src/04_Live_Demo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Web Demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from farfetch import Farfetch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of product ratings:   21641\n",
      "Total number of in-stock ratings:  16105\n",
      "Total number of unique customers:  9667\n",
      "Total number of unique products:   13518\n"
     ]
    }
   ],
   "source": [
    "# Start new web demonstration\n",
    "ff          = Farfetch()\n",
    "correlation = ff.load_content_similarity_matrix(\"../Data/content_similarity_matrix_GMC.pkl\")\n",
    "ff.start_demo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Please enter your name:\n",
      "Adam\n",
      "Current user: flatiron_Adam\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "2\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "2\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "3\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "2\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "4\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "3\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "3\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "5\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "5\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "5\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "1\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "3\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "2\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "2\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "5\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "4\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "2\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "3\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "1\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "3\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "1\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "1\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "1\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "3\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "1\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "1\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "1\n",
      "Please enter a product rating on 1 to 5 scale:\n",
      "n\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>URL</th>\n",
       "      <th>Product</th>\n",
       "      <th>Original</th>\n",
       "      <th>Discount</th>\n",
       "      <th>On Sale</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Made In</th>\n",
       "      <th>Designer</th>\n",
       "      <th>Category</th>\n",
       "      <th>Total Ratings</th>\n",
       "      <th>User Rating</th>\n",
       "      <th>Recommended By</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/gucci-...</td>\n",
       "      <td>Leather belt with double G buckle</td>\n",
       "      <td>460</td>\n",
       "      <td>0</td>\n",
       "      <td>460</td>\n",
       "      <td>Women</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Gucci</td>\n",
       "      <td>Accessories</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>Most Rated Products</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/buffal...</td>\n",
       "      <td>platform sneakers</td>\n",
       "      <td>230</td>\n",
       "      <td>30</td>\n",
       "      <td>161</td>\n",
       "      <td>Women</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Buffalo</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>Most Rated Products</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/alexan...</td>\n",
       "      <td>Oversized sole sneakers</td>\n",
       "      <td>490</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>Men</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>Most Rated Products</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/gucci-...</td>\n",
       "      <td>'Double G' belt</td>\n",
       "      <td>460</td>\n",
       "      <td>0</td>\n",
       "      <td>460</td>\n",
       "      <td>Women</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Gucci</td>\n",
       "      <td>Accessories</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>Most Rated Products</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/adidas...</td>\n",
       "      <td>Alphaedge 4D sneakers</td>\n",
       "      <td>317</td>\n",
       "      <td>0</td>\n",
       "      <td>317</td>\n",
       "      <td>Men</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Adidas</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>Best One Subcategory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/adidas...</td>\n",
       "      <td>white and black Pod S31 mesh sneakers</td>\n",
       "      <td>103</td>\n",
       "      <td>50</td>\n",
       "      <td>52</td>\n",
       "      <td>Men</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Adidas</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>Best One Subcategory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/adidas...</td>\n",
       "      <td>black, white and grey nite jogger leather snea...</td>\n",
       "      <td>147</td>\n",
       "      <td>0</td>\n",
       "      <td>147</td>\n",
       "      <td>Men</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Adidas</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>Best One Subcategory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/dolce-...</td>\n",
       "      <td>logo label print T-shirt</td>\n",
       "      <td>643</td>\n",
       "      <td>0</td>\n",
       "      <td>643</td>\n",
       "      <td>Men</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Dolce &amp; Gabbana</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Best Nine Subcategories</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/gucci-...</td>\n",
       "      <td>Ace embroidered low-top sneaker</td>\n",
       "      <td>650</td>\n",
       "      <td>0</td>\n",
       "      <td>650</td>\n",
       "      <td>Women</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Gucci</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>Best Nine Subcategories</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/dolce-...</td>\n",
