code/03.01.analyzing.product.sentiment.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# full width\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predicting sentiment from product reviews\n",
    "\n",
    "# Fire up GraphLab Create\n",
    "(See [Getting Started with SFrames](/notebooks/Week%201/Getting%20Started%20with%20SFrames.ipynb) for setup instructions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import graphlab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Limit number of worker processes. This preserves system memory, which prevents hosted notebooks from crashing.\n",
    "graphlab.set_runtime_config('GRAPHLAB_DEFAULT_NUM_PYLAMBDA_WORKERS', 4)"
   ]
  },
  {
   "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": 301,
   "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": 302,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<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",
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       "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": 302,
     "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": 303,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "products['word_count'] = graphlab.text_analytics.count_words(products['review'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "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, '6': 1,<br>'stink': 1, 'because' ...</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, 'this': 2,<br>'her': 1, 'help': 2, ...</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, 'noble': 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\">{'and': 2, 'all': 1,<br>'right': 1, 'when': 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, 'nanny':<br>1, '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, '6': 1, 'stink'... |\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, 'this': 2, 'her... |\n",
       "| {'shop': 1, 'noble': 1, 'i... |\n",
       "| {'and': 2, 'all': 1, 'righ... |\n",
       "| {'and': 1, 'help': 1, 'giv... |\n",
       "| {'journal.': 1, 'nanny': 1... |\n",
       "+-------------------------------+\n",
       "[10 rows x 4 columns]"
      ]
     },
     "execution_count": 304,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "products.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "graphlab.canvas.set_target('ipynb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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Playard Mattress, White\": {\"frequency\": 106, \"value\": \"Dream On Me ...\"}, \"Tenergy T-1199BE Universal NiMH Battery Charger\": {\"frequency\": 30, \"value\": \"Tenergy T-1199BE ...\"}, \"MAM BPA Free 5 oz Bottle for Boy, 3-Pack ((Patterns and motifs may vary)\": {\"frequency\": 33, \"value\": \"MAM BPA Free 5 oz ...\"}, \"Evenflo Tribute Sport Convertible Car Seat, Daisy Doodle\": {\"frequency\": 33, \"value\": \"Evenflo Tribute ...\"}, \"Dr. Brown's Bottle Brush\": {\"frequency\": 58, \"value\": \"Dr. Brown's Bottle ...\"}, \"Dr. Brown's Double Electric Breast Pump\": {\"frequency\": 23, \"value\": \"Dr. Brown's Double ...\"}, \"Cloud b Gentle Giraffe On The Go Travel Sound Machine with Four Soothing Sounds\": {\"frequency\": 38, \"value\": \"Cloud b Gentle ...\"}, \"Evenflo Soft N Wide Gate\": {\"frequency\": 30, \"value\": \"Evenflo Soft N ...\"}, \"Sunshine Kids Easy View Back Seat Mirror\": {\"frequency\": 48, \"value\": \"Sunshine Kids Easy ...\"}, \"Infantino Plenty Feature Packed Cart &amp; 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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. 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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 ...\"}, \"Lorex BB2411 2.4&quot; Sweet Peek Video Baby Monitor with IR Night Vision and Zoom, White\": {\"frequency\": 29, \"value\": \"Lorex BB2411 ...\"}, \"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 ...\"}, \"Prince Lionheart Corner Guards, Chocolate Brown\": {\"frequency\": 56, \"value\": \"Prince Lionheart ...\"}, \"Regalo Easy Step Extra Wide Walk Thru Gate, White\": {\"frequency\": 18, \"value\": \"Regalo Easy Step ...\"}, \"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 ...\"}, \"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 ...\"}, \"Fisher-Price My Little Snugabunny Newborn Rock n' Play Sleeper\": {\"frequency\": 68, \"value\": \"Fisher-Price My ...\"}, \"The Art of CureTM *SAFETY KNOTTED* Raw Butterscotch - 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White\": {\"frequency\": 35, \"value\": \"KidCo BabySteps ...\"}, \"Natursutten BPA-Free Natural Rubber Pacifier, Orthodontic, 0-6 Months\": {\"frequency\": 34, \"value\": \"Natursutten BPA- ...\"}, \"Jeep Cherokee Sport Stroller, Brick Red\": {\"frequency\": 92, \"value\": \"Jeep Cherokee ...\"}, \"Mother's Touch Deluxe Baby Bather\": {\"frequency\": 20, \"value\": \"Mother's Touch ...\"}, \"Evenflo Snugli Comfort Vent Carrier\": {\"frequency\": 22, \"value\": \"Evenflo Snugli ...\"}, \"Graco DuoDiner LX Highchair, Metropolis\": {\"frequency\": 22, \"value\": \"Graco DuoDiner LX ...\"}, \"Regalo Easy Step Extra Tall Walk Thru Gate - White\": {\"frequency\": 101, \"value\": \"Regalo Easy Step ...\"}, \"Dream On Me 4 in 1 Aden Convertible Mini Crib, Natural\": {\"frequency\": 25, \"value\": \"Dream On Me 4 in 1 ...\"}, \"Luvable Friends 6 Pack Washcloths, Blue\": {\"frequency\": 27, \"value\": \"Luvable Friends 6 ...\"}, \"South Shore Savannah Collection 4-Drawer Chest, White\": {\"frequency\": 22, \"value\": \"South Shore ...\"}, \"Skip Hop Zoo Safety Harness, Monkey\": {\"frequency\": 32, \"value\": \"Skip Hop Zoo ...\"}, \"Snap 'N Go Infant Car Seat Carrier\": {\"frequency\": 46, \"value\": \"Snap 'N Go Infant ...\"}, \"DEX Products Sound Sleeper SS-01\": {\"frequency\": 103, \"value\": \"DEX Products Sound ...\"}, \"Prince Lionheart Faucet Extender, Gumball Green\": {\"frequency\": 31, \"value\": \"Prince Lionheart ...\"}, \"OXO Tot Bottle Brush with Nipple Cleaner, Orange\": {\"frequency\": 25, \"value\": \"OXO Tot Bottle ...\"}, \"Philips AVENT Range BPA-Free Front Teeth Teether, Classic\": {\"frequency\": 24, \"value\": \"Philips AVENT ...\"}, \"Combi Activity Walker Black\": {\"frequency\": 18, \"value\": \"Combi Activity ...\"}, \"Status Veneto Glider and Nursing Ottoman, White/Beige\": {\"frequency\": 24, \"value\": \"Status Veneto ...\"}, \"Odorless Diaper Pail by Safety 1st\": {\"frequency\": 28, \"value\": \"Odorless Diaper ...\"}, \"Prince Lionheart Ultimate Wipes Warmer\": {\"frequency\": 152, \"value\": \"Prince Lionheart ...\"}, \"Munchkin Arm and Hammer Bag Refill, 36 Bags\": {\"frequency\": 25, \"value\": \"Munchkin Arm and ...\"}, \"BABYBJORN Safe Step - Blue\": {\"frequency\": 85, \"value\": \"BABYBJORN Safe ...\"}, \"Fisher-Price Space Saver Swing and Seat, Discover'N Grow\": {\"frequency\": 57, \"value\": \"Fisher-Price Space ...\"}, \"Baby Einstein Octoplush\": {\"frequency\": 57, \"value\": \"Baby Einstein ...\"}, \"FISHER PRICE SINGING STAR GYM\": {\"frequency\": 37, \"value\": \"FISHER PRICE ...\"}, \"Munchkin 3 Piece Silly Sandwich Cutter Set\": {\"frequency\": 22, \"value\": \"Munchkin 3 Piece ...\"}, \"Britax Frontier Booster Car Seat\": {\"frequency\": 22, \"value\": \"Britax Frontier ...\"}, \"Summer Infant Best View Handheld Color Video Monitor with 2.5&quot; Screen\": {\"frequency\": 57, \"value\": \"Summer Infant Best ...\"}, \"Medela 9 Volt Vehicle Lighter Adaptor\": {\"frequency\": 22, \"value\": \"Medela 9 Volt ...\"}, \"Safety 1st Magnetic Locking System Complete\": {\"frequency\": 81, \"value\": \"Safety 1st ...\"}, \"BABYBJORN Baby Carrier Miracle, Black/Silver, Cotton Mix\": {\"frequency\": 50, \"value\": \"BABYBJORN Baby ...\"}, \"Safety 1st Crystal Clear Audio Monitor, White\": {\"frequency\": 21, \"value\": \"Safety 1st Crystal ...\"}, \"Graco SnugRide 32 Infant Car Seat, Zurich\": {\"frequency\": 25, \"value\": \"Graco SnugRide 32 ...\"}, \"Baby K'tan Breeze Baby Carrier, White, Large\": {\"frequency\": 29, \"value\": \"Baby K'tan Breeze ...\"}, \"Cloud B Tranquil Turtle - 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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 ...\"}, \"Baby Trend Diaper Champ Deluxe, Blue\": {\"frequency\": 35, \"value\": \"Baby Trend Diaper ...\"}, \"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 ...\"}, \"Bellybuds&reg; | Baby-Bump Sound System\": {\"frequency\": 23, \"value\": \"Bellybuds&reg; | ...\"}, \"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; ...\"}, \"Munchkin Warm Glow Wipe Warmer and Diaper Bag Dispenser Set (Colors may vary)\": {\"frequency\": 19, \"value\": \"Munchkin Warm Glow ...\"}, \"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 ...\"}, \"Infantino Squeeze Station\": {\"frequency\": 28, \"value\": \"Infantino Squeeze ...\"}}, \"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": {},
