3_Customer_segmentation.ipynb

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    "colab": {
      "name": "B1.5.3 Customer segmentation - teacher's sheet.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f4RJK2w6MBs1"
      },
      "source": [
        "# 3) Product categories\n",
        "\n",
        "Products are uniquely identified through the `StockCode` variable. A shrort description of the products is given in the `Description` variable.\n",
        "\n",
        "In this section, we use the content of the variable `Description` to group the products into different categories.\n",
        "\n",
        "We extract keywords from `Description` with the function below."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YuX0q40nJz2-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        },
        "outputId": "137da0d2-7bba-4051-88c3-e560f258ae15"
      },
      "source": [
        "import pandas as pd\n",
        "\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "relative_path = '/content/drive/My Drive/Course v2/B1. Machine Learning Deep Learning/B1.5 Customer Segmentation/Data/'\n",
        "\n",
        "df_dropna = pd.read_csv(relative_path + 'data_dropna.csv', encoding='latin', dtype={'CustomerID': str}) \n",
        "df_cleaned = pd.read_csv(relative_path + 'data_cleaned.csv', encoding='latin', dtype={'CustomerID': str}) \n",
        "\n",
        "df_dropna.drop(['Unnamed: 0'], axis=1, inplace=True)\n",
        "df_cleaned.drop(['Unnamed: 0', 'Unnamed: 0.1'], axis=1,  inplace=True)\n",
        "df_cleaned.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "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>InvoiceNo</th>\n",
              "      <th>StockCode</th>\n",
              "      <th>Description</th>\n",
              "      <th>Quantity</th>\n",
              "      <th>InvoiceDate</th>\n",
              "      <th>UnitPrice</th>\n",
              "      <th>CustomerID</th>\n",
              "      <th>Country</th>\n",
              "      <th>QuantityCanceled</th>\n",
              "      <th>TotalPrice</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>536365</td>\n",
              "      <td>85123A</td>\n",
              "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
              "      <td>6</td>\n",
              "      <td>2010-12-01 08:26:00</td>\n",
              "      <td>2.55</td>\n",
              "      <td>17850</td>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>0</td>\n",
              "      <td>15.30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>536365</td>\n",
              "      <td>71053</td>\n",
              "      <td>WHITE METAL LANTERN</td>\n",
              "      <td>6</td>\n",
              "      <td>2010-12-01 08:26:00</td>\n",
              "      <td>3.39</td>\n",
              "      <td>17850</td>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>0</td>\n",
              "      <td>20.34</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>536365</td>\n",
              "      <td>84406B</td>\n",
              "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
              "      <td>8</td>\n",
              "      <td>2010-12-01 08:26:00</td>\n",
              "      <td>2.75</td>\n",
              "      <td>17850</td>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>0</td>\n",
              "      <td>22.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>536365</td>\n",
              "      <td>84029G</td>\n",
              "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
              "      <td>6</td>\n",
              "      <td>2010-12-01 08:26:00</td>\n",
              "      <td>3.39</td>\n",
              "      <td>17850</td>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>0</td>\n",
              "      <td>20.34</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>536365</td>\n",
              "      <td>84029E</td>\n",
              "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
              "      <td>6</td>\n",
              "      <td>2010-12-01 08:26:00</td>\n",
              "      <td>3.39</td>\n",
              "      <td>17850</td>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>0</td>\n",
              "      <td>20.34</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  InvoiceNo StockCode  ... QuantityCanceled  TotalPrice\n",
              "0    536365    85123A  ...                0       15.30\n",
              "1    536365     71053  ...                0       20.34\n",
              "2    536365    84406B  ...                0       22.00\n",
              "3    536365    84029G  ...                0       20.34\n",
              "4    536365    84029E  ...                0       20.34\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
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      "cell_type": "code",
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      "source": [
        "\n",
        "# The function to extract keywords from (unique) Descriptions\n",
        "import nltk\n",
        "nltk.download('punkt')\n",
        "nltk.download('averaged_perceptron_tagger')\n",
        "\n",
        "is_noun = lambda pos: pos[:2] == 'NN'\n",
        "\n",
        "def keywords_inventory(dataframe, colonne = 'Description'):\n",
        "    stemmer = nltk.stem.SnowballStemmer(\"english\")\n",
        "    keywords_roots  = dict()  # collect the words / root\n",
        "    keywords_select = dict()  # association: root <-> keyword\n",
        "    category_keys   = []\n",
        "    count_keywords  = dict()\n",
        "    icount = 0\n",
        "    for s in dataframe[colonne]:\n",
        "        if pd.isnull(s): continue\n",
        "        lines = s.lower()\n",
        "        tokenized = nltk.word_tokenize(lines)\n",
        "        nouns = [word for (word, pos) in nltk.pos_tag(tokenized) if is_noun(pos)]\n",
        "        for t in nouns:\n",
        "            t = t.lower() ; racine = stemmer.stem(t)\n",
        "            if racine in keywords_roots:                \n",
        "                keywords_roots[racine].add(t)\n",
        "                count_keywords[racine] += 1                \n",
        "            else:\n",
        "                keywords_roots[racine] = {t}\n",
        "                count_keywords[racine] = 1\n",
        "    \n",
        "    for s in keywords_roots.keys():\n",
        "        if len(keywords_roots[s]) > 1:  \n",
        "            min_length = 1000\n",
        "            for k in keywords_roots[s]:\n",
        "                if len(k) < min_length:\n",
        "                    clef = k ; min_length = len(k)            \n",
        "            category_keys.append(clef)\n",
        "            keywords_select[s] = clef\n",
        "        else:\n",
        "            category_keys.append(list(keywords_roots[s])[0])\n",
        "            keywords_select[s] = list(keywords_roots[s])[0]\n",
        "                   \n",
        "    print(\"Nb of keywords in variable '{}': {}\".format(colonne,len(category_keys)))\n",
        "    return category_keys, keywords_roots, keywords_select, count_keywords"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n",
            "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
            "[nltk_data]     /root/nltk_data...\n",
            "[nltk_data]   Package averaged_perceptron_tagger is already up-to-\n",
            "[nltk_data]       date!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "II6KN9i6MSar"
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      "source": [
        "This function takes the dataframe and analyzes the content of the `Description` column by performing the following operations:\n",
        "\n",
        "* extract the names (proper, common) appearing in the products description\n",
        "* for each name, extract the root of the word and aggregate the set of names associated with this particular root\n",
        "* count the number of times each root appears in the dataframe\n",
        "* when several words are listed for the same root, we consider that the keyword associated with this root is the shortest one (this systematically selects the singular when there are singular/plural variants)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RBRf8kEgMaZg"
      },
      "source": [
        "## 3.1) Unique descriptions\n",
        "**Task**: extract unique descriptions. How many of them we have?\n",
        "Use keywords_invertory function."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "g7ZMnBHu4uWY"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "code",
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        "outputId": "416bf5bf-9cf1-4389-b499-0f8394df5f46"
      },
      "source": [
        "df_produits = pd.DataFrame(df_dropna['Description'].unique()).rename(columns = {0:'Description'})\n",
        "print(\"number of different descriptions is:\", len(df_produits))\n",
        "# use the function\n",
        "keywords, keywords_roots, keywords_select, count_keywords = keywords_inventory(df_produits)\n",
        "print(keywords,'\\n', keywords_roots,'\\n',  keywords_select,'\\n',  count_keywords)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "number of different descriptions is: 3896\n",
            "Nb of keywords in variable 'Description': 1483\n",
            "['heart', 'holder', 'metal', 'lantern', 'cream', 'cupid', 'coat', 'hanger', 'union', 'flag', 'water', 'bottle', 'nest', 'box', 'glass', 'star', 'hand', 'jack', 'warmer', 'dot', 'bird', 'ornament', 'poppy', 'playhouse', 'bedroom', 'kitchen', 'feltcraft', 'princess', 'charlotte', 'doll', 'ivory', 'cosy', 'colour', 'teaspoons', 'vintage', 'jigsaw', 'block', 'alphabet', 'home', 'building', 'word', 'love', 'recipe', 'england', 'jam', 'jar', 'rack', 'paris', 'fashion', 'bath', 'alarm', 'clock', 'bakelike', 'pink', 'green', 'panda', 'bunny', 'sheet', 'tape', 'globe', 'head', 'tail', 'game', 'set/2', 'retrospot', 'tea', 'towel', 'round', 'snack', 'woodland', 'spaceboy', 'lunch', 'i', 'london', 'circus', 'bag', 'design', 'toadstool', 'night', 'light', 'seaside', 'puzzles', 'mini', 'parade', 'paint', 'postage', 'paper', 'chain', 'christmas', 'parasol', 'coffee', 'mug', 'planet', 'billboard', 'love/hate', 'wood', 'drawer', 'cabinet', 'finish', 's/3', 'picture', 'frame', 'wooden', 'sympathy', 'polkadot', 'baroque', 'charlie', 'lola', 'toy', 'strawberry', 'piece', 'cutlery', 'set', 'set/6', 'plate', 'pack', 'case', 'dinosaur', 'paisley', 'fairy', 'tomato', 'charlie+lola', 'coaster', 'wastepaper', 'bin', 'flora', 'doorsign', 'storage', 'suki', 'making', 'pc', 'tool', 'airline', 'lounge', 'sign', 'spot', 'knob', 'photo', 'clip', 'line', 'felt', 'egg', 'chicken', 'bank', 'shoulder', 'cook', 'gin', '+', 'breakfast', 'cup', 'saucer', 'flower', 'time', 'rabbit', 'zinc', 'winkie', 'candle', 'stick', 'cherry', 'money', 'milk', 'jug', 'funky', 'beaker', 'owl', 'balloon', 'art', 'cloche', 'gumball', 'monochrome', 'doormat', 'fancy', 'sweet', 'discount', 'snake', 'ladder', 'chocolate', 'calculator', 'tidy', 'table', 'pot', 'garden', 'thermometer', 'cake', 'tin', 'wicker', 'basket', 'lid', 'duck', 'board', 'hanging', 'medina', 'chalkboard', 'lovebird', 'birdcage', 'plant', 'card', 'enamel', 'fire', 'bucket', 'bread', 'ribbon', 'wire', 'chilli', 'garland', 'butterfiles', 'tale', 'cottage', 'letter', 'doorstop', 'decoration', 'magnet', 'fridge', 'homemade', 'enfants', 'caravan', 'hook', 'reindeer', 'cushion', 'cover', 'gold', 'umbrella', 'black/blue', 'diner', 'wall', 'measure', 'spoon', 'keepsake', 'disco', 'ball', 'popcorn', 'set/20', 'napkins', 'rain', 'hat', 'deluxe', 'kit', 'cube', 'plasters', 'tissue', 'grey', 'skull', 'mice', 'soldier', 'skittles', 'skipping', 'rope', 'dominoes', 'seventeen', 'sideboard', 'party', 'cone', 'carnival', 'candy', 'picnic', 'lamp', 'font', 'birthday', 'scotty', 'dog', 'bowl', 'cloth', 'travel', 'trinket', 'orange', 'quilt', 'babushka', 'string', 'doughnut', 'silk', 'purse', 'house', 'boudoir', 'square', 'cornice', 's/6', 'sew', 'crochet', 'reds', 'lavender', 'incense', 'tv', 'dinner', 'tray', 'placemat', 'family', 'rotator', 'battery', 'silver', 'mirror', 'ladies', 'gentlemen', 'bathroom', 'toilet', 'holiday', 'basil', 'set/10', 't-light', 'snowmen', 'santa', 'sponge', 'apple', 'pirate', 'treasure', 'chest', 'snowflake', 'oval', 'cigar', 'matches', 'hour', 'giant', 'tube', 'jazz', 'notebook', 'candleholder', 'candlestick', 'baroquecandlestick', 'flannel', 'style', 'football', 'celebration', 'girl', 'blue', 'invites', 'butterfly', 'cookie', 'cutter', 'sweetheart', 'car', 'trellis', 'set/5', 'slate', 'bake', 'pencil', 'harmonica', 'transfer', 'tattoos', 'pannetone', 'kids', 'pen', 'rectangle', 'face', 'wrap', 'cowboy', 'doilies', 'cat', 'eraser', 'angel', 'hldr', 'reel', 'spinning', 'top', 'marbles', 'strand', 'necklac', 'crystal', 'squarecushion', 'children', 'candelabra', 'luggage', 'tag', 'tassle', 'charm', 'acrylic', 'bangle', 'guns', 'roses', 'vanilla', 'scent', 'bell', 'stand', 'filigree', 'pattern', 'sticker', \"b'fly\", 'c/cover', 'w', 'bobbles', 'boom', 'speaker', 'dress', 'shopper', 'fruit', 'parcel', 'slipper', 'shoe', 'daisy', 'peg', 'craft', 'tree', 'friends', 'rosie', 'olivia', 'rex', 'cash+carry', 'tote', 'pinkwhite', 'red/white', 'valentine', 'decoupage', 'sock', 'bauble', 'village', 'turquoise', 'wreath', 'advent', 'calendar', 'gingham', 'sack', 'snap', 'drawerknob', 'apron', 'mushroom', 'chalk', 'hairband', 'purple', 'animal', 'fair', 'cupcake', 'lace', 'catch', 'cotton', 'beach', 'spade', 'boy', 'king', 'choice', 'caddy', 'biscuit', 'empire', 'fawn', 'gift', 'namaste', 'swagat', 'vase', 'chrysanthemum', 'scissor', 'tealight', 'place', 's/15', 'wc', 'soap', 'medium', 'washroom', 'bracelet', 'hair', 'grip', 'pack/2', 'dia', 'diamante', 'ring', 'ruby', 'montana', 'present', 'aid', 'monsoon', 'rubber', 'stationery', 'mittens', 'scandinavian', 'canvas', 'stamp', 'cinammon', 'stripe', 'provence', 'flock', 'office', 'record', 'size', 'horse', 'regency', 'cakestand', 'tier', 'longboard', 'playing', 'shirt', 'repair', 'foxy', 'gents', 'jet', \"'n\", 'grow', 'world', 'champion', 'seed', 'envelope', 'hi', 'polyester', 'filler', 'pad', 'scarf', 'pears', 'gazebo', 'birdhouse', 'antique', 'market', 'crate', 'bed', 'pizza', 'leaves', 'button', 'message', 'herb', 'marker', 'mint', 'rosemary', 'chives', 'parsley', 'thyme', 'merry', 'foil', 'handbag', 'easter', 'cut', 'season', 'toast', 'path', 'journal', 'squeezer', 'glove', 'licorice', 'des', 'roll', 'multicolour', 'confetti', 'morris', 'pistachio', 'honeycomb', 'english', 'level', 'platter', 'teacup', 'slice', 'fun', 'ass', 'col', 'sand', 'gecko', \"p'weight\", 'postcard', 'spring', 'chateau', 'scales', 'lizard', 'suction', 'engine/car', 'patch', 'psychedelic', 'flowerpower', 'life', 'rounders', 'childs', 'taper', 'confectionery', 'stopper', 'set/4', 'junk', 'mail', 'tile', 'finger', 'beurre', 'dish', 'diet', 'screen', 'print', 'peace', 'earth', 'cocktail', 'strongman', 'school', 'crayons', 'booze', 'women', 'lads', 'man', 'heat', 'person', 'shape', 'pan', 'bendy', 'straws', 'pantry', 'sketchbook', 'singing', 'emergency', 'frieze', 'door', 'joy', 'black+silver', 'regal', 'candlepot', 'swirlglass', 'pedestal', 'magazine', 'food', 'raffia', 'polka', 'jardin', 'bunting', 'kashmir', 'chocolatecandle', 'shelf', 'image', 'day', 'jewellery', 'lets', 'camouflage', 'torch', 'dragonfly', 'helicopter', 'shark', 'doctor', 'carriage', 'salt', 'pepper', 'porcelain', 'star+', 'moon', 'fringe', 'hammock', 'dec', 'crossbones', 'fabric', 'pony', 'cordon', 'barrier', 'teddy', 'air', 'hostess', 'stack', 'hut', 'blossom', 'passport', 'retro', 'mod', 'cardholder', 'book', 'spiral', 'coal', 'airmail', 'number', 'smiley', 'collage', 'childhood', 'memory', 'funk', 'monkey', 'choc+blue', 'glitter', 'b', 'c', 'cheese', 'geisha', 'newspaper', 'scandispot', 'jingle', 'key', 'instrument', 'crowns', 'chalet', 'motorbike', 'medicine', 'ma', 'campagne', 'yuletide', 'shade', 'base', 'folkart', 'smallfolkart', 'glass+zinc', 'set/3', 'eucalyptus', 'pinecone', 's/4', 'cacti', 'marshmallow', 'mum', 'indians', 'fuschia', 'brocade', 'swallows', 'm', 'v', 's', 'j', 'bingo', 'floor', 'fauna', 'ear', 'muff', 'headphones', 'tutti', 'frutti', 'brush', 'ladybird', 'bee', 'bamboo', 'ribs', 'lampshade', 'badges', 'creatures', 'pocket', 'brocante', 'maria', 'memo', 'room', 'salle', 'bain', 'robot', 'war', 'gliders', 'coathanger', 'bomb', 'pump', 'stencil', 'cute', 'toothpaste', 'purdey', 'account', 'penny', 'pig', 'loveheart', 'en', 'pin', 'area', 'portrait', 'plastic', 'elephant', 'rainbow', 'modelling', 'clay', 'disc', 'sugar', 