5multiclass.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import json\n",
    "import pandas as pd\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.preprocessing import MultiLabelBinarizer\n",
    "from sklearn.multiclass import OneVsRestClassifier\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "df.h5                  labelled_products.csv  shopstyle.h5\r\n",
      "farfetch.h5            nap.h5\r\n"
     ]
    }
   ],
   "source": [
    "%ls /Users/yiru/projects/Fashion_Project_18/data/modified/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_original = pd.read_hdf('/Users/yiru/projects/Fashion_Project_18/data/modified/df.h5', 'table')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>product_id</th>\n",
       "      <th>designer_original_name</th>\n",
       "      <th>product_name</th>\n",
       "      <th>comb_desc</th>\n",
       "      <th>From</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>956146</th>\n",
       "      <td>5b013e8c4500d65c4d2fa41b</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Printed wool and silk-blend shorts</td>\n",
       "      <td>print wool short cut slightly loose fit nonstr...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956156</th>\n",
       "      <td>5b013e8d4500d65c4d2fa425</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Striped camouflage-print cotton-gabardine jacket</td>\n",
       "      <td>striped jacket intend loose fit nonstretchy fa...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[street]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956177</th>\n",
       "      <td>5b013e8e4500d65c4d2fa43d</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Leather trench coat</td>\n",
       "      <td>leather trench coat design oversized fit cut w...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956183</th>\n",
       "      <td>5b013e8e4500d65c4d2fa445</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Dawson cashmere turtleneck sweater</td>\n",
       "      <td>cashmere sweater design loose fit chunky knit ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, minimalistic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956184</th>\n",
       "      <td>5b013e8e4500d65c4d2fa446</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Embellished pleated leather midi skirt</td>\n",
       "      <td>leather skirt design wear waist supple nonstre...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[gothic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956201</th>\n",
       "      <td>5b013e8f4500d65c4d2fa45a</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Printed cotton-jersey T-shirt</td>\n",
       "      <td>print cut slightly loose fit lightweight stret...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[athleisure]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956202</th>\n",
       "      <td>5b013e8f4500d65c4d2fa45b</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Oversized embroidered cotton-jersey T-shirt</td>\n",
       "      <td>oversized design loose fit stretchy fabric mod...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[athleisure, classic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956207</th>\n",
       "      <td>5b013e8f4500d65c4d2fa460</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Leather peplum biker jacket</td>\n",
       "      <td>leather peplum jacket design fit bust waist lo...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[punk, edgy, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956208</th>\n",
       "      <td>5b013e8f4500d65c4d2fa461</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Cotton-gabardine coat</td>\n",
       "      <td>coat design loose fit nonstretchy fabric model...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, vintage]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956230</th>\n",
       "      <td>5b013e904500d65c4d2fa47c</td>\n",
       "      <td>Erdem</td>\n",
       "      <td>Kimber ruffled cotton-blend lace gown</td>\n",
       "      <td>ruffled lace gown design fit bust waist slight...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[romantic, glam]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956242</th>\n",
       "      <td>5b013e904500d65c4d2fa488</td>\n",
       "      <td>Versace</td>\n",
       "      <td>Pleated cady and satin mini dress</td>\n",
       "      <td>satin dress design slightly fit bust waist loo...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, sartorial]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956259</th>\n",
       "      <td>5b013e914500d65c4d2fa499</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Sarabande tiered cotton-blend lace tunic</td>\n",
       "      <td>tiered lace tunic design loose fit use adjusta...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[sartorial]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956262</th>\n",
       "      <td>5b013e914500d65c4d2fa49c</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Grain de poudre wool blazer</td>\n",
       "      <td>grain wool blazer slim fit nonstretchy fabric ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[minimalistic, classic, tailored]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956302</th>\n",
       "      <td>5b013e934500d65c4d2fa4c4</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Bead-embellished tulle gown</td>\n",
       "      <td>tulle gown design fit bust waist loose hip lig...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[sartorial]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956308</th>\n",
       "      <td>5b013e934500d65c4d2fa4ca</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Paillette-embellished silk-georgette gown</td>\n",
       "      <td>gown design fit bust waist slightly loose hip ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[glam, sartorial]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956331</th>\n",
       "      <td>5b013e944500d65c4d2fa4e5</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Oversized embroidered striped cotton-jersey T-...</td>\n",
       "      <td>oversized strip design relaxed fit stretchy fa...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[athleisure, preppy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956332</th>\n",
       "      <td>5b013e944500d65c4d2fa4e6</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Embroidered cotton-blend jersey track pants</td>\n",
       "      <td>jersey track pant intend relaxed fit drawstr w...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[athleisure]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956361</th>\n",
       "      <td>5b013e954500d65c4d2fa506</td>\n",
       "      <td>Vetements</td>\n",
       "      <td>Layered satin-jacquard and metallic bouclé-twe...</td>\n",
       "      <td>layered metallic jacket design slim fit nonstr...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[preppy, tailored]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956372</th>\n",
       "      <td>5b013e954500d65c4d2fa511</td>\n",
       "      <td>Diane von Furstenberg</td>\n",
       "      <td>Floral-print stretch-silk georgette mini dress</td>\n",
       "      <td>dress cut loose fit drawstr waist design flexi...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[bohemian]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956378</th>\n",
       "      <td>5b013e9c4500d65c4d2fa5c6</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Jacquard-knit mini dress</td>\n",
       "      <td>dress design fit bust waist loose hip knit blu...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[gothic, sartorial]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956379</th>\n",
       "      <td>5b013e9c4500d65c4d2fa5c7</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Wool and silk-blend crepe shorts</td>\n",
       "      <td>wool crepe short cut boxy fit particularly sho...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[tailored, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956385</th>\n",
       "      <td>5b013e9c4500d65c4d2fa5cd</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Checked cotton-blend coat</td>\n",
       "      <td>check coat design loose fit sized nonstretchy ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[vintage, classic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956401</th>\n",
       "      <td>5b013eac4500d65c4d2fa791</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Bow-detailed ruffled knitted sweater</td>\n",
       "      <td>ruffled knitted sweater design slim fit knit b...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, minimalistic, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956403</th>\n",
       "      <td>5b013eac4500d65c4d2fa793</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Pussy-bow piped silk blouse</td>\n",
       "      <td>pip silk blouse design loose fit lightweight s...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[preppy, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956426</th>\n",
       "      <td>5b013ead4500d65c4d2fa7ad</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Mancos silk and cashmere-blend sweater</td>\n",
       "      <td>silk sweater design slightly loose fit lightwe...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, athleisure]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956458</th>\n",
       "      <td>5b013ede4500d65c4d2fac77</td>\n",
       "      <td>Joseph</td>\n",
       "      <td>Zadie ruched gingham poplin dress</td>\n",
       "      <td>gingham poplin dress design slightly loose fit...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[vintage, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956490</th>\n",
       "      <td>5b013edf4500d65c4d2fac9d</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Floral-print broderie anglaise cotton-blend mi...</td>\n",
       "      <td>anglaise dress design slightly fit bust waist ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[romantic, bohemian]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956491</th>\n",
       "      <td>5b013edf4500d65c4d2fac9e</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Velvet gown</td>\n",
       "      <td>velvet gown intend oversized fit cut wear loos...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[sartorial, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956526</th>\n",
       "      <td>5b013ee14500d65c4d2facc5</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Glossed textured-leather culottes</td>\n",
       "      <td>gloss culotte cut fit length supple nonstretch...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[minimalistic, athleisure]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956538</th>\n",
       "      <td>5b013ee14500d65c4d2facd1</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Cotton-blend twill wide-leg pants</td>\n",
       "      <td>twill pant cut fit nonstretchy fabric beige tw...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[minimalistic, classic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965411</th>\n",
       "      <td>5b0141254500d65c4d2fe64b</td>\n",
       "      <td>Diane von Furstenberg</td>\n",
       "      <td>Patchwork-effect belted cotton-twill midi dress</td>\n",
       "      <td>belt dress cut loose fit use tie belt cinch wa...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[exotic, vintage, casual]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965415</th>\n",