     "output_type": "display_data"
    }
   ],
   "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": 307,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "785\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "$(\"head\").append($(\"<link/>\").attr({\n",
       "  rel:  \"stylesheet\",\n",
       "  type: \"text/css\",\n",
       "  href: \"//cdnjs.cloudflare.com/ajax/libs/font-awesome/4.1.0/css/font-awesome.min.css\"\n",
       "}));\n",
       "$(\"head\").append($(\"<link/>\").attr({\n",
       "  rel:  \"stylesheet\",\n",
       "  type: \"text/css\",\n",
       "  href: \"https://static.turi.com/products/graphlab-create/2.1/canvas/css/canvas.css\"\n",
       "}));\n",
       "\n",
       "            (function(){\n",
       "\n",
       "                var e = null;\n",
       "                if (typeof element == 'undefined') {\n",
       "                    var scripts = document.getElementsByTagName('script');\n",
       "                    var thisScriptTag = scripts[scripts.length-1];\n",
       "                    var parentDiv = thisScriptTag.parentNode;\n",
       "                    e = document.createElement('div');\n",
       "                    parentDiv.appendChild(e);\n",
       "                } else {\n",
       "                    e = element[0];\n",
       "                }\n",
       "\n",
       "                if (typeof requirejs !== 'undefined') {\n",
       "                    // disable load timeout; ipython_app.js is large and can take a while to load.\n",
       "                    requirejs.config({waitSeconds: 0});\n",
       "                }\n",
       "\n",
       "                require(['https://static.turi.com/products/graphlab-create/2.1/canvas/js/ipython_app.js'], function(IPythonApp){\n",
       "                    var app = new IPythonApp();\n",
       "                    app.attachView('sarray','Categorical', {\"ipython\": true, \"sketch\": {\"std\": 1.226576304850189, \"complete\": true, \"min\": 1.0, \"max\": 5.0, \"quantile\": [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 2.0, 2.0, 2.0, 2.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0], \"median\": 5.0, \"numeric\": true, \"num_unique\": 5, \"num_undefined\": 0, \"var\": 1.504489431619944, \"progress\": 1.0, \"size\": 785, \"frequent_items\": {\"1.0\": {\"frequency\": 56, \"value\": 1.0}, \"2.0\": {\"frequency\": 37, \"value\": 2.0}, \"3.0\": {\"frequency\": 62, \"value\": 3.0}, \"4.0\": {\"frequency\": 95, \"value\": 4.0}, \"5.0\": {\"frequency\": 535, \"value\": 5.0}}, \"mean\": 4.294267515923567}, \"selected_variable\": {\"name\": [\"<SArray>\"], \"dtype\": \"float\", \"view_component\": \"Categorical\", \"view_file\": \"sarray\", \"descriptives\": {\"rows\": 785}, \"type\": \"SArray\", \"view_components\": [\"Numeric\", \"Categorical\"]}, \"histogram\": {\"progress\": 1.0, \"histogram\": {\"max\": 5.076199999999998, \"bins\": [56, 0, 0, 37, 0, 62, 0, 0, 95, 0, 0, 535], \"min\": 0.929000000000014}, \"min\": 1.0, \"complete\": 1, \"max\": 5.0}}, e);\n",
       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "giraffe_reviews = products[products['name'] == 'Vulli Sophie the Giraffe Teether']\n",
    "\n",
    "print len(giraffe_reviews) # how many reviews for giraffe?\n",
    "\n",
    "giraffe_reviews['rating'].show(view='Categorical')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Build a sentiment classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "$(\"head\").append($(\"<link/>\").attr({\n",
       "  rel:  \"stylesheet\",\n",
       "  type: \"text/css\",\n",
       "  href: \"//cdnjs.cloudflare.com/ajax/libs/font-awesome/4.1.0/css/font-awesome.min.css\"\n",
       "}));\n",
       "$(\"head\").append($(\"<link/>\").attr({\n",
       "  rel:  \"stylesheet\",\n",
       "  type: \"text/css\",\n",
       "  href: \"https://static.turi.com/products/graphlab-create/2.1/canvas/css/canvas.css\"\n",
       "}));\n",
       "\n",
       "            (function(){\n",
       "\n",
       "                var e = null;\n",
       "                if (typeof element == 'undefined') {\n",
       "                    var scripts = document.getElementsByTagName('script');\n",
       "                    var thisScriptTag = scripts[scripts.length-1];\n",
       "                    var parentDiv = thisScriptTag.parentNode;\n",
       "                    e = document.createElement('div');\n",
       "                    parentDiv.appendChild(e);\n",
       "                } else {\n",
       "                    e = element[0];\n",
       "                }\n",
       "\n",
       "                if (typeof requirejs !== 'undefined') {\n",
       "                    // disable load timeout; ipython_app.js is large and can take a while to load.\n",
       "                    requirejs.config({waitSeconds: 0});\n",
       "                }\n",
       "\n",
       "                require(['https://static.turi.com/products/graphlab-create/2.1/canvas/js/ipython_app.js'], function(IPythonApp){\n",
       "                    var app = new IPythonApp();\n",
       "                    app.attachView('sarray','Categorical', {\"ipython\": true, \"sketch\": {\"std\": 1.2850135559617413, \"complete\": true, \"min\": 1.0, \"max\": 5.0, \"quantile\": [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 4.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 5.0], \"median\": 5.0, \"numeric\": true, \"num_unique\": 5, \"num_undefined\": 0, \"var\": 1.6512598390054394, \"progress\": 1.0, \"size\": 183531, \"frequent_items\": {\"1.0\": {\"frequency\": 15183, \"value\": 1.0}, \"2.0\": {\"frequency\": 11310, \"value\": 2.0}, \"3.0\": {\"frequency\": 16779, \"value\": 3.0}, \"4.0\": {\"frequency\": 33205, \"value\": 4.0}, \"5.0\": {\"frequency\": 107054, \"value\": 5.0}}, \"mean\": 4.1204483166331505}, \"selected_variable\": {\"name\": [\"<SArray>\"], \"dtype\": \"float\", \"view_component\": \"Categorical\", \"view_file\": \"sarray\", \"descriptives\": {\"rows\": 183531}, \"type\": \"SArray\", \"view_components\": [\"Numeric\", \"Categorical\"]}, \"histogram\": {\"progress\": 1.0, \"histogram\": {\"max\": 5.024, \"bins\": [15183, 0, 0, 11310, 0, 16779, 0, 0, 33205, 0, 0, 107054], \"min\": 0.992}, \"min\": 1.0, \"complete\": 1, \"max\": 5.0}}, e);\n",
       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "products['rating'].show(view='Categorical')"
   ]
  },
  {
   "cell_type": "markdown",
   "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": 309,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<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\">sentiment</th>\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",
       "        <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\">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",
       "        <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\">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",
       "        <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\">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",