'teapot', 'dairy', 'maid', 'pudding', 'container', 'moody', 'hen', 'wishes', 'thank', 'planter', 'stripey', 'dragon', 'ruler', 'digitalis', 'post', 'milkshake', 'baby', 'chart', 'figures', 'shine', 'army', 'camo', 'bookcover', 'carrot', 'chick', 'chunky', 'tassel', 'glass+bead', 'livingroom', 'posy', 'vine', 'food/drink', 'lilac', 'juicy', 'creepy', 'crawlie', 'memoboard', 'wash', 'cafe', 'bow', 'brooch', 'amethyst', 'pair', 'hairclip', 'gemstone', 'drop', 'earrings', 'hoop', 'leaf', 'clam', 'shell', 'cockle', 'fob', 'garage', 'chopsticks', 'frog', 'puppet', 'wine', 'candlestand', 'gaolers', 'champagne', 'curio', 'fan', 'charge', 'butter', 'farm', 'snowstorm', 'tinsel', 'space', 'cadet', 'monster', 'citronella', 'folk', 'burst', 'fanny', 'rest', 'stopmetal', 'way', 'corona', 'weekend', 'fishing', 'gnome', 'colander', 'blue/cream', 'strawbery', 'shop', 'washbag', 'feng', 'shui', 'pillar', 'novelty', 'toastrack', 'rustic', 'bead', 'croquet', 'choc', 'truffle', 'cabin', 'knitting', 'nancy', 'throw', 'lush', 'necklace+bracelet', 'salad', 'check', 'ludo', 'la', 'palmiera', 'display', 'pack/12', 'secateurs', 'leis', 'camphor', 'field', 'portobello', 'fairy,5', 'summer', \"b'draw\", 'liners', 'blue/yellow', 'green/blue', 'yellow/pink', 'a5', 'neighbourhood', 'witch', 'pharmacie', 'naughty', 'sound', 'hello', 'sailor', 'beware', 'cinnamon', 'jasmine', 'bone', 'circle', 'midnight', 'glamour', 'frappucino', 'phone', 'blue/green', 'pendant', 'spirit', 'skirt', 'mouse', 't-shirt', 'jewel', 'nurse', 'melamine', 'wool', 'peacock', 'footprints', 'album', 'gardenia', 'multi', 'mousey', 'laundry', 'cactus', 'cockerel', 'bouquet', 'danish', 'cast', 'iron', 'fork', 'trowel', 'pearl', 'lime', 'boudicca', 'pennant', 'labels', 'ream', 'pop', 'poncho', 'flask', 'keyring', 'chair', 'petit', 'dream', 'windsock', 'microwave', 'delight', 'organiser', 'leap', 'silicon', 'bulb', 'seat', 'madras', 'feather', 'sandalwood', 'rocket', 'sombrero', 'bitty', 'stone', 'glow', 'tiaras', 'robin', 'kensington', 'set/12', 'mobile', 's/12', 'bib', 'teatime', 'flu', 'embroidery', 'ashtray', 'shower', 'cap', 'queen', 'sky', 'economy', 'oil', 'burner', 'notelets', 'deco', 'w/knif', 'deco.white', 'sage', 'flowerpot', 'paperweight', 'carry-all', 'balm', 'tumbler', 'brown', 'travelogue', 'pink/white', 'clean', 'bullet', 'puppies', 'sunrise', 'carousel', 'sunglasses', 'blackchristmas', 'sweeties', 'wireless', 'doorbell', 'lattice', 'neckl', 'bronze', 'smokey', 'd.o.f', 'pouri', 'windmill', 'pale', 'bea', 'mao', 'goose', 'bear', 'du', 'cosmetics', 'flytrap', 'sunflower', 'butterfl', 'pouffe', 'regatta', 'budah', 'wise', 'potion', 'masala', 'favourites', 'banquet', 'xmas', 'nut', 'basin', 'eau', 'tigris', 'eye', 'vinyl', 'las', 'vegas', 'mould', 'voile', 'pointy', 'k', 'address', 'stool', 'photoframe', 'jungle', 'popsicles', 'twine', 'rnd', 'str', 'strap', 'beauty', 'cd', 'gebra', 'shutters', 'seafood', 'compact', 'magic', 'octagon', 'diva', 'chime', 'neckl.36', 'folding', 'edge', 'forties', 'blood', 'coney', 'island', 'pompom', 'curtain', 'grass', 'mixing', 'rosette', 'welcome', 'class', 'plaque', 'popart', 'rect', 'sharpener', 'asst', 'tortilla', 'w/sucker', 'origami', 'incense/candl', 'opium', 'sandlewood', 'incense/cand', 'rococo', 'sprig', 'cage', 'strawbry', 'mosaic', 'goblet', 'highlighter', 'kittens', 'silver/amethyst', 'slide', 'cartoon', 'vip', 'doc', 'russel', 'dad', 'scroll', 'marmalade', 'garld', 'neckl36', 'copper', 'turq', 'sundae', 'droplet', 'murano', 'twist', 'racing', 'silouette', 'demi', 'choker', 'orbit', 'pastel', 'flowe', 'beaten', 'charger', 'aperitif', 'spice', 'cannister', 'bertie', 'steel', 'mr', 'vippassport', 'asstd', 'butterfly/crystal', 'w/chime', 'screwdriver', 'spaceball', 'mrs', 'prince', 'chalice', 'blackboard', 'ice', 'bum', 'roccoco', 'chandelier', 'fly', 'swat', 'sheep', 'fruitbowl', 'freshwater', 'pink/amethyst', 'teal/fuschia', 'botanical', 'groovy', 'fruit+flowers', 'blackblue', 'bus', 'enamel+glass', 'comb', 'diamond', 'incense+flower', 'fluffy', 'desk', 'mock', 'lobster', 'diamon', 'raspberr', 'lazer', 'amber', 'band', 'delphinium', 'white/pink', 'toybox', 'banner', 'm.o.p', 'cannabis', 'd', 'dark', 'dolphin', 'wheelbarrow', 'rake', 'frangipani', 'rosebud', 'chenille', 'box/12', 'ladle', 'wedding', 'briar', 'poodle', 'pink/flower', 'waste', 'carpet', 'flamingo', 'bar', 'condiment', 'hilda', 'congratulations', 'icon', 'elvis', 'drawstring', 'hare', 'gordon', 'pool', 'sisters', 'citrus', 'beetles', 'crystal+glass', 'resin', 'ridge', 'crusoe', 'vegetables', 'flore', 'doiley', 'multicol', 'blond', 'glass/silver', 'hunt', 'start', 'rasta', 'key-chains', 'back', 'hen+chicks', 'petals', 'candystuft', 'st', 'george', 'savannah', 'hamper', 'barn', 'red/cream', 'r', 'suede', 'oyster', 'flame', 'lenses', 'support', 'g', 'ceramic', 'rectangular', 'unit', 'ivy', 's/2', 'list', 'cutglass', 'gold/m.o.p', 'silver/m.o.p', 'roman', 'peach', 'bazaar', 'tranquility', 'gauze', 'radio', 'buddha', 'pet', 'revolutionary', 'tie', 'jade', 'cluster', 'sea', 'windchime', 'pom-pom', 'vint', 'blue/nat', 'silver/nat', 'hopper', 'pole', 'monte', 'carlo', 'wallet', 'meadow', 'transport', 'calm', 'giraffe', 'revolver', 'pill', 'ticket', 'dotcomgiftshop', 'raspberry', 'berries', 'scallop', 'bling', 'riviera', 'heavens', 'fragrance', 'anemone', 'allium', 'artificial', 'buffalo', 'bill', 'pastry', 'dollcraft', 'nicole', 'mother', 'corer', 'triple', 'acapulco', 'mat', 'lives', 'jean-paul', 'bull', 'opener', 'guitar', 'ol', 'p', 'splodges', 'purple/turq', 'hole', 'punch', 'bonbons', 'amelie', 'gems', 'geometric', 'lt.blue', 'sanskrit', '/', 'turquois', 'kukui', 'coconut', 'lip', 'gloss', 'red/blue', 'flower/butterfly', 'mummy', 'cupboard', 'hibiscus', 'nativity', 'silver/black', 'goldie', 'hurricane', 'backpack', 'mop', 'yellow/orange', 'hardman', 'tahiti', 'aluminium', 'parlour', 'barrel', 'marie', 'antoienett', 'miniature', 'gel', 'cote', \"d'azure\", 'tropez', 'tone', 'page', 'run', 'laser', 'tongs', 'come', 'strainer', 'zinc/glass', 'point', 'snow', 'cinderella', 'miniture', 'antoinette', 'l', 'sequin', 'spliff', 'bundle', 'exercise', 'note', 'supplies', 'parisienne', 'chic', 'secret', 'bedside', 'dispenser', 'bon', 'montan', 'gerden', 'housework', 'y', 'peony', 'stiletto', 'flowr', 'capiz', 'quartz', 'braclet', 'lt', 'laurel', 'rocking', 'ollie', 'beak', 'ghost', 'disc/mirror', 'willie', 'icicle', 'push', 'e', 'knack', 'gymkhana', 'hold', 'bubblegum', 'h', 'sleigh', 'trim', 'mid', 'spike', 'meter', 'donkey', 'perfume', 'elixir', 'songbird', 'crackle', 'glaze', 'tonic', 'doorknob', 'bonne', 'swords', 'disposable', 'handle', 'hexagon', 'notepad', 'refectory', 'reto', 'madeline', 'mark', 'hens+flower', 'sucker', 'cracker', 'brass', 'hairslide', 'loaf', 'w/suck', 'tablecloth', 'bili', 'poster', 'park', 'ceature', 'forest', 'branch', 'pink/blue', 'frill', 'adult', 'jampot', 'sex', 'stuff', 'bubbles', 'patchwork', 'utensil', 'teddy/cake', 'dotcom', 'commission', 'france', 'foot', 'bonheur', 'botanique', 'sweeet', 'pants', 'makers', 'grinder', 'linen', 'spatula', 'whisk', 'toilette', 'chambre', 'le', 'draw', 'carry', 'jubilee', 'rebecca', 'rachel', 'susie', 'rucksack', 'peridot', 'sophie', 'claire', 'blk/whit', 'villa', 'dovecote', 'bicycle', 'saftey', 'stop', 'licence', 'haven', 'ahoy', 'nature', 'show', 'century', 'modern', 'work', 'baseball', 'boot', 'feeding', 'station', 'safety', 'metre', 'triobase', 'feeder', 'henrietta', 'carrier', 'helga', 'heidi', 'resolution', 'landmark', 'bridge', 'oxford', 'street', 'baker', 'hill', 'town', 'miror', 'decrotivevintage', 'pick', 'naughts', 'cross', 'blueberry', 'fondant', 'chrome', \"sil't\", 'squ', 'crome', 'candle+incense', 'panettone', 'czech', 'puncture', 'country', 'f', 'o', 't', 'z', 'birdie'] \n",
            " {'heart': {'hearts', 'heart'}, 'holder': {'holders', 'holder'}, 'metal': {'metal'}, 'lantern': {'lanterns', 'lantern'}, 'cream': {'cream'}, 'cupid': {'cupid'}, 'coat': {'coat'}, 'hanger': {'hangers', 'hanger'}, 'union': {'union'}, 'flag': {'flags', 'flag'}, 'water': {'watering', 'water'}, 'bottl': {'bottles', 'bottle'}, 'nest': {'nest', 'nesting'}, 'box': {'boxes', 'box'}, 'glass': {'glasses', 'glass'}, 'star': {'stars', 'star'}, 'hand': {'hand'}, 'jack': {'jack'}, 'warmer': {'warmer'}, 'dot': {'dots', 'dot'}, 'bird': {'bird', 'birds'}, 'ornament': {'ornament'}, 'poppi': {'poppies', 'poppy'}, 'playhous': {'playhouse'}, 'bedroom': {'bedroom'}, 'kitchen': {'kitchen'}, 'feltcraft': {'feltcraft'}, 'princess': {'princess'}, 'charlott': {'charlotte'}, 'doll': {'doll'}, 'ivori': {'ivory'}, 'cosi': {'cosy'}, 'colour': {'colour', 'colours', 'colouring'}, 'teaspoon': {'teaspoons'}, 'vintag': {'vintage'}, 'jigsaw': {'jigsaw'}, 'block': {'blocks', 'block'}, 'alphabet': {'alphabet'}, 'home': {'home'}, 'build': {'building'}, 'word': {'word'}, 'love': {'loves', 'love'}, 'recip': {'recipe'}, 'england': {'england'}, 'jam': {'jam'}, 'jar': {'jar', 'jars'}, 'rack': {'rack'}, 'pari': {'paris'}, 'fashion': {'fashion'}, 'bath': {'baths', 'bath'}, 'alarm': {'alarm'}, 'clock': {'clock'}, 'bakelik': {'bakelike'}, 'pink': {'pinks', 'pink'}, 'green': {'green', 'greens'}, 'panda': {'panda'}, 'bunni': {'bunnies', 'bunny'}, 'sheet': {'sheet'}, 'tape': {'tape', 'tapes'}, 'globe': {'globe'}, 'head': {'head', 'heads'}, 'tail': {'tail', 'tails'}, 'game': {'game', 'games'}, 'set/2': {'set/2'}, 'retrospot': {'retrospot'}, 'tea': {'tea'}, 'towel': {'towel', 'towels'}, 'round': {'round'}, 'snack': {'snack'}, 'woodland': {'woodland'}, 'spaceboy': {'spaceboy'}, 'lunch': {'lunch'}, 'i': {'i'}, 'london': {'london'}, 'circus': {'circus'}, 'bag': {'bag', 'bags'}, 'design': {'designs', 'design'}, 'toadstool': {'toadstool', 'toadstools'}, 'night': {'night'}, 'light': {'light', 'lights'}, 'seasid': {'seaside'}, 'puzzl': {'puzzles'}, 'mini': {'mini'}, 'parad': {'parade'}, 'paint': {'paint'}, 'postag': {'postage'}, 'paper': {'paper'}, 'chain': {'chain'}, 'christma': {'christmas'}, 'parasol': {'parasol', 'parasols'}, 'coffe': {'coffee'}, 'mug': {'mugs', 'mug'}, 'planet': {'planet'}, 'billboard': {'billboard'}, 'love/h': {'love/hate'}, 'wood': {'wood'}, 'drawer': {'drawers', 'drawer'}, 'cabinet': {'cabinet'}, 'finish': {'finish'}, 's/3': {'s/3'}, 'pictur': {'picture'}, 'frame': {'frame', 'frames'}, 'wooden': {'wooden'}, 'sympathi': {'sympathy'}, 'polkadot': {'polkadot', 'polkadots'}, 'baroqu': {'baroque'}, 'charli': {'charlie'}, 'lola': {'lola'}, 'toy': {'toys', 'toy'}, 'strawberri': {'strawberry', 'strawberries'}, 'piec': {'pieces', 'piece'}, 'cutleri': {'cutlery'}, 'set': {'setting', 'settings', 'set'}, 'set/6': {'set/6'}, 'plate': {'plates', 'plate'}, 'pack': {'pack'}, 'case': {'cases', 'case'}, 'dinosaur': {'dinosaur', 'dinosaurs'}, 'paisley': {'paisley'}, 'fairi': {'fairy'}, 'tomato': {'tomato'}, 'charlie+lola': {'charlie+lola'}, 'coaster': {'coaster', 'coasters'}, 'wastepap': {'wastepaper'}, 'bin': {'bin'}, 'flora': {'flora'}, 'doorsign': {'doorsign'}, 'storag': {'storage'}, 'suki': {'suki'}, 'make': {'making'}, 'pc': {'pc'}, 'tool': {'tools', 'tool'}, 'airlin': {'airline'}, 'loung': {'lounge'}, 'sign': {'sign'}, 'spot': {'spot', 'spots'}, 'knob': {'knob'}, 'photo': {'photo'}, 'clip': {'clip', 'clips'}, 'line': {'line'}, 'felt': {'felt'}, 'egg': {'eggs', 'egg'}, 'chicken': {'chicken'}, 'bank': {'bank'}, 'shoulder': {'shoulder'}, 'cook': {'cook'}, 'gin': {'gin'}, '+': {'+'}, 'breakfast': {'breakfast'}, 'cup': {'cup', 'cups'}, 'saucer': {'saucer'}, 'flower': {'flower', 'flowers'}, 'time': {'time'}, 'rabbit': {'rabbits', 'rabbit'}, 'zinc': {'zinc'}, 'winki': {'winkie'}, 'candl': {'candles', 'candle'}, 'stick': {'stick', 'sticks'}, 'cherri': {'cherry'}, 'money': {'money'}, 'milk': {'milk'}, 'jug': {'jug'}, 'funki': {'funky'}, 'beaker': {'beakers', 'beaker'}, 'owl': {'owls', 'owl'}, 'balloon': {'balloons', 'balloon'}, 'art': {'art'}, 'cloch': {'cloche'}, 'gumbal': {'gumball'}, 'monochrom': {'monochrome'}, 'doormat': {'doormat'}, 'fanci': {'fancy'}, 'sweet': {'sweet'}, 'discount': {'discount'}, 'snake': {'snakes', 'snake'}, 'ladder': {'ladder', 'ladders'}, 'chocol': {'chocolates', 'chocolate'}, 'calcul': {'calculator'}, 'tidi': {'tidy'}, 'tabl': {'table'}, 'pot': {'pots', 'pot'}, 'garden': {'garden', 'gardeners', 'gardens'}, 'thermomet': {'thermometer'}, 'cake': {'cakes', 'cake'}, 'tin': {'tin', 'tins'}, 'wicker': {'wicker'}, 'basket': {'basket', 'baskets'}, 'lid': {'lids', 'lid'}, 'duck': {'ducks', 'duck'}, 'board': {'board'}, 'hang': {'hanging'}, 'medina': {'medina'}, 'chalkboard': {'chalkboard'}, 'lovebird': {'lovebird', 'lovebirds'}, 'birdcag': {'birdcage'}, 'plant': {'plant'}, 'card': {'cards', 'card'}, 'enamel': {'enamel'}, 'fire': {'fire'}, 'bucket': {'bucket'}, 'bread': {'bread'}, 'ribbon': {'ribbon', 'ribbons'}, 'wire': {'wire'}, 'chilli': {'chilli'}, 'garland': {'garland'}, 'butterfil': {'butterfiles'}, 'tale': {'tale'}, 'cottag': {'cottage'}, 'letter': {'letters', 'letter'}, 'doorstop': {'doorstop'}, 'decor': {'decoration', 'decorative', 'decorations'}, 'magnet': {'magnets', 'magnet'}, 'fridg': {'fridge'}, 'homemad': {'homemade'}, 'enfant': {'enfants'}, 'caravan': {'caravan'}, 'hook': {'hooks', 'hook'}, 'reindeer': {'reindeer'}, 'cushion': {'cushion', 'cushions'}, 'cover': {'cover'}, 'gold': {'gold'}, 'umbrella': {'umbrella'}, 'black/blu': {'black/blue'}, 'diner': {'diner'}, 'wall': {'wall'}, 'measur': {'measuring', 'measure'}, 'spoon': {'spoon', 'spoons'}, 'keepsak': {'keepsake'}, 'disco': {'disco'}, 'ball': {'balls', 'ball'}, 'popcorn': {'popcorn'}, 'set/20': {'set/20'}, 'napkin': {'napkins'}, 'rain': {'rain'}, 'hat': {'hat'}, 'delux': {'deluxe'}, 'kit': {'kit'}, 'cube': {'cubes', 'cube'}, 'plaster': {'plasters'}, 'tissu': {'tissue', 'tissues'}, 'grey': {'grey'}, 'skull': {'skull', 'skulls'}, 'mice': {'mice'}, 'soldier': {'soldier', 'soldiers'}, 'skittl': {'skittles'}, 'skip': {'skipping'}, 'rope': {'rope'}, 'domino': {'dominoes'}, 'seventeen': {'seventeen'}, 'sideboard': {'sideboard'}, 'parti': {'party'}, 'cone': {'cone', 'cones'}, 'carniv': {'carnival'}, 'candi': {'candy'}, 'picnic': {'picnic'}, 'lamp': {'lamp'}, 'font': {'font', 'fonts'}, 'birthday': {'birthday'}, 'scotti': {'scottie', 'scotty', 'scotties'}, 'dog': {'dogs', 'dog'}, 'bowl': {'bowl', 'bowls'}, 'cloth': {'cloth', 'clothes'}, 'travel': {'travel'}, 'trinket': {'trinket'}, 'orang': {'orange'}, 'quilt': {'quilt'}, 'babushka': {'babushka'}, 'string': {'string'}, 'doughnut': {'doughnut', 'doughnuts'}, 'silk': {'silk'}, 'purs': {'purse'}, 'hous': {'house'}, 'boudoir': {'boudoir'}, 'squar': {'square'}, 'cornic': {'cornice'}, 's/6': {'s/6'}, 'sew': {'sew', 'sewing'}, 'crochet': {'crochet'}, 'red': {'reds'}, 'lavend': {'lavender'}, 'incens': {'incense'}, 'tv': {'tv'}, 'dinner': {'dinner'}, 'tray': {'trays', 'tray'}, 'placemat': {'placemats', 'placemat'}, 'famili': {'family'}, 'rotat': {'rotator'}, 'batteri': {'battery'}, 'silver': {'silver'}, 'mirror': {'mirror'}, 'ladi': {'ladies'}, 'gentlemen': {'gentlemen'}, 'bathroom': {'bathroom'}, 'toilet': {'toilet'}, 'holiday': {'holiday'}, 'basil': {'basil'}, 'set/10': {'set/10'}, 't-light': {'t-light', 't-lights'}, 'snowmen': {'snowmen'}, 'santa': {'santa', 'santas'}, 'spong': {'sponge'}, 'appl': {'apples', 'apple'}, 'pirat': {'pirate'}, 'treasur': {'treasure'}, 'chest': {'chests', 'chest'}, 'snowflak': {'snowflake', 'snowflakes'}, 'oval': {'oval'}, 'cigar': {'cigar'}, 'match': {'matches'}, 'hour': {'hour'}, 'giant': {'giant'}, 'tube': {'tube'}, 'jazz': {'jazz'}, 'notebook': {'notebooks', 'notebook'}, 'candlehold': {'candleholder'}, 'candlestick': {'candlestick'}, 'baroquecandlestick': {'baroquecandlestick'}, 'flannel': {'flannel'}, 'style': {'style'}, 'footbal': {'football'}, 'celebr': {'celebration'}, 'girl': {'girl', 'girls'}, 'blue': {'blues', 'blue'}, 'invit': {'invites'}, 'butterfli': {'butterfly', 'butterflies'}, 'cooki': {'cookie'}, 'cutter': {'cutter', 'cutters'}, 'sweetheart': {'sweetheart'}, 'car': {'car', 'cars'}, 'trelli': {'trellis'}, 'set/5': {'set/5'}, 'slate': {'slate'}, 'bake': {'bake', 'baking'}, 'pencil': {'pencils', 'pencil'}, 'harmonica': {'harmonica'}, 'transfer': {'transfer'}, 'tattoo': {'tattoos'}, 'panneton': {'pannetone'}, 'kid': {'kids'}, 'pen': {'pen', 'pens'}, 'rectangl': {'rectangle'}, 'face': {'face'}, 'wrap': {'wrap'}, 'cowboy': {'cowboys', 'cowboy'}, 'doili': {'doilies'}, 'cat': {'cats', 'cat'}, 'eras': {'erasers', 'eraser'}, 'angel': {'angels', 'angel'}, 'hldr': {'hldr'}, 'reel': {'reel'}, 'spin': {'spinning'}, 'top': {'top', 'tops'}, 'marbl': {'marbles'}, 'strand': {'strand'}, 'necklac': {'necklace', 'necklac'}, 'crystal': {'crystal', 'crystals'}, 'squarecushion': {'squarecushion'}, 'children': {'children', 'childrens'}, 'candelabra': {'candelabra'}, 'luggag': {'luggage'}, 'tag': {'tags', 