       "      <td>5b0141254500d65c4d2fe653</td>\n",
       "      <td>Isabel Marant</td>\n",
       "      <td>Jumpery stretch cotton-blend skinny pants</td>\n",
       "      <td>stretch skinny pant cut skinny fit length stre...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[tailored, chic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965452</th>\n",
       "      <td>5b0141274500d65c4d2fe688</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Lace-paneled stretch-knit bra top</td>\n",
       "      <td>bra design close fit fine knit petite frame wi...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[sexy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965510</th>\n",
       "      <td>5b01412a4500d65c4d2fe6de</td>\n",
       "      <td>Vetements</td>\n",
       "      <td>Hooded stretch-silk midi dress</td>\n",
       "      <td>hooded dress design loose fit intend wear mult...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[sophisticated, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965524</th>\n",
       "      <td>5b01412b4500d65c4d2fe6f3</td>\n",
       "      <td>Joseph</td>\n",
       "      <td>Striped knitted sweater</td>\n",
       "      <td>striped knit sweater design slim fit knit navy...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, casual]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965568</th>\n",
       "      <td>5b01412e4500d65c4d2fe734</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>The Westminster Long cotton-gabardine trench coat</td>\n",
       "      <td>long trench coat design slightly loose fit use...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[business, classic, casual]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965575</th>\n",
       "      <td>5b01412e4500d65c4d2fe73f</td>\n",
       "      <td>Diane von Furstenberg</td>\n",
       "      <td>Stretch-knit top</td>\n",
       "      <td>design close fit knit large bust wish size cri...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[artsy, romantic, sophisticated]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965588</th>\n",
       "      <td>5b01412f4500d65c4d2fe754</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Oversized zip-embellished merino wool sweater</td>\n",
       "      <td>oversized wool sweater intend oversized fit de...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[casual, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965605</th>\n",
       "      <td>5b0141304500d65c4d2fe76e</td>\n",
       "      <td>Isabel Marant</td>\n",
       "      <td>Amel ribbed knit-trimmed coated-silk mini skirt</td>\n",
       "      <td>ribbed skirt design wear waist lightweight non...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[casual]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965638</th>\n",
       "      <td>5b0141324500d65c4d2fe797</td>\n",
       "      <td>Joseph</td>\n",
       "      <td>Cashmere cardigan</td>\n",
       "      <td>cashmere cardigan design relaxed fit use tie b...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[casual]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965643</th>\n",
       "      <td>5b0141324500d65c4d2fe7a0</td>\n",
       "      <td>Diane von Furstenberg</td>\n",
       "      <td>Asymmetric silk-satin wrap dress</td>\n",
       "      <td>asymmetric wrap dress cut loose fit use tie be...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[exotic, sexy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965645</th>\n",
       "      <td>5b0141324500d65c4d2fe7a2</td>\n",
       "      <td>Vetements</td>\n",
       "      <td>+ Levi's mid-rise straight-leg jeans</td>\n",
       "      <td>jean intend straight leg fit nonstretchy fabri...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[casual, western]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965665</th>\n",
       "      <td>5b01417f4500d65c4d2fef42</td>\n",
       "      <td>Erdem</td>\n",
       "      <td>Stephanie floral-print silk-satin gown</td>\n",
       "      <td>gown intend slightly loose fit use tie belt ci...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[exotic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965668</th>\n",
       "      <td>5b01417f4500d65c4d2fef47</td>\n",
       "      <td>Erdem</td>\n",
       "      <td>Ginnie cropped floral-print silk-satin straigh...</td>\n",
       "      <td>pant cut straight leg fit length nonstretchy f...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[exotic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965673</th>\n",
       "      <td>5b0141804500d65c4d2fef4c</td>\n",
       "      <td>Erdem</td>\n",
       "      <td>Xen floral-print silk-satin blouse</td>\n",
       "      <td>blouse cut slightly loose fit use tie belt cin...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[exotic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965694</th>\n",
       "      <td>5b0141814500d65c4d2fef6a</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>One-shoulder plissé silk-chiffon gown</td>\n",
       "      <td>gown design fit bust waist slightly loose hip ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[sophisticated, glam]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965695</th>\n",
       "      <td>5b0141814500d65c4d2fef6d</td>\n",
       "      <td>Diane von Furstenberg</td>\n",
       "      <td>Gathered cropped silk wrap blouse</td>\n",
       "      <td>silk wrap blouse design waist adjustable fit l...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[casual, artsy, chic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965700</th>\n",
       "      <td>5b0141814500d65c4d2fef73</td>\n",
       "      <td>Joseph</td>\n",
       "      <td>Zoom gabardine tapered pants</td>\n",
       "      <td>zoom gabardine tapered pant cut slim fit taper...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[athleisure]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965705</th>\n",
       "      <td>5b0141814500d65c4d2fef78</td>\n",
       "      <td>Joseph</td>\n",
       "      <td>Stretch-gabardine leggings</td>\n",
       "      <td>slightly stretchy fabric white pull viscose co...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[tailored]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965723</th>\n",
       "      <td>5b0141824500d65c4d2fef8a</td>\n",
       "      <td>Diane von Furstenberg</td>\n",
       "      <td>Cropped printed stretch-silk wrap top</td>\n",
       "      <td>print wrap design waist adjustable fit lightwe...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[artsy, casual]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965741</th>\n",
       "      <td>5b0141834500d65c4d2fef9c</td>\n",
       "      <td>Diane von Furstenberg</td>\n",
       "      <td>Cropped devoré-voile wrap blouse</td>\n",
       "      <td>wrap blouse cut slightly loose fit use cinch w...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[artsy, casual]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965771</th>\n",
       "      <td>5b0141844500d65c4d2fefba</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Cold-shoulder ruffled stretch-knit mini dress</td>\n",
       "      <td>ruffle dress design slim fit detachable partic...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[sexy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965772</th>\n",
       "      <td>5b0141844500d65c4d2fefbb</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Checked silk and cotton-blend poplin mini dress</td>\n",
       "      <td>check silk poplin dress cut slightly loose fit...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[artsy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965781</th>\n",
       "      <td>5b0141844500d65c4d2fefc4</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Leather midi skirt</td>\n",
       "      <td>leather skirt design wear waist supple nonstre...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[chic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965797</th>\n",
       "      <td>5b0141854500d65c4d2fefd4</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Yellowstone ribbed cashmere and silk-blend swe...</td>\n",
       "      <td>rib cashmere sweater design slim fit knit saff...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[casual, exotic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965803</th>\n",
       "      <td>5b0141854500d65c4d2fefda</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Reversible checked wool-blend cape</td>\n",
       "      <td>reversible check cape multicolored button wool...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[edgy, street]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965804</th>\n",
       "      <td>5b0141854500d65c4d2fefdb</td>\n",
       "      <td>Joseph</td>\n",
       "      <td>Wool wrap mini skirt</td>\n",
       "      <td>wool wrap skirt length design wear hip nonstre...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[casual, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965807</th>\n",
       "      <td>5b0141854500d65c4d2fefde</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Cropped wool-blend flared pants</td>\n",
       "      <td>pant cut slim fit hem length nonstretchy fabri...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[tailored]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965816</th>\n",
       "      <td>5b0141864500d65c4d2fefe8</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Vinyl biker jacket</td>\n",
       "      <td>vinyl jacket design boxy fit cut wear loose re...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[street, casual]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965819</th>\n",
       "      <td>5b0141864500d65c4d2fefec</td>\n",
       "      <td>Versace</td>\n",
       "      <td>Crepe blazer</td>\n",
       "      <td>crepe blazer cut slim fit internal shoulder no...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[business, romantic]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>833 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      product_id designer_original_name  \\\n",
       "956146  5b013e8c4500d65c4d2fa41b              Valentino   \n",
       "956156  5b013e8d4500d65c4d2fa425              Valentino   \n",
       "956177  5b013e8e4500d65c4d2fa43d              Valentino   \n",
       "956183  5b013e8e4500d65c4d2fa445               Burberry   \n",
       "956184  5b013e8e4500d65c4d2fa446      Alexander McQueen   \n",
       "956201  5b013e8f4500d65c4d2fa45a              Valentino   \n",
       "956202  5b013e8f4500d65c4d2fa45b               Burberry   \n",
       "956207  5b013e8f4500d65c4d2fa460      Alexander McQueen   \n",
       "956208  5b013e8f4500d65c4d2fa461               Burberry   \n",
       "956230  5b013e904500d65c4d2fa47c                  Erdem   \n",
       "956242  5b013e904500d65c4d2fa488                Versace   \n",
       "956259  5b013e914500d65c4d2fa499      Alexander McQueen   \n",
       "956262  5b013e914500d65c4d2fa49c      Alexander McQueen   \n",
       "956302  5b013e934500d65c4d2fa4c4              Valentino   \n",
       "956308  5b013e934500d65c4d2fa4ca              Valentino   \n",
       "956331  5b013e944500d65c4d2fa4e5               Burberry   \n",
       "956332  5b013e944500d65c4d2fa4e6               Burberry   \n",
       "956361  5b013e954500d65c4d2fa506              Vetements   \n",
       "956372  5b013e954500d65c4d2fa511  Diane von Furstenberg   \n",
       "956378  5b013e9c4500d65c4d2fa5c6      Alexander McQueen   \n",