       "      <td>Sorrento logo sneakers</td>\n",
       "      <td>697</td>\n",
       "      <td>0</td>\n",
       "      <td>697</td>\n",
       "      <td>Men</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Dolce &amp; Gabbana</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>Best Nine Subcategories</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/adidas...</td>\n",
       "      <td>Calabasas stripe print sweat pants</td>\n",
       "      <td>121</td>\n",
       "      <td>50</td>\n",
       "      <td>61</td>\n",
       "      <td>Men</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Adidas</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Best Nine Subcategories</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/gucci-...</td>\n",
       "      <td>GG Marmont matelassé leather super mini bag</td>\n",
       "      <td>890</td>\n",
       "      <td>0</td>\n",
       "      <td>890</td>\n",
       "      <td>Women</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Gucci</td>\n",
       "      <td>Bags</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>Best Nine Subcategories</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/gucci-...</td>\n",
       "      <td>Interlocking G tights</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>Women</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Gucci</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Best Nine Subcategories</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/dolce-...</td>\n",
       "      <td>Devotion tote bag</td>\n",
       "      <td>1495</td>\n",
       "      <td>0</td>\n",
       "      <td>1495</td>\n",
       "      <td>Women</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Dolce &amp; Gabbana</td>\n",
       "      <td>Bags</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>Best Nine Subcategories</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/adidas...</td>\n",
       "      <td>shell crossbody bag</td>\n",
       "      <td>22</td>\n",
       "      <td>35</td>\n",
       "      <td>15</td>\n",
       "      <td>Women</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Adidas</td>\n",
       "      <td>Bags</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>Best Nine Subcategories</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/dolce-...</td>\n",
       "      <td>black crown logo print cotton t shirt</td>\n",
       "      <td>427</td>\n",
       "      <td>0</td>\n",
       "      <td>427</td>\n",
       "      <td>Men</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Dolce &amp; Gabbana</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Best Nine Subcategories</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/dolce-...</td>\n",
       "      <td>logo patch T-shirt</td>\n",
       "      <td>643</td>\n",
       "      <td>0</td>\n",
       "      <td>643</td>\n",
       "      <td>Men</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Dolce &amp; Gabbana</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>Content-Based Pearson Similarity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/prada-...</td>\n",
       "      <td>platform sneakers</td>\n",
       "      <td>650</td>\n",
       "      <td>0</td>\n",
       "      <td>650</td>\n",
       "      <td>Women</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Prada</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Content-Based Pearson Similarity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/dolce-...</td>\n",
       "      <td>slip-on logo sneakers</td>\n",
       "      <td>697</td>\n",
       "      <td>0</td>\n",
       "      <td>697</td>\n",
       "      <td>Men</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Dolce &amp; Gabbana</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Content-Based Pearson Similarity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/nike-x...</td>\n",
       "      <td>x Ispa React sneakers</td>\n",
       "      <td>169</td>\n",
       "      <td>35</td>\n",
       "      <td>110</td>\n",
       "      <td>Men</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Nike</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>Singular Value Decomposition</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/michae...</td>\n",
       "      <td>logo print sneakers</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>Women</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Michael Michael Kors</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>Singular Value Decomposition</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/marc-j...</td>\n",
       "      <td>Snapshot small camera bag</td>\n",
       "      <td>295</td>\n",
       "      <td>0</td>\n",
       "      <td>295</td>\n",
       "      <td>Women</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Marc Jacobs</td>\n",
       "      <td>Bags</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>Singular Value Decomposition</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/buffal...</td>\n",
       "      <td>blue Classic leather platform sneakers</td>\n",
       "      <td>211</td>\n",
       "      <td>30</td>\n",
       "      <td>148</td>\n",
       "      <td>Women</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Buffalo</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Singular Value Decomposition</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/comme-...</td>\n",
       "      <td>x Converse Chuck Taylor multi heart 1970s hi-t...</td>\n",
       "      <td>135</td>\n",
       "      <td>0</td>\n",
       "      <td>135</td>\n",
       "      <td>Women</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Comme Des Garçons Play</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>Singular Value Decomposition</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/saint-...</td>\n",
       "      <td>Black Toy Loulou quilted cross body bag</td>\n",
       "      <td>1190</td>\n",
       "      <td>0</td>\n",
       "      <td>1190</td>\n",