       "        <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\">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, 'this': 2,<br>'her': 1, 'help': 2, ...</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\">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, 'noble': 1,<br>'is': 1, 'it': 1, 'as': ...</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\">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\">{'and': 2, 'all': 1,<br>'right': 1, 'when': 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, 'nanny':<br>1, '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, 'food': 1, ...</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, 'this': 2, 'her... |     1     |\n",
       "| {'shop': 1, 'noble': 1, 'i... |     1     |\n",
       "| {'and': 2, 'all': 1, 'righ... |     1     |\n",
       "| {'and': 1, 'help': 1, 'giv... |     1     |\n",
       "| {'journal.': 1, 'nanny': 1... |     1     |\n",
       "| {'all': 1, 'forget': 1, 'j... |     1     |\n",
       "+-------------------------------+-----------+\n",
       "[10 rows x 5 columns]"
      ]
     },
     "execution_count": 309,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ignore all 3* reviews\n",
    "products = products[products['rating'] != 3]\n",
    "\n",
    "# positive sentiment = 4* or 5* reviews\n",
    "products['sentiment'] = products['rating'] >=4\n",
    "\n",
    "products.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's train the sentiment classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_data,test_data = products.random_split(.8, seed=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>WARNING: The number of feature dimensions in this problem is very large in comparison with the number of examples. Unless an appropriate regularization value is set, this model may not provide accurate predictions for a validation/test set.</pre>"
      ],
      "text/plain": [
       "WARNING: The number of feature dimensions in this problem is very large in comparison with the number of examples. Unless an appropriate regularization value is set, this model may not provide accurate predictions for a validation/test set."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Logistic regression:</pre>"
      ],
      "text/plain": [
       "Logistic regression:"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>--------------------------------------------------------</pre>"
      ],
      "text/plain": [
       "--------------------------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of examples          : 133448</pre>"
      ],
      "text/plain": [
       "Number of examples          : 133448"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of classes           : 2</pre>"
      ],
      "text/plain": [
       "Number of classes           : 2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of feature columns   : 1</pre>"
      ],
      "text/plain": [
       "Number of feature columns   : 1"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of unpacked features : 219217</pre>"
      ],
      "text/plain": [
       "Number of unpacked features : 219217"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of coefficients    : 219218</pre>"
      ],
      "text/plain": [
       "Number of coefficients    : 219218"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Starting L-BFGS</pre>"
      ],
      "text/plain": [
       "Starting L-BFGS"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>--------------------------------------------------------</pre>"
      ],
      "text/plain": [
       "--------------------------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+----------+-----------+--------------+-------------------+---------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+----------+-----------+--------------+-------------------+---------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Iteration | Passes   | Step size | Elapsed Time | Training-accuracy | Validation-accuracy |</pre>"
      ],
      "text/plain": [
       "| Iteration | Passes   | Step size | Elapsed Time | Training-accuracy | Validation-accuracy |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+----------+-----------+--------------+-------------------+---------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+----------+-----------+--------------+-------------------+---------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 1         | 5        | 0.000002  | 1.160375     | 0.841481          | 0.839989            |</pre>"
      ],
      "text/plain": [
       "| 1         | 5        | 0.000002  | 1.160375     | 0.841481          | 0.839989            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 2         | 9        | 3.000000  | 2.240832     | 0.947425          | 0.894877            |</pre>"
      ],
      "text/plain": [
       "| 2         | 9        | 3.000000  | 2.240832     | 0.947425          | 0.894877            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 3         | 10       | 3.000000  | 2.693390     | 0.923768          | 0.866232            |</pre>"
      ],
      "text/plain": [
       "| 3         | 10       | 3.000000  | 2.693390     | 0.923768          | 0.866232            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 4         | 11       | 3.000000  | 3.105579     | 0.971779          | 0.912743            |</pre>"
      ],
      "text/plain": [
       "| 4         | 11       | 3.000000  | 3.105579     | 0.971779          | 0.912743            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 5         | 12       | 3.000000  | 3.504747     | 0.975511          | 0.908900            |</pre>"
      ],
      "text/plain": [
       "| 5         | 12       | 3.000000  | 3.504747     | 0.975511          | 0.908900            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 6         | 13       | 3.000000  | 4.056582     | 0.899991          | 0.825967            |</pre>"
      ],
      "text/plain": [
       "| 6         | 13       | 3.000000  | 4.056582     | 0.899991          | 0.825967            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 10        | 18       | 1.000000  | 6.255520     | 0.988715          | 0.916256            |</pre>"
      ],
      "text/plain": [
       "| 10        | 18       | 1.000000  | 6.255520     | 0.988715          | 0.916256            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+----------+-----------+--------------+-------------------+---------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+----------+-----------+--------------+-------------------+---------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>TERMINATED: Iteration limit reached.</pre>"
      ],
      "text/plain": [
       "TERMINATED: Iteration limit reached."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>This model may not be optimal. To improve it, consider increasing `max_iterations`.</pre>"
      ],
      "text/plain": [
       "This model may not be optimal. To improve it, consider increasing `max_iterations`."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "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 using a **ROC Curve**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "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: 100001\n",
       " \n",
       " Data:\n",
       " +-----------+----------------+----------------+-------+------+\n",
       " | threshold |      fpr       |      tpr       |   p   |  n   |\n",
       " +-----------+----------------+----------------+-------+------+\n",
       " |    0.0    |      1.0       |      1.0       | 27976 | 5328 |\n",
       " |   1e-05   | 0.909346846847 | 0.998856162425 | 27976 | 5328 |\n",
       " |   2e-05   | 0.896021021021 | 0.998748927652 | 27976 | 5328 |\n",
       " |   3e-05   | 0.886448948949 | 0.998462968259 | 27976 | 5328 |\n",
       " |   4e-05   | 0.879692192192 | 0.998284243637 | 27976 | 5328 |\n",
       " |   5e-05   | 0.875187687688 | 0.998212753789 | 27976 | 5328 |\n",
       " |   6e-05   | 0.872184684685 | 0.998177008865 | 27976 | 5328 |\n",