       "956379  5b013e9c4500d65c4d2fa5c7              Valentino   \n",
       "956385  5b013e9c4500d65c4d2fa5cd               Burberry   \n",
       "956401  5b013eac4500d65c4d2fa791              Valentino   \n",
       "956403  5b013eac4500d65c4d2fa793              Valentino   \n",
       "956426  5b013ead4500d65c4d2fa7ad               Burberry   \n",
       "956458  5b013ede4500d65c4d2fac77                 Joseph   \n",
       "956490  5b013edf4500d65c4d2fac9d              Valentino   \n",
       "956491  5b013edf4500d65c4d2fac9e              Valentino   \n",
       "956526  5b013ee14500d65c4d2facc5              Valentino   \n",
       "956538  5b013ee14500d65c4d2facd1               Burberry   \n",
       "...                          ...                    ...   \n",
       "965411  5b0141254500d65c4d2fe64b  Diane von Furstenberg   \n",
       "965415  5b0141254500d65c4d2fe653          Isabel Marant   \n",
       "965452  5b0141274500d65c4d2fe688      Alexander McQueen   \n",
       "965510  5b01412a4500d65c4d2fe6de              Vetements   \n",
       "965524  5b01412b4500d65c4d2fe6f3                 Joseph   \n",
       "965568  5b01412e4500d65c4d2fe734               Burberry   \n",
       "965575  5b01412e4500d65c4d2fe73f  Diane von Furstenberg   \n",
       "965588  5b01412f4500d65c4d2fe754      Alexander McQueen   \n",
       "965605  5b0141304500d65c4d2fe76e          Isabel Marant   \n",
       "965638  5b0141324500d65c4d2fe797                 Joseph   \n",
       "965643  5b0141324500d65c4d2fe7a0  Diane von Furstenberg   \n",
       "965645  5b0141324500d65c4d2fe7a2              Vetements   \n",
       "965665  5b01417f4500d65c4d2fef42                  Erdem   \n",
       "965668  5b01417f4500d65c4d2fef47                  Erdem   \n",
       "965673  5b0141804500d65c4d2fef4c                  Erdem   \n",
       "965694  5b0141814500d65c4d2fef6a      Alexander McQueen   \n",
       "965695  5b0141814500d65c4d2fef6d  Diane von Furstenberg   \n",
       "965700  5b0141814500d65c4d2fef73                 Joseph   \n",
       "965705  5b0141814500d65c4d2fef78                 Joseph   \n",
       "965723  5b0141824500d65c4d2fef8a  Diane von Furstenberg   \n",
       "965741  5b0141834500d65c4d2fef9c  Diane von Furstenberg   \n",
       "965771  5b0141844500d65c4d2fefba      Alexander McQueen   \n",
       "965772  5b0141844500d65c4d2fefbb      Alexander McQueen   \n",
       "965781  5b0141844500d65c4d2fefc4      Alexander McQueen   \n",
       "965797  5b0141854500d65c4d2fefd4               Burberry   \n",
       "965803  5b0141854500d65c4d2fefda               Burberry   \n",
       "965804  5b0141854500d65c4d2fefdb                 Joseph   \n",
       "965807  5b0141854500d65c4d2fefde      Alexander McQueen   \n",
       "965816  5b0141864500d65c4d2fefe8              Valentino   \n",
       "965819  5b0141864500d65c4d2fefec                Versace   \n",
       "\n",
       "                                             product_name  \\\n",
       "956146                 Printed wool and silk-blend shorts   \n",
       "956156   Striped camouflage-print cotton-gabardine jacket   \n",
       "956177                               Leather trench coat    \n",
       "956183                 Dawson cashmere turtleneck sweater   \n",
       "956184             Embellished pleated leather midi skirt   \n",
       "956201                      Printed cotton-jersey T-shirt   \n",
       "956202       Oversized embroidered cotton-jersey T-shirt    \n",
       "956207                        Leather peplum biker jacket   \n",
       "956208                              Cotton-gabardine coat   \n",
       "956230              Kimber ruffled cotton-blend lace gown   \n",
       "956242                  Pleated cady and satin mini dress   \n",
       "956259           Sarabande tiered cotton-blend lace tunic   \n",
       "956262                        Grain de poudre wool blazer   \n",
       "956302                        Bead-embellished tulle gown   \n",
       "956308          Paillette-embellished silk-georgette gown   \n",
       "956331  Oversized embroidered striped cotton-jersey T-...   \n",
       "956332       Embroidered cotton-blend jersey track pants    \n",
       "956361  Layered satin-jacquard and metallic bouclé-twe...   \n",
       "956372     Floral-print stretch-silk georgette mini dress   \n",
       "956378                           Jacquard-knit mini dress   \n",
       "956379                   Wool and silk-blend crepe shorts   \n",
       "956385                          Checked cotton-blend coat   \n",
       "956401              Bow-detailed ruffled knitted sweater    \n",
       "956403                        Pussy-bow piped silk blouse   \n",
       "956426             Mancos silk and cashmere-blend sweater   \n",
       "956458                  Zadie ruched gingham poplin dress   \n",
       "956490  Floral-print broderie anglaise cotton-blend mi...   \n",
       "956491                                       Velvet gown    \n",
       "956526                  Glossed textured-leather culottes   \n",
       "956538                  Cotton-blend twill wide-leg pants   \n",
       "...                                                   ...   \n",
       "965411    Patchwork-effect belted cotton-twill midi dress   \n",
       "965415          Jumpery stretch cotton-blend skinny pants   \n",
       "965452                  Lace-paneled stretch-knit bra top   \n",
       "965510                    Hooded stretch-silk midi dress    \n",
       "965524                           Striped knitted sweater    \n",
       "965568  The Westminster Long cotton-gabardine trench coat   \n",
       "965575                                   Stretch-knit top   \n",
       "965588      Oversized zip-embellished merino wool sweater   \n",
       "965605    Amel ribbed knit-trimmed coated-silk mini skirt   \n",
       "965638                                  Cashmere cardigan   \n",
       "965643                   Asymmetric silk-satin wrap dress   \n",
       "965645               + Levi's mid-rise straight-leg jeans   \n",
       "965665            Stephanie floral-print silk-satin gown    \n",
       "965668  Ginnie cropped floral-print silk-satin straigh...   \n",
       "965673                 Xen floral-print silk-satin blouse   \n",
       "965694             One-shoulder plissé silk-chiffon gown    \n",
       "965695                  Gathered cropped silk wrap blouse   \n",
       "965700                       Zoom gabardine tapered pants   \n",
       "965705                         Stretch-gabardine leggings   \n",
       "965723              Cropped printed stretch-silk wrap top   \n",
       "965741                   Cropped devoré-voile wrap blouse   \n",
       "965771      Cold-shoulder ruffled stretch-knit mini dress   \n",
       "965772    Checked silk and cotton-blend poplin mini dress   \n",
       "965781                                Leather midi skirt    \n",
       "965797  Yellowstone ribbed cashmere and silk-blend swe...   \n",
       "965803                 Reversible checked wool-blend cape   \n",
       "965804                               Wool wrap mini skirt   \n",
       "965807                    Cropped wool-blend flared pants   \n",
       "965816                                 Vinyl biker jacket   \n",
       "965819                                       Crepe blazer   \n",
       "\n",
       "                                                comb_desc From  \\\n",
       "956146  print wool short cut slightly loose fit nonstr...  nap   \n",
       "956156  striped jacket intend loose fit nonstretchy fa...  nap   \n",
       "956177  leather trench coat design oversized fit cut w...  nap   \n",
       "956183  cashmere sweater design loose fit chunky knit ...  nap   \n",
       "956184  leather skirt design wear waist supple nonstre...  nap   \n",
       "956201  print cut slightly loose fit lightweight stret...  nap   \n",
       "956202  oversized design loose fit stretchy fabric mod...  nap   \n",
       "956207  leather peplum jacket design fit bust waist lo...  nap   \n",
       "956208  coat design loose fit nonstretchy fabric model...  nap   \n",
       "956230  ruffled lace gown design fit bust waist slight...  nap   \n",
       "956242  satin dress design slightly fit bust waist loo...  nap   \n",
       "956259  tiered lace tunic design loose fit use adjusta...  nap   \n",
       "956262  grain wool blazer slim fit nonstretchy fabric ...  nap   \n",
       "956302  tulle gown design fit bust waist loose hip lig...  nap   \n",
       "956308  gown design fit bust waist slightly loose hip ...  nap   \n",
       "956331  oversized strip design relaxed fit stretchy fa...  nap   \n",
       "956332  jersey track pant intend relaxed fit drawstr w...  nap   \n",
       "956361  layered metallic jacket design slim fit nonstr...  nap   \n",
       "956372  dress cut loose fit drawstr waist design flexi...  nap   \n",
       "956378  dress design fit bust waist loose hip knit blu...  nap   \n",
       "956379  wool crepe short cut boxy fit particularly sho...  nap   \n",
       "956385  check coat design loose fit sized nonstretchy ...  nap   \n",
       "956401  ruffled knitted sweater design slim fit knit b...  nap   \n",
       "956403  pip silk blouse design loose fit lightweight s...  nap   \n",
       "956426  silk sweater design slightly loose fit lightwe...  nap   \n",
       "956458  gingham poplin dress design slightly loose fit...  nap   \n",
       "956490  anglaise dress design slightly fit bust waist ...  nap   \n",
       "956491  velvet gown intend oversized fit cut wear loos...  nap   \n",
       "956526  gloss culotte cut fit length supple nonstretch...  nap   \n",
       "956538  twill pant cut fit nonstretchy fabric beige tw...  nap   \n",
       "...                                                   ...  ...   \n",
       "965411  belt dress cut loose fit use tie belt cinch wa...  nap   \n",
       "965415  stretch skinny pant cut skinny fit length stre...  nap   \n",
       "965452  bra design close fit fine knit petite frame wi...  nap   \n",
       "965510  hooded dress design loose fit intend wear mult...  nap   \n",
       "965524  striped knit sweater design slim fit knit navy...  nap   \n",
       "965568  long trench coat design slightly loose fit use...  nap   \n",
       "965575  design close fit knit large bust wish size cri...  nap   \n",
       "965588  oversized wool sweater intend oversized fit de...  nap   \n",
       "965605  ribbed skirt design wear waist lightweight non...  nap   \n",
       "965638  cashmere cardigan design relaxed fit use tie b...  nap   \n",
       "965643  asymmetric wrap dress cut loose fit use tie be...  nap   \n",
       "965645  jean intend straight leg fit nonstretchy fabri...  nap   \n",
       "965665  gown intend slightly loose fit use tie belt ci...  nap   \n",
       "965668  pant cut straight leg fit length nonstretchy f...  nap   \n",
       "965673  blouse cut slightly loose fit use tie belt cin...  nap   \n",
       "965694  gown design fit bust waist slightly loose hip ...  nap   \n",
       "965695  silk wrap blouse design waist adjustable fit l...  nap   \n",
       "965700  zoom gabardine tapered pant cut slim fit taper...  nap   \n",
       "965705  slightly stretchy fabric white pull viscose co...  nap   \n",
       "965723  print wrap design waist adjustable fit lightwe...  nap   \n",
       "965741  wrap blouse cut slightly loose fit use cinch w...  nap   \n",