'tag'}, 'tassl': {'tassle'}, 'charm': {'charms', 'charm'}, 'acryl': {'acrylic'}, 'bangl': {'bangle'}, 'gun': {'guns'}, 'rose': {'roses'}, 'vanilla': {'vanilla'}, 'scent': {'scent'}, 'bell': {'belle', 'bells', 'bell'}, 'stand': {'standing', 'stand'}, 'filigre': {'filigree'}, 'pattern': {'patterns', 'pattern'}, 'sticker': {'stickers', 'sticker'}, \"b'fli\": {\"b'fly\"}, 'c/cover': {'c/cover'}, 'w': {'w'}, 'bobbl': {'bobbles'}, 'boom': {'boom'}, 'speaker': {'speaker'}, 'dress': {'dress'}, 'shopper': {'shopper'}, 'fruit': {'fruits', 'fruit'}, 'parcel': {'parcel'}, 'slipper': {'slipper'}, 'shoe': {'shoes', 'shoe'}, 'daisi': {'daisy', 'daisies'}, 'peg': {'peg', 'pegs'}, 'craft': {'craft'}, 'tree': {'tree', 'trees'}, 'friend': {'friends'}, 'rosi': {'rosie'}, 'olivia': {'olivia'}, 'rex': {'rex'}, 'cash+carri': {'cash+carry'}, 'tote': {'tote'}, 'pinkwhit': {'pinkwhite'}, 'red/whit': {'red/white'}, 'valentin': {'valentine'}, 'decoupag': {'decoupage'}, 'sock': {'socks', 'sock'}, 'baubl': {'baubles', 'bauble'}, 'villag': {'village'}, 'turquois': {'turquoise'}, 'wreath': {'wreath'}, 'advent': {'advent'}, 'calendar': {'calendar'}, 'gingham': {'gingham'}, 'sack': {'sack'}, 'snap': {'snap'}, 'drawerknob': {'drawerknob'}, 'apron': {'apron'}, 'mushroom': {'mushrooms', 'mushroom'}, 'chalk': {'chalk'}, 'hairband': {'hairband', 'hairbands'}, 'purpl': {'purple'}, 'anim': {'animals', 'animal'}, 'fair': {'fair'}, 'cupcak': {'cupcakes', 'cupcake'}, 'lace': {'lace'}, 'catch': {'catch'}, 'cotton': {'cotton'}, 'beach': {'beach'}, 'spade': {'spade'}, 'boy': {'boy', 'boys'}, 'king': {'king', 'kings'}, 'choic': {'choice'}, 'caddi': {'caddy'}, 'biscuit': {'biscuit', 'biscuits'}, 'empir': {'empire'}, 'fawn': {'fawn'}, 'gift': {'gift'}, 'namast': {'namaste'}, 'swagat': {'swagat'}, 'vase': {'vase'}, 'chrysanthemum': {'chrysanthemum', 'chrysanthemums'}, 'scissor': {'scissor'}, 'tealight': {'tealight'}, 'place': {'place'}, 's/15': {'s/15'}, 'wc': {'wc'}, 'soap': {'soap'}, 'medium': {'medium'}, 'washroom': {'washroom'}, 'bracelet': {'bracelet'}, 'hair': {'hair'}, 'grip': {'grip'}, 'pack/2': {'pack/2'}, 'dia': {'dia'}, 'diamant': {'diamante'}, 'ring': {'ring', 'rings'}, 'rubi': {'ruby'}, 'montana': {'montana'}, 'present': {'present', 'presents'}, 'aid': {'aid'}, 'monsoon': {'monsoon'}, 'rubber': {'rubbers', 'rubber'}, 'stationeri': {'stationery'}, 'mitten': {'mittens'}, 'scandinavian': {'scandinavian'}, 'canva': {'canvas'}, 'stamp': {'stamps', 'stamp'}, 'cinammon': {'cinammon'}, 'stripe': {'stripe', 'stripes'}, 'provenc': {'provence'}, 'flock': {'flock'}, 'offic': {'office'}, 'record': {'record'}, 'size': {'sizes', 'size'}, 'hors': {'horse'}, 'regenc': {'regency'}, 'cakestand': {'cakestand'}, 'tier': {'tier'}, 'longboard': {'longboard'}, 'play': {'playing'}, 'shirt': {'shirt'}, 'repair': {'repair'}, 'foxi': {'foxy'}, 'gent': {'gents'}, 'jet': {'jet'}, \"'n\": {\"'n\"}, 'grow': {'grow'}, 'world': {'world'}, 'champion': {'champion'}, 'seed': {'seed'}, 'envelop': {'envelope', 'envelopes'}, 'hi': {'hi'}, 'polyest': {'polyester'}, 'filler': {'filler'}, 'pad': {'pads', 'pad'}, 'scarf': {'scarf'}, 'pear': {'pears'}, 'gazebo': {'gazebo'}, 'birdhous': {'birdhouse'}, 'antiqu': {'antique'}, 'market': {'market'}, 'crate': {'crate', 'crates'}, 'bed': {'bed'}, 'pizza': {'pizza'}, 'leav': {'leaves'}, 'button': {'buttons', 'button'}, 'messag': {'message'}, 'herb': {'herb', 'herbs'}, 'marker': {'marker'}, 'mint': {'mint'}, 'rosemari': {'rosemary'}, 'chive': {'chives'}, 'parsley': {'parsley'}, 'thyme': {'thyme'}, 'merri': {'merry'}, 'foil': {'foil'}, 'handbag': {'handbag'}, 'easter': {'easter'}, 'cut': {'cut'}, 'season': {'season'}, 'toast': {'toast'}, 'path': {'path'}, 'journal': {'journal'}, 'squeezer': {'squeezer'}, 'glove': {'gloves', 'glove'}, 'licoric': {'licorice'}, 'des': {'des'}, 'roll': {'roll'}, 'multicolour': {'multicolour'}, 'confetti': {'confetti'}, 'morri': {'morris'}, 'pistachio': {'pistachio'}, 'honeycomb': {'honeycomb'}, 'english': {'english'}, 'level': {'level'}, 'platter': {'platter'}, 'teacup': {'teacup'}, 'slice': {'slice'}, 'fun': {'fun'}, 'ass': {'ass'}, 'col': {'col'}, 'sand': {'sand'}, 'gecko': {'gecko'}, \"p'weight\": {\"p'weight\"}, 'postcard': {'postcard'}, 'spring': {'spring'}, 'chateau': {'chateau'}, 'scale': {'scales'}, 'lizard': {'lizard'}, 'suction': {'suction'}, 'engine/car': {'engine/car'}, 'patch': {'patch', 'patches'}, 'psychedel': {'psychedelic'}, 'flowerpow': {'flowerpower'}, 'life': {'life'}, 'rounder': {'rounders'}, 'child': {'childs'}, 'taper': {'taper'}, 'confectioneri': {'confectionery'}, 'stopper': {'stopper'}, 'set/4': {'set/4'}, 'junk': {'junk'}, 'mail': {'mail'}, 'tile': {'tile'}, 'finger': {'finger'}, 'beurr': {'beurre'}, 'dish': {'dish'}, 'diet': {'diet'}, 'screen': {'screen'}, 'print': {'print'}, 'peac': {'peace'}, 'earth': {'earth'}, 'cocktail': {'cocktail'}, 'strongman': {'strongman'}, 'school': {'school'}, 'crayon': {'crayons'}, 'booz': {'booze'}, 'women': {'women'}, 'lad': {'lads'}, 'man': {'man'}, 'heat': {'heat'}, 'person': {'person'}, 'shape': {'shapes', 'shape'}, 'pan': {'pan'}, 'bendi': {'bendy'}, 'straw': {'straws'}, 'pantri': {'pantry'}, 'sketchbook': {'sketchbook'}, 'sing': {'singing'}, 'emerg': {'emergency'}, 'friez': {'frieze'}, 'door': {'door', 'doors'}, 'joy': {'joy'}, 'black+silv': {'black+silver'}, 'regal': {'regal'}, 'candlepot': {'candlepot'}, 'swirlglass': {'swirlglass'}, 'pedest': {'pedestal'}, 'magazin': {'magazine'}, 'food': {'food'}, 'raffia': {'raffia'}, 'polka': {'polka'}, 'jardin': {'jardin'}, 'bunt': {'bunting'}, 'kashmir': {'kashmir'}, 'chocolatecandl': {'chocolatecandle'}, 'shelf': {'shelf'}, 'imag': {'images', 'image'}, 'day': {'day', 'days'}, 'jewelleri': {'jewellery'}, 'let': {'lets'}, 'camouflag': {'camouflage'}, 'torch': {'torch'}, 'dragonfli': {'dragonfly'}, 'helicopt': {'helicopter'}, 'shark': {'shark'}, 'doctor': {'doctor'}, 'carriag': {'carriage'}, 'salt': {'salts', 'salt'}, 'pepper': {'pepper'}, 'porcelain': {'porcelain'}, 'star+': {'star+'}, 'moon': {'moon'}, 'fring': {'fringe'}, 'hammock': {'hammock'}, 'dec': {'dec'}, 'crossbon': {'crossbones'}, 'fabric': {'fabric'}, 'poni': {'ponies', 'pony'}, 'cordon': {'cordon'}, 'barrier': {'barrier'}, 'teddi': {'teddy'}, 'air': {'air'}, 'hostess': {'hostess'}, 'stack': {'stacking', 'stack'}, 'hut': {'hut'}, 'blossom': {'blossom'}, 'passport': {'passport'}, 'retro': {'retro'}, 'mod': {'mod'}, 'cardhold': {'cardholder'}, 'book': {'books', 'book'}, 'spiral': {'spiral'}, 'coal': {'coal'}, 'airmail': {'airmail'}, 'number': {'number'}, 'smiley': {'smiley'}, 'collag': {'collage'}, 'childhood': {'childhood'}, 'memori': {'memories', 'memory'}, 'funk': {'funk'}, 'monkey': {'monkey'}, 'choc+blu': {'choc+blue'}, 'glitter': {'glitter'}, 'b': {'b'}, 'c': {'c'}, 'chees': {'cheese'}, 'geisha': {'geisha'}, 'newspap': {'newspaper'}, 'scandispot': {'scandispot'}, 'jingl': {'jingle'}, 'key': {'key', 'keys'}, 'instrument': {'instrument'}, 'crown': {'crowns'}, 'chalet': {'chalet'}, 'motorbik': {'motorbike'}, 'medicin': {'medicine'}, 'ma': {'ma'}, 'campagn': {'campagne'}, 'yuletid': {'yuletide'}, 'shade': {'shade'}, 'base': {'base'}, 'folkart': {'folkart'}, 'smallfolkart': {'smallfolkart'}, 'glass+zinc': {'glass+zinc'}, 'set/3': {'set/3'}, 'eucalyptus': {'eucalyptus'}, 'pinecon': {'pinecone'}, 's/4': {'s/4'}, 'cacti': {'cacti'}, 'marshmallow': {'marshmallows', 'marshmallow'}, 'mum': {'mum'}, 'indian': {'indians'}, 'fuschia': {'fuschia'}, 'brocad': {'brocade'}, 'swallow': {'swallows'}, 'm': {'m'}, 'v': {'v'}, 's': {'s'}, 'j': {'j'}, 'bingo': {'bingo'}, 'floor': {'floor'}, 'fauna': {'fauna'}, 'ear': {'ear'}, 'muff': {'muff'}, 'headphon': {'headphones'}, 'tutti': {'tutti'}, 'frutti': {'frutti'}, 'brush': {'brush'}, 'ladybird': {'ladybird'}, 'bee': {'bee'}, 'bamboo': {'bamboo'}, 'rib': {'ribs'}, 'lampshad': {'lampshade'}, 'badg': {'badges'}, 'creatur': {'creatures'}, 'pocket': {'pocket'}, 'brocant': {'brocante'}, 'maria': {'maria'}, 'memo': {'memo'}, 'room': {'room'}, 'sall': {'salle'}, 'bain': {'bain'}, 'robot': {'robot'}, 'war': {'war'}, 'glider': {'gliders'}, 'coathang': {'coathanger'}, 'bomb': {'bomb'}, 'pump': {'pump'}, 'stencil': {'stencil'}, 'cute': {'cute'}, 'toothpast': {'toothpaste'}, 'purdey': {'purdey'}, 'account': {'account'}, 'penni': {'penny'}, 'pig': {'pig'}, 'loveheart': {'loveheart'}, 'en': {'en'}, 'pin': {'pin'}, 'area': {'area'}, 'portrait': {'portraits', 'portrait'}, 'plastic': {'plastic'}, 'eleph': {'elephant'}, 'rainbow': {'rainbow'}, 'model': {'modelling'}, 'clay': {'clay'}, 'disc': {'disc'}, 'sugar': {'sugar'}, 'teapot': {'teapot'}, 'dairi': {'dairy'}, 'maid': {'maids', 'maid'}, 'pud': {'puddings', 'pudding'}, 'contain': {'container'}, 'moodi': {'moody'}, 'hen': {'hen'}, 'wish': {'wishes'}, 'thank': {'thank'}, 'planter': {'planter', 'planters'}, 'stripey': {'stripey'}, 'dragon': {'dragons', 'dragon'}, 'ruler': {'ruler'}, 'digitali': {'digitalis'}, 'post': {'post', 'poste'}, 'milkshak': {'milkshake'}, 'babi': {'baby'}, 'chart': {'chart'}, 'figur': {'figures'}, 'shine': {'shine'}, 'armi': {'army'}, 'camo': {'camo'}, 'bookcov': {'bookcover'}, 'carrot': {'carrot'}, 'chick': {'chicks', 'chick'}, 'chunki': {'chunky'}, 'tassel': {'tassel'}, 'glass+bead': {'glass+bead'}, 'livingroom': {'livingroom'}, 'posi': {'posy', 'posies'}, 'vine': {'vine'}, 'food/drink': {'food/drink'}, 'lilac': {'lilac'}, 'juici': {'juicy'}, 'creepi': {'creepy'}, 'crawli': {'crawlie', 'crawlies'}, 'memoboard': {'memoboard'}, 'wash': {'wash'}, 'cafe': {'cafe'}, 'bow': {'bows', 'bow'}, 'brooch': {'brooch'}, 'amethyst': {'amethyst'}, 'pair': {'pair'}, 'hairclip': {'hairclips', 'hairclip'}, 'gemston': {'gemstone'}, 'drop': {'drop'}, 'earring': {'earrings'}, 'hoop': {'hoop'}, 'leaf': {'leaf'}, 'clam': {'clam'}, 'shell': {'shells', 'shell'}, 'cockl': {'cockle'}, 'fob': {'fob'}, 'garag': {'garage'}, 'chopstick': {'chopsticks'}, 'frog': {'frog'}, 'puppet': {'puppet'}, 'wine': {'wine'}, 'candlestand': {'candlestand'}, 'gaoler': {'gaolers'}, 'champagn': {'champagne'}, 'curio': {'curio'}, 'fan': {'fan'}, 'charg': {'charge', 'charges'}, 'butter': {'butter'}, 'farm': {'farm'}, 'snowstorm': {'snowstorm'}, 'tinsel': {'tinsel'}, 'space': {'space'}, 'cadet': {'cadet'}, 'monster': {'monsters', 'monster'}, 'citronella': {'citronella'}, 'folk': {'folk'}, 'burst': {'burst'}, 'fanni': {'fanny'}, 'rest': {'rest'}, 'stopmet': {'stopmetal'}, 'way': {'way'}, 'corona': {'corona'}, 'weekend': {'weekend'}, 'fish': {'fishing'}, 'gnome': {'gnome'}, 'coland': {'colander'}, 'blue/cream': {'blue/cream'}, 'strawberi': {'strawbery'}, 'shop': {'shopping', 'shop'}, 'washbag': {'washbag'}, 'feng': {'feng'}, 'shui': {'shui'}, 'pillar': {'pillar'}, 'novelti': {'novelty'}, 'toastrack': {'toastrack'}, 'rustic': {'rustic'}, 'bead': {'beads', 'bead'}, 'croquet': {'croquet'}, 'choc': {'choc'}, 'truffl': {'truffle'}, 'cabin': {'cabin'}, 'knit': {'knitting'}, 'nanci': {'nancy'}, 'throw': {'throw'}, 'lush': {'lush'}, 'necklace+bracelet': {'necklace+bracelet'}, 'salad': {'salad'}, 'check': {'check'}, 'ludo': {'ludo'}, 'la': {'la'}, 'palmiera': {'palmiera'}, 'display': {'display'}, 'pack/12': {'pack/12'}, 'secateur': {'secateurs'}, 'lei': {'leis'}, 'camphor': {'camphor'}, 'field': {'field', 'fields'}, 'portobello': {'portobello'}, 'fairy,5': {'fairy,5'}, 'summer': {'summer'}, \"b'draw\": {\"b'draw\"}, 'liner': {'liners'}, 'blue/yellow': {'blue/yellow'}, 'green/blu': {'green/blue'}, 'yellow/pink': {'yellow/pink'}, 'a5': {'a5'}, 'neighbourhood': {'neighbourhood'}, 'witch': {'witch'}, 'pharmaci': {'pharmacie'}, 'naughti': {'naughty'}, 'sound': {'sound'}, 'hello': {'hello'}, 'sailor': {'sailor'}, 'bewar': {'beware'}, 'cinnamon': {'cinnamon'}, 'jasmin': {'jasmine'}, 'bone': {'bone'}, 'circl': {'circles', 'circle'}, 'midnight': {'midnight'}, 'glamour': {'glamour'}, 'frappucino': {'frappucino'}, 'phone': {'phone'}, 'blue/green': {'blue/green'}, 'pendant': {'pendant'}, 'spirit': {'spirit'}, 'skirt': {'skirt'}, 'mous': {'mouse'}, 't-shirt': {'t-shirt'}, 'jewel': {'jewelled', 'jewel', 'jeweled'}, 'nurs': {'nurse'}, 'melamin': {'melamine'}, 'wool': {'wool'}, 'peacock': {'peacock'}, 'footprint': {'footprints'}, 'album': {'album'}, 'gardenia': {'gardenia'}, 'multi': {'multi'}, 'mousey': {'mousey'}, 'laundri': {'laundry'}, 'cactus': {'cactus'}, 'cockerel': {'cockerel'}, 'bouquet': {'bouquet'}, 'danish': {'danish'}, 'cast': {'cast'}, 'iron': {'iron'}, 'fork': {'fork'}, 'trowel': {'trowel'}, 'pearl': {'pearl', 'pearls'}, 'lime': {'lime'}, 'boudicca': {'boudicca'}, 'pennant': {'pennant'}, 'label': {'labels'}, 'ream': {'ream'}, 'pop': {'pop'}, 'poncho': {'poncho'}, 'flask': {'flask'}, 'keyr': {'keyrings', 'keyring'}, 'chair': {'chair'}, 'petit': {'petit'}, 'dream': {'dream', 'dreams'}, 'windsock': {'windsock'}, 'microwav': {'microwave'}, 'delight': {'delight'}, 'organis': {'organiser'}, 'leap': {'leap'}, 'silicon': {'silicon'}, 'bulb': {'bulb'}, 'seat': {'seat'}, 'madra': {'madras'}, 'feather': {'feather', 'feathers'}, 'sandalwood': {'sandalwood'}, 'rocket': {'rocket'}, 'sombrero': {'sombrero'}, 'bitti': {'bitty'}, 'stone': {'stones', 'stone'}, 'glow': {'glow', 'glowing'}, 'tiara': {'tiaras'}, 'robin': {'robin'}, 'kensington': {'kensington'}, 'set/12': {'set/12'}, 'mobil': {'mobile'}, 's/12': {'s/12'}, 'bib': {'bib'}, 'teatim': {'teatime'}, 'flu': {'flu'}, 'embroideri': {'embroidery'}, 'ashtray': {'ashtray'}, 'shower': {'shower'}, 'cap': {'cap'}, 'queen': {'queen', 'queens'}, 'sky': {'skies', 'sky'}, 'economi': {'economy'}, 'oil': {'oil', 'oils'}, 'burner': {'burner'}, 'notelet': {'notelets'}, 'deco': {'deco'}, 'w/knif': {'w/knif'}, 'deco.whit': {'deco.white'}, 'sage': {'sage'}, 'flowerpot': {'flowerpot'}, 'paperweight': {'paperweight'}, 'carry-al': {'carry-all'}, 'balm': {'balm'}, 'tumbler': {'tumbler'}, 'brown': {'brown'}, 'travelogu': {'travelogue'}, 'pink/whit': {'pink/white'}, 'clean': {'clean'}, 'bullet': {'bullet'}, 'puppi': {'puppies'}, 'sunris': {'sunrise'}, 'carousel': {'carousel'}, 'sunglass': {'sunglasses'}, 'blackchristma': {'blackchristmas'}, 'sweeti': {'sweeties'}, 'wireless': {'wireless'}, 'doorbel': {'doorbell'}, 'lattic': {'lattice'}, 'neckl': {'neckl'}, 'bronz': {'bronze'}, 'smokey': {'smokey'}, 'd.o.f': {'d.o.f'}, 'pouri': {'pouri'}, 'windmil': {'windmill'}, 'pale': {'pale'}, 'bea': {'bea'}, 'mao': {'mao'}, 'goos': {'goose'}, 'bear': {'bear'}, 'du': {'du'}, 'cosmet': {'cosmetics'}, 'flytrap': {'flytrap'}, 'sunflow': {'sunflower'}, 'butterfl': {'butterfl'}, 'pouff': {'pouffe'}, 'regatta': {'regatta'}, 'budah': {'budah'}, 'wise': {'wise'}, 'potion': {'potion'}, 'masala': {'masala'}, 'favourit': {'favourites'}, 'banquet': {'banquet'}, 'xmas': {'xmas'}, 'nut': {'nut', 'nuts'}, 'basin': {'basin'}, 'eau': {'eau'}, 'tigri': {'tigris'}, 'eye': {'eye'}, 'vinyl': {'vinyl'}, 'las': {'las'}, 'vega': {'vegas'}, 'mould': {'mould', 'moulds'}, 'voil': {'voile'}, 'pointi': {'pointy'}, 'k': {'k'}, 'address': {'address'}, 'stool': {'stool'}, 'photofram': {'photoframe'}, 'jungl': {'jungle'}, 'popsicl': {'popsicles'}, 'twine': {'twine'}, 'rnd': {'rnd'}, 'str': {'str'}, 'strap': {'strap'}, 'beauti': {'beauty'}, 'cd': {'cd'}, 'gebra': {'gebra'}, 'shutter': {'shutters'}, 'seafood': {'seafood'}, 'compact': {'compact'}, 'magic': {'magic'}, 'octagon': {'octagon'}, 'diva': {'diva'}, 'chime': {'chime'}, 'neckl.36': {'neckl.36'}, 'fold': {'folding'}, 'edg': {'edge'}, 'forti': {'forties'}, 'blood': {'blood'}, 'coney': {'coney'}, 'island': {'island'}, 'pompom': {'pompom'}, 'curtain': {'curtain'}, 'grass': {'grass'}, 'mix': {'mixing'}, 'rosett': {'rosette'}, 'welcom': {'welcome'}, 'class': {'class'}, 'plaqu': {'plaque'}, 'popart': {'popart'}, 'rect': {'rect'}, 'sharpen': {'sharpener', 'sharpeners'}, 'asst': {'asst'}, 'tortilla': {'tortilla'}, 'w/sucker': {'w/sucker'}, 'origami': {'origami'}, 'incense/candl': {'incense/candl', 'incense/candle'}, 'opium': {'opium'}, 'sandlewood': {'sandlewood'}, 'incense/cand': {'incense/cand'}, 'rococo': {'rococo'}, 'sprig': {'sprig'}, 'cage': {'cage'}, 'strawbri': {'strawbry'}, 'mosaic': {'mosaic'}, 'goblet': {'goblet'}, 'highlight': {'highlighter'}, 'kitten': {'kittens'}, 'silver/amethyst': {'silver/amethyst'}, 'slide': {'slides', 'slide'}, 'cartoon': {'cartoon'}, 'vip': {'vip'}, 'doc': {'doc'}, 'russel': {'russel'}, 'dad': {'dad', 'dads'}, 'scroll': {'scroll'}, 'marmalad': {'marmalade'}, 'garld': {'garld'}, 'neckl36': {'neckl36'}, 'copper': {'copper'}, 'turq': {'turq'}, 'sunda': {'sundae'}, 'droplet': {'droplet'}, 'murano': {'murano'}, 'twist': {'twist'}, 'race': {'racing'}, 'silouett': {'silouette'}, 'demi': {'demi'}, 'choker': {'choker'}, 'orbit': {'orbit'}, 'pastel': {'pastel'}, 'flow': {'flowe'}, 'beaten': {'beaten'}, 'charger': {'charger'}, 'aperitif': {'aperitif'}, 'spice': {'spice'}, 