       " |   7e-05   | 0.868618618619 | 0.998034029168 | 27976 | 5328 |\n",
       " |   8e-05   | 0.864677177177 | 0.997998284244 | 27976 | 5328 |\n",
       " |   9e-05   | 0.860735735736 | 0.997962539319 | 27976 | 5328 |\n",
       " +-----------+----------------+----------------+-------+------+\n",
       " [100001 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": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentiment_model.evaluate(test_data, metric='roc_curve')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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{\"threshold\": 0.985, \"p\": 27976, \"fpr\": 0.03453453453453453, \"tpr\": 0.6642479267943951, \"n\": 5328}, {\"threshold\": 0.986, \"p\": 27976, \"fpr\": 0.03322072072072072, \"tpr\": 0.6559551043751787, \"n\": 5328}, {\"threshold\": 0.987, \"p\": 27976, \"fpr\": 0.03228228228228228, \"tpr\": 0.6466971690020017, \"n\": 5328}, {\"threshold\": 0.988, \"p\": 27976, \"fpr\": 0.030968468468468468, \"tpr\": 0.6373677437803832, \"n\": 5328}, {\"threshold\": 0.989, \"p\": 27976, \"fpr\": 0.02927927927927928, \"tpr\": 0.6274306548470118, \"n\": 5328}, {\"threshold\": 0.99, \"p\": 27976, \"fpr\": 0.026839339339339338, \"tpr\": 0.6158492993994853, \"n\": 5328}, {\"threshold\": 0.991, \"p\": 27976, \"fpr\": 0.025525525525525526, \"tpr\": 0.6035887903917644, \"n\": 5328}, {\"threshold\": 0.992, \"p\": 27976, \"fpr\": 0.02421171171171171, \"tpr\": 0.5895052902487846, \"n\": 5328}, {\"threshold\": 0.993, \"p\": 27976, \"fpr\": 0.022334834834834835, \"tpr\": 0.5742779525307407, \"n\": 5328}, {\"threshold\": 0.994, \"p\": 27976, \"fpr\": 0.020833333333333332, \"tpr\": 0.5570846439805548, \"n\": 5328}, {\"threshold\": 0.995, \"p\": 27976, \"fpr\": 0.019707207207207207, \"tpr\": 0.5346725764941378, \"n\": 5328}, {\"threshold\": 0.996, \"p\": 27976, \"fpr\": 0.018205705705705705, \"tpr\": 0.5075064340863598, \"n\": 5328}, {\"threshold\": 0.997, \"p\": 27976, \"fpr\": 0.01614114114114114, \"tpr\": 0.47419216471261083, \"n\": 5328}, {\"threshold\": 0.998, \"p\": 27976, \"fpr\": 0.013138138138138139, \"tpr\": 0.4294752645124392, \"n\": 5328}, {\"threshold\": 0.999, \"p\": 27976, \"fpr\": 0.009384384384384385, \"tpr\": 0.3602016013726051, \"n\": 5328}, {\"threshold\": 1.0, \"p\": 27976, \"fpr\": 0.0, \"tpr\": 0.0, \"n\": 5328}]}]]}, e);\n",
       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sentiment_model.show(view='Evaluation')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note we can walk the graph by dragging the *threshold*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "33304\n",
      "27976\n"
     ]
    }
   ],
   "source": [
    "print test_data.num_rows()\n",
    "print test_data[test_data['rating'] == 4].num_rows() +  test_data[test_data['rating'] == 5].num_rows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Applying the learned model to understand sentiment for Giraffe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# output_type='probability' to try and predict\n",
    "giraffe_reviews['predicted_sentiment'] = sentiment_model.predict(giraffe_reviews, output_type='probability')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<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\">He likes chewing on all<br>the parts especially 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\">{'and': 1, 'all': 1,<br>'because': 1, 'it': 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\">My son loves this toy and<br>fits great in 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': 1, 'right': 1,<br>'help': 1, 'just': 1, ...</td>\n",
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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\">There really should be a<br>large warning on the  ...</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">All the moms in my moms'<br>group got Sophie for ...</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 2, 'one!': 1,<br>'all': 1, 'love': 1, ...</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I was a little skeptical<br>on whether Sophie was ...</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, 'all': 1,<br>'months': 1, 'old': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.662374415673</td>\n",
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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\">I have been reading about<br>Sophie and was going  ...</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, 'seven': 1,<br>'already': 1, 'love': 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\">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, ...</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>'be': 1, 'is': 1, ...</td>\n",
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       "    <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, 'seemed': 1,<br>'because': 1, 'about.': ...</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>'some': 1, 'it': 3, ...</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, 'woul... |    0.013558811687   |\n",
       "| {'and': 2, 'one!': 1, 'all... |    0.995769474148   |\n",
       "| {'and': 3, 'all': 1, 'mont... |    0.662374415673   |\n",
       "| {'and': 6, 'seven': 1, 'al... |    0.999997148186   |\n",
       "| {'and': 4, 'drooling,': 1,... |    0.989190989536   |\n",
       "| {'and': 3, 'chew': 1, 'be'... |    0.999563518413   |\n",
       "| {'chew': 2, 'seemed': 1, '... |    0.970160542725   |\n",
       "| {'and': 2, 'already': 1, '... |    0.195367644588   |\n",
       "+-------------------------------+---------------------+\n",
       "[10 rows x 5 columns]"
      ]
     },
     "execution_count": 316,
     "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": 317,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "giraffe_reviews = giraffe_reviews.sort('predicted_sentiment', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "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",
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       "    <tr>\n",
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       "    <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",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'adoring': 1, 'find': 1,<br>'month': 1, 'bright': 1, ...</td>\n",
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       "    <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, 'discovered':<br>1, 'existence.': 1, ...</td>\n",
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       "    <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",
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       "    <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",
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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\">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",
       "| {'adoring': 1, 'find': 1, ... |    0.999999999703   |\n",
       "| {'all': 2, 'discovered': 1... |    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": 318,
     "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": 319,
   "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": 319,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "giraffe_reviews[0]['review']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "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": 320,
     "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": 321,