       "965771  ruffle dress design slim fit detachable partic...  nap   \n",
       "965772  check silk poplin dress cut slightly loose fit...  nap   \n",
       "965781  leather skirt design wear waist supple nonstre...  nap   \n",
       "965797  rib cashmere sweater design slim fit knit saff...  nap   \n",
       "965803  reversible check cape multicolored button wool...  nap   \n",
       "965804  wool wrap skirt length design wear hip nonstre...  nap   \n",
       "965807  pant cut slim fit hem length nonstretchy fabri...  nap   \n",
       "965816  vinyl jacket design boxy fit cut wear loose re...  nap   \n",
       "965819  crepe blazer cut slim fit internal shoulder no...  nap   \n",
       "\n",
       "                                    label  \n",
       "956146                         [romantic]  \n",
       "956156                           [street]  \n",
       "956177                [classic, romantic]  \n",
       "956183            [classic, minimalistic]  \n",
       "956184                           [gothic]  \n",
       "956201                       [athleisure]  \n",
       "956202              [athleisure, classic]  \n",
       "956207             [punk, edgy, romantic]  \n",
       "956208                 [classic, vintage]  \n",
       "956230                   [romantic, glam]  \n",
       "956242               [classic, sartorial]  \n",
       "956259                        [sartorial]  \n",
       "956262  [minimalistic, classic, tailored]  \n",
       "956302                        [sartorial]  \n",
       "956308                  [glam, sartorial]  \n",
       "956331               [athleisure, preppy]  \n",
       "956332                       [athleisure]  \n",
       "956361                 [preppy, tailored]  \n",
       "956372                         [bohemian]  \n",
       "956378                [gothic, sartorial]  \n",
       "956379               [tailored, romantic]  \n",
       "956385                 [vintage, classic]  \n",
       "956401  [classic, minimalistic, romantic]  \n",
       "956403                 [preppy, romantic]  \n",
       "956426              [classic, athleisure]  \n",
       "956458                [vintage, romantic]  \n",
       "956490               [romantic, bohemian]  \n",
       "956491              [sartorial, romantic]  \n",
       "956526         [minimalistic, athleisure]  \n",
       "956538            [minimalistic, classic]  \n",
       "...                                   ...  \n",
       "965411          [exotic, vintage, casual]  \n",
       "965415                   [tailored, chic]  \n",
       "965452                             [sexy]  \n",
       "965510          [sophisticated, romantic]  \n",
       "965524                  [classic, casual]  \n",
       "965568        [business, classic, casual]  \n",
       "965575   [artsy, romantic, sophisticated]  \n",
       "965588                 [casual, romantic]  \n",
       "965605                           [casual]  \n",
       "965638                           [casual]  \n",
       "965643                     [exotic, sexy]  \n",
       "965645                  [casual, western]  \n",
       "965665                           [exotic]  \n",
       "965668                           [exotic]  \n",
       "965673                           [exotic]  \n",
       "965694              [sophisticated, glam]  \n",
       "965695              [casual, artsy, chic]  \n",
       "965700                       [athleisure]  \n",
       "965705                         [tailored]  \n",
       "965723                    [artsy, casual]  \n",
       "965741                    [artsy, casual]  \n",
       "965771                             [sexy]  \n",
       "965772                            [artsy]  \n",
       "965781                             [chic]  \n",
       "965797                   [casual, exotic]  \n",
       "965803                     [edgy, street]  \n",
       "965804                 [casual, romantic]  \n",
       "965807                         [tailored]  \n",
       "965816                   [street, casual]  \n",
       "965819               [business, romantic]  \n",
       "\n",
       "[833 rows x 6 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_original[df_original['label'].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>product_id</th>\n",
       "      <th>designer_original_name</th>\n",
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       "      <th>comb_desc</th>\n",
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       "    <tr>\n",
       "      <th>956146</th>\n",
       "      <td>5b013e8c4500d65c4d2fa41b</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Printed wool and silk-blend shorts</td>\n",
       "      <td>print wool short cut slightly loose fit nonstr...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[romantic]</td>\n",
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       "    <tr>\n",
       "      <th>956156</th>\n",
       "      <td>5b013e8d4500d65c4d2fa425</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Striped camouflage-print cotton-gabardine jacket</td>\n",
       "      <td>striped jacket intend loose fit nonstretchy fa...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[street]</td>\n",
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       "      <th>956177</th>\n",
       "      <td>5b013e8e4500d65c4d2fa43d</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Leather trench coat</td>\n",
       "      <td>leather trench coat design oversized fit cut w...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, romantic]</td>\n",
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       "    <tr>\n",
       "      <th>956183</th>\n",
       "      <td>5b013e8e4500d65c4d2fa445</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Dawson cashmere turtleneck sweater</td>\n",
       "      <td>cashmere sweater design loose fit chunky knit ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, minimalistic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956184</th>\n",
       "      <td>5b013e8e4500d65c4d2fa446</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Embellished pleated leather midi skirt</td>\n",
       "      <td>leather skirt design wear waist supple nonstre...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[gothic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956201</th>\n",
       "      <td>5b013e8f4500d65c4d2fa45a</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Printed cotton-jersey T-shirt</td>\n",
       "      <td>print cut slightly loose fit lightweight stret...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[athleisure]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956202</th>\n",
       "      <td>5b013e8f4500d65c4d2fa45b</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Oversized embroidered cotton-jersey T-shirt</td>\n",
       "      <td>oversized design loose fit stretchy fabric mod...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[athleisure, classic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956207</th>\n",
       "      <td>5b013e8f4500d65c4d2fa460</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Leather peplum biker jacket</td>\n",
       "      <td>leather peplum jacket design fit bust waist lo...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[punk, edgy, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956208</th>\n",
       "      <td>5b013e8f4500d65c4d2fa461</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Cotton-gabardine coat</td>\n",
       "      <td>coat design loose fit nonstretchy fabric model...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, vintage]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956230</th>\n",
       "      <td>5b013e904500d65c4d2fa47c</td>\n",
       "      <td>Erdem</td>\n",
       "      <td>Kimber ruffled cotton-blend lace gown</td>\n",
       "      <td>ruffled lace gown design fit bust waist slight...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[romantic, glam]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956241</th>\n",
       "      <td>5b013e904500d65c4d2fa487</td>\n",
       "      <td>Giorgio Armani</td>\n",
       "      <td>Cotton-poplin shirt</td>\n",
       "      <td>shirt design slim fit nonstretchy fabric white...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956242</th>\n",
       "      <td>5b013e904500d65c4d2fa488</td>\n",
       "      <td>Versace</td>\n",
       "      <td>Pleated cady and satin mini dress</td>\n",
       "      <td>satin dress design slightly fit bust waist loo...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, sartorial]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956244</th>\n",
       "      <td>5b013e914500d65c4d2fa48a</td>\n",
       "      <td>Alaïa</td>\n",
       "      <td>Laser-cut leather mini skirt</td>\n",
       "      <td>leather skirt design wear waist particularly s...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956259</th>\n",
       "      <td>5b013e914500d65c4d2fa499</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Sarabande tiered cotton-blend lace tunic</td>\n",
       "      <td>tiered lace tunic design loose fit use adjusta...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[sartorial]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956262</th>\n",
       "      <td>5b013e914500d65c4d2fa49c</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Grain de poudre wool blazer</td>\n",
       "      <td>grain wool blazer slim fit nonstretchy fabric ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[minimalistic, classic, tailored]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956284</th>\n",
       "      <td>5b013e924500d65c4d2fa4b2</td>\n",
       "      <td>Gucci</td>\n",
       "      <td>Stretch wool and silk-blend straight-leg pants</td>\n",
       "      <td>stretch wool pant intend fit stretchy fabric r...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956302</th>\n",
       "      <td>5b013e934500d65c4d2fa4c4</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Bead-embellished tulle gown</td>\n",
       "      <td>tulle gown design fit bust waist loose hip lig...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[sartorial]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956304</th>\n",
       "      <td>5b013e934500d65c4d2fa4c6</td>\n",
       "      <td>Gucci</td>\n",
       "      <td>Wool and silk-blend crepe flared pants</td>\n",
       "      <td>wool crepe pant intend slim fit hem nonstretch...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956308</th>\n",
       "      <td>5b013e934500d65c4d2fa4ca</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Paillette-embellished silk-georgette gown</td>\n",
       "      <td>gown design fit bust waist slightly loose hip ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[glam, sartorial]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956331</th>\n",
       "      <td>5b013e944500d65c4d2fa4e5</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Oversized embroidered striped cotton-jersey T-...</td>\n",
       "      <td>oversized strip design relaxed fit stretchy fa...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[athleisure, preppy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956332</th>\n",
       "      <td>5b013e944500d65c4d2fa4e6</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Embroidered cotton-blend jersey track pants</td>\n",