'cannist': {'cannister'}, 'berti': {'bertie'}, 'steel': {'steel'}, 'mr': {'mr'}, 'vippassport': {'vippassport'}, 'asstd': {'asstd'}, 'butterfly/cryst': {'butterfly/crystal'}, 'w/chime': {'w/chime'}, 'screwdriv': {'screwdriver'}, 'spacebal': {'spaceball'}, 'mrs': {'mrs'}, 'princ': {'prince'}, 'chalic': {'chalice'}, 'blackboard': {'blackboard'}, 'ice': {'ice'}, 'bum': {'bum'}, 'roccoco': {'roccoco'}, 'chandeli': {'chandelier'}, 'fli': {'fly'}, 'swat': {'swat'}, 'sheep': {'sheep'}, 'fruitbowl': {'fruitbowl'}, 'freshwat': {'freshwater'}, 'pink/amethyst': {'pink/amethyst'}, 'teal/fuschia': {'teal/fuschia'}, 'botan': {'botanical'}, 'groovi': {'groovy'}, 'fruit+flow': {'fruit+flowers'}, 'blackblu': {'blackblue'}, 'bus': {'bus'}, 'enamel+glass': {'enamel+glass'}, 'comb': {'comb'}, 'diamond': {'diamond'}, 'incense+flow': {'incense+flower'}, 'fluffi': {'fluffy'}, 'desk': {'desk'}, 'mock': {'mock'}, 'lobster': {'lobster'}, 'diamon': {'diamon'}, 'raspberr': {'raspberr'}, 'lazer': {'lazer'}, 'amber': {'amber'}, 'band': {'band'}, 'delphinium': {'delphinium'}, 'white/pink': {'white/pink'}, 'toybox': {'toybox'}, 'banner': {'banner'}, 'm.o.p': {'m.o.p'}, 'cannabi': {'cannabis'}, 'd': {'d'}, 'dark': {'dark'}, 'dolphin': {'dolphin', 'dolphins'}, 'wheelbarrow': {'wheelbarrow'}, 'rake': {'rake'}, 'frangipani': {'frangipani'}, 'rosebud': {'rosebud'}, 'chenill': {'chenille'}, 'box/12': {'box/12'}, 'ladl': {'ladle'}, 'wed': {'wedding'}, 'briar': {'briar'}, 'poodl': {'poodle'}, 'pink/flow': {'pink/flower'}, 'wast': {'waste'}, 'carpet': {'carpet'}, 'flamingo': {'flamingo'}, 'bar': {'bar'}, 'condiment': {'condiment'}, 'hilda': {'hilda'}, 'congratul': {'congratulations'}, 'icon': {'icon'}, 'elvi': {'elvis'}, 'drawstr': {'drawstring'}, 'hare': {'hare'}, 'gordon': {'gordon'}, 'pool': {'pool'}, 'sister': {'sisters'}, 'citrus': {'citrus'}, 'beetl': {'beetles'}, 'crystal+glass': {'crystal+glass'}, 'resin': {'resin'}, 'ridg': {'ridge'}, 'cruso': {'crusoe'}, 'veget': {'vegetables'}, 'flore': {'flore'}, 'doiley': {'doiley'}, 'multicol': {'multicol'}, 'blond': {'blond'}, 'glass/silv': {'glass/silver'}, 'hunt': {'hunt'}, 'start': {'start'}, 'rasta': {'rasta'}, 'key-chain': {'key-chains'}, 'back': {'back'}, 'hen+chick': {'hen+chicks'}, 'petal': {'petals'}, 'candystuft': {'candystuft'}, 'st': {'st'}, 'georg': {'george'}, 'savannah': {'savannah'}, 'hamper': {'hamper'}, 'barn': {'barn'}, 'red/cream': {'red/cream'}, 'r': {'r'}, 'sued': {'suede'}, 'oyster': {'oyster'}, 'flame': {'flame', 'flames'}, 'lens': {'lenses'}, 'support': {'support'}, 'g': {'g'}, 'ceram': {'ceramic'}, 'rectangular': {'rectangular'}, 'unit': {'unit'}, 'ivi': {'ivy'}, 's/2': {'s/2'}, 'list': {'list'}, 'cutglass': {'cutglass'}, 'gold/m.o.p': {'gold/m.o.p'}, 'silver/m.o.p': {'silver/m.o.p'}, 'roman': {'roman'}, 'peach': {'peach'}, 'bazaar': {'bazaar'}, 'tranquil': {'tranquility'}, 'gauz': {'gauze'}, 'radio': {'radio'}, 'buddha': {'buddha'}, 'pet': {'pet'}, 'revolutionari': {'revolutionary'}, 'tie': {'tie'}, 'jade': {'jade'}, 'cluster': {'cluster'}, 'sea': {'sea'}, 'windchim': {'windchime'}, 'pom-pom': {'pom-pom'}, 'vint': {'vint'}, 'blue/nat': {'blue/nat'}, 'silver/nat': {'silver/nat'}, 'hopper': {'hopper'}, 'pole': {'pole'}, 'mont': {'monte'}, 'carlo': {'carlo'}, 'wallet': {'wallet'}, 'meadow': {'meadow'}, 'transport': {'transport'}, 'calm': {'calm'}, 'giraff': {'giraffe'}, 'revolv': {'revolver'}, 'pill': {'pill'}, 'ticket': {'ticket'}, 'dotcomgiftshop': {'dotcomgiftshop'}, 'raspberri': {'raspberry'}, 'berri': {'berries'}, 'scallop': {'scallop'}, 'bling': {'bling'}, 'riviera': {'riviera'}, 'heaven': {'heavens'}, 'fragranc': {'fragrance'}, 'anemon': {'anemone'}, 'allium': {'allium'}, 'artifici': {'artificial'}, 'buffalo': {'buffalo'}, 'bill': {'bill'}, 'pastri': {'pastry'}, 'dollcraft': {'dollcraft'}, 'nicol': {'nicole'}, 'mother': {'mother'}, 'corer': {'corer'}, 'tripl': {'triple'}, 'acapulco': {'acapulco'}, 'mat': {'mat'}, 'live': {'lives'}, 'jean-paul': {'jean-paul'}, 'bull': {'bull'}, 'open': {'opener'}, 'guitar': {'guitar'}, 'ol': {'ol'}, 'p': {'p'}, 'splodg': {'splodges'}, 'purple/turq': {'purple/turq'}, 'hole': {'hole'}, 'punch': {'punch'}, 'bonbon': {'bonbons'}, 'ameli': {'amelie'}, 'gem': {'gems'}, 'geometr': {'geometric'}, 'lt.blue': {'lt.blue'}, 'sanskrit': {'sanskrit'}, '/': {'/'}, 'turquoi': {'turquois'}, 'kukui': {'kukui'}, 'coconut': {'coconut'}, 'lip': {'lip'}, 'gloss': {'gloss'}, 'red/blu': {'red/blue'}, 'flower/butterfli': {'flower/butterfly'}, 'mummi': {'mummy'}, 'cupboard': {'cupboard'}, 'hibiscus': {'hibiscus'}, 'nativ': {'nativity'}, 'silver/black': {'silver/black'}, 'goldi': {'goldie'}, 'hurrican': {'hurricane'}, 'backpack': {'backpack'}, 'mop': {'mop'}, 'yellow/orang': {'yellow/orange'}, 'hardman': {'hardman'}, 'tahiti': {'tahiti'}, 'aluminium': {'aluminium'}, 'parlour': {'parlour'}, 'barrel': {'barrel'}, 'mari': {'marie'}, 'antoienett': {'antoienett'}, 'miniatur': {'miniature'}, 'gel': {'gel'}, 'cote': {'cote'}, \"d'azur\": {\"d'azure\"}, 'tropez': {'tropez'}, 'tone': {'tone'}, 'page': {'page'}, 'run': {'run'}, 'laser': {'laser'}, 'tong': {'tongs'}, 'come': {'come'}, 'strainer': {'strainer'}, 'zinc/glass': {'zinc/glass'}, 'point': {'point'}, 'snow': {'snow'}, 'cinderella': {'cinderella'}, 'minitur': {'miniture'}, 'antoinett': {'antoinette'}, 'l': {'l'}, 'sequin': {'sequin'}, 'spliff': {'spliff'}, 'bundl': {'bundle'}, 'exercis': {'exercise'}, 'note': {'note'}, 'suppli': {'supplies'}, 'parisienn': {'parisienne'}, 'chic': {'chic'}, 'secret': {'secret'}, 'bedsid': {'bedside'}, 'dispens': {'dispenser'}, 'bon': {'bon'}, 'montan': {'montan'}, 'gerden': {'gerden'}, 'housework': {'housework'}, 'y': {'y'}, 'peoni': {'peony'}, 'stiletto': {'stiletto'}, 'flowr': {'flowr'}, 'capiz': {'capiz'}, 'quartz': {'quartz'}, 'braclet': {'braclet'}, 'lt': {'lt'}, 'laurel': {'laurel'}, 'rock': {'rocking'}, 'olli': {'ollie'}, 'beak': {'beak'}, 'ghost': {'ghost'}, 'disc/mirror': {'disc/mirror'}, 'willi': {'willie'}, 'icicl': {'icicle'}, 'push': {'push'}, 'e': {'e'}, 'knack': {'knack'}, 'gymkhana': {'gymkhana'}, 'hold': {'hold'}, 'bubblegum': {'bubblegum'}, 'h': {'h'}, 'sleigh': {'sleigh'}, 'trim': {'trim'}, 'mid': {'mid'}, 'spike': {'spike'}, 'meter': {'meter'}, 'donkey': {'donkey'}, 'perfum': {'perfume'}, 'elixir': {'elixir'}, 'songbird': {'songbird'}, 'crackl': {'crackle'}, 'glaze': {'glaze'}, 'tonic': {'tonic'}, 'doorknob': {'doorknob'}, 'bonn': {'bonne'}, 'sword': {'swords'}, 'dispos': {'disposable'}, 'handl': {'handle'}, 'hexagon': {'hexagon'}, 'notepad': {'notepad'}, 'refectori': {'refectory'}, 'reto': {'reto'}, 'madelin': {'madeline'}, 'mark': {'mark'}, 'hens+flow': {'hens+flower'}, 'sucker': {'sucker'}, 'cracker': {'crackers', 'cracker'}, 'brass': {'brass'}, 'hairslid': {'hairslide'}, 'loaf': {'loaf'}, 'w/suck': {'w/suck'}, 'tablecloth': {'tablecloth'}, 'bili': {'bili'}, 'poster': {'poster'}, 'park': {'park'}, 'ceatur': {'ceature'}, 'forest': {'forest'}, 'branch': {'branch'}, 'pink/blu': {'pink/blue'}, 'frill': {'frill'}, 'adult': {'adult'}, 'jampot': {'jampot'}, 'sex': {'sex'}, 'stuff': {'stuff'}, 'bubbl': {'bubbles'}, 'patchwork': {'patchwork'}, 'utensil': {'utensil'}, 'teddy/cak': {'teddy/cake'}, 'dotcom': {'dotcom'}, 'commiss': {'commission'}, 'franc': {'france'}, 'foot': {'foot'}, 'bonheur': {'bonheur'}, 'botaniqu': {'botanique'}, 'sweeet': {'sweeet'}, 'pant': {'pants'}, 'maker': {'makers'}, 'grinder': {'grinder'}, 'linen': {'linen'}, 'spatula': {'spatula'}, 'whisk': {'whisk'}, 'toilett': {'toilette'}, 'chambr': {'chambre'}, 'le': {'le'}, 'draw': {'draw'}, 'carri': {'carry'}, 'jubile': {'jubilee'}, 'rebecca': {'rebecca'}, 'rachel': {'rachel'}, 'susi': {'susie'}, 'rucksack': {'rucksack'}, 'peridot': {'peridot'}, 'sophi': {'sophie'}, 'clair': {'claire'}, 'blk/whit': {'blk/whit'}, 'villa': {'villa'}, 'dovecot': {'dovecote'}, 'bicycl': {'bicycle'}, 'saftey': {'saftey'}, 'stop': {'stop'}, 'licenc': {'licence'}, 'haven': {'haven'}, 'ahoy': {'ahoy'}, 'natur': {'nature'}, 'show': {'show'}, 'centuri': {'century'}, 'modern': {'modern'}, 'work': {'work'}, 'basebal': {'baseball'}, 'boot': {'boot'}, 'feed': {'feeding'}, 'station': {'station'}, 'safeti': {'safety'}, 'metr': {'metre'}, 'triobas': {'triobase'}, 'feeder': {'feeder'}, 'henrietta': {'henrietta'}, 'carrier': {'carrier'}, 'helga': {'helga'}, 'heidi': {'heidi'}, 'resolut': {'resolution'}, 'landmark': {'landmark'}, 'bridg': {'bridge'}, 'oxford': {'oxford'}, 'street': {'street'}, 'baker': {'baker'}, 'hill': {'hill'}, 'town': {'town'}, 'miror': {'miror'}, 'decrotivevintag': {'decrotivevintage'}, 'pick': {'pick'}, 'naught': {'naughts'}, 'cross': {'cross', 'crosses'}, 'blueberri': {'blueberry'}, 'fondant': {'fondant'}, 'chrome': {'chrome'}, \"sil't\": {\"sil't\"}, 'squ': {'squ'}, 'crome': {'crome'}, 'candle+incens': {'candle+incense'}, 'panetton': {'panettone'}, 'czech': {'czech'}, 'punctur': {'puncture'}, 'countri': {'country'}, 'f': {'f'}, 'o': {'o'}, 't': {'t'}, 'z': {'z'}, 'birdi': {'birdie'}} \n",
            " {'heart': 'heart', 'holder': 'holder', 'metal': 'metal', 'lantern': 'lantern', 'cream': 'cream', 'cupid': 'cupid', 'coat': 'coat', 'hanger': 'hanger', 'union': 'union', 'flag': 'flag', 'water': 'water', 'bottl': 'bottle', 'nest': 'nest', 'box': 'box', 'glass': 'glass', 'star': 'star', 'hand': 'hand', 'jack': 'jack', 'warmer': 'warmer', 'dot': 'dot', 'bird': 'bird', 'ornament': 'ornament', 'poppi': 'poppy', 'playhous': 'playhouse', 'bedroom': 'bedroom', 'kitchen': 'kitchen', 'feltcraft': 'feltcraft', 'princess': 'princess', 'charlott': 'charlotte', 'doll': 'doll', 'ivori': 'ivory', 'cosi': 'cosy', 'colour': 'colour', 'teaspoon': 'teaspoons', 'vintag': 'vintage', 'jigsaw': 'jigsaw', 'block': 'block', 'alphabet': 'alphabet', 'home': 'home', 'build': 'building', 'word': 'word', 'love': 'love', 'recip': 'recipe', 'england': 'england', 'jam': 'jam', 'jar': 'jar', 'rack': 'rack', 'pari': 'paris', 'fashion': 'fashion', 'bath': 'bath', 'alarm': 'alarm', 'clock': 'clock', 'bakelik': 'bakelike', 'pink': 'pink', 'green': 'green', 'panda': 'panda', 'bunni': 'bunny', 'sheet': 'sheet', 'tape': 'tape', 'globe': 'globe', 'head': 'head', 'tail': 'tail', 'game': 'game', 'set/2': 'set/2', 'retrospot': 'retrospot', 'tea': 'tea', 'towel': 'towel', 'round': 'round', 'snack': 'snack', 'woodland': 'woodland', 'spaceboy': 'spaceboy', 'lunch': 'lunch', 'i': 'i', 'london': 'london', 'circus': 'circus', 'bag': 'bag', 'design': 'design', 'toadstool': 'toadstool', 'night': 'night', 'light': 'light', 'seasid': 'seaside', 'puzzl': 'puzzles', 'mini': 'mini', 'parad': 'parade', 'paint': 'paint', 'postag': 'postage', 'paper': 'paper', 'chain': 'chain', 'christma': 'christmas', 'parasol': 'parasol', 'coffe': 'coffee', 'mug': 'mug', 'planet': 'planet', 'billboard': 'billboard', 'love/h': 'love/hate', 'wood': 'wood', 'drawer': 'drawer', 'cabinet': 'cabinet', 'finish': 'finish', 's/3': 's/3', 'pictur': 'picture', 'frame': 'frame', 'wooden': 'wooden', 'sympathi': 'sympathy', 'polkadot': 'polkadot', 'baroqu': 'baroque', 'charli': 'charlie', 'lola': 'lola', 'toy': 'toy', 'strawberri': 'strawberry', 'piec': 'piece', 'cutleri': 'cutlery', 'set': 'set', 'set/6': 'set/6', 'plate': 'plate', 'pack': 'pack', 'case': 'case', 'dinosaur': 'dinosaur', 'paisley': 'paisley', 'fairi': 'fairy', 'tomato': 'tomato', 'charlie+lola': 'charlie+lola', 'coaster': 'coaster', 'wastepap': 'wastepaper', 'bin': 'bin', 'flora': 'flora', 'doorsign': 'doorsign', 'storag': 'storage', 'suki': 'suki', 'make': 'making', 'pc': 'pc', 'tool': 'tool', 'airlin': 'airline', 'loung': 'lounge', 'sign': 'sign', 'spot': 'spot', 'knob': 'knob', 'photo': 'photo', 'clip': 'clip', 'line': 'line', 'felt': 'felt', 'egg': 'egg', 'chicken': 'chicken', 'bank': 'bank', 'shoulder': 'shoulder', 'cook': 'cook', 'gin': 'gin', '+': '+', 'breakfast': 'breakfast', 'cup': 'cup', 'saucer': 'saucer', 'flower': 'flower', 'time': 'time', 'rabbit': 'rabbit', 'zinc': 'zinc', 'winki': 'winkie', 'candl': 'candle', 'stick': 'stick', 'cherri': 'cherry', 'money': 'money', 'milk': 'milk', 'jug': 'jug', 'funki': 'funky', 'beaker': 'beaker', 'owl': 'owl', 'balloon': 'balloon', 'art': 'art', 'cloch': 'cloche', 'gumbal': 'gumball', 'monochrom': 'monochrome', 'doormat': 'doormat', 'fanci': 'fancy', 'sweet': 'sweet', 'discount': 'discount', 'snake': 'snake', 'ladder': 'ladder', 'chocol': 'chocolate', 'calcul': 'calculator', 'tidi': 'tidy', 'tabl': 'table', 'pot': 'pot', 'garden': 'garden', 'thermomet': 'thermometer', 'cake': 'cake', 'tin': 'tin', 'wicker': 'wicker', 'basket': 'basket', 'lid': 'lid', 'duck': 'duck', 'board': 'board', 'hang': 'hanging', 'medina': 'medina', 'chalkboard': 'chalkboard', 'lovebird': 'lovebird', 'birdcag': 'birdcage', 'plant': 'plant', 'card': 'card', 'enamel': 'enamel', 'fire': 'fire', 'bucket': 'bucket', 'bread': 'bread', 'ribbon': 'ribbon', 'wire': 'wire', 'chilli': 'chilli', 'garland': 'garland', 'butterfil': 'butterfiles', 'tale': 'tale', 'cottag': 'cottage', 'letter': 'letter', 'doorstop': 'doorstop', 'decor': 'decoration', 'magnet': 'magnet', 'fridg': 'fridge', 'homemad': 'homemade', 'enfant': 'enfants', 'caravan': 'caravan', 'hook': 'hook', 'reindeer': 'reindeer', 'cushion': 'cushion', 'cover': 'cover', 'gold': 'gold', 'umbrella': 'umbrella', 'black/blu': 'black/blue', 'diner': 'diner', 'wall': 'wall', 'measur': 'measure', 'spoon': 'spoon', 'keepsak': 'keepsake', 'disco': 'disco', 'ball': 'ball', 'popcorn': 'popcorn', 'set/20': 'set/20', 'napkin': 'napkins', 'rain': 'rain', 'hat': 'hat', 'delux': 'deluxe', 'kit': 'kit', 'cube': 'cube', 'plaster': 'plasters', 'tissu': 'tissue', 'grey': 'grey', 'skull': 'skull', 'mice': 'mice', 'soldier': 'soldier', 'skittl': 'skittles', 'skip': 'skipping', 'rope': 'rope', 'domino': 'dominoes', 'seventeen': 'seventeen', 'sideboard': 'sideboard', 'parti': 'party', 'cone': 'cone', 'carniv': 'carnival', 'candi': 'candy', 'picnic': 'picnic', 'lamp': 'lamp', 'font': 'font', 'birthday': 'birthday', 'scotti': 'scotty', 'dog': 'dog', 'bowl': 'bowl', 'cloth': 'cloth', 'travel': 'travel', 'trinket': 'trinket', 'orang': 'orange', 'quilt': 'quilt', 'babushka': 'babushka', 'string': 'string', 'doughnut': 'doughnut', 'silk': 'silk', 'purs': 'purse', 'hous': 'house', 'boudoir': 'boudoir', 'squar': 'square', 'cornic': 'cornice', 's/6': 's/6', 'sew': 'sew', 'crochet': 'crochet', 'red': 'reds', 'lavend': 'lavender', 'incens': 'incense', 'tv': 'tv', 'dinner': 'dinner', 'tray': 'tray', 'placemat': 'placemat', 'famili': 'family', 'rotat': 'rotator', 'batteri': 'battery', 'silver': 'silver', 'mirror': 'mirror', 'ladi': 'ladies', 'gentlemen': 'gentlemen', 'bathroom': 'bathroom', 'toilet': 'toilet', 'holiday': 'holiday', 'basil': 'basil', 'set/10': 'set/10', 't-light': 't-light', 'snowmen': 'snowmen', 'santa': 'santa', 'spong': 'sponge', 'appl': 'apple', 'pirat': 'pirate', 'treasur': 'treasure', 'chest': 'chest', 'snowflak': 'snowflake', 'oval': 'oval', 'cigar': 'cigar', 'match': 'matches', 'hour': 'hour', 'giant': 'giant', 'tube': 'tube', 'jazz': 'jazz', 'notebook': 'notebook', 'candlehold': 'candleholder', 'candlestick': 'candlestick', 'baroquecandlestick': 'baroquecandlestick', 'flannel': 'flannel', 'style': 'style', 'footbal': 'football', 'celebr': 'celebration', 'girl': 'girl', 'blue': 'blue', 'invit': 'invites', 'butterfli': 'butterfly', 'cooki': 'cookie', 'cutter': 'cutter', 'sweetheart': 'sweetheart', 'car': 'car', 'trelli': 'trellis', 'set/5': 'set/5', 'slate': 'slate', 'bake': 'bake', 'pencil': 'pencil', 'harmonica': 'harmonica', 'transfer': 'transfer', 'tattoo': 'tattoos', 'panneton': 'pannetone', 'kid': 'kids', 'pen': 'pen', 'rectangl': 'rectangle', 'face': 'face', 'wrap': 'wrap', 'cowboy': 'cowboy', 'doili': 'doilies', 'cat': 'cat', 'eras': 'eraser', 'angel': 'angel', 'hldr': 'hldr', 'reel': 'reel', 'spin': 'spinning', 'top': 'top', 'marbl': 'marbles', 'strand': 'strand', 'necklac': 'necklac', 'crystal': 'crystal', 'squarecushion': 'squarecushion', 'children': 'children', 'candelabra': 'candelabra', 'luggag': 'luggage', 'tag': 'tag', 'tassl': 'tassle', 'charm': 'charm', 'acryl': 'acrylic', 'bangl': 'bangle', 'gun': 'guns', 'rose': 'roses', 'vanilla': 'vanilla', 'scent': 'scent', 'bell': 'bell', 'stand': 'stand', 'filigre': 'filigree', 'pattern': 'pattern', 'sticker': 'sticker', \"b'fli\": \"b'fly\", 'c/cover': 'c/cover', 'w': 'w', 'bobbl': 'bobbles', 'boom': 'boom', 'speaker': 'speaker', 'dress': 'dress', 'shopper': 'shopper', 'fruit': 'fruit', 'parcel': 'parcel', 'slipper': 'slipper', 'shoe': 'shoe', 'daisi': 'daisy', 'peg': 'peg', 'craft': 'craft', 'tree': 'tree', 'friend': 'friends', 'rosi': 'rosie', 'olivia': 'olivia', 'rex': 'rex', 'cash+carri': 'cash+carry', 'tote': 'tote', 'pinkwhit': 'pinkwhite', 'red/whit': 'red/white', 'valentin': 'valentine', 'decoupag': 