   "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": 321,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "giraffe_reviews[-1]['review']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "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": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "giraffe_reviews[-2]['review']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assignment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'products' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-3-083b77865340>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mword\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mselected_words\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m     \u001b[0mproducts\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mword\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mproducts\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'word_count'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mcount\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mcount\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mword\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[0mproducts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'products' is not defined"
     ]
    }
   ],
   "source": [
    "selected_words = ['awesome', 'great', 'fantastic', 'amazing', 'love', 'horrible', 'bad', 'terrible', 'awful', 'wow', 'hate']\n",
    "\n",
    "for word in selected_words:\n",
    "    products[word] = products['word_count'].apply(lambda count: count.get(word, 0))\n",
    "    \n",
    "products.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "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, 'bring': ...</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\">{'adoring': 1, 'find': 1,<br>'month': 1, 'bright': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999999703</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'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, 'discovered':<br>1, 'existence.': 1, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.999999999392</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 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",
       "<table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\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",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">fantastic</th>\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",
       "    </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\">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\">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",
       "    </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\">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\">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",
       "    </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\">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\">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\">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",
       "    </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\">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\">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",
       "    </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\">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</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",
       "    </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\">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</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",
       "    </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\">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\">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",
       "    </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\">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\">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\">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",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 16 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",
       "\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",
       "| 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 | awesome | great | fantastic |\n",
       "+-------------------------------+---------------------+---------+-------+-----------+\n",
       "| {'giggles': 1, 'all': 1, \"... |         1.0         |    0    |   0   |     0     |\n",
       "| {'adoring': 1, 'find': 1, ... |    0.999999999703   |    0    |   0   |     0     |\n",
       "| {'all': 2, 'discovered': 1... |    0.999999999392   |    0    |   1   |     0     |\n",
       "| {'all': 2, \"don't\": 1, '(l... |    0.99999999919    |    0    |   0   |     0     |\n",
       "| {'cute': 1, 'all': 1, 'rev... |    0.999999998657   |    0    |   2   |     0     |\n",
       "| {'just': 2, 'both': 1, 'mo... |    0.999999997108   |    0    |   0   |     0     |\n",
       "| {'and': 5, 'the': 1, 'all'... |    0.999999995589   |    0    |   0   |     0     |\n",
       "| {'just': 1, 'shape': 2, 'm... |    0.999999995573   |    0    |   0   |     0     |\n",
       "| {'and': 4, 'chew': 1, 'all... |    0.999999989527   |    0    |   1   |     0     |\n",
       "| {'giggles': 1, 'all': 1, '... |    0.999999985069   |    0    |   0   |     0     |\n",
       "+-------------------------------+---------------------+---------+-------+-----------+\n",
       "+---------+------+----------+-----+----------+-------+-----+------+\n",
       "| amazing | love | horrible | bad | terrible | awful | wow | hate |\n",
       "+---------+------+----------+-----+----------+-------+-----+------+\n",
       "|    0    |  0   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0    |  0   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0    |  0   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0    |  0   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0    |  1   |    0     |  1  |    0     |   0   |  0  |  0   |\n",
       "|    0    |  1   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0    |  1   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0    |  0   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0    |  0   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|    0    |  0   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "+---------+------+----------+-----+----------+-------+-----+------+\n",
       "[10 rows x 16 columns]"
      ]
     },
     "execution_count": 324,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for word in selected_words:\n",
    "    giraffe_reviews[word] = giraffe_reviews['word_count'].apply(lambda count: count.get(word, 0))\n",
    "    \n",
    "giraffe_reviews.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'giraffe_reviews' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-2-0e6593f4eaf8>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mgiraffe_reviews\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgiraffe_reviews\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'awesome'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'great'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'love'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mascending\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mgiraffe_reviews\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'giraffe_reviews' is not defined"
     ]
    }
   ],
   "source": [
    "giraffe_reviews = giraffe_reviews.sort(['awesome', 'great', 'love'], ascending=False)\n",
    "\n",
    "giraffe_reviews.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'selected_words' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-b11bedeaec7b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mword\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mselected_words\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m     \u001b[0mproducts\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mword\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mproducts\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'word_count'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mcount\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mcount\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mword\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mproducts\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mproducts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'awesome'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'great'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'love'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mascending\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'selected_words' is not defined"