       "      <td>jersey track pant intend relaxed fit drawstr w...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[athleisure]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956345</th>\n",
       "      <td>5b013e944500d65c4d2fa4f4</td>\n",
       "      <td>The Elder Statesman</td>\n",
       "      <td>Gofa striped cashmere track pants</td>\n",
       "      <td>strip cashmere track pant pant measure high ri...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956361</th>\n",
       "      <td>5b013e954500d65c4d2fa506</td>\n",
       "      <td>Vetements</td>\n",
       "      <td>Layered satin-jacquard and metallic bouclé-twe...</td>\n",
       "      <td>layered metallic jacket design slim fit nonstr...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[preppy, tailored]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956372</th>\n",
       "      <td>5b013e954500d65c4d2fa511</td>\n",
       "      <td>Diane von Furstenberg</td>\n",
       "      <td>Floral-print stretch-silk georgette mini dress</td>\n",
       "      <td>dress cut loose fit drawstr waist design flexi...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[bohemian]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956378</th>\n",
       "      <td>5b013e9c4500d65c4d2fa5c6</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Jacquard-knit mini dress</td>\n",
       "      <td>dress design fit bust waist loose hip knit blu...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[gothic, sartorial]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956379</th>\n",
       "      <td>5b013e9c4500d65c4d2fa5c7</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Wool and silk-blend crepe shorts</td>\n",
       "      <td>wool crepe short cut boxy fit particularly sho...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[tailored, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956381</th>\n",
       "      <td>5b013e9c4500d65c4d2fa5c9</td>\n",
       "      <td>J.Crew</td>\n",
       "      <td>Shipwreck striped linen midi skirt</td>\n",
       "      <td>shipwreck strip linen skirt design wear waist ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956385</th>\n",
       "      <td>5b013e9c4500d65c4d2fa5cd</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Checked cotton-blend coat</td>\n",
       "      <td>check coat design loose fit sized nonstretchy ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[vintage, classic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956401</th>\n",
       "      <td>5b013eac4500d65c4d2fa791</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Bow-detailed ruffled knitted sweater</td>\n",
       "      <td>ruffled knitted sweater design slim fit knit b...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[classic, minimalistic, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956403</th>\n",
       "      <td>5b013eac4500d65c4d2fa793</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Pussy-bow piped silk blouse</td>\n",
       "      <td>pip silk blouse design loose fit lightweight s...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[preppy, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965660</th>\n",
       "      <td>5b01416b4500d65c4d2fed37</td>\n",
       "      <td>Palm Angels</td>\n",
       "      <td>Stretch sports bra</td>\n",
       "      <td>stretch sport bra light support flexible fit s...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965662</th>\n",
       "      <td>5b0141734500d65c4d2fedf7</td>\n",
       "      <td>Kith</td>\n",
       "      <td>Brie printed stretch-jersey sports bra</td>\n",
       "      <td>print sport bra light support stretchy fabric ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965664</th>\n",
       "      <td>5b01417f4500d65c4d2fef41</td>\n",
       "      <td>Hillier Bartley</td>\n",
       "      <td>New Romantic pussy-bow silk-satin mini dress</td>\n",
       "      <td>new romantic dress design loose fit fluid nons...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965665</th>\n",
       "      <td>5b01417f4500d65c4d2fef42</td>\n",
       "      <td>Erdem</td>\n",
       "      <td>Stephanie floral-print silk-satin gown</td>\n",
       "      <td>gown intend slightly loose fit use tie belt ci...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[exotic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965668</th>\n",
       "      <td>5b01417f4500d65c4d2fef47</td>\n",
       "      <td>Erdem</td>\n",
       "      <td>Ginnie cropped floral-print silk-satin straigh...</td>\n",
       "      <td>pant cut straight leg fit length nonstretchy f...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[exotic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965673</th>\n",
       "      <td>5b0141804500d65c4d2fef4c</td>\n",
       "      <td>Erdem</td>\n",
       "      <td>Xen floral-print silk-satin blouse</td>\n",
       "      <td>blouse cut slightly loose fit use tie belt cin...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[exotic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965680</th>\n",
       "      <td>5b0141804500d65c4d2fef54</td>\n",
       "      <td>By Malene Birger</td>\n",
       "      <td>Waoi belted pleated canvas shorts</td>\n",
       "      <td>belted canvas short intend boxy fit firm nonst...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965682</th>\n",
       "      <td>5b0141804500d65c4d2fef58</td>\n",
       "      <td>Preen by Thornton Bregazzi</td>\n",
       "      <td>Nikki striped stretch-crepe midi dress</td>\n",
       "      <td>strip dress design close fit stretchy fabric w...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965694</th>\n",
       "      <td>5b0141814500d65c4d2fef6a</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>One-shoulder plissé silk-chiffon gown</td>\n",
       "      <td>gown design fit bust waist slightly loose hip ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[sophisticated, glam]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965695</th>\n",
       "      <td>5b0141814500d65c4d2fef6d</td>\n",
       "      <td>Diane von Furstenberg</td>\n",
       "      <td>Gathered cropped silk wrap blouse</td>\n",
       "      <td>silk wrap blouse design waist adjustable fit l...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[casual, artsy, chic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965700</th>\n",
       "      <td>5b0141814500d65c4d2fef73</td>\n",
       "      <td>Joseph</td>\n",
       "      <td>Zoom gabardine tapered pants</td>\n",
       "      <td>zoom gabardine tapered pant cut slim fit taper...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[athleisure]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965705</th>\n",
       "      <td>5b0141814500d65c4d2fef78</td>\n",
       "      <td>Joseph</td>\n",
       "      <td>Stretch-gabardine leggings</td>\n",
       "      <td>slightly stretchy fabric white pull viscose co...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[tailored]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965714</th>\n",
       "      <td>5b0141824500d65c4d2fef81</td>\n",
       "      <td>Maje</td>\n",
       "      <td>One-shoulder floral-print crepe midi dress</td>\n",
       "      <td>crepe dress true size normal size design sligh...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965723</th>\n",
       "      <td>5b0141824500d65c4d2fef8a</td>\n",
       "      <td>Diane von Furstenberg</td>\n",
       "      <td>Cropped printed stretch-silk wrap top</td>\n",
       "      <td>print wrap design waist adjustable fit lightwe...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[artsy, casual]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965741</th>\n",
       "      <td>5b0141834500d65c4d2fef9c</td>\n",
       "      <td>Diane von Furstenberg</td>\n",
       "      <td>Cropped devoré-voile wrap blouse</td>\n",
       "      <td>wrap blouse cut slightly loose fit use cinch w...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[artsy, casual]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965771</th>\n",
       "      <td>5b0141844500d65c4d2fefba</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Cold-shoulder ruffled stretch-knit mini dress</td>\n",
       "      <td>ruffle dress design slim fit detachable partic...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[sexy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965772</th>\n",
       "      <td>5b0141844500d65c4d2fefbb</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Checked silk and cotton-blend poplin mini dress</td>\n",
       "      <td>check silk poplin dress cut slightly loose fit...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[artsy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965781</th>\n",
       "      <td>5b0141844500d65c4d2fefc4</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Leather midi skirt</td>\n",
       "      <td>leather skirt design wear waist supple nonstre...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[chic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965788</th>\n",
       "      <td>5b0141854500d65c4d2fefcb</td>\n",
       "      <td>J Brand</td>\n",
       "      <td>Sadey cropped mid-rise slim-leg jeans</td>\n",
       "      <td>jean cut slim fit length stretchy fabric blue ...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965790</th>\n",
       "      <td>5b0141854500d65c4d2fefcd</td>\n",
       "      <td>J.Crew</td>\n",
       "      <td>Cropped high-rise wide-leg jeans</td>\n",
       "      <td>jean cut fit length nonstretchy fabric white d...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965797</th>\n",
       "      <td>5b0141854500d65c4d2fefd4</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Yellowstone ribbed cashmere and silk-blend swe...</td>\n",
       "      <td>rib cashmere sweater design slim fit knit saff...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[casual, exotic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965803</th>\n",
       "      <td>5b0141854500d65c4d2fefda</td>\n",
       "      <td>Burberry</td>\n",
       "      <td>Reversible checked wool-blend cape</td>\n",
       "      <td>reversible check cape multicolored button wool...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[edgy, street]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965804</th>\n",
       "      <td>5b0141854500d65c4d2fefdb</td>\n",
       "      <td>Joseph</td>\n",
       "      <td>Wool wrap mini skirt</td>\n",
       "      <td>wool wrap skirt length design wear hip nonstre...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[casual, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965807</th>\n",
       "      <td>5b0141854500d65c4d2fefde</td>\n",
       "      <td>Alexander McQueen</td>\n",
       "      <td>Cropped wool-blend flared pants</td>\n",
       "      <td>pant cut slim fit hem length nonstretchy fabri...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[tailored]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965809</th>\n",
       "      <td>5b0141854500d65c4d2fefe0</td>\n",
       "      <td>HVN</td>\n",
       "      <td>Maria polka-dot silk crepe de chine dress</td>\n",
       "      <td>maria silk crepe chine dress cut loose fit use...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965816</th>\n",
       "      <td>5b0141864500d65c4d2fefe8</td>\n",
       "      <td>Valentino</td>\n",
       "      <td>Vinyl biker jacket</td>\n",