'decoupage', 'sock': 'sock', 'baubl': 'bauble', 'villag': 'village', 'turquois': 'turquoise', 'wreath': 'wreath', 'advent': 'advent', 'calendar': 'calendar', 'gingham': 'gingham', 'sack': 'sack', 'snap': 'snap', 'drawerknob': 'drawerknob', 'apron': 'apron', 'mushroom': 'mushroom', 'chalk': 'chalk', 'hairband': 'hairband', 'purpl': 'purple', 'anim': 'animal', 'fair': 'fair', 'cupcak': 'cupcake', 'lace': 'lace', 'catch': 'catch', 'cotton': 'cotton', 'beach': 'beach', 'spade': 'spade', 'boy': 'boy', 'king': 'king', 'choic': 'choice', 'caddi': 'caddy', 'biscuit': 'biscuit', 'empir': 'empire', 'fawn': 'fawn', 'gift': 'gift', 'namast': 'namaste', 'swagat': 'swagat', 'vase': 'vase', 'chrysanthemum': 'chrysanthemum', 'scissor': 'scissor', 'tealight': 'tealight', 'place': 'place', 's/15': 's/15', 'wc': 'wc', 'soap': 'soap', 'medium': 'medium', 'washroom': 'washroom', 'bracelet': 'bracelet', 'hair': 'hair', 'grip': 'grip', 'pack/2': 'pack/2', 'dia': 'dia', 'diamant': 'diamante', 'ring': 'ring', 'rubi': 'ruby', 'montana': 'montana', 'present': 'present', 'aid': 'aid', 'monsoon': 'monsoon', 'rubber': 'rubber', 'stationeri': 'stationery', 'mitten': 'mittens', 'scandinavian': 'scandinavian', 'canva': 'canvas', 'stamp': 'stamp', 'cinammon': 'cinammon', 'stripe': 'stripe', 'provenc': 'provence', 'flock': 'flock', 'offic': 'office', 'record': 'record', 'size': 'size', 'hors': 'horse', 'regenc': 'regency', 'cakestand': 'cakestand', 'tier': 'tier', 'longboard': 'longboard', 'play': 'playing', 'shirt': 'shirt', 'repair': 'repair', 'foxi': 'foxy', 'gent': 'gents', 'jet': 'jet', \"'n\": \"'n\", 'grow': 'grow', 'world': 'world', 'champion': 'champion', 'seed': 'seed', 'envelop': 'envelope', 'hi': 'hi', 'polyest': 'polyester', 'filler': 'filler', 'pad': 'pad', 'scarf': 'scarf', 'pear': 'pears', 'gazebo': 'gazebo', 'birdhous': 'birdhouse', 'antiqu': 'antique', 'market': 'market', 'crate': 'crate', 'bed': 'bed', 'pizza': 'pizza', 'leav': 'leaves', 'button': 'button', 'messag': 'message', 'herb': 'herb', 'marker': 'marker', 'mint': 'mint', 'rosemari': 'rosemary', 'chive': 'chives', 'parsley': 'parsley', 'thyme': 'thyme', 'merri': 'merry', 'foil': 'foil', 'handbag': 'handbag', 'easter': 'easter', 'cut': 'cut', 'season': 'season', 'toast': 'toast', 'path': 'path', 'journal': 'journal', 'squeezer': 'squeezer', 'glove': 'glove', 'licoric': 'licorice', 'des': 'des', 'roll': 'roll', 'multicolour': 'multicolour', 'confetti': 'confetti', 'morri': 'morris', 'pistachio': 'pistachio', 'honeycomb': 'honeycomb', 'english': 'english', 'level': 'level', 'platter': 'platter', 'teacup': 'teacup', 'slice': 'slice', 'fun': 'fun', 'ass': 'ass', 'col': 'col', 'sand': 'sand', 'gecko': 'gecko', \"p'weight\": \"p'weight\", 'postcard': 'postcard', 'spring': 'spring', 'chateau': 'chateau', 'scale': 'scales', 'lizard': 'lizard', 'suction': 'suction', 'engine/car': 'engine/car', 'patch': 'patch', 'psychedel': 'psychedelic', 'flowerpow': 'flowerpower', 'life': 'life', 'rounder': 'rounders', 'child': 'childs', 'taper': 'taper', 'confectioneri': 'confectionery', 'stopper': 'stopper', 'set/4': 'set/4', 'junk': 'junk', 'mail': 'mail', 'tile': 'tile', 'finger': 'finger', 'beurr': 'beurre', 'dish': 'dish', 'diet': 'diet', 'screen': 'screen', 'print': 'print', 'peac': 'peace', 'earth': 'earth', 'cocktail': 'cocktail', 'strongman': 'strongman', 'school': 'school', 'crayon': 'crayons', 'booz': 'booze', 'women': 'women', 'lad': 'lads', 'man': 'man', 'heat': 'heat', 'person': 'person', 'shape': 'shape', 'pan': 'pan', 'bendi': 'bendy', 'straw': 'straws', 'pantri': 'pantry', 'sketchbook': 'sketchbook', 'sing': 'singing', 'emerg': 'emergency', 'friez': 'frieze', 'door': 'door', 'joy': 'joy', 'black+silv': 'black+silver', 'regal': 'regal', 'candlepot': 'candlepot', 'swirlglass': 'swirlglass', 'pedest': 'pedestal', 'magazin': 'magazine', 'food': 'food', 'raffia': 'raffia', 'polka': 'polka', 'jardin': 'jardin', 'bunt': 'bunting', 'kashmir': 'kashmir', 'chocolatecandl': 'chocolatecandle', 'shelf': 'shelf', 'imag': 'image', 'day': 'day', 'jewelleri': 'jewellery', 'let': 'lets', 'camouflag': 'camouflage', 'torch': 'torch', 'dragonfli': 'dragonfly', 'helicopt': 'helicopter', 'shark': 'shark', 'doctor': 'doctor', 'carriag': 'carriage', 'salt': 'salt', 'pepper': 'pepper', 'porcelain': 'porcelain', 'star+': 'star+', 'moon': 'moon', 'fring': 'fringe', 'hammock': 'hammock', 'dec': 'dec', 'crossbon': 'crossbones', 'fabric': 'fabric', 'poni': 'pony', 'cordon': 'cordon', 'barrier': 'barrier', 'teddi': 'teddy', 'air': 'air', 'hostess': 'hostess', 'stack': 'stack', 'hut': 'hut', 'blossom': 'blossom', 'passport': 'passport', 'retro': 'retro', 'mod': 'mod', 'cardhold': 'cardholder', 'book': 'book', 'spiral': 'spiral', 'coal': 'coal', 'airmail': 'airmail', 'number': 'number', 'smiley': 'smiley', 'collag': 'collage', 'childhood': 'childhood', 'memori': 'memory', 'funk': 'funk', 'monkey': 'monkey', 'choc+blu': 'choc+blue', 'glitter': 'glitter', 'b': 'b', 'c': 'c', 'chees': 'cheese', 'geisha': 'geisha', 'newspap': 'newspaper', 'scandispot': 'scandispot', 'jingl': 'jingle', 'key': 'key', 'instrument': 'instrument', 'crown': 'crowns', 'chalet': 'chalet', 'motorbik': 'motorbike', 'medicin': 'medicine', 'ma': 'ma', 'campagn': 'campagne', 'yuletid': 'yuletide', 'shade': 'shade', 'base': 'base', 'folkart': 'folkart', 'smallfolkart': 'smallfolkart', 'glass+zinc': 'glass+zinc', 'set/3': 'set/3', 'eucalyptus': 'eucalyptus', 'pinecon': 'pinecone', 's/4': 's/4', 'cacti': 'cacti', 'marshmallow': 'marshmallow', 'mum': 'mum', 'indian': 'indians', 'fuschia': 'fuschia', 'brocad': 'brocade', 'swallow': 'swallows', 'm': 'm', 'v': 'v', 's': 's', 'j': 'j', 'bingo': 'bingo', 'floor': 'floor', 'fauna': 'fauna', 'ear': 'ear', 'muff': 'muff', 'headphon': 'headphones', 'tutti': 'tutti', 'frutti': 'frutti', 'brush': 'brush', 'ladybird': 'ladybird', 'bee': 'bee', 'bamboo': 'bamboo', 'rib': 'ribs', 'lampshad': 'lampshade', 'badg': 'badges', 'creatur': 'creatures', 'pocket': 'pocket', 'brocant': 'brocante', 'maria': 'maria', 'memo': 'memo', 'room': 'room', 'sall': 'salle', 'bain': 'bain', 'robot': 'robot', 'war': 'war', 'glider': 'gliders', 'coathang': 'coathanger', 'bomb': 'bomb', 'pump': 'pump', 'stencil': 'stencil', 'cute': 'cute', 'toothpast': 'toothpaste', 'purdey': 'purdey', 'account': 'account', 'penni': 'penny', 'pig': 'pig', 'loveheart': 'loveheart', 'en': 'en', 'pin': 'pin', 'area': 'area', 'portrait': 'portrait', 'plastic': 'plastic', 'eleph': 'elephant', 'rainbow': 'rainbow', 'model': 'modelling', 'clay': 'clay', 'disc': 'disc', 'sugar': 'sugar', 'teapot': 'teapot', 'dairi': 'dairy', 'maid': 'maid', 'pud': 'pudding', 'contain': 'container', 'moodi': 'moody', 'hen': 'hen', 'wish': 'wishes', 'thank': 'thank', 'planter': 'planter', 'stripey': 'stripey', 'dragon': 'dragon', 'ruler': 'ruler', 'digitali': 'digitalis', 'post': 'post', 'milkshak': 'milkshake', 'babi': 'baby', 'chart': 'chart', 'figur': 'figures', 'shine': 'shine', 'armi': 'army', 'camo': 'camo', 'bookcov': 'bookcover', 'carrot': 'carrot', 'chick': 'chick', 'chunki': 'chunky', 'tassel': 'tassel', 'glass+bead': 'glass+bead', 'livingroom': 'livingroom', 'posi': 'posy', 'vine': 'vine', 'food/drink': 'food/drink', 'lilac': 'lilac', 'juici': 'juicy', 'creepi': 'creepy', 'crawli': 'crawlie', 'memoboard': 'memoboard', 'wash': 'wash', 'cafe': 'cafe', 'bow': 'bow', 'brooch': 'brooch', 'amethyst': 'amethyst', 'pair': 'pair', 'hairclip': 'hairclip', 'gemston': 'gemstone', 'drop': 'drop', 'earring': 'earrings', 'hoop': 'hoop', 'leaf': 'leaf', 'clam': 'clam', 'shell': 'shell', 'cockl': 'cockle', 'fob': 'fob', 'garag': 'garage', 'chopstick': 'chopsticks', 'frog': 'frog', 'puppet': 'puppet', 'wine': 'wine', 'candlestand': 'candlestand', 'gaoler': 'gaolers', 'champagn': 'champagne', 'curio': 'curio', 'fan': 'fan', 'charg': 'charge', 'butter': 'butter', 'farm': 'farm', 'snowstorm': 'snowstorm', 'tinsel': 'tinsel', 'space': 'space', 'cadet': 'cadet', 'monster': 'monster', 'citronella': 'citronella', 'folk': 'folk', 'burst': 'burst', 'fanni': 'fanny', 'rest': 'rest', 'stopmet': 'stopmetal', 'way': 'way', 'corona': 'corona', 'weekend': 'weekend', 'fish': 'fishing', 'gnome': 'gnome', 'coland': 'colander', 'blue/cream': 'blue/cream', 'strawberi': 'strawbery', 'shop': 'shop', 'washbag': 'washbag', 'feng': 'feng', 'shui': 'shui', 'pillar': 'pillar', 'novelti': 'novelty', 'toastrack': 'toastrack', 'rustic': 'rustic', 'bead': 'bead', 'croquet': 'croquet', 'choc': 'choc', 'truffl': 'truffle', 'cabin': 'cabin', 'knit': 'knitting', 'nanci': 'nancy', 'throw': 'throw', 'lush': 'lush', 'necklace+bracelet': 'necklace+bracelet', 'salad': 'salad', 'check': 'check', 'ludo': 'ludo', 'la': 'la', 'palmiera': 'palmiera', 'display': 'display', 'pack/12': 'pack/12', 'secateur': 'secateurs', 'lei': 'leis', 'camphor': 'camphor', 'field': 'field', 'portobello': 'portobello', 'fairy,5': 'fairy,5', 'summer': 'summer', \"b'draw\": \"b'draw\", 'liner': 'liners', 'blue/yellow': 'blue/yellow', 'green/blu': 'green/blue', 'yellow/pink': 'yellow/pink', 'a5': 'a5', 'neighbourhood': 'neighbourhood', 'witch': 'witch', 'pharmaci': 'pharmacie', 'naughti': 'naughty', 'sound': 'sound', 'hello': 'hello', 'sailor': 'sailor', 'bewar': 'beware', 'cinnamon': 'cinnamon', 'jasmin': 'jasmine', 'bone': 'bone', 'circl': 'circle', 'midnight': 'midnight', 'glamour': 'glamour', 'frappucino': 'frappucino', 'phone': 'phone', 'blue/green': 'blue/green', 'pendant': 'pendant', 'spirit': 'spirit', 'skirt': 'skirt', 'mous': 'mouse', 't-shirt': 't-shirt', 'jewel': 'jewel', 'nurs': 'nurse', 'melamin': 'melamine', 'wool': 'wool', 'peacock': 'peacock', 'footprint': 'footprints', 'album': 'album', 'gardenia': 'gardenia', 'multi': 'multi', 'mousey': 'mousey', 'laundri': 'laundry', 'cactus': 'cactus', 'cockerel': 'cockerel', 'bouquet': 'bouquet', 'danish': 'danish', 'cast': 'cast', 'iron': 'iron', 'fork': 'fork', 'trowel': 'trowel', 'pearl': 'pearl', 'lime': 'lime', 'boudicca': 'boudicca', 'pennant': 'pennant', 'label': 'labels', 'ream': 'ream', 'pop': 'pop', 'poncho': 'poncho', 'flask': 'flask', 'keyr': 'keyring', 'chair': 'chair', 'petit': 'petit', 'dream': 'dream', 'windsock': 'windsock', 'microwav': 'microwave', 'delight': 'delight', 'organis': 'organiser', 'leap': 'leap', 'silicon': 'silicon', 'bulb': 'bulb', 'seat': 'seat', 'madra': 'madras', 'feather': 'feather', 'sandalwood': 'sandalwood', 'rocket': 'rocket', 'sombrero': 'sombrero', 'bitti': 'bitty', 'stone': 'stone', 'glow': 'glow', 'tiara': 'tiaras', 'robin': 'robin', 'kensington': 'kensington', 'set/12': 'set/12', 'mobil': 'mobile', 's/12': 's/12', 'bib': 'bib', 'teatim': 'teatime', 'flu': 'flu', 'embroideri': 'embroidery', 'ashtray': 'ashtray', 'shower': 'shower', 'cap': 'cap', 'queen': 'queen', 'sky': 'sky', 'economi': 'economy', 'oil': 'oil', 'burner': 'burner', 'notelet': 'notelets', 'deco': 'deco', 'w/knif': 'w/knif', 'deco.whit': 'deco.white', 'sage': 'sage', 'flowerpot': 'flowerpot', 'paperweight': 'paperweight', 'carry-al': 'carry-all', 'balm': 'balm', 'tumbler': 'tumbler', 'brown': 'brown', 'travelogu': 'travelogue', 'pink/whit': 'pink/white', 'clean': 'clean', 'bullet': 'bullet', 'puppi': 'puppies', 'sunris': 'sunrise', 'carousel': 'carousel', 'sunglass': 'sunglasses', 'blackchristma': 'blackchristmas', 'sweeti': 'sweeties', 'wireless': 'wireless', 'doorbel': 'doorbell', 'lattic': 'lattice', 'neckl': 'neckl', 'bronz': 'bronze', 'smokey': 'smokey', 'd.o.f': 'd.o.f', 'pouri': 'pouri', 'windmil': 'windmill', 'pale': 'pale', 'bea': 'bea', 'mao': 'mao', 'goos': 'goose', 'bear': 'bear', 'du': 'du', 'cosmet': 'cosmetics', 'flytrap': 'flytrap', 'sunflow': 'sunflower', 'butterfl': 'butterfl', 'pouff': 'pouffe', 'regatta': 'regatta', 'budah': 'budah', 'wise': 'wise', 'potion': 'potion', 'masala': 'masala', 'favourit': 'favourites', 'banquet': 'banquet', 'xmas': 'xmas', 'nut': 'nut', 'basin': 'basin', 'eau': 'eau', 'tigri': 'tigris', 'eye': 'eye', 'vinyl': 'vinyl', 'las': 'las', 'vega': 'vegas', 'mould': 'mould', 'voil': 'voile', 'pointi': 'pointy', 'k': 'k', 'address': 'address', 'stool': 'stool', 'photofram': 'photoframe', 'jungl': 'jungle', 'popsicl': 'popsicles', 'twine': 'twine', 'rnd': 'rnd', 'str': 'str', 'strap': 'strap', 'beauti': 'beauty', 'cd': 'cd', 'gebra': 'gebra', 'shutter': 'shutters', 'seafood': 'seafood', 'compact': 'compact', 'magic': 'magic', 'octagon': 'octagon', 'diva': 'diva', 'chime': 'chime', 'neckl.36': 'neckl.36', 'fold': 'folding', 'edg': 'edge', 'forti': 'forties', 'blood': 'blood', 'coney': 'coney', 'island': 'island', 'pompom': 'pompom', 'curtain': 'curtain', 'grass': 'grass', 'mix': 'mixing', 'rosett': 'rosette', 'welcom': 'welcome', 'class': 'class', 'plaqu': 'plaque', 'popart': 'popart', 'rect': 'rect', 'sharpen': 'sharpener', 'asst': 'asst', 'tortilla': 'tortilla', 'w/sucker': 'w/sucker', 'origami': 'origami', 'incense/candl': 'incense/candl', 'opium': 'opium', 'sandlewood': 'sandlewood', 'incense/cand': 'incense/cand', 'rococo': 'rococo', 'sprig': 'sprig', 'cage': 'cage', 'strawbri': 'strawbry', 'mosaic': 'mosaic', 'goblet': 'goblet', 'highlight': 'highlighter', 'kitten': 'kittens', 'silver/amethyst': 'silver/amethyst', 'slide': 'slide', 'cartoon': 'cartoon', 'vip': 'vip', 'doc': 'doc', 'russel': 'russel', 'dad': 'dad', 'scroll': 'scroll', 'marmalad': 'marmalade', 'garld': 'garld', 'neckl36': 'neckl36', 'copper': 'copper', 'turq': 'turq', 'sunda': 'sundae', 'droplet': 'droplet', 'murano': 'murano', 'twist': 'twist', 'race': 'racing', 'silouett': 'silouette', 'demi': 'demi', 'choker': 'choker', 'orbit': 'orbit', 'pastel': 'pastel', 'flow': 'flowe', 'beaten': 'beaten', 'charger': 'charger', 'aperitif': 'aperitif', 'spice': 'spice', 'cannist': 'cannister', 'berti': 'bertie', 'steel': 'steel', 'mr': 'mr', 'vippassport': 'vippassport', 'asstd': 'asstd', 'butterfly/cryst': 'butterfly/crystal', 'w/chime': 'w/chime', 'screwdriv': 'screwdriver', 'spacebal': 'spaceball', 'mrs': 'mrs', 'princ': 'prince', 'chalic': 'chalice', 'blackboard': 'blackboard', 'ice': 'ice', 'bum': 'bum', 'roccoco': 'roccoco', 'chandeli': 'chandelier', 'fli': 'fly', 'swat': 'swat', 'sheep': 'sheep', 'fruitbowl': 'fruitbowl', 'freshwat': 'freshwater', 'pink/amethyst': 'pink/amethyst', 'teal/fuschia': 'teal/fuschia', 'botan': 'botanical', 'groovi': 'groovy', 'fruit+flow': 'fruit+flowers', 'blackblu': 'blackblue', 'bus': 'bus', 'enamel+glass': 'enamel+glass', 'comb': 'comb', 'diamond': 'diamond', 'incense+flow': 'incense+flower', 'fluffi': 'fluffy', 'desk': 'desk', 'mock': 'mock', 'lobster': 'lobster', 'diamon': 'diamon', 'raspberr': 'raspberr', 'lazer': 'lazer', 'amber': 'amber', 'band': 'band', 'delphinium': 'delphinium', 'white/pink': 'white/pink', 'toybox': 'toybox', 'banner': 'banner', 'm.o.p': 'm.o.p', 'cannabi': 'cannabis', 'd': 'd', 'dark': 'dark', 'dolphin': 'dolphin', 'wheelbarrow': 'wheelbarrow', 'rake': 'rake', 'frangipani': 'frangipani', 'rosebud': 'rosebud', 'chenill': 'chenille', 'box/12': 'box/12', 'ladl': 'ladle', 'wed': 'wedding', 'briar': 'briar', 'poodl': 'poodle', 'pink/flow': 'pink/flower', 'wast': 'waste', 'carpet': 'carpet', 'flamingo': 'flamingo', 'bar': 'bar', 'condiment': 'condiment', 'hilda': 'hilda', 'congratul': 'congratulations', 'icon': 'icon', 'elvi': 'elvis', 'drawstr': 'drawstring', 'hare': 'hare', 'gordon': 'gordon', 'pool': 'pool', 'sister': 'sisters', 'citrus': 'citrus', 'beetl': 'beetles', 'crystal+glass': 'crystal+glass', 'resin': 'resin', 'ridg': 'ridge', 'cruso': 'crusoe', 'veget': 'vegetables', 'flore': 'flore', 'doiley': 'doiley', 'multicol': 'multicol', 'blond': 'blond', 'glass/silv': 'glass/silver', 'hunt': 'hunt', 'start': 'start', 'rasta': 'rasta', 'key-chain': 'key-chains', 'back': 'back', 'hen+chick': 'hen+chicks', 'petal': 'petals', 'candystuft': 'candystuft', 'st': 'st', 'georg': 'george', 'savannah': 'savannah', 'hamper': 'hamper', 'barn': 'barn', 'red/cream': 'red/cream', 'r': 'r', 'sued': 'suede', 'oyster': 'oyster', 'flame': 'flame', 'lens': 'lenses', 'support': 'support', 'g': 'g', 'ceram': 'ceramic', 'rectangular': 'rectangular', 'unit': 'unit', 'ivi': 'ivy', 's/2': 's/2', 'list': 'list', 'cutglass': 'cutglass', 'gold/m.o.p': 'gold/m.o.p', 'silver/m.o.p': 'silver/m.o.p', 'roman': 'roman', 'peach': 'peach', 'bazaar': 'bazaar', 'tranquil': 'tranquility', 'gauz': 'gauze', 'radio': 'radio', 'buddha': 'buddha', 'pet': 'pet', 'revolutionari': 'revolutionary', 'tie': 'tie', 'jade': 'jade', 'cluster': 'cluster', 'sea': 'sea', 'windchim': 'windchime', 'pom-pom': 'pom-pom', 'vint': 'vint', 'blue/nat': 'blue/nat', 'silver/nat': 'silver/nat', 'hopper': 'hopper', 'pole': 'pole', 'mont': 'monte', 'carlo': 'carlo', 'wallet': 'wallet', 'meadow': 'meadow', 'transport': 'transport', 'calm': 'calm', 'giraff': 'giraffe', 'revolv': 