     ]
    }
   ],
   "source": [
    "for word in selected_words:\n",
    "    products[word] = products['word_count'].apply(lambda count: count.get(word, 0))\n",
    "\n",
    "products = products.sort(['awesome', 'great', 'love'], ascending=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I purchased this car seat<br>online through BRUS a ...</td>\n",
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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': 7, 'set': 1,<br>'love': 2, 'what': 1, ...</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">I LOVE this product!<br>When I first got it, 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\">{'area.': 1, 'help': 1,<br>'just': 1, 'being': 1, ...</td>\n",
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       "        <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\">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\">4</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",
       "    </tr>\n",
       "    <tr>\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\">4</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",
       "    </tr>\n",
       "    <tr>\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\">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",
       "    </tr>\n",
       "    <tr>\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\">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",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 16 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\treview\tstr\n",
       "\trating\tfloat\n",
       "\tword_count\tdict\n",
       "\tsentiment\tint\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",
       "| Rainy Day Indoor Playgroun... | This is the #1 played with... |  5.0   |\n",
       "| Chicco NextFit Convertible... | I purchased this car seat ... |  4.0   |\n",
       "| Fisher-Price Rainforest Op... | We bought this swing for o... |  4.0   |\n",
       "| Child Airplane Travel Harn... | This contraption is awesom... |  4.0   |\n",
       "| Lascal BuggyBoard Maxi+ - ... | bought it, attached it and... |  4.0   |\n",
       "| Munchkin 2 Pack Fresh Food... | AWESOME MUST HAVE!!!!! ok ... |  5.0   |\n",
       "| Peg Perego Aria Stroller -... | I literally have owned alm... |  4.0   |\n",
       "| Simple Wishes Hands-Free B... | I just tried this hands fr... |  5.0   |\n",
       "| Motorola MBP36 Remote Wire... | I absolutely love this mon... |  5.0   |\n",
       "| Puj Flyte - Compact Infant... | I LOVE this product!  When... |  5.0   |\n",
       "+-------------------------------+-------------------------------+--------+\n",
       "+-------------------------------+-----------+---------+-------+-----------+---------+\n",
       "|           word_count          | sentiment | awesome | great | fantastic | amazing |\n",
       "+-------------------------------+-----------+---------+-------+-----------+---------+\n",
       "| {'one!': 1, 'infant': 2, '... |     1     |    4    |   0   |     0     |    0    |\n",
       "| {'all': 7, 'concept': 1, '... |     1     |    3    |   4   |     0     |    0    |\n",
       "| {'infant': 1, 'just': 3, '... |     1     |    3    |   1   |     0     |    0    |\n",
       "| {'move': 1, 'go': 1, 'row'... |     1     |    3    |   0   |     0     |    0    |\n",
       "| {'over': 1, 'and': 4, 'all... |     1     |    3    |   0   |     0     |    0    |\n",
       "| {'all': 1, 'being': 1, 'ab... |     1     |    3    |   0   |     0     |    0    |\n",
       "| {'so???': 1, 'think': 2, '... |     1     |    2    |   5   |     0     |    0    |\n",
       "| {'all': 1, 'spaced': 1, 'j... |     1     |    2    |   2   |     0     |    0    |\n",
       "| {'and': 7, 'set': 1, 'love... |     1     |    2    |   2   |     0     |    0    |\n",
       "| {'area.': 1, 'help': 1, 'j... |     1     |    2    |   2   |     0     |    0    |\n",
       "+-------------------------------+-----------+---------+-------+-----------+---------+\n",
       "+------+----------+-----+----------+-------+-----+------+\n",
       "| love | horrible | bad | terrible | awful | wow | hate |\n",
       "+------+----------+-----+----------+-------+-----+------+\n",
       "|  2   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|  2   |    0     |  0  |    0     |   0   |  0  |  2   |\n",
       "|  1   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|  0   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|  0   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|  0   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|  4   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|  4   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|  2   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "|  1   |    0     |  0  |    0     |   0   |  0  |  0   |\n",
       "+------+----------+-----+----------+-------+-----+------+\n",
       "[10 rows x 16 columns]"
      ]
     },
     "execution_count": 327,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "products.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "873: fantastic\n",
      "40277: love\n",
      "3197: bad\n",
      "2002: awesome\n",
      "42420: great\n",
      "673: terrible\n",
      "1305: amazing\n",
      "659: horrible\n",
      "345: awful\n",
      "1057: hate\n",
      "131: wow\n"
     ]
    }
   ],
   "source": [
    "words = {}\n",
    "\n",
    "for word in selected_words:\n",
    "    words[word]= str(products[word].sum())\n",
    "\n",
    "for word in words:\n",
    "    print words[word] + \": \" + word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "wtrain_data,wtest_data = products.random_split(.8, seed=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Logistic regression:</pre>"
      ],
      "text/plain": [
       "Logistic regression:"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>--------------------------------------------------------</pre>"
      ],
      "text/plain": [
       "--------------------------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of examples          : 133448</pre>"
      ],
      "text/plain": [
       "Number of examples          : 133448"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of classes           : 2</pre>"
      ],
      "text/plain": [
       "Number of classes           : 2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of feature columns   : 11</pre>"
      ],
      "text/plain": [
       "Number of feature columns   : 11"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of unpacked features : 11</pre>"
      ],
      "text/plain": [
       "Number of unpacked features : 11"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of coefficients    : 12</pre>"
      ],
      "text/plain": [
       "Number of coefficients    : 12"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Starting Newton Method</pre>"
      ],
      "text/plain": [
       "Starting Newton Method"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>--------------------------------------------------------</pre>"
      ],
      "text/plain": [
       "--------------------------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+----------+--------------+-------------------+---------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+----------+--------------+-------------------+---------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Iteration | Passes   | Elapsed Time | Training-accuracy | Validation-accuracy |</pre>"
      ],
      "text/plain": [
       "| Iteration | Passes   | Elapsed Time | Training-accuracy | Validation-accuracy |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+----------+--------------+-------------------+---------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+----------+--------------+-------------------+---------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 1         | 2        | 0.111985     | 0.843295          | 0.845154            |</pre>"