       "      <td>vinyl jacket design boxy fit cut wear loose re...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[street, casual]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965819</th>\n",
       "      <td>5b0141864500d65c4d2fefec</td>\n",
       "      <td>Versace</td>\n",
       "      <td>Crepe blazer</td>\n",
       "      <td>crepe blazer cut slim fit internal shoulder no...</td>\n",
       "      <td>nap</td>\n",
       "      <td>[business, romantic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965824</th>\n",
       "      <td>5b0142824500d65c4d3008d3</td>\n",
       "      <td>Tibi</td>\n",
       "      <td>Vinyl and stretch-mesh corset</td>\n",
       "      <td>vinyl corset design close fit structured nonst...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965827</th>\n",
       "      <td>5b0142df4500d65c4d30124f</td>\n",
       "      <td>Madeleine Thompson</td>\n",
       "      <td>Cashmere wrap</td>\n",
       "      <td>cashmere wrap anthracite cashmere cashmere wra...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965828</th>\n",
       "      <td>5b0142df4500d65c4d301250</td>\n",
       "      <td>Madeleine Thompson</td>\n",
       "      <td>Cashmere wrap</td>\n",
       "      <td>cashmere wrap camel cashmere cashmere designer...</td>\n",
       "      <td>nap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1537 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      product_id      designer_original_name  \\\n",
       "956146  5b013e8c4500d65c4d2fa41b                   Valentino   \n",
       "956156  5b013e8d4500d65c4d2fa425                   Valentino   \n",
       "956177  5b013e8e4500d65c4d2fa43d                   Valentino   \n",
       "956183  5b013e8e4500d65c4d2fa445                    Burberry   \n",
       "956184  5b013e8e4500d65c4d2fa446           Alexander McQueen   \n",
       "956201  5b013e8f4500d65c4d2fa45a                   Valentino   \n",
       "956202  5b013e8f4500d65c4d2fa45b                    Burberry   \n",
       "956207  5b013e8f4500d65c4d2fa460           Alexander McQueen   \n",
       "956208  5b013e8f4500d65c4d2fa461                    Burberry   \n",
       "956230  5b013e904500d65c4d2fa47c                       Erdem   \n",
       "956241  5b013e904500d65c4d2fa487              Giorgio Armani   \n",
       "956242  5b013e904500d65c4d2fa488                     Versace   \n",
       "956244  5b013e914500d65c4d2fa48a                       Alaïa   \n",
       "956259  5b013e914500d65c4d2fa499           Alexander McQueen   \n",
       "956262  5b013e914500d65c4d2fa49c           Alexander McQueen   \n",
       "956284  5b013e924500d65c4d2fa4b2                       Gucci   \n",
       "956302  5b013e934500d65c4d2fa4c4                   Valentino   \n",
       "956304  5b013e934500d65c4d2fa4c6                       Gucci   \n",
       "956308  5b013e934500d65c4d2fa4ca                   Valentino   \n",
       "956331  5b013e944500d65c4d2fa4e5                    Burberry   \n",
       "956332  5b013e944500d65c4d2fa4e6                    Burberry   \n",
       "956345  5b013e944500d65c4d2fa4f4         The Elder Statesman   \n",
       "956361  5b013e954500d65c4d2fa506                   Vetements   \n",
       "956372  5b013e954500d65c4d2fa511       Diane von Furstenberg   \n",
       "956378  5b013e9c4500d65c4d2fa5c6           Alexander McQueen   \n",
       "956379  5b013e9c4500d65c4d2fa5c7                   Valentino   \n",
       "956381  5b013e9c4500d65c4d2fa5c9                      J.Crew   \n",
       "956385  5b013e9c4500d65c4d2fa5cd                    Burberry   \n",
       "956401  5b013eac4500d65c4d2fa791                   Valentino   \n",
       "956403  5b013eac4500d65c4d2fa793                   Valentino   \n",
       "...                          ...                         ...   \n",
       "965660  5b01416b4500d65c4d2fed37                 Palm Angels   \n",
       "965662  5b0141734500d65c4d2fedf7                        Kith   \n",
       "965664  5b01417f4500d65c4d2fef41             Hillier Bartley   \n",
       "965665  5b01417f4500d65c4d2fef42                       Erdem   \n",
       "965668  5b01417f4500d65c4d2fef47                       Erdem   \n",
       "965673  5b0141804500d65c4d2fef4c                       Erdem   \n",
       "965680  5b0141804500d65c4d2fef54            By Malene Birger   \n",
       "965682  5b0141804500d65c4d2fef58  Preen by Thornton Bregazzi   \n",
       "965694  5b0141814500d65c4d2fef6a           Alexander McQueen   \n",
       "965695  5b0141814500d65c4d2fef6d       Diane von Furstenberg   \n",
       "965700  5b0141814500d65c4d2fef73                      Joseph   \n",
       "965705  5b0141814500d65c4d2fef78                      Joseph   \n",
       "965714  5b0141824500d65c4d2fef81                        Maje   \n",
       "965723  5b0141824500d65c4d2fef8a       Diane von Furstenberg   \n",
       "965741  5b0141834500d65c4d2fef9c       Diane von Furstenberg   \n",
       "965771  5b0141844500d65c4d2fefba           Alexander McQueen   \n",
       "965772  5b0141844500d65c4d2fefbb           Alexander McQueen   \n",
       "965781  5b0141844500d65c4d2fefc4           Alexander McQueen   \n",
       "965788  5b0141854500d65c4d2fefcb                     J Brand   \n",
       "965790  5b0141854500d65c4d2fefcd                      J.Crew   \n",
       "965797  5b0141854500d65c4d2fefd4                    Burberry   \n",
       "965803  5b0141854500d65c4d2fefda                    Burberry   \n",
       "965804  5b0141854500d65c4d2fefdb                      Joseph   \n",
       "965807  5b0141854500d65c4d2fefde           Alexander McQueen   \n",
       "965809  5b0141854500d65c4d2fefe0                         HVN   \n",
       "965816  5b0141864500d65c4d2fefe8                   Valentino   \n",
       "965819  5b0141864500d65c4d2fefec                     Versace   \n",
       "965824  5b0142824500d65c4d3008d3                        Tibi   \n",
       "965827  5b0142df4500d65c4d30124f          Madeleine Thompson   \n",
       "965828  5b0142df4500d65c4d301250          Madeleine Thompson   \n",
       "\n",
       "                                             product_name  \\\n",
       "956146                 Printed wool and silk-blend shorts   \n",
       "956156   Striped camouflage-print cotton-gabardine jacket   \n",
       "956177                               Leather trench coat    \n",
       "956183                 Dawson cashmere turtleneck sweater   \n",
       "956184             Embellished pleated leather midi skirt   \n",
       "956201                      Printed cotton-jersey T-shirt   \n",
       "956202       Oversized embroidered cotton-jersey T-shirt    \n",
       "956207                        Leather peplum biker jacket   \n",
       "956208                              Cotton-gabardine coat   \n",
       "956230              Kimber ruffled cotton-blend lace gown   \n",
       "956241                                Cotton-poplin shirt   \n",
       "956242                  Pleated cady and satin mini dress   \n",
       "956244                       Laser-cut leather mini skirt   \n",
       "956259           Sarabande tiered cotton-blend lace tunic   \n",
       "956262                        Grain de poudre wool blazer   \n",
       "956284     Stretch wool and silk-blend straight-leg pants   \n",
       "956302                        Bead-embellished tulle gown   \n",
       "956304             Wool and silk-blend crepe flared pants   \n",
       "956308          Paillette-embellished silk-georgette gown   \n",
       "956331  Oversized embroidered striped cotton-jersey T-...   \n",
       "956332       Embroidered cotton-blend jersey track pants    \n",
       "956345                 Gofa striped cashmere track pants    \n",
       "956361  Layered satin-jacquard and metallic bouclé-twe...   \n",
       "956372     Floral-print stretch-silk georgette mini dress   \n",
       "956378                           Jacquard-knit mini dress   \n",
       "956379                   Wool and silk-blend crepe shorts   \n",
       "956381                 Shipwreck striped linen midi skirt   \n",
       "956385                          Checked cotton-blend coat   \n",
       "956401              Bow-detailed ruffled knitted sweater    \n",
       "956403                        Pussy-bow piped silk blouse   \n",
       "...                                                   ...   \n",
       "965660                                Stretch sports bra    \n",
       "965662             Brie printed stretch-jersey sports bra   \n",
       "965664       New Romantic pussy-bow silk-satin mini dress   \n",
       "965665            Stephanie floral-print silk-satin gown    \n",
       "965668  Ginnie cropped floral-print silk-satin straigh...   \n",
       "965673                 Xen floral-print silk-satin blouse   \n",
       "965680                  Waoi belted pleated canvas shorts   \n",
       "965682             Nikki striped stretch-crepe midi dress   \n",
       "965694             One-shoulder plissé silk-chiffon gown    \n",
       "965695                  Gathered cropped silk wrap blouse   \n",
       "965700                       Zoom gabardine tapered pants   \n",
       "965705                         Stretch-gabardine leggings   \n",
       "965714         One-shoulder floral-print crepe midi dress   \n",
       "965723              Cropped printed stretch-silk wrap top   \n",
       "965741                   Cropped devoré-voile wrap blouse   \n",
       "965771      Cold-shoulder ruffled stretch-knit mini dress   \n",
       "965772    Checked silk and cotton-blend poplin mini dress   \n",
       "965781                                Leather midi skirt    \n",
       "965788              Sadey cropped mid-rise slim-leg jeans   \n",
       "965790                   Cropped high-rise wide-leg jeans   \n",
       "965797  Yellowstone ribbed cashmere and silk-blend swe...   \n",
       "965803                 Reversible checked wool-blend cape   \n",
       "965804                               Wool wrap mini skirt   \n",
       "965807                    Cropped wool-blend flared pants   \n",
       "965809          Maria polka-dot silk crepe de chine dress   \n",
       "965816                                 Vinyl biker jacket   \n",
       "965819                                       Crepe blazer   \n",
       "965824                      Vinyl and stretch-mesh corset   \n",
       "965827                                      Cashmere wrap   \n",
       "965828                                      Cashmere wrap   \n",
       "\n",
       "                                                comb_desc From  \\\n",
       "956146  print wool short cut slightly loose fit nonstr...  nap   \n",
       "956156  striped jacket intend loose fit nonstretchy fa...  nap   \n",
       "956177  leather trench coat design oversized fit cut w...  nap   \n",
       "956183  cashmere sweater design loose fit chunky knit ...  nap   \n",
       "956184  leather skirt design wear waist supple nonstre...  nap   \n",
       "956201  print cut slightly loose fit lightweight stret...  nap   \n",
       "956202  oversized design loose fit stretchy fabric mod...  nap   \n",
       "956207  leather peplum jacket design fit bust waist lo...  nap   \n",
       "956208  coat design loose fit nonstretchy fabric model...  nap   \n",
       "956230  ruffled lace gown design fit bust waist slight...  nap   \n",
       "956241  shirt design slim fit nonstretchy fabric white...  nap   \n",
       "956242  satin dress design slightly fit bust waist loo...  nap   \n",