'revolver', 'pill': 'pill', 'ticket': 'ticket', 'dotcomgiftshop': 'dotcomgiftshop', 'raspberri': 'raspberry', 'berri': 'berries', 'scallop': 'scallop', 'bling': 'bling', 'riviera': 'riviera', 'heaven': 'heavens', 'fragranc': 'fragrance', 'anemon': 'anemone', 'allium': 'allium', 'artifici': 'artificial', 'buffalo': 'buffalo', 'bill': 'bill', 'pastri': 'pastry', 'dollcraft': 'dollcraft', 'nicol': 'nicole', 'mother': 'mother', 'corer': 'corer', 'tripl': 'triple', 'acapulco': 'acapulco', 'mat': 'mat', 'live': 'lives', 'jean-paul': 'jean-paul', 'bull': 'bull', 'open': 'opener', 'guitar': 'guitar', 'ol': 'ol', 'p': 'p', 'splodg': 'splodges', 'purple/turq': 'purple/turq', 'hole': 'hole', 'punch': 'punch', 'bonbon': 'bonbons', 'ameli': 'amelie', 'gem': 'gems', 'geometr': 'geometric', 'lt.blue': 'lt.blue', 'sanskrit': 'sanskrit', '/': '/', 'turquoi': 'turquois', 'kukui': 'kukui', 'coconut': 'coconut', 'lip': 'lip', 'gloss': 'gloss', 'red/blu': 'red/blue', 'flower/butterfli': 'flower/butterfly', 'mummi': 'mummy', 'cupboard': 'cupboard', 'hibiscus': 'hibiscus', 'nativ': 'nativity', 'silver/black': 'silver/black', 'goldi': 'goldie', 'hurrican': 'hurricane', 'backpack': 'backpack', 'mop': 'mop', 'yellow/orang': 'yellow/orange', 'hardman': 'hardman', 'tahiti': 'tahiti', 'aluminium': 'aluminium', 'parlour': 'parlour', 'barrel': 'barrel', 'mari': 'marie', 'antoienett': 'antoienett', 'miniatur': 'miniature', 'gel': 'gel', 'cote': 'cote', \"d'azur\": \"d'azure\", 'tropez': 'tropez', 'tone': 'tone', 'page': 'page', 'run': 'run', 'laser': 'laser', 'tong': 'tongs', 'come': 'come', 'strainer': 'strainer', 'zinc/glass': 'zinc/glass', 'point': 'point', 'snow': 'snow', 'cinderella': 'cinderella', 'minitur': 'miniture', 'antoinett': 'antoinette', 'l': 'l', 'sequin': 'sequin', 'spliff': 'spliff', 'bundl': 'bundle', 'exercis': 'exercise', 'note': 'note', 'suppli': 'supplies', 'parisienn': 'parisienne', 'chic': 'chic', 'secret': 'secret', 'bedsid': 'bedside', 'dispens': 'dispenser', 'bon': 'bon', 'montan': 'montan', 'gerden': 'gerden', 'housework': 'housework', 'y': 'y', 'peoni': 'peony', 'stiletto': 'stiletto', 'flowr': 'flowr', 'capiz': 'capiz', 'quartz': 'quartz', 'braclet': 'braclet', 'lt': 'lt', 'laurel': 'laurel', 'rock': 'rocking', 'olli': 'ollie', 'beak': 'beak', 'ghost': 'ghost', 'disc/mirror': 'disc/mirror', 'willi': 'willie', 'icicl': 'icicle', 'push': 'push', 'e': 'e', 'knack': 'knack', 'gymkhana': 'gymkhana', 'hold': 'hold', 'bubblegum': 'bubblegum', 'h': 'h', 'sleigh': 'sleigh', 'trim': 'trim', 'mid': 'mid', 'spike': 'spike', 'meter': 'meter', 'donkey': 'donkey', 'perfum': 'perfume', 'elixir': 'elixir', 'songbird': 'songbird', 'crackl': 'crackle', 'glaze': 'glaze', 'tonic': 'tonic', 'doorknob': 'doorknob', 'bonn': 'bonne', 'sword': 'swords', 'dispos': 'disposable', 'handl': 'handle', 'hexagon': 'hexagon', 'notepad': 'notepad', 'refectori': 'refectory', 'reto': 'reto', 'madelin': 'madeline', 'mark': 'mark', 'hens+flow': 'hens+flower', 'sucker': 'sucker', 'cracker': 'cracker', 'brass': 'brass', 'hairslid': 'hairslide', 'loaf': 'loaf', 'w/suck': 'w/suck', 'tablecloth': 'tablecloth', 'bili': 'bili', 'poster': 'poster', 'park': 'park', 'ceatur': 'ceature', 'forest': 'forest', 'branch': 'branch', 'pink/blu': 'pink/blue', 'frill': 'frill', 'adult': 'adult', 'jampot': 'jampot', 'sex': 'sex', 'stuff': 'stuff', 'bubbl': 'bubbles', 'patchwork': 'patchwork', 'utensil': 'utensil', 'teddy/cak': 'teddy/cake', 'dotcom': 'dotcom', 'commiss': 'commission', 'franc': 'france', 'foot': 'foot', 'bonheur': 'bonheur', 'botaniqu': 'botanique', 'sweeet': 'sweeet', 'pant': 'pants', 'maker': 'makers', 'grinder': 'grinder', 'linen': 'linen', 'spatula': 'spatula', 'whisk': 'whisk', 'toilett': 'toilette', 'chambr': 'chambre', 'le': 'le', 'draw': 'draw', 'carri': 'carry', 'jubile': 'jubilee', 'rebecca': 'rebecca', 'rachel': 'rachel', 'susi': 'susie', 'rucksack': 'rucksack', 'peridot': 'peridot', 'sophi': 'sophie', 'clair': 'claire', 'blk/whit': 'blk/whit', 'villa': 'villa', 'dovecot': 'dovecote', 'bicycl': 'bicycle', 'saftey': 'saftey', 'stop': 'stop', 'licenc': 'licence', 'haven': 'haven', 'ahoy': 'ahoy', 'natur': 'nature', 'show': 'show', 'centuri': 'century', 'modern': 'modern', 'work': 'work', 'basebal': 'baseball', 'boot': 'boot', 'feed': 'feeding', 'station': 'station', 'safeti': 'safety', 'metr': 'metre', 'triobas': 'triobase', 'feeder': 'feeder', 'henrietta': 'henrietta', 'carrier': 'carrier', 'helga': 'helga', 'heidi': 'heidi', 'resolut': 'resolution', 'landmark': 'landmark', 'bridg': 'bridge', 'oxford': 'oxford', 'street': 'street', 'baker': 'baker', 'hill': 'hill', 'town': 'town', 'miror': 'miror', 'decrotivevintag': 'decrotivevintage', 'pick': 'pick', 'naught': 'naughts', 'cross': 'cross', 'blueberri': 'blueberry', 'fondant': 'fondant', 'chrome': 'chrome', \"sil't\": \"sil't\", 'squ': 'squ', 'crome': 'crome', 'candle+incens': 'candle+incense', 'panetton': 'panettone', 'czech': 'czech', 'punctur': 'puncture', 'countri': 'country', 'f': 'f', 'o': 'o', 't': 't', 'z': 'z', 'birdi': 'birdie'} \n",
            " {'heart': 267, 'holder': 120, 'metal': 99, 'lantern': 8, 'cream': 49, 'cupid': 2, 'coat': 7, 'hanger': 19, 'union': 28, 'flag': 12, 'water': 36, 'bottl': 44, 'nest': 3, 'box': 155, 'glass': 149, 'star': 59, 'hand': 20, 'jack': 21, 'warmer': 17, 'dot': 3, 'bird': 45, 'ornament': 1, 'poppi': 7, 'playhous': 4, 'bedroom': 1, 'kitchen': 20, 'feltcraft': 24, 'princess': 3, 'charlott': 11, 'doll': 11, 'ivori': 54, 'cosi': 6, 'colour': 26, 'teaspoon': 1, 'vintag': 211, 'jigsaw': 15, 'block': 9, 'alphabet': 13, 'home': 49, 'build': 3, 'word': 3, 'love': 9, 'recip': 6, 'england': 4, 'jam': 18, 'jar': 39, 'rack': 15, 'pari': 5, 'fashion': 3, 'bath': 8, 'alarm': 7, 'clock': 44, 'bakelik': 4, 'pink': 189, 'green': 14, 'panda': 1, 'bunni': 25, 'sheet': 8, 'tape': 18, 'globe': 1, 'head': 3, 'tail': 4, 'game': 6, 'set/2': 1, 'retrospot': 90, 'tea': 55, 'towel': 22, 'round': 30, 'snack': 9, 'woodland': 21, 'spaceboy': 29, 'lunch': 27, 'i': 19, 'london': 22, 'circus': 12, 'bag': 165, 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'giraff': 1, 'revolv': 1, 'pill': 2, 'ticket': 1, 'dotcomgiftshop': 1, 'raspberri': 2, 'berri': 1, 'scallop': 1, 'bling': 1, 'riviera': 2, 'heaven': 1, 'fragranc': 1, 'anemon': 1, 'allium': 1, 'artifici': 1, 'buffalo': 4, 'bill': 5, 'pastri': 1, 'dollcraft': 4, 'nicol': 1, 'mother': 1, 'corer': 1, 'tripl': 5, 'acapulco': 6, 'mat': 7, 'live': 1, 'jean-paul': 1, 'bull': 2, 'open': 1, 'guitar': 1, 'ol': 1, 'p': 1, 'splodg': 1, 'purple/turq': 1, 'hole': 1, 'punch': 1, 'bonbon': 1, 'ameli': 1, 'gem': 1, 'geometr': 1, 'lt.blue': 1, 'sanskrit': 1, '/': 1, 'turquoi': 1, 'kukui': 2, 'coconut': 2, 'lip': 3, 'gloss': 3, 'red/blu': 1, 'flower/butterfli': 1, 'mummi': 1, 'cupboard': 1, 'hibiscus': 1, 'nativ': 1, 'silver/black': 1, 'goldi': 1, 'hurrican': 1, 'backpack': 5, 'mop': 1, 'yellow/orang': 1, 'hardman': 1, 'tahiti': 1, 'aluminium': 1, 'parlour': 6, 'barrel': 1, 'mari': 3, 'antoienett': 1, 'miniatur': 1, 'gel': 1, 'cote': 1, \"d'azur\": 1, 'tropez': 1, 'tone': 1, 'page': 1, 'run': 1, 'laser': 1, 'tong': 1, 'come': 1, 'strainer': 2, 'zinc/glass': 1, 'point': 13, 'snow': 4, 'cinderella': 1, 'minitur': 1, 'antoinett': 2, 'l': 2, 'sequin': 1, 'spliff': 1, 'bundl': 4, 'exercis': 2, 'note': 1, 'suppli': 1, 'parisienn': 5, 'chic': 1, 'secret': 3, 'bedsid': 2, 'dispens': 3, 'bon': 4, 'montan': 1, 'gerden': 1, 'housework': 1, 'y': 1, 'peoni': 3, 'stiletto': 1, 'flowr': 1, 'capiz': 1, 'quartz': 1, 'braclet': 1, 'lt': 1, 'laurel': 2, 'rock': 1, 'olli': 1, 'beak': 1, 'ghost': 1, 'disc/mirror': 1, 'willi': 3, 'icicl': 2, 'push': 1, 'e': 1, 'knack': 7, 'gymkhana': 2, 'hold': 1, 'bubblegum': 1, 'h': 1, 'sleigh': 1, 'trim': 3, 'mid': 1, 'spike': 2, 'meter': 1, 'donkey': 1, 'perfum': 1, 'elixir': 1, 'songbird': 2, 'crackl': 4, 'glaze': 5, 'tonic': 1, 'doorknob': 4, 'bonn': 4, 'sword': 1, 'dispos': 1, 'handl': 1, 'hexagon': 1, 'notepad': 2, 'refectori': 3, 'reto': 1, 'madelin': 1, 'mark': 1, 'hens+flow': 1, 'sucker': 4, 'cracker': 3, 'brass': 1, 'hairslid': 3, 'loaf': 1, 'w/suck': 1, 'tablecloth': 1, 'bili': 1, 'poster': 1, 'park': 7, 'ceatur': 2, 'forest': 4, 'branch': 1, 'pink/blu': 1, 'frill': 1, 'adult': 1, 'jampot': 2, 'sex': 1, 'stuff': 1, 'bubbl': 1, 'patchwork': 1, 'utensil': 1, 'teddy/cak': 1, 'dotcom': 1, 'commiss': 1, 'franc': 1, 'foot': 1, 'bonheur': 1, 'botaniqu': 2, 'sweeet': 1, 'pant': 1, 'maker': 2, 'grinder': 2, 'linen': 3, 'spatula': 1, 'whisk': 1, 'toilett': 1, 'chambr': 1, 'le': 1, 'draw': 1, 'carri': 1, 'jubile': 1, 'rebecca': 1, 'rachel': 1, 'susi': 1, 'rucksack': 4, 'peridot': 1, 'sophi': 1, 'clair': 1, 'blk/whit': 1, 'villa': 5, 'dovecot': 2, 'bicycl': 7, 'saftey': 2, 'stop': 2, 'licenc': 2, 'haven': 1, 'ahoy': 2, 'natur': 2, 'show': 2, 'centuri': 1, 'modern': 1, 'work': 1, 'basebal': 2, 'boot': 2, 'feed': 1, 'station': 1, 'safeti': 1, 'metr': 1, 'triobas': 2, 'feeder': 2, 'henrietta': 3, 'carrier': 1, 'helga': 1, 'heidi': 1, 'resolut': 1, 'landmark': 6, 'bridg': 1, 'oxford': 1, 'street': 2, 'baker': 1, 'hill': 1, 'town': 1, 'miror': 1, 'decrotivevintag': 1, 'pick': 1, 'naught': 1, 'cross': 2, 'blueberri': 1, 'fondant': 1, 'chrome': 1, \"sil't\": 1, 'squ': 1, 'crome': 1, 'candle+incens': 1, 'panetton': 3, 'czech': 1, 'punctur': 1, 'countri': 1, 'f': 1, 'o': 1, 't': 1, 'z': 1, 'birdi': 1}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eMk88al0Nqk9"
      },
      "source": [
        "The function returns three variables:\n",
        "* `keywords`: the list of extracted keywords\n",
        "* `keywords_roots`: a dictionary where the keys are the keywords roots and the values are the lists of words associated with those roots\n",
        "* `count_keywords`: dictionary listing the number of times each word is used\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tTaqln8TNu-d"
      },
      "source": [
        "## 3.2) Dictionary to list\n",
        "**Task**: convert the `count_keywords` dictionary into a list, to sort the keywords according to their occurences, show the 5 most common"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8_-waIm9Mony"
      },
      "source": [
        "keywords_select"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8RVrmpSHN1Jx",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 55
        },
        "outputId": "29555a43-21df-4510-8137-ffc6c4ed81dd"
      },
      "source": [
        "# turn the dict into a list and sort by nb of occurrences\n",
        "list_products = []\n",
        "for k, v in count_keywords.items():\n",
        "    list_products.append([keywords_select[k],v])\n",
        "list_products.sort(key = lambda x:x[1], reverse = True)\n",
        "print(list_products)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[['heart', 267], ['vintage', 211], ['set', 206], ['pink', 189], ['bag', 165], ['box', 155], ['glass', 149], ['christmas', 137], ['design', 128], ['candle', 121], ['holder', 120], ['flower', 120], ['decoration', 109], ['metal', 99], ['retrospot', 90], ['card', 90], ['necklac', 85], ['paper', 84], ['blue', 80], ['art', 75], ['silver', 72], ['cake', 70], ['polkadot', 68], ['cover', 68], ['mug', 66], ['tin', 66], ['wrap', 65], ['sign', 64], ['pack', 61], ['egg', 61], ['bracelet', 61], ['star', 59], ['bowl', 57], ['mini', 56], ['tea', 55], ['garden', 55], ['wall', 55], ['ivory', 54], ['cushion', 54], ['frame', 52], ['mirror', 50], ['cream', 49], ['home', 49], ['gift', 49], ['earrings', 49], ['ring', 46], ['bird', 45], ['bottle', 44], ['clock', 44], ['paisley', 42], ['letter', 42], ['party', 42], ['charm', 41], ['wood', 40], ['ribbon', 40], ['jar', 39], ['garland', 39], ['hook', 39], ['gold', 39], ['easter', 39], ['bead', 38], ['drawer', 37], ['cup', 37], ['zinc', 37], ['water', 36], ['photo', 36], ['bell', 36], ['plate', 35], ['tray', 35], ['pencil', 35], ['skull', 34], ['spot', 33], ['butterfly', 33], ['children', 32], ['case', 31], ['enamel', 31], ['round', 30], ['tissue', 30], ['sweetheart', 30], ['stand', 30], ['sticker', 30], ['spaceboy', 29], ['light', 29], ['cutlery', 29], ['diamante', 29], ['union', 28], ['rabbit', 28], ['magnet', 28], ['tree', 28], ['pantry', 28], ['lunch', 27], ['pot', 27], ['colour', 26], ['storage', 26], ['book', 26], ['bunny', 25], ['chocolate', 25], ['basket', 25], ['birthday', 25], ['cat', 25], ['hair', 25], ['feltcraft', 24], ['coffee', 24], ['dog', 24], ['fairy', 23], ['trinket', 23], ['w', 23], ['gingham', 23], ['flock', 23], ['door', 23], ['drop', 23], ['towel', 22], ['london', 22], ['cabinet', 22], ['baroque', 22], ['sweet', 22], ['wire', 22], ['kit', 22], ['babushka', 22], ['t-light', 22], ['notebook', 22], ['reel', 22], ['antique', 22], ['retro', 22], ['number', 22], ['jack', 21], ['woodland', 21], ['strawberry', 21], ['wicker', 21], ['apple', 21], ['tube', 21], ['daisy', 21], ['shell', 21], ['hand', 20], ['kitchen', 20], ['purse', 20], ['dinner', 20], ['style', 20], ['hanger', 19], ['i', 19], ['table', 19], ['pen', 19], ['chick', 19], ['leaf', 19], ['jam', 18], ['tape', 18], ['toy', 18], ['knob', 18], ['doormat', 18], ['ball', 18], ['doiley', 18], ['warmer', 17], ['wreath', 17], ['stripe', 17], ['shape', 17], ['parasol', 16], ['cherry', 16], ['travel', 16], ['doilies', 16], ['biscuit', 16], ['regency', 16], ['hen', 16], ['jigsaw', 15], ['rack', 15], ['coaster', 15], ['money', 15], ['cottage', 15], ['incense', 15], ['crystal', 15], ['tag', 15], ['medium', 15], ['dish', 15], ['image', 15], ['green', 14], ['picture', 14], ['wooden', 14], ['piece', 14], ['bathroom', 14], ['girl', 14], ['fruit', 14], ['childs', 14], ['pan', 14], ['food', 14], ['orbit', 14], ['alphabet', 13], ['toadstool', 13], ['+', 13], ['time', 13], ['milk', 13], ['funky', 13], ['tidy', 13], ['plant', 13], ['diner', 13], ['house', 13], ['square', 13], ['craft', 13], ['lace', 13], ['jewel', 13], ['wallet', 13], ['point', 13], ['flag', 12], ['circus', 12], ['bin', 12], ['clip', 12], ['candy', 12], ['treasure', 12], ['cotton', 12], ['pocket', 12], ['shop', 12], ['pearl', 12], ['charlotte', 11], ['doll', 11], ['chain', 11], ['dinosaur', 11], ['breakfast', 11], ['jug', 11], ['hanging', 11], ['orange', 11], ['crochet', 11], ['soap', 11], ['print', 11], ['bunting', 11], ['blossom', 11], ['felt', 10], ['saucer', 10], ['stick', 10], ['beaker', 10], ['owl', 10], ['balloon', 10], ['doorstop', 10], ['spoon', 10], ['napkins', 10], ['lamp', 10], ['string', 10], ['lavender', 10], ['slate', 10], ['kids', 10], ['luggage', 10], ['vanilla', 10], ['animal', 10], ['king', 10], ['herb', 10], ['english', 10], ['set/4', 10], ['jewellery', 10], ['tutti', 10], ['container', 10], ['boudicca', 10], ['pastel', 10], ['block', 9], ['love', 9], ['snack', 9], ['parade', 9], ['charlie', 9], ['board', 9], ['picnic', 9], ['placemat', 9], ['candleholder', 9], ['peg', 9], ['calendar', 9], ['apron', 9], ['purple', 9], ['office', 9], ['horse', 9], ['marker', 9], ['mint', 9], ['handbag', 9], ['morris', 9], ['honeycomb', 9], ['patch', 9], ['shelf', 9], ['glitter', 9], ['sugar', 9], ['baby', 9], ['chunky', 9], ['amethyst', 9], ['hoop', 9], ['circle', 9], ['phone', 9], ['curtain', 9], ['murano', 9], ['calm', 9], ['lantern', 8], ['bath', 8], ['sheet', 8], ['lola', 8], ['set/6', 8], ['suki', 8], ['bank', 8], ['fire', 8], ['bucket', 8], ['umbrella', 8], ['cone', 8], ['tv', 8], ['oval', 8], ['flannel', 8], ['empire', 8], ['jet', 8], ['roll', 8], ['multicolour', 8], ['tile', 8], ['jardin', 8], ['day', 8], ['monkey', 8], ['set/3', 8], ['frog', 8], ['washbag', 8], ['danish', 8], ['coat', 7], ['poppy', 7], ['alarm', 7], ['billboard', 7], ['charlie+lola', 7], ['thermometer', 7], ['duck', 7], ['bread', 7], ['fridge', 7], ['measure', 7], ['candlestick', 7], ['cookie', 7], ['cutter', 7], ['bake', 7], ['tote', 7], ['decoupage', 7], ['sock', 7], ['turquoise', 7], ['mushroom', 7], ['beach', 7], ['choice', 7], ['place', 7], ['size', 7], ['pad', 7], ['birdhouse', 7], ['fun', 7], ['ass', 7], ['sketchbook', 7], ['porcelain', 7], ['dec', 7], ['passport', 7], ['pudding', 7], ['pair', 7], ['fan', 7], ['midnight', 7], ['organiser', 7], ['feather', 7], ['mobile', 7], ['magic', 7], ['copper', 7], ['twist', 7], ['cluster', 7], ['mat', 7], ['knack', 7], ['park', 7], ['bicycle', 7], ['cosy', 6], ['recipe', 6], ['game', 6], ['airline', 6], ['lid', 6], ['medina', 6], ['lovebird', 6], ['disco', 6], ['plasters', 6], ['holiday', 6], ['matches', 6], ['invites', 6], ['strand', 6], ['tassle', 6], ['roses', 6], ['shoe', 6], ['village', 6], ['boy', 6], ['grip', 6], ['pack/2', 6], ['stationery', 6], ['stamp', 6], ['tier', 6], ['envelope', 6], ['polyester', 6], ['filler', 6], ['scarf', 6], ['cut', 6], ['journal', 6], ['glove', 6], ['col', 6], ['spring', 6], ['scales', 6], ['raffia', 6], ['helicopter', 6], ['jingle', 