible | awful | wow | hate | sentiment | predicted_sentiment |\n",
       "+----------+-----+----------+-------+-----+------+-----------+---------------------+\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.999999937267   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.999999917406   |\n",
       "|    0     |  1  |    0     |   0   |  0  |  0   |     1     |    0.999999899509   |\n",
       "|    0     |  1  |    0     |   0   |  0  |  0   |     1     |    0.999999836182   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.999999824745   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.999999759315   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.999999692111   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.999999642488   |\n",
       "|    1     |  0  |    0     |   0   |  0  |  0   |     1     |    0.999999604504   |\n",
       "|    0     |  0  |    0     |   0   |  0  |  0   |     1     |    0.999999486804   |\n",
       "+----------+-----+----------+-------+-----+------+-----------+---------------------+\n",
       "[298 rows x 17 columns]\n",
       "Note: Only the head of the SFrame is printed.\n",
       "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diaper_champ_reviews['predicted_sentiment'] = sentiment_model.predict(diaper_champ_reviews, output_type='probability')\n",
    "diaper_champ_reviews.sort('predicted_sentiment', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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