       "956244  leather skirt design wear waist particularly s...  nap   \n",
       "956259  tiered lace tunic design loose fit use adjusta...  nap   \n",
       "956262  grain wool blazer slim fit nonstretchy fabric ...  nap   \n",
       "956284  stretch wool pant intend fit stretchy fabric r...  nap   \n",
       "956302  tulle gown design fit bust waist loose hip lig...  nap   \n",
       "956304  wool crepe pant intend slim fit hem nonstretch...  nap   \n",
       "956308  gown design fit bust waist slightly loose hip ...  nap   \n",
       "956331  oversized strip design relaxed fit stretchy fa...  nap   \n",
       "956332  jersey track pant intend relaxed fit drawstr w...  nap   \n",
       "956345  strip cashmere track pant pant measure high ri...  nap   \n",
       "956361  layered metallic jacket design slim fit nonstr...  nap   \n",
       "956372  dress cut loose fit drawstr waist design flexi...  nap   \n",
       "956378  dress design fit bust waist loose hip knit blu...  nap   \n",
       "956379  wool crepe short cut boxy fit particularly sho...  nap   \n",
       "956381  shipwreck strip linen skirt design wear waist ...  nap   \n",
       "956385  check coat design loose fit sized nonstretchy ...  nap   \n",
       "956401  ruffled knitted sweater design slim fit knit b...  nap   \n",
       "956403  pip silk blouse design loose fit lightweight s...  nap   \n",
       "...                                                   ...  ...   \n",
       "965660  stretch sport bra light support flexible fit s...  nap   \n",
       "965662  print sport bra light support stretchy fabric ...  nap   \n",
       "965664  new romantic dress design loose fit fluid nons...  nap   \n",
       "965665  gown intend slightly loose fit use tie belt ci...  nap   \n",
       "965668  pant cut straight leg fit length nonstretchy f...  nap   \n",
       "965673  blouse cut slightly loose fit use tie belt cin...  nap   \n",
       "965680  belted canvas short intend boxy fit firm nonst...  nap   \n",
       "965682  strip dress design close fit stretchy fabric w...  nap   \n",
       "965694  gown design fit bust waist slightly loose hip ...  nap   \n",
       "965695  silk wrap blouse design waist adjustable fit l...  nap   \n",
       "965700  zoom gabardine tapered pant cut slim fit taper...  nap   \n",
       "965705  slightly stretchy fabric white pull viscose co...  nap   \n",
       "965714  crepe dress true size normal size design sligh...  nap   \n",
       "965723  print wrap design waist adjustable fit lightwe...  nap   \n",
       "965741  wrap blouse cut slightly loose fit use cinch w...  nap   \n",
       "965771  ruffle dress design slim fit detachable partic...  nap   \n",
       "965772  check silk poplin dress cut slightly loose fit...  nap   \n",
       "965781  leather skirt design wear waist supple nonstre...  nap   \n",
       "965788  jean cut slim fit length stretchy fabric blue ...  nap   \n",
       "965790  jean cut fit length nonstretchy fabric white d...  nap   \n",
       "965797  rib cashmere sweater design slim fit knit saff...  nap   \n",
       "965803  reversible check cape multicolored button wool...  nap   \n",
       "965804  wool wrap skirt length design wear hip nonstre...  nap   \n",
       "965807  pant cut slim fit hem length nonstretchy fabri...  nap   \n",
       "965809  maria silk crepe chine dress cut loose fit use...  nap   \n",
       "965816  vinyl jacket design boxy fit cut wear loose re...  nap   \n",
       "965819  crepe blazer cut slim fit internal shoulder no...  nap   \n",
       "965824  vinyl corset design close fit structured nonst...  nap   \n",
       "965827  cashmere wrap anthracite cashmere cashmere wra...  nap   \n",
       "965828  cashmere wrap camel cashmere cashmere designer...  nap   \n",
       "\n",
       "                                    label  \n",
       "956146                         [romantic]  \n",
       "956156                           [street]  \n",
       "956177                [classic, romantic]  \n",
       "956183            [classic, minimalistic]  \n",
       "956184                           [gothic]  \n",
       "956201                       [athleisure]  \n",
       "956202              [athleisure, classic]  \n",
       "956207             [punk, edgy, romantic]  \n",
       "956208                 [classic, vintage]  \n",
       "956230                   [romantic, glam]  \n",
       "956241                                NaN  \n",
       "956242               [classic, sartorial]  \n",
       "956244                                NaN  \n",
       "956259                        [sartorial]  \n",
       "956262  [minimalistic, classic, tailored]  \n",
       "956284                                NaN  \n",
       "956302                        [sartorial]  \n",
       "956304                                NaN  \n",
       "956308                  [glam, sartorial]  \n",
       "956331               [athleisure, preppy]  \n",
       "956332                       [athleisure]  \n",
       "956345                                NaN  \n",
       "956361                 [preppy, tailored]  \n",
       "956372                         [bohemian]  \n",
       "956378                [gothic, sartorial]  \n",
       "956379               [tailored, romantic]  \n",
       "956381                                NaN  \n",
       "956385                 [vintage, classic]  \n",
       "956401  [classic, minimalistic, romantic]  \n",
       "956403                 [preppy, romantic]  \n",
       "...                                   ...  \n",
       "965660                                NaN  \n",
       "965662                                NaN  \n",
       "965664                                NaN  \n",
       "965665                           [exotic]  \n",
       "965668                           [exotic]  \n",
       "965673                           [exotic]  \n",
       "965680                                NaN  \n",
       "965682                                NaN  \n",
       "965694              [sophisticated, glam]  \n",
       "965695              [casual, artsy, chic]  \n",
       "965700                       [athleisure]  \n",
       "965705                         [tailored]  \n",
       "965714                                NaN  \n",
       "965723                    [artsy, casual]  \n",
       "965741                    [artsy, casual]  \n",
       "965771                             [sexy]  \n",
       "965772                            [artsy]  \n",
       "965781                             [chic]  \n",
       "965788                                NaN  \n",
       "965790                                NaN  \n",
       "965797                   [casual, exotic]  \n",
       "965803                     [edgy, street]  \n",
       "965804                 [casual, romantic]  \n",
       "965807                         [tailored]  \n",
       "965809                                NaN  \n",
       "965816                   [street, casual]  \n",
       "965819               [business, romantic]  \n",
       "965824                                NaN  \n",
       "965827                                NaN  \n",
       "965828                                NaN  \n",
       "\n",
       "[1537 rows x 6 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_original[df_original['product_id'].isin(df['product_id'])][['product_name',]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "datapath = '/Users/yiru/projects/Fashion_Project_18/data/embeddings/'\n",
    "df=pd.read_hdf(datapath+'wv_embedding_200_nap.h5', 'table')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
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       "Name: product_id, Length: 1739, dtype: object"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['product_id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 29.1 s, sys: 254 ms, total: 29.4 s\n",
      "Wall time: 29.6 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# remove brand names in combined descriptions\n",
    "df['product_name'] = df['product_name'].str.lower()\n",
    "df['product_name'] = df.apply(lambda row: row['product_name'].replace(row['designer_original_name'], ''), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>product_id</th>\n",
       "      <th>designer_original_name</th>\n",
       "      <th>product_name</th>\n",
       "      <th>comb_desc</th>\n",
       "      <th>From</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>355515</th>\n",
       "      <td>693978984</td>\n",
       "      <td>roper</td>\n",
       "      <td>floral aztec patch print tank dress</td>\n",
       "      <td>floral patch print tank dress cool summer heat...</td>\n",
       "      <td>shopstyle</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342003</th>\n",
       "      <td>701850470</td>\n",
       "      <td>awake</td>\n",
       "      <td>awake polkadot crepe de chine wrap dress midni...</td>\n",
       "      <td>awake crepe chine wrap dress midnight blue res...</td>\n",
       "      <td>shopstyle</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253128</th>\n",
       "      <td>690961119</td>\n",
       "      <td>marc jacobs</td>\n",
       "      <td>pintuck top with pleating</td>\n",
       "      <td>blouse refined sensual cut crisp delicate crus...</td>\n",
       "      <td>shopstyle</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346027</th>\n",
       "      <td>623575910</td>\n",
       "      <td>class roberto cavalli</td>\n",
       "      <td>wrap cardigans</td>\n",
       "      <td>class wrap class wrap knit lightweight sweater...</td>\n",
       "      <td>shopstyle</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285017</th>\n",
       "      <td>710404700</td>\n",
       "      <td>norma kamali</td>\n",
       "      <td>rectangle gown</td>\n",
       "      <td>rectangle gown rectangle gown black white size...</td>\n",
       "      <td>shopstyle</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747873</th>\n",
       "      <td>637860710</td>\n",
       "      <td>gildan</td>\n",
       "      <td>mens pack platinum cool spire ashirts</td>\n",
       "      <td>pack platinum cool spire product start day com...</td>\n",
       "      <td>shopstyle</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173572</th>\n",
       "      <td>705657053</td>\n",
       "      <td>chloé</td>\n",
       "      <td>shearling gilet</td>\n",
       "      <td>shearl collection boyish elegance romantic fem...</td>\n",
       "      <td>shopstyle</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584452</th>\n",
       "      <td>652395002</td>\n",
       "      <td>haute hippie</td>\n",
       "      <td>strappy onesie</td>\n",
       "      <td>black size black size self cotton viscose poly...</td>\n",
       "      <td>shopstyle</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005720</th>\n",
       "      <td>5af820a04500d65f249ea898</td>\n",
       "      <td>p.a.r.o.s.h.</td>\n",
       "      <td>classic blazer</td>\n",
       "      <td>classic blazer blue cotton blend classic blaze...</td>\n",
       "      <td>farfetch</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045537</th>\n",
       "      <td>5af83c114500d65f249f5cae</td>\n",
       "      <td>maison père</td>\n",
       "      <td>metallic applique biker jacket</td>\n",
       "      <td>metallic applique jacket black lamb skin metal...</td>\n",