      ],
      "text/plain": [
       "| 1         | 2        | 0.111985     | 0.843295          | 0.845154            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 2         | 3        | 0.183751     | 0.843497          | 0.845574            |</pre>"
      ],
      "text/plain": [
       "| 2         | 3        | 0.183751     | 0.843497          | 0.845574            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 3         | 4        | 0.248256     | 0.843587          | 0.845874            |</pre>"
      ],
      "text/plain": [
       "| 3         | 4        | 0.248256     | 0.843587          | 0.845874            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 4         | 5        | 0.311426     | 0.843580          | 0.845874            |</pre>"
      ],
      "text/plain": [
       "| 4         | 5        | 0.311426     | 0.843580          | 0.845874            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 5         | 6        | 0.380694     | 0.843580          | 0.845874            |</pre>"
      ],
      "text/plain": [
       "| 5         | 6        | 0.380694     | 0.843580          | 0.845874            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 6         | 7        | 0.450408     | 0.843580          | 0.845874            |</pre>"
      ],
      "text/plain": [
       "| 6         | 7        | 0.450408     | 0.843580          | 0.845874            |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+----------+--------------+-------------------+---------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+----------+--------------+-------------------+---------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>SUCCESS: Optimal solution found.</pre>"
      ],
      "text/plain": [
       "SUCCESS: Optimal solution found."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre></pre>"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_words_model = graphlab.logistic_classifier.create(wtrain_data,\n",
    "                                                     target='sentiment',\n",
    "                                                     features=selected_words,\n",
    "                                                     validation_set=wtest_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------------+-------+-------+-----------------+------------------+\n",
      "|     name    | index | class |      value      |      stderr      |\n",
      "+-------------+-------+-------+-----------------+------------------+\n",
      "|     love    |  None |   1   |  1.40311094632  | 0.0287147376452  |\n",
      "| (intercept) |  None |   1   |  1.36154586665  | 0.00859887340123 |\n",
      "|   awesome   |  None |   1   |  1.07370730726  |  0.112497798674  |\n",
      "|  fantastic  |  None |   1   |  0.949292534067 |  0.159898007195  |\n",
      "|   amazing   |  None |   1   |  0.904722666499 |  0.128037780082  |\n",
      "|    great    |  None |   1   |  0.890440199723 | 0.0217485683878  |\n",
      "|     wow     |  None |   1   | 0.0168384122192 |  0.277585470724  |\n",
      "|     bad     |  None |   1   | -0.977408493139 | 0.0432871593382  |\n",
      "|     hate    |  None |   1   |  -1.46579674794 |  0.076513437706  |\n",
      "|    awful    |  None |   1   |  -1.64187851723 |  0.13311407261   |\n",
      "|   horrible  |  None |   1   |  -2.0066858032  | 0.0980078096749  |\n",
      "|   terrible  |  None |   1   |  -2.03223491903 | 0.0955667824137  |\n",
      "+-------------+-------+-------+-----------------+------------------+\n",
      "[12 rows x 5 columns]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "selected_words_model['coefficients'].sort('value', ascending=False).print_rows(num_rows=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "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: 100001\n",
       " \n",
       " Data:\n",
       " +-----------+-----+-----+-------+------+\n",
       " | threshold | fpr | tpr |   p   |  n   |\n",
       " +-----------+-----+-----+-------+------+\n",
       " |    0.0    | 1.0 | 1.0 | 28060 | 5244 |\n",
       " |   1e-05   | 1.0 | 1.0 | 28060 | 5244 |\n",
       " |   2e-05   | 1.0 | 1.0 | 28060 | 5244 |\n",
       " |   3e-05   | 1.0 | 1.0 | 28060 | 5244 |\n",
       " |   4e-05   | 1.0 | 1.0 | 28060 | 5244 |\n",
       " |   5e-05   | 1.0 | 1.0 | 28060 | 5244 |\n",
       " |   6e-05   | 1.0 | 1.0 | 28060 | 5244 |\n",
       " |   7e-05   | 1.0 | 1.0 | 28060 | 5244 |\n",
       " |   8e-05   | 1.0 | 1.0 | 28060 | 5244 |\n",
       " |   9e-05   | 1.0 | 1.0 | 28060 | 5244 |\n",
       " +-----------+-----+-----+-------+------+\n",
       " [100001 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": 332,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_words_model.evaluate(wtest_data, metric='roc_curve')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_words_model.show(view='Evaluation')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "33304\n",
      "27976\n",
      "28060\n",
      "0.842541436464\n"
     ]
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   ],
   "source": [
    "total =  test_data.num_rows()\n",
    "print total\n",
    "\n",
    "positive_sentiments =  test_data[test_data['rating'] == 4].num_rows() +  test_data[test_data['rating'] == 5].num_rows()\n",
    "print positive_sentiments\n",
    "\n",
    "positive_words =  wtest_data[wtest_data['rating'] == 4].num_rows() +  wtest_data[wtest_data['rating'] == 5].num_rows()\n",
    "print positive_words\n",
    "\n",
    "# majority class classifier\n",
    "print 1.0 * positive_words / total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "metadata": {
    "collapsed": false
   },
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "298\n"
     ]
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   "source": [
    "diapers = products[products['name'] == 'Baby Trend Diaper Champ']\n",
    "\n",
    "print len(diapers) # how many reviews for giraffe?\n",
    "\n",
    "diapers['rating'].show(view='Categorical')"
   ]
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  {
   "cell_type": "code",
   "execution_count": 336,
   "metadata": {
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     "text": [
      "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.\n"
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       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rating</th>\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\">I LOOOVE this diaper<br>pail!  Its the easies ...</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, 'over': 1,<br>'rweek': 1, 'sooo': 1, ...</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",
       "    </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 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",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'all': 2, 'just': 4,<br>\"don't\": 2, 'one,': 1, ...</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",
       "    </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\">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, 'able': 2,<br>'over': 1, 'soon': 1, ...</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",
       "    </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>'still': 3, 'fine': 1, ...</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",
       "    </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\">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\">{'son': 2, 'all': 1,<br>'bags.': 1, 'son,': 1, ...</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",
       "    </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\">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",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{'and': 4, 'this': 3,<br>'stink': 1, 'garbage' ...</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",