       "      <td>Women</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Saint Laurent</td>\n",
       "      <td>Bags</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Singular Value Decomposition</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/off-wh...</td>\n",
       "      <td>contrast logo print belt</td>\n",
       "      <td>230</td>\n",
       "      <td>0</td>\n",
       "      <td>230</td>\n",
       "      <td>Women</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Off-White</td>\n",
       "      <td>Accessories</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Singular Value Decomposition</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/ami-al...</td>\n",
       "      <td>derbies</td>\n",
       "      <td>495</td>\n",
       "      <td>40</td>\n",
       "      <td>297</td>\n",
       "      <td>Men</td>\n",
       "      <td>Made in France</td>\n",
       "      <td>Ami Alexandre Mattiussi</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Singular Value Decomposition</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/calvin...</td>\n",
       "      <td>logo cotton hoodie</td>\n",
       "      <td>187</td>\n",
       "      <td>30</td>\n",
       "      <td>131</td>\n",
       "      <td>Women</td>\n",
       "      <td>Imported</td>\n",
       "      <td>Calvin Klein Jeans Est. 1978</td>\n",
       "      <td>Clothing</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Singular Value Decomposition</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>https://www.farfetch.com/shopping/women/golden...</td>\n",
       "      <td>brown Superstar leopard print fur leather snea...</td>\n",
       "      <td>600</td>\n",
       "      <td>0</td>\n",
       "      <td>600</td>\n",
       "      <td>Women</td>\n",
       "      <td>Made in Italy</td>\n",
       "      <td>Golden Goose</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>Singular Value Decomposition</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  URL  \\\n",
       "0   https://www.farfetch.com/shopping/women/gucci-...   \n",
       "1   https://www.farfetch.com/shopping/women/buffal...   \n",
       "2   https://www.farfetch.com/shopping/women/alexan...   \n",
       "3   https://www.farfetch.com/shopping/women/gucci-...   \n",
       "4   https://www.farfetch.com/shopping/women/adidas...   \n",
       "5   https://www.farfetch.com/shopping/women/adidas...   \n",
       "6   https://www.farfetch.com/shopping/women/adidas...   \n",
       "7   https://www.farfetch.com/shopping/women/dolce-...   \n",
       "8   https://www.farfetch.com/shopping/women/gucci-...   \n",
       "9   https://www.farfetch.com/shopping/women/dolce-...   \n",
       "10  https://www.farfetch.com/shopping/women/adidas...   \n",
       "11  https://www.farfetch.com/shopping/women/gucci-...   \n",
       "12  https://www.farfetch.com/shopping/women/gucci-...   \n",
       "13  https://www.farfetch.com/shopping/women/dolce-...   \n",
       "14  https://www.farfetch.com/shopping/women/adidas...   \n",
       "15  https://www.farfetch.com/shopping/women/dolce-...   \n",
       "16  https://www.farfetch.com/shopping/women/dolce-...   \n",
       "17  https://www.farfetch.com/shopping/women/prada-...   \n",
       "18  https://www.farfetch.com/shopping/women/dolce-...   \n",
       "19  https://www.farfetch.com/shopping/women/nike-x...   \n",
       "20  https://www.farfetch.com/shopping/women/michae...   \n",
       "21  https://www.farfetch.com/shopping/women/marc-j...   \n",
       "22  https://www.farfetch.com/shopping/women/buffal...   \n",
       "23  https://www.farfetch.com/shopping/women/comme-...   \n",
       "24  https://www.farfetch.com/shopping/women/saint-...   \n",
       "25  https://www.farfetch.com/shopping/women/off-wh...   \n",
       "26  https://www.farfetch.com/shopping/women/ami-al...   \n",
       "27  https://www.farfetch.com/shopping/women/calvin...   \n",
       "28  https://www.farfetch.com/shopping/women/golden...   \n",
       "\n",
       "                                              Product Original Discount  \\\n",
       "0                   Leather belt with double G buckle      460        0   \n",
       "1                                   platform sneakers      230       30   \n",
       "2                             Oversized sole sneakers      490        0   \n",
       "3                                     'Double G' belt      460        0   \n",
       "4                               Alphaedge 4D sneakers      317        0   \n",
       "5               white and black Pod S31 mesh sneakers      103       50   \n",
       "6   black, white and grey nite jogger leather snea...      147        0   \n",
       "7                            logo label print T-shirt      643        0   \n",
       "8                     Ace embroidered low-top sneaker      650        0   \n",
       "9                              Sorrento logo sneakers      697        0   \n",
       "10                 Calabasas stripe print sweat pants      121       50   \n",
       "11        GG Marmont matelassé leather super mini bag      890        0   \n",
       "12                              Interlocking G tights      100        0   \n",
       "13                                  Devotion tote bag     1495        0   \n",
       "14                                shell crossbody bag       22       35   \n",
       "15              black crown logo print cotton t shirt      427        0   \n",
       "16                                 logo patch T-shirt      643        0   \n",
       "17                                  platform sneakers      650        0   \n",
       "18                              slip-on logo sneakers      697        0   \n",
       "19                              x Ispa React sneakers      169       35   \n",
       "20                                logo print sneakers      140        0   \n",
       "21                          Snapshot small camera bag      295        0   \n",
       "22             blue Classic leather platform sneakers      211       30   \n",
       "23  x Converse Chuck Taylor multi heart 1970s hi-t...      135        0   \n",