       "      <td>farfetch</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       product_id designer_original_name  \\\n",
       "355515                  693978984                  roper   \n",
       "342003                  701850470                  awake   \n",
       "253128                  690961119            marc jacobs   \n",
       "346027                  623575910  class roberto cavalli   \n",
       "285017                  710404700           norma kamali   \n",
       "747873                  637860710                 gildan   \n",
       "173572                  705657053                  chloé   \n",
       "584452                  652395002           haute hippie   \n",
       "1005720  5af820a04500d65f249ea898           p.a.r.o.s.h.   \n",
       "1045537  5af83c114500d65f249f5cae            maison père   \n",
       "\n",
       "                                              product_name  \\\n",
       "355515                 floral aztec patch print tank dress   \n",
       "342003   awake polkadot crepe de chine wrap dress midni...   \n",
       "253128                           pintuck top with pleating   \n",
       "346027                                      wrap cardigans   \n",
       "285017                                      rectangle gown   \n",
       "747873               mens pack platinum cool spire ashirts   \n",
       "173572                                     shearling gilet   \n",
       "584452                                      strappy onesie   \n",
       "1005720                                     classic blazer   \n",
       "1045537                     metallic applique biker jacket   \n",
       "\n",
       "                                                 comb_desc       From label  \n",
       "355515   floral patch print tank dress cool summer heat...  shopstyle   NaN  \n",
       "342003   awake crepe chine wrap dress midnight blue res...  shopstyle   NaN  \n",
       "253128   blouse refined sensual cut crisp delicate crus...  shopstyle   NaN  \n",
       "346027   class wrap class wrap knit lightweight sweater...  shopstyle   NaN  \n",
       "285017   rectangle gown rectangle gown black white size...  shopstyle   NaN  \n",
       "747873   pack platinum cool spire product start day com...  shopstyle   NaN  \n",
       "173572   shearl collection boyish elegance romantic fem...  shopstyle   NaN  \n",
       "584452   black size black size self cotton viscose poly...  shopstyle   NaN  \n",
       "1005720  classic blazer blue cotton blend classic blaze...   farfetch   NaN  \n",
       "1045537  metallic applique jacket black lamb skin metal...   farfetch   NaN  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['product_name']=df['product_name'].str.replace('\\d+', ' ')\n",
    "df['product_name']=df['product_name'].str.replace('[^\\w\\s]','')\n",
    "df['product_name']=df['product_name'].apply(lambda row: re.sub( '\\s+', ' ', row).strip())\n",
    "df.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "vect = TfidfVectorizer(max_features=5000,stop_words='english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=df\n",
    "df=df[df['label'].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = df['label']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "mlb = MultiLabelBinarizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_khot = mlb.fit_transform(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = pd.DataFrame(labels_khot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "y.columns = mlb.classes_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
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       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>833 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     artsy  athleisure  bohemian  business  casual  chic  classic  edgy  \\\n",
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       "\n",
       "     exotic  glam   ...     punk  rocker  romantic  sartorial  sexy  \\\n",
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       "\n",
       "     sophisticated  street  tailored  vintage  western  \n",
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       "..             ...     ...       ...      ...      ...  \n",
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       "832              0       0         0        0        0  \n",
       "\n",
       "[833 rows x 24 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "indexes = list(range(1739))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yiru/.pyenv/versions/fashion_project/lib/python3.6/site-packages/sklearn/model_selection/_split.py:2026: FutureWarning: From version 0.21, test_size will always complement train_size unless both are specified.\n",
      "  FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "train, test = train_test_split(indexes, train_size=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df['product_name'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "positional indexers are out-of-bounds",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m~/.pyenv/versions/fashion_project/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_get_list_axis\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m   1793\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1794\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_take\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1795\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/fashion_project/lib/python3.6/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m_take\u001b[0;34m(self, indices, axis, convert, is_copy)\u001b[0m\n\u001b[1;32m   2739\u001b[0m         \u001b[0mindices\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_ensure_platform_int\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindices\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2740\u001b[0;31m         \u001b[0mnew_index\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindices\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2741\u001b[0m         \u001b[0mnew_values\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindices\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/fashion_project/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mtake\u001b[0;34m(self, indices, axis, allow_fill, fill_value, **kwargs)\u001b[0m\n\u001b[1;32m   1839\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1840\u001b[0;31m             \u001b[0mtaken\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindices\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1841\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_shallow_copy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtaken\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: index 1460 is out of bounds for size 833",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-34-e7dddb97ef1d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mX_train\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/.pyenv/versions/fashion_project/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1371\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1372\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1373\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1374\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1375\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/fashion_project/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m   1817\u001b[0m         \u001b[0;31m# a list of integers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1818\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mis_list_like_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1819\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_list_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1820\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1821\u001b[0m         \u001b[0;31m# a single integer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/fashion_project/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_get_list_axis\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m   1795\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1796\u001b[0m             \u001b[0;31m# re-raise with different error message\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1797\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"positional indexers are out-of-bounds\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1798\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1799\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: positional indexers are out-of-bounds"
     ]
    }
   ],
   "source": [
    "X_train = X.iloc[train]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = X.iloc[test]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train = y.iloc[train]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_test = y.iloc[test]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "NB_pipeline = Pipeline([\n",
    "                ('tfidf', TfidfVectorizer(stop_words='english')),\n",
    "                ('clf', OneVsRestClassifier(MultinomialNB(\n",
    "                    fit_prior=True, class_prior=None))),\n",
    "            ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "... Processing artsy\n",
      "Test accuracy is 0.8873563218390804\n",
      "... Processing athleisure\n",
      "Test accuracy is 0.896551724137931\n",
      "... Processing bohemian\n",
      "Test accuracy is 0.9586206896551724\n",
      "... Processing business\n",
      "Test accuracy is 0.9172413793103448\n",
      "... Processing casual\n",
      "Test accuracy is 0.7770114942528735\n",
      "... Processing chic\n",
      "Test accuracy is 0.9057471264367816\n",
      "... Processing classic\n",
      "Test accuracy is 0.9563218390804598\n",
      "... Processing edgy\n",
      "Test accuracy is 0.9356321839080459\n",
      "... Processing exotic\n",
      "Test accuracy is 0.9195402298850575\n",
      "... Processing glam\n",
      "Test accuracy is 0.9540229885057471\n",
      "... Processing gothic\n",
      "Test accuracy is 0.993103448275862\n",
      "... Processing hipster\n",
      "Test accuracy is 0.9862068965517241\n",
      "... Processing minimalistic\n",
      "Test accuracy is 0.8988505747126436\n",
      "... Processing preppy\n",
      "Test accuracy is 0.9816091954022989\n",
      "... Processing punk\n",
      "Test accuracy is 0.9563218390804598\n",
      "... Processing rocker\n",
      "Test accuracy is 0.9770114942528736\n",
      "... Processing romantic\n",
      "Test accuracy is 0.8068965517241379\n",
      "... Processing sartorial\n",
      "Test accuracy is 0.9563218390804598\n",
      "... Processing sexy\n",
      "Test accuracy is 0.9080459770114943\n",
      "... Processing sophisticated\n",
      "Test accuracy is 0.8873563218390804\n",
      "... Processing street\n",
      "Test accuracy is 0.9218390804597701\n",
      "... Processing tailored\n",
      "Test accuracy is 0.9517241379310345\n",
      "... Processing vintage\n",
      "Test accuracy is 0.8919540229885058\n",
      "... Processing western\n",
      "Test accuracy is 0.9724137931034482\n"
     ]
    }
   ],
   "source": [
    "for category in mlb.classes_:\n",
    "    print('... Processing {}'.format(category))\n",
    "    # train the model using X_dtm & y\n",
    "    NB_pipeline.fit(X_train, y_train[category])\n",
    "    # compute the testing accuracy\n",
    "    prediction = NB_pipeline.predict(X_test)\n",
    "    print('Test accuracy is {}'.format(accuracy_score(y_test[category], prediction)))"
   ]
  }
 ],
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