       "    </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 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\">1</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, '-': 3,<br>'both': 1, 'results': 1, ...</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",
       "    </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\">{'all': 1, 'humid': 1,<br>'just': 1, 'less': 1, ...</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",
       "    </tr>\n",
       "</table>\n",
       "<table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">great</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">fantastic</th>\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\">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\">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\">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\">0.999999937267</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\">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</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\">0.999999917406</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\">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</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\">0.999999899509</td>\n",
       "    </tr>\n",
       "    <tr>\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\">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\">0.999999836182</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\">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\">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\">0.999999824745</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\">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\">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\">0.999999759315</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\">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\">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\">0.999999692111</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\">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\">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\">0.999999642488</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\">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</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\">0.999999604504</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\">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</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\">0.999999486804</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\">predicted_words</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.796010826682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.940735793962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.594870598277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.897063815355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.984749391189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.796010826682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.796010826682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.796010826682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.344085575725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.940735793962</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 18 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tname\tstr\n",
       "\treview\tstr\n",
       "\trating\tfloat\n",
       "\tword_count\tdict\n",
       "\tsentiment\tint\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",
       "\tpredicted_sentiment\tfloat\n",
       "\tpredicted_words\tfloat\n",
       "\n",
       "Rows: 10\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          | sentiment | awesome | great | fantastic | amazing |\n",
       "+-------------------------------+-----------+---------+-------+-----------+---------+\n",
       "| {'all': 1, 'less': 1, \"fri... |     1     |    0    |   0   |     0     |    0    |\n",
       "| {'just': 1, 'over': 1, 'rw... |     1     |    0    |   0   |     0     |    0    |\n",
       "| {'all': 2, 'just': 4, \"don... |     1     |    0    |   0   |     0     |    0    |\n",
       "| {\"don't\": 1, 'able': 2, 'o... |     1     |    0    |   2   |     0     |    0    |\n",
       "| {'just': 3, 'money': 1, 's... |     1     |    0    |   0   |     0     |    0    |\n",
       "| {'son': 2, 'all': 1, 'bags... |     1     |    0    |   0   |     0     |    0    |\n",
       "| {'and': 4, 'this': 3, 'sti... |     1     |    0    |   0   |     0     |    0    |\n",
       "| {'lysol': 1, 'all': 2, 'ba... |     1     |    0    |   0   |     0     |    0    |\n",
       "| {'just': 1, '-': 3, 'both'... |     1     |    0    |   0   |     0     |    0    |\n",
       "| {'all': 1, 'humid': 1, 'ju... |     1     |    0    |   0   |     0     |    0    |\n",
       "+-------------------------------+-----------+---------+-------+-----------+---------+\n",
       "+------+----------+-----+----------+-------+-----+------+---------------------+\n",
       "| love | horrible | bad | terrible | awful | wow | hate | predicted_sentiment |\n",
       "+------+----------+-----+----------+-------+-----+------+---------------------+\n",
       "|  0   |    0     |  0  |    0     |   0   |  0  |  0   |    0.999999937267   |\n",
       "|  1   |    0     |  0  |    0     |   0   |  0  |  0   |    0.999999917406   |\n",
       "|  0   |    0     |  1  |    0     |   0   |  0  |  0   |    0.999999899509   |\n",
       "|  0   |    0     |  1  |    0     |   0   |  0  |  0   |    0.999999836182   |\n",
       "|  2   |    0     |  0  |    0     |   0   |  0  |  0   |    0.999999824745   |\n",
       "|  0   |    0     |  0  |    0     |   0   |  0  |  0   |    0.999999759315   |\n",
       "|  0   |    0     |  0  |    0     |   0   |  0  |  0   |    0.999999692111   |\n",
       "|  0   |    0     |  0  |    0     |   0   |  0  |  0   |    0.999999642488   |\n",
       "|  0   |    1     |  0  |    0     |   0   |  0  |  0   |    0.999999604504   |\n",
       "|  1   |    0     |  0  |    0     |   0   |  0  |  0   |    0.999999486804   |\n",
       "+------+----------+-----+----------+-------+-----+------+---------------------+\n",
       "+-----------------+\n",
       "| predicted_words |\n",
       "+-----------------+\n",
       "|  0.796010826682 |\n",
       "|  0.940735793962 |\n",
       "|  0.594870598277 |\n",
       "|  0.897063815355 |\n",
       "|  0.984749391189 |\n",
       "|  0.796010826682 |\n",
       "|  0.796010826682 |\n",
       "|  0.796010826682 |\n",
       "|  0.344085575725 |\n",
       "|  0.940735793962 |\n",
       "+-----------------+\n",
       "[10 rows x 18 columns]"
      ]
     },
     "execution_count": 336,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# output_type='probability' to try and predict\n",
    "diapers['predicted_sentiment'] = sentiment_model.predict(diapers, output_type='probability')\n",
    "\n",
    "diapers.sort('predicted_sentiment', ascending=False).head()\n",
    "\n",
    "# ignore all 3* reviews\n",
    "diapers = diapers[diapers['rating'] != 3]\n",
    "\n",
    "# positive sentiment = 4* or 5* reviews\n",
    "diapers['sentiment'] = diapers['rating'] >=4\n",
    "\n",
    "# output_type='probability' to try and predict\n",
    "diapers['predicted_words'] = selected_words_model.predict(diapers, output_type='probability')\n",
    "\n",
    "print diapers.sort('predicted_sentiment', ascending=False)[0]['review']\n",
    "\n",
    "diapers.sort('predicted_sentiment', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'x4' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-337-88b838666e79>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;36m4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx4\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'x4' is not defined"
     ]
    }
   ],
   "source": [
    "# 4,1,3,2,2,4,1,3,4,2,4"
   ]
  }
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