       "24            Black Toy Loulou quilted cross body bag     1190        0   \n",
       "25                           contrast logo print belt      230        0   \n",
       "26                                            derbies      495       40   \n",
       "27                                 logo cotton hoodie      187       30   \n",
       "28  brown Superstar leopard print fur leather snea...      600        0   \n",
       "\n",
       "   On Sale Gender         Made In                      Designer     Category  \\\n",
       "0      460  Women   Made in Italy                         Gucci  Accessories   \n",
       "1      161  Women        Imported                       Buffalo        Shoes   \n",
       "2      490    Men   Made in Italy             Alexander McQueen        Shoes   \n",
       "3      460  Women   Made in Italy                         Gucci  Accessories   \n",
       "4      317    Men        Imported                        Adidas        Shoes   \n",
       "5       52    Men        Imported                        Adidas        Shoes   \n",
       "6      147    Men        Imported                        Adidas        Shoes   \n",
       "7      643    Men   Made in Italy               Dolce & Gabbana     Clothing   \n",
       "8      650  Women   Made in Italy                         Gucci        Shoes   \n",
       "9      697    Men   Made in Italy               Dolce & Gabbana        Shoes   \n",
       "10      61    Men        Imported                        Adidas     Clothing   \n",
       "11     890  Women   Made in Italy                         Gucci         Bags   \n",
       "12     100  Women   Made in Italy                         Gucci     Clothing   \n",
       "13    1495  Women   Made in Italy               Dolce & Gabbana         Bags   \n",
       "14      15  Women        Imported                        Adidas         Bags   \n",
       "15     427    Men        Imported               Dolce & Gabbana     Clothing   \n",
       "16     643    Men   Made in Italy               Dolce & Gabbana     Clothing   \n",
       "17     650  Women   Made in Italy                         Prada        Shoes   \n",
       "18     697    Men   Made in Italy               Dolce & Gabbana        Shoes   \n",
       "19     110    Men        Imported                          Nike        Shoes   \n",
       "20     140  Women        Imported          Michael Michael Kors        Shoes   \n",
       "21     295  Women   Made in Italy                   Marc Jacobs         Bags   \n",
       "22     148  Women        Imported                       Buffalo        Shoes   \n",
       "23     135  Women        Imported        Comme Des Garçons Play        Shoes   \n",
       "24    1190  Women   Made in Italy                 Saint Laurent         Bags   \n",
       "25     230  Women   Made in Italy                     Off-White  Accessories   \n",
       "26     297    Men  Made in France       Ami Alexandre Mattiussi        Shoes   \n",
       "27     131  Women        Imported  Calvin Klein Jeans Est. 1978     Clothing   \n",
       "28     600  Women   Made in Italy                  Golden Goose        Shoes   \n",
       "\n",
       "   Total Ratings User Rating                    Recommended By  \n",
       "0             15           2               Most Rated Products  \n",
       "1             13           2               Most Rated Products  \n",
       "2             10           3               Most Rated Products  \n",
       "3             10           2               Most Rated Products  \n",
       "4             10           4              Best One Subcategory  \n",
       "5              8           3              Best One Subcategory  \n",
       "6              5           3              Best One Subcategory  \n",
       "7              4           5           Best Nine Subcategories  \n",
       "8              5           5           Best Nine Subcategories  \n",
       "9              5           5           Best Nine Subcategories  \n",
       "10            10           1           Best Nine Subcategories  \n",
       "11             7           3           Best Nine Subcategories  \n",
       "12             2           2           Best Nine Subcategories  \n",
       "13             4           2           Best Nine Subcategories  \n",
       "14             2          -1           Best Nine Subcategories  \n",
       "15             4           5           Best Nine Subcategories  \n",
       "16             2           4  Content-Based Pearson Similarity  \n",
       "17             1           2  Content-Based Pearson Similarity  \n",
       "18             1           3  Content-Based Pearson Similarity  \n",
       "19             7           1      Singular Value Decomposition  \n",
       "20             6           3      Singular Value Decomposition  \n",
       "21             7           1      Singular Value Decomposition  \n",
       "22             2           1      Singular Value Decomposition  \n",
       "23             5           1      Singular Value Decomposition  \n",
       "24             4           3      Singular Value Decomposition  \n",
       "25             2           1      Singular Value Decomposition  \n",
       "26             3           1      Singular Value Decomposition  \n",
       "27             2           1      Singular Value Decomposition  \n",
       "28             5           1      Singular Value Decomposition  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Clear recommendation history and go to homepage\n",
    "n_factors = 10\n",
    "reg_all   = 0.1\n",
    "ff.new_user(n_factors, reg_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Close web browser and demonstration\n",
    "ff.end_demo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://www.farfetch.com/shopping/women/golden-goose-brown-superstar-leopard-print-fur-leather-sneakers-item-13434591.aspx'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Query recommender history item\n",
    "ff.recommender_system.recommender_history['URL'].iloc[-1]"
   ]
  }
 ],
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