6], ['planter', 6], ['space', 6], ['monster', 6], ['teatime', 6], ['carousel', 6], ['lattice', 6], ['ice', 6], ['white/pink', 6], ['m.o.p', 6], ['rosebud', 6], ['list', 6], ['acapulco', 6], ['parlour', 6], ['landmark', 6], ['paris', 5], ['night', 5], ['chicken', 5], ['shoulder', 5], ['chalkboard', 5], ['cube', 5], ['font', 5], ['scotty', 5], ['sponge', 5], ['chest', 5], ['snowflake', 5], ['car', 5], ['angel', 5], ['scent', 5], ['pattern', 5], [\"b'fly\", 5], ['bauble', 5], ['advent', 5], ['scissor', 5], ['ruby', 5], ['pears', 5], ['pizza', 5], ['toast', 5], ['chateau', 5], ['screen', 5], ['straws', 5], ['fabric', 5], ['teddy', 5], ['collage', 5], ['base', 5], ['folkart', 5], ['fuschia', 5], ['brush', 5], ['lampshade', 5], ['badges', 5], ['pin', 5], ['portrait', 5], ['plastic', 5], ['teapot', 5], ['dairy', 5], ['ruler', 5], ['post', 5], ['posy', 5], ['brooch', 5], ['gemstone', 5], ['fob', 5], ['farm', 5], ['necklace+bracelet', 5], ['camphor', 5], ['summer', 5], ['pendant', 5], ['iron', 5], ['fork', 5], ['chair', 5], ['stone', 5], ['windmill', 5], ['eau', 5], ['stool', 5], ['sharpener', 5], ['slide', 5], ['comb', 5], ['bill', 5], ['triple', 5], ['backpack', 5], ['parisienne', 5], ['glaze', 5], ['villa', 5], ['playhouse', 4], ['england', 4], ['bakelike', 4], ['tail', 4], ['finish', 4], ['gin', 4], ['winkie', 4], ['ladder', 4], ['caravan', 4], ['skittles', 4], ['carnival', 4], ['doughnut', 4], ['silk', 4], ['cornice', 4], ['family', 4], ['toilet', 4], ['eraser', 4], ['top', 4], ['bangle', 4], ['shopper', 4], ['slipper', 4], ['chalk', 4], ['hairband', 4], ['rubber', 4], ['canvas', 4], ['record', 4], ['seed', 4], ['leaves', 4], ['button', 4], ['path', 4], ['des', 4], ['confetti', 4], ['suction', 4], ['school', 4], ['person', 4], ['candlepot', 4], ['magazine', 4], ['carriage', 4], ['pony', 4], ['stack', 4], ['hut', 4], ['key', 4], ['ma', 4], ['campagne', 4], ['frutti', 4], ['brocante', 4], ['robot', 4], ['tassel', 4], ['bow', 4], ['gnome', 4], ['choc', 4], ['check', 4], ['la', 4], ['album', 4], ['ashtray', 4], ['queen', 4], ['sky', 4], ['deco', 4], ['neckl', 4], ['goose', 4], ['las', 4], ['mould', 4], ['origami', 4], ['incense/candl', 4], ['rococo', 4], ['bertie', 4], ['chandelier', 4], ['st', 4], ['george', 4], ['tie', 4], ['buffalo', 4], ['dollcraft', 4], ['snow', 4], ['bundle', 4], ['bon', 4], ['crackle', 4], ['doorknob', 4], ['bonne', 4], ['sucker', 4], ['forest', 4], ['rucksack', 4], ['nest', 3], ['dot', 3], ['princess', 3], ['building', 3], ['word', 3], ['fashion', 3], ['head', 3], ['seaside', 3], ['planet', 3], ['s/3', 3], ['tool', 3], ['calculator', 3], ['rain', 3], ['rope', 3], ['cloth', 3], ['ladies', 3], ['set/10', 3], ['santa', 3], ['pirate', 3], ['giant', 3], ['jazz', 3], ['football', 3], ['trellis', 3], ['pannetone', 3], ['rectangle', 3], ['cowboy', 3], ['marbles', 3], ['boom', 3], ['dress', 3], ['friends', 3], ['fair', 3], ['cupcake', 3], ['spade', 3], ['caddy', 3], ['chrysanthemum', 3], ['montana', 3], ['scandinavian', 3], ['cakestand', 3], ['crate', 3], ['platter', 3], ['teacup', 3], ['slice', 3], ['sand', 3], ['postcard', 3], ['life', 3], ['peace', 3], ['cocktail', 3], ['man', 3], ['camouflage', 3], ['dragonfly', 3], ['shark', 3], ['moon', 3], ['hammock', 3], ['cardholder', 3], ['s/4', 3], ['mum', 3], ['s', 3], ['floor', 3], ['muff', 3], ['headphones', 3], ['memo', 3], ['pig', 3], ['elephant', 3], ['rainbow', 3], ['maid', 3], ['thank', 3], ['lilac', 3], ['cafe', 3], ['hairclip', 3], ['chopsticks', 3], ['puppet', 3], ['wine', 3], ['curio', 3], ['butter', 3], ['cadet', 3], ['citronella', 3], ['folk', 3], ['rest', 3], ['rustic', 3], ['palmiera', 3], ['pack/12', 3], ['field', 3], ['liners', 3], ['mouse', 3], ['multi', 3], ['cactus', 3], ['cockerel', 3], ['trowel', 3], ['pop', 3], ['microwave', 3], ['madras', 3], ['oil', 3], ['tumbler', 3], ['brown', 3], ['bear', 3], ['photoframe', 3], ['compact', 3], ['neckl.36', 3], ['class', 3], ['mosaic', 3], ['turq', 3], ['sundae', 3], ['droplet', 3], ['beaten', 3], ['chalice', 3], ['enamel+glass', 3], ['diamond', 3], ['frangipani', 3], ['icon', 3], ['crystal+glass', 3], ['glass/silver', 3], ['hunt', 3], ['start', 3], ['vint', 3], ['lip', 3], ['gloss', 3], ['marie', 3], ['secret', 3], ['dispenser', 3], ['peony', 3], ['willie', 3], ['trim', 3], ['refectory', 3], ['cracker', 3], ['hairslide', 3], ['linen', 3], ['henrietta', 3], ['panettone', 3], ['cupid', 2], ['postage', 2], ['wastepaper', 2], ['flora', 2], ['doorsign', 2], ['pc', 2], ['lounge', 2], ['cloche', 2], ['gumball', 2], ['snake', 2], ['birdcage', 2], ['tale', 2], ['reindeer', 2], ['popcorn', 2], ['set/20', 2], ['deluxe', 2], ['grey', 2], ['soldier', 2], ['dominoes', 2], ['sew', 2], ['battery', 2], ['basil', 2], ['snowmen', 2], ['cigar', 2], ['hour', 2], ['celebration', 2], ['set/5', 2], ['harmonica', 2], ['hldr', 2], ['squarecushion', 2], ['acrylic', 2], ['c/cover', 2], ['speaker', 2], ['rosie', 2], ['sack', 2], ['fawn', 2], ['vase', 2], ['tealight', 2], ['present', 2], ['cinammon', 2], ['playing', 2], ['repair', 2], ['world', 2], ['merry', 2], ['level', 2], [\"p'weight\", 2], ['confectionery', 2], ['joy', 2], ['polka', 2], ['salt', 2], ['crossbones', 2], ['cordon', 2], ['barrier', 2], ['childhood', 2], ['memory', 2], ['b', 2], ['c', 2], ['geisha', 2], ['yuletide', 2], ['shade', 2], ['cacti', 2], ['marshmallow', 2], ['swallows', 2], ['m', 2], ['ear', 2], ['ladybird', 2], ['bamboo', 2], ['room', 2], ['bomb', 2], ['stencil', 2], ['purdey', 2], ['area', 2], ['moody', 2], ['stripey', 2], ['dragon', 2], ['army', 2], ['bookcover', 2], ['glass+bead', 2], ['juicy', 2], ['creepy', 2], ['crawlie', 2], ['wash', 2], ['clam', 2], ['garage', 2], ['champagne', 2], ['charge', 2], ['tinsel', 2], ['way', 2], ['fishing', 2], ['strawbery', 2], ['pillar', 2], ['cabin', 2], ['throw', 2], ['salad', 2], ['display', 2], ['neighbourhood', 2], ['witch', 2], ['hello', 2], ['sailor', 2], ['jasmine', 2], ['bone', 2], ['skirt', 2], ['wool', 2], ['gardenia', 2], ['bouquet', 2], ['cast', 2], ['lime', 2], ['poncho', 2], ['flask', 2], ['keyring', 2], ['petit', 2], ['dream', 2], ['delight', 2], ['silicon', 2], ['seat', 2], ['rocket', 2], ['bitty', 2], ['glow', 2], ['s/12', 2], ['bib', 2], ['embroidery', 2], ['shower', 2], ['cap', 2], ['economy', 2], ['burner', 2], ['paperweight', 2], ['travelogue', 2], ['sunglasses', 2], ['smokey', 2], ['sunflower', 2], ['pouffe', 2], ['masala', 2], ['nut', 2], ['vegas', 2], ['voile', 2], ['jungle', 2], ['popsicles', 2], ['strap', 2], ['cd', 2], ['island', 2], ['grass', 2], ['plaque', 2], ['popart', 2], ['rect', 2], ['asst', 2], ['opium', 2], ['sandlewood', 2], ['goblet', 2], ['vip', 2], ['dad', 2], ['garld', 2], ['neckl36', 2], ['flowe', 2], ['charger', 2], ['aperitif', 2], ['cannister', 2], ['steel', 2], ['asstd', 2], ['blackboard', 2], ['fly', 2], ['swat', 2], ['fruitbowl', 2], ['botanical', 2], ['groovy', 2], ['fluffy', 2], ['band', 2], ['delphinium', 2], ['dolphin', 2], ['ladle', 2], ['wedding', 2], ['bar', 2], ['elvis', 2], ['resin', 2], ['rasta', 2], ['hen+chicks', 2], ['petals', 2], ['hamper', 2], ['suede', 2], ['flame', 2], ['ceramic', 2], ['unit', 2], ['peach', 2], ['gauze', 2], ['radio', 2], ['jade', 2], ['sea', 2], ['pole', 2], ['monte', 2], ['carlo', 2], ['pill', 2], ['raspberry', 2], ['riviera', 2], ['bull', 2], ['kukui', 2], ['coconut', 2], ['strainer', 2], ['antoinette', 2], ['l', 2], ['exercise', 2], ['bedside', 2], ['laurel', 2], ['icicle', 2], ['gymkhana', 2], ['spike', 2], ['songbird', 2], ['notepad', 2], ['ceature', 2], ['jampot', 2], ['botanique', 2], ['makers', 2], ['grinder', 2], ['dovecote', 2], ['saftey', 2], ['stop', 2], ['licence', 2], ['ahoy', 2], ['nature', 2], ['show', 2], ['baseball', 2], ['boot', 2], ['triobase', 2], ['feeder', 2], ['street', 2], ['cross', 2], ['ornament', 1], ['bedroom', 1], ['teaspoons', 1], ['panda', 1], ['globe', 1], ['set/2', 1], ['puzzles', 1], ['paint', 1], ['love/hate', 1], ['sympathy', 1], ['tomato', 1], ['making', 1], ['line', 1], ['cook', 1], ['monochrome', 1], ['fancy', 1], ['discount', 1], ['chilli', 1], ['butterfiles', 1], ['homemade', 1], ['enfants', 1], ['black/blue', 1], ['keepsake', 1], ['hat', 1], ['mice', 1], ['skipping', 1], ['seventeen', 1], ['sideboard', 1], ['quilt', 1], ['boudoir', 1], ['s/6', 1], ['reds', 1], ['rotator', 1], ['gentlemen', 1], ['baroquecandlestick', 1], ['transfer', 1], ['tattoos', 1], ['face', 1], ['spinning', 1], ['candelabra', 1], ['guns', 1], ['filigree', 1], ['bobbles', 1], ['parcel', 1], ['olivia', 1], ['rex', 1], ['cash+carry', 1], ['pinkwhite', 1], ['red/white', 1], ['valentine', 1], ['snap', 1], ['drawerknob', 1], ['catch', 1], ['namaste', 1], ['swagat', 1], ['s/15', 1], ['wc', 1], ['washroom', 1], ['dia', 1], ['aid', 1], ['monsoon', 1], ['mittens', 1], ['provence', 1], ['longboard', 1], ['shirt', 1], ['foxy', 1], ['gents', 1], [\"'n\", 1], ['grow', 1], ['champion', 1], ['hi', 1], ['gazebo', 1], ['market', 1], ['bed', 1], ['message', 1], ['rosemary', 1], ['chives', 1], ['parsley', 1], ['thyme', 1], ['foil', 1], ['season', 1], ['squeezer', 1], ['licorice', 1], ['pistachio', 1], ['gecko', 1], ['lizard', 1], ['engine/car', 1], ['psychedelic', 1], ['flowerpower', 1], ['rounders', 1], ['taper', 1], ['stopper', 1], ['junk', 1], ['mail', 1], ['finger', 1], ['beurre', 1], ['diet', 1], ['earth', 1], ['strongman', 1], ['crayons', 1], ['booze', 1], ['women', 1], ['lads', 1], ['heat', 1], ['bendy', 1], ['singing', 1], ['emergency', 1], ['frieze', 1], ['black+silver', 1], ['regal', 1], ['swirlglass', 1], ['pedestal', 1], ['kashmir', 1], ['chocolatecandle', 1], ['lets', 1], ['torch', 1], ['doctor', 1], ['pepper', 1], ['star+', 1], ['fringe', 1], ['air', 1], ['hostess', 1], ['mod', 1], ['spiral', 1], ['coal', 1], ['airmail', 1], ['smiley', 1], ['funk', 1], ['choc+blue', 1], ['cheese', 1], ['newspaper', 1], ['scandispot', 1], ['instrument', 1], ['crowns', 1], ['chalet', 1], ['motorbike', 1], ['medicine', 1], ['smallfolkart', 1], ['glass+zinc', 1], ['eucalyptus', 1], ['pinecone', 1], ['indians', 1], ['brocade', 1], ['v', 1], ['j', 1], ['bingo', 1], ['fauna', 1], ['bee', 1], ['ribs', 1], ['creatures', 1], ['maria', 1], ['salle', 1], ['bain', 1], ['war', 1], ['gliders', 1], ['coathanger', 1], ['pump', 1], ['cute', 1], ['toothpaste', 1], ['account', 1], ['penny', 1], ['loveheart', 1], ['en', 1], ['modelling', 1], ['clay', 1], ['disc', 1], ['wishes', 1], ['digitalis', 1], ['milkshake', 1], ['chart', 1], ['figures', 1], ['shine', 1], ['camo', 1], ['carrot', 1], ['livingroom', 1], ['vine', 1], ['food/drink', 1], ['memoboard', 1], ['cockle', 1], ['candlestand', 1], ['gaolers', 1], ['snowstorm', 1], ['burst', 1], ['fanny', 1], ['stopmetal', 1], ['corona', 1], ['weekend', 1], ['colander', 1], ['blue/cream', 1], ['feng', 1], ['shui', 1], ['novelty', 1], ['toastrack', 1], ['croquet', 1], ['truffle', 1], ['knitting', 1], ['nancy', 1], ['lush', 1], ['ludo', 1], ['secateurs', 1], ['leis', 1], ['portobello', 1], ['fairy,5', 1], [\"b'draw\", 1], ['blue/yellow', 1], ['green/blue', 1], ['yellow/pink', 1], ['a5', 1], ['pharmacie', 1], ['naughty', 1], ['sound', 1], ['beware', 1], ['cinnamon', 1], ['glamour', 1], ['frappucino', 1], ['blue/green', 1], ['spirit', 1], ['t-shirt', 1], ['nurse', 1], ['melamine', 1], ['peacock', 1], ['footprints', 1], ['mousey', 1], ['laundry', 1], ['pennant', 1], ['labels', 1], ['ream', 1], ['windsock', 1], ['leap', 1], ['bulb', 1], ['sandalwood', 1], ['sombrero', 1], ['tiaras', 1], ['robin', 1], ['kensington', 1], ['set/12', 1], ['flu', 1], ['notelets', 1], ['w/knif', 1], ['deco.white', 1], ['sage', 1], ['flowerpot', 1], ['carry-all', 1], ['balm', 1], ['pink/white', 1], ['clean', 1], ['bullet', 1], ['puppies', 1], ['sunrise', 1], ['blackchristmas', 1], ['sweeties', 1], ['wireless', 1], ['doorbell', 1], ['bronze', 1], ['d.o.f', 1], ['pouri', 1], ['pale', 1], ['bea', 1], ['mao', 1], ['du', 1], ['cosmetics', 1], ['flytrap', 1], ['butterfl', 1], ['regatta', 1], ['budah', 1], ['wise', 1], ['potion', 1], ['favourites', 1], ['banquet', 1], ['xmas', 1], ['basin', 1], ['tigris', 1], ['eye', 1], ['vinyl', 1], ['pointy', 1], ['k', 1], ['address', 1], ['twine', 1], ['rnd', 1], ['str', 1], ['beauty', 1], ['gebra', 1], ['shutters', 1], ['seafood', 1], ['octagon', 1], ['diva', 1], ['chime', 1], ['folding', 1], ['edge', 1], ['forties', 1], ['blood', 1], ['coney', 1], ['pompom', 1], ['mixing', 1], ['rosette', 1], ['welcome', 1], ['tortilla', 1], ['w/sucker', 1], ['incense/cand', 1], ['sprig', 1], ['cage', 1], ['strawbry', 1], ['highlighter', 1], ['kittens', 1], ['silver/amethyst', 1], ['cartoon', 1], ['doc', 1], ['russel', 1], ['scroll', 1], ['marmalade', 1], ['racing', 1], ['silouette', 1], ['demi', 1], ['choker', 1], ['spice', 1], ['mr', 1], ['vippassport', 1], ['butterfly/crystal', 1], ['w/chime', 1], ['screwdriver', 1], ['spaceball', 1], ['mrs', 1], ['prince', 1], ['bum', 1], ['roccoco', 1], ['sheep', 1], ['freshwater', 1], ['pink/amethyst', 1], ['teal/fuschia', 1], ['fruit+flowers', 1], ['blackblue', 1], ['bus', 1], ['incense+flower', 1], ['desk', 1], ['mock', 1], ['lobster', 1], ['diamon', 1], ['raspberr', 1], ['lazer', 1], ['amber', 1], ['toybox', 1], ['banner', 1], ['cannabis', 1], ['d', 1], ['dark', 1], ['wheelbarrow', 1], ['rake', 1], ['chenille', 1], ['box/12', 1], ['briar', 1], ['poodle', 1], ['pink/flower', 1], ['waste', 1], ['carpet', 1], ['flamingo', 1], ['condiment', 1], ['hilda', 1], ['congratulations', 1], ['drawstring', 1], ['hare', 1], ['gordon', 1], ['pool', 1], ['sisters', 1], ['citrus', 1], ['beetles', 1], ['ridge', 1], ['crusoe', 1], ['vegetables', 1], ['flore', 1], ['multicol', 1], ['blond', 1], ['key-chains', 1], ['back', 1], ['candystuft', 1], ['savannah', 1], ['barn', 1], ['red/cream', 1], ['r', 1], ['oyster', 1], ['lenses', 1], ['support', 1], ['g', 1], ['rectangular', 1], ['ivy', 1], ['s/2', 1], ['cutglass', 1], ['gold/m.o.p', 1], ['silver/m.o.p', 1], ['roman', 1], ['bazaar', 1], ['tranquility', 1], ['buddha', 1], ['pet', 1], ['revolutionary', 1], ['windchime', 1], ['pom-pom', 1], ['blue/nat', 1], ['silver/nat', 1], ['hopper', 1], ['meadow', 1], ['transport', 1], ['giraffe', 1], ['revolver', 1], ['ticket', 1], ['dotcomgiftshop', 1], ['berries', 1], ['scallop', 1], ['bling', 1], ['heavens', 1], ['fragrance', 1], ['anemone', 1], ['allium', 1], ['artificial', 1], ['pastry', 1], ['nicole', 1], ['mother', 1], ['corer', 1], ['lives', 1], ['jean-paul', 1], ['opener', 1], ['guitar', 1], ['ol', 1], ['p', 1], ['splodges', 1], ['purple/turq', 1], ['hole', 1], ['punch', 1], ['bonbons', 1], ['amelie', 1], ['gems', 1], ['geometric', 1], ['lt.blue', 1], ['sanskrit', 1], ['/', 1], ['turquois', 1], ['red/blue', 1], ['flower/butterfly', 1], ['mummy', 1], ['cupboard', 1], ['hibiscus', 1], ['nativity', 1], ['silver/black', 1], ['goldie', 1], ['hurricane', 1], ['mop', 1], ['yellow/orange', 1], ['hardman', 1], ['tahiti', 1], ['aluminium', 1], ['barrel', 1], ['antoienett', 1], ['miniature', 1], ['gel', 1], ['cote', 1], [\"d'azure\", 1], ['tropez', 1], ['tone', 1], ['page', 1], ['run', 1], ['laser', 1], ['tongs', 1], ['come', 1], ['zinc/glass', 1], ['cinderella', 1], ['miniture', 1], ['sequin', 1], ['spliff', 1], ['note', 1], ['supplies', 1], ['chic', 1], ['montan', 1], ['gerden', 1], ['housework', 1], ['y', 1], ['stiletto', 1], ['flowr', 1], ['capiz', 1], ['quartz', 1], ['braclet', 1], ['lt', 1], ['rocking', 1], ['ollie', 1], ['beak', 1], ['ghost', 1], ['disc/mirror', 1], ['push', 1], ['e', 1], ['hold', 1], ['bubblegum', 1], ['h', 1], ['sleigh', 1], ['mid', 1], ['meter', 1], ['donkey', 1], ['perfume', 1], ['elixir', 1], ['tonic', 1], ['swords', 1], ['disposable', 1], ['handle', 1], ['hexagon', 1], ['reto', 1], ['madeline', 1], ['mark', 1], ['hens+flower', 1], ['brass', 1], ['loaf', 1], ['w/suck', 1], ['tablecloth', 1], ['bili', 1], ['poster', 1], ['branch', 1], ['pink/blue', 1], ['frill', 1], ['adult', 1], ['sex', 1], ['stuff', 1], ['bubbles', 1], ['patchwork', 1], ['utensil', 1], ['teddy/cake', 1], ['dotcom', 1], ['commission', 1], ['france', 1], ['foot', 1], ['bonheur', 1], ['sweeet', 1], ['pants', 1], ['spatula', 1], ['whisk', 1], ['toilette', 1], ['chambre', 1], ['le', 1], ['draw', 1], ['carry', 1], ['jubilee', 1], ['rebecca', 1], ['rachel', 1], ['susie', 1], ['peridot', 1], ['sophie', 1], ['claire', 1], ['blk/whit', 1], ['haven', 1], ['century', 1], ['modern', 1], ['work', 1], ['feeding', 1], ['station', 1], ['safety', 1], ['metre', 1], ['carrier', 1], ['helga', 1], ['heidi', 1], ['resolution', 1], ['bridge', 1], ['oxford', 1], ['baker', 1], ['hill', 1], ['town', 1], ['miror', 1], ['decrotivevintage', 1], ['pick', 1], ['naughts', 1], ['blueberry', 1], ['fondant', 1], ['chrome', 1], [\"sil't\", 1], ['squ', 1], ['crome', 1], ['candle+incense', 1], ['czech', 1], ['puncture', 1], ['country', 1], ['f', 1], ['o', 1], ['t', 1], ['z', 1], ['birdie', 1]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gCePuFnikDZ6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "b111e28b-f934-41ca-cc0a-b497072c3e86"
      },
      "source": [
        "# some product keywords with occurences\n",
        "list_products[:5]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[['heart', 267], ['vintage', 211], ['set', 206], ['pink', 189], ['bag', 165]]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tWpZ1GlLiS_G",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "0d1607c4-9901-49f5-c044-55e01f88051f"
      },
      "source": [
        "len(list_products)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1483"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HFk2zmrhN7UY"
      },
      "source": [
        "## 3.3) Plot the words\n",
        "**Task**: plot words with occurences (in the unique descriptions!)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sRJ5CoDGN3Qk",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 650
        },
        "outputId": "77f98769-b346-4d18-806c-24f9d1ab975c"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "liste = list_products\n",
        "N_words = 25\n",
        "\n",
        "#\n",
        "plt.rc('font', weight='normal')\n",
        "fig, ax = plt.subplots(figsize=(7, 10))\n",
        "y_axis = [i[1] for i in liste[:N_words]]\n",
        "x_axis = [k for k,i in enumerate(liste[:N_words])]\n",
        "x_label = [i[0] for i in liste[:N_words]]\n",
        "plt.xticks(fontsize = 15)\n",
        "plt.yticks(fontsize = 13)\n",
        "plt.yticks(x_axis, x_label)\n",
        "plt.xlabel(\"Nb. of occurences\", fontsize = 18, labelpad = 10)\n",
        "ax.barh(x_axis, y_axis, align = 'center')\n",
        "ax = plt.gca()\n",
        "ax.invert_yaxis()\n",
        "\n",
        "#\n",
        "plt.title(\"Words occurence\", bbox={'facecolor':'k', 'pad':5}, color='w',fontsize = 25)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 504x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WVqH9iH8OIAo"
      },
      "source": [
        "## 3.4) Remove urrelevant words\n",
        "There are about 1480 keywords, but some of them are useless like color names (e.g. red, blue, green...). That's why we discard keywords which are too short (less than 3 charaters), colors, occur less than 13 times, or contain '+', '/'. Make sure that you have 193 words after this step."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0mc4oS21OTNG"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9ovqeGFVN9w7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "a83cde10-e24b-4d4d-9479-0cdd4d781c3e"
      },
      "source": [
        "# get rid of 'useless' words that are colors or too short, or occur less than 13 times\n",
        "# or contain '+', '/'\n",
        "list_products = []\n",
        "for k,v in count_keywords.items():\n",
        "    word = keywords_select[k]\n",
        "    if word in ['pink', 'green', 'blue', 'orange', 'tag']: continue\n",
        "    if len(word) < 3 or v < 13: continue\n",
        "    if ('+' in word) or ('/' in word): continue\n",
        "    list_products.append([word, v])\n",
        "\n",
        "# \n",
        "list_products.sort(key = lambda x:x[1], reverse = True)\n",
        "print([v[0] for v in list_products])\n",
        "print('kept words:', len(list_products))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['heart', 'vintage', 'set', 'bag', 'box', 'glass', 'christmas', 'design', 'candle', 'holder', 'flower', 'decoration', 'metal', 'retrospot', 'card', 'necklac', 'paper', 'art', 'silver', 'cake', 'polkadot', 'cover', 'mug', 'tin', 'wrap', 'sign', 'pack', 'egg', 'bracelet', 'star', 'bowl', 'mini', 'tea', 'garden', 'wall', 'ivory', 'cushion', 'frame', 'mirror', 'cream', 'home', 'gift', 'earrings', 'ring', 'bird', 'bottle', 'clock', 'paisley', 'letter', 'party', 'charm', 'wood', 'ribbon', 'jar', 'garland', 'hook', 'gold', 'easter', 'bead', 'drawer', 'cup', 'zinc', 'water', 'photo', 'bell', 'plate', 'tray', 'pencil', 'skull', 'spot', 'butterfly', 'children', 'case', 'enamel', 'round', 'tissue', 'sweetheart', 'stand', 'sticker', 'spaceboy', 'light', 'cutlery', 'diamante', 'union', 'rabbit', 'magnet', 'tree', 'pantry', 'lunch', 'pot', 'colour', 'storage', 'book', 'bunny', 'chocolate', 'basket', 'birthday', 'cat', 'hair', 'feltcraft', 'coffee', 'dog', 'fairy', 'trinket', 'gingham', 'flock', 'door', 'drop', 'towel', 'london', 'cabinet', 'baroque', 'sweet', 'wire', 'kit', 'babushka', 't-light', 'notebook', 'reel', 'antique', 'retro', 'number', 'jack', 'woodland', 'strawberry', 'wicker', 'apple', 'tube', 'daisy', 'shell', 'hand', 'kitchen', 'purse', 'dinner', 'style', 'hanger', 'table', 'pen', 'chick', 'leaf', 'jam', 'tape', 'toy', 'knob', 'doormat', 'ball', 'doiley', 'warmer', 'wreath', 'stripe', 'shape', 'parasol', 'cherry', 'travel', 'doilies', 'biscuit', 'regency', 'hen', 'jigsaw', 'rack', 'coaster', 'money', 'cottage', 'incense', 'crystal', 'medium', 'dish', 'image', 'picture', 'wooden', 'piece', 'bathroom', 'girl', 'fruit', 'childs', 'pan', 'food', 'orbit', 'alphabet', 'toadstool', 'time', 'milk', 'funky', 'tidy', 'plant', 'diner', 'house', 'square', 'craft', 'lace', 'jewel', 'wallet', 'point']\n",
            "kept words: 193\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WoceE0Luny4t",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "393f3791-2451-404f-c805-c6751571675e"
      },
      "source": [
        "d = {'a': 3, 'b': 2}\n",
        "d.items()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dict_items([('a', 3), ('b', 2)])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7e6eQ8xdg-vp"
      },
      "source": [
        "list_products"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7WVc0nlKOPJS"
      },
      "source": [
        "## 3.5) Encoding of words\n",
        "**Task**: define a matrix `X` with 193 columns - 193 key words above as categories rows correspond to items of unique_products (unique descriptions of the cleaned data): \n",
        "For each unique description (you should have 3878 of them) and for each 193 of key words you need to get 0 or 1: is this word in this description or not.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IWb71oPQO2DX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        },
        "outputId": "b5135823-142c-472f-c422-ce238ad3dd6d"
      },
      "source": [
        "unique_products = df_cleaned['Description'].unique()\n",
        "print(unique_products[0])\n",
        "print('white' in unique_products[0])\n",
        "print('white'.upper() in unique_products[0])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WHITE HANGING HEART T-LIGHT HOLDER\n",
            "False\n",
            "True\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F65jDMTZfWcF",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "40bae430-b4bf-4b80-9875-a67230dcaad5"
      },
      "source": [
        "len(list_products)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "193"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V5nFyROcOKgx",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "fd382e2e-2de0-4e01-c9a9-a0f7d8b0bb8c"
      },
      "source": [
        "unique_products = df_cleaned['Description'].unique()\n",
        "X = pd.DataFrame()\n",
        "for key, occurence in list_products:\n",
        "    X.loc[:, key] = list(map(lambda x:int(key.upper() in x), unique_products))\n",
        "print(X.shape)\n",
        "X.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(3878, 193)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "      <th></th>\n",
              "      <th>heart</th>\n",
              "      <th>vintage</th>\n",
              "      <th>set</th>\n",
              "      <th>bag</th>\n",
              "      <th>box</th>\n",
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              "      <th>childs</th>\n",
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              "      <th>alphabet</th>\n",
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              "      <th>diner</th>\n",
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              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 193 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   heart  vintage  set  bag  box  ...  craft  lace  jewel  wallet  point\n",
              "0      1        0    0    0    0  ...      0     0      0       0      0\n",
              "1      0        0    0    0    0  ...      0     0      0       0      0\n",
              "2      1        0    0    0    0  ...      0     0      0       0      0\n",
              "3      0        0    0    0    0  ...      0     0      0       0      0\n",
              "4      1        0    0    0    0  ...      0     0      0       0      0\n",
              "\n",
              "[5 rows x 193 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k-TjXo2FOjw8"
      },
      "source": [
        "## 3.6) Range of UnitPrice feature\n",
        "We want to add new feature: how expensive is one unit of our stock. We want to make several features: price in regions: $[0,1], [1,2], [2,3], [3,5], [5,10], [10,\\infty)$\n",
        "\n",
        "***Note***: it can spend some time, try on small ammount of data first\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9oyF7i8TOSEQ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "75e98565-e98f-460c-b7cb-07215823bd68"
      },
      "source": [
        "# add price ranges\n",
        "threshold = [0, 1, 2, 3, 5, 10]\n",
        "label_col = []\n",
        "for i in range(len(threshold)):\n",
        "    if i == len(threshold)-1:\n",
        "        col = '.>{}'.format(threshold[i])\n",
        "    else:\n",
        "        col = '{}<.<{}'.format(threshold[i],threshold[i+1])\n",
        "    label_col.append(col)\n",
        "    X.loc[:, col] = 0\n",
        "\n",
        "X.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th></th>\n",
              "      <th>heart</th>\n",
              "      <th>vintage</th>\n",
              "      <th>set</th>\n",
              "      <th>bag</th>\n",
              "      <th>box</th>\n",
              "      <th>glass</th>\n",
              "      <th>christmas</th>\n",
              "      <th>design</th>\n",
              "      <th>candle</th>\n",
              "      <th>holder</th>\n",
              "      <th>flower</th>\n",
              "      <th>decoration</th>\n",
              "      <th>metal</th>\n",
              "      <th>retrospot</th>\n",
              "      <th>card</th>\n",
              "      <th>necklac</th>\n",
              "      <th>paper</th>\n",
              "      <th>art</th>\n",
              "      <th>silver</th>\n",
              "      <th>cake</th>\n",
              "      <th>polkadot</th>\n",
              "      <th>cover</th>\n",
              "      <th>mug</th>\n",
              "      <th>tin</th>\n",
              "      <th>wrap</th>\n",
              "      <th>sign</th>\n",
              "      <th>pack</th>\n",
              "      <th>egg</th>\n",
              "      <th>bracelet</th>\n",
              "      <th>star</th>\n",
              "      <th>bowl</th>\n",
              "      <th>mini</th>\n",
              "      <th>tea</th>\n",
              "      <th>garden</th>\n",
              "      <th>wall</th>\n",
              "      <th>ivory</th>\n",
              "      <th>cushion</th>\n",
              "      <th>frame</th>\n",
              "      <th>mirror</th>\n",
              "      <th>cream</th>\n",
              "      <th>...</th>\n",
              "      <th>rack</th>\n",
              "      <th>coaster</th>\n",
              "      <th>money</th>\n",
              "      <th>cottage</th>\n",
              "      <th>incense</th>\n",
              "      <th>crystal</th>\n",
              "      <th>medium</th>\n",
              "      <th>dish</th>\n",
              "      <th>image</th>\n",
              "      <th>picture</th>\n",
              "      <th>wooden</th>\n",
              "      <th>piece</th>\n",
              "      <th>bathroom</th>\n",
              "      <th>girl</th>\n",
              "      <th>fruit</th>\n",
              "      <th>childs</th>\n",
              "      <th>pan</th>\n",
              "      <th>food</th>\n",
              "      <th>orbit</th>\n",
              "      <th>alphabet</th>\n",
              "      <th>toadstool</th>\n",
              "      <th>time</th>\n",
              "      <th>milk</th>\n",
              "      <th>funky</th>\n",
              "      <th>tidy</th>\n",
              "      <th>plant</th>\n",
              "      <th>diner</th>\n",
              "      <th>house</th>\n",
              "      <th>square</th>\n",
              "      <th>craft</th>\n",
              "      <th>lace</th>\n",
              "      <th>jewel</th>\n",
              "      <th>wallet</th>\n",
              "      <th>point</th>\n",
              "      <th>0&lt;.&lt;1</th>\n",
              "      <th>1&lt;.&lt;2</th>\n",
              "      <th>2&lt;.&lt;3</th>\n",
              "      <th>3&lt;.&lt;5</th>\n",
              "      <th>5&lt;.&lt;10</th>\n",
              "      <th>.&gt;10</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
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              "    <tr>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 199 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   heart  vintage  set  bag  box  ...  1<.<2  2<.<3  3<.<5  5<.<10  .>10\n",
              "0      1        0    0    0    0  ...      0      0      0       0     0\n",
              "1      0        0    0    0    0  ...      0      0      0       0     0\n",
              "2      1        0    0    0    0  ...      0      0      0       0     0\n",
              "3      0        0    0    0    0  ...      0      0      0       0     0\n",
              "4      1        0    0    0    0  ...      0      0      0       0     0\n",
              "\n",
              "[5 rows x 199 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HNWBreEjtND9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "b2ac60f9-005b-4cb4-8464-5aa34a838863"
      },
      "source": [
        "label_col"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['0<.<1', '1<.<2', '2<.<3', '3<.<5', '5<.<10', '.>10']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UM99x98bD1TE",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "298e257e-6bc2-424a-9a82-82ad37e17eb0"
      },
      "source": [
        "for i, prod in enumerate(unique_products):\n",
        "    price = df_cleaned[ df_cleaned['Description'] == prod]['UnitPrice'].mean()\n",
        "    j = 0\n",
        "    while price > threshold[j]:\n",
        "        j+=1\n",
        "        if j == len(threshold): break\n",
        "    X.loc[i, label_col[j-1]] = 1\n",
        "\n",
        "X.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>heart</th>\n",
              "      <th>vintage</th>\n",
              "      <th>set</th>\n",
              "      <th>bag</th>\n",
              "      <th>box</th>\n",
              "      <th>glass</th>\n",
              "      <th>christmas</th>\n",
              "      <th>design</th>\n",
              "      <th>candle</th>\n",
              "      <th>holder</th>\n",
              "      <th>flower</th>\n",
              "      <th>decoration</th>\n",
              "      <th>metal</th>\n",
              "      <th>retrospot</th>\n",
              "      <th>card</th>\n",
              "      <th>necklac</th>\n",
              "      <th>paper</th>\n",
              "      <th>art</th>\n",
              "      <th>silver</th>\n",
              "      <th>cake</th>\n",
              "      <th>polkadot</th>\n",
              "      <th>cover</th>\n",
              "      <th>mug</th>\n",
              "      <th>tin</th>\n",
              "      <th>wrap</th>\n",
              "      <th>sign</th>\n",
              "      <th>pack</th>\n",
              "      <th>egg</th>\n",
              "      <th>bracelet</th>\n",
              "      <th>star</th>\n",
              "      <th>bowl</th>\n",
              "      <th>mini</th>\n",
              "      <th>tea</th>\n",
              "      <th>garden</th>\n",
              "      <th>wall</th>\n",
              "      <th>ivory</th>\n",
              "      <th>cushion</th>\n",
              "      <th>frame</th>\n",
              "      <th>mirror</th>\n",
              "      <th>cream</th>\n",
              "      <th>...</th>\n",
              "      <th>rack</th>\n",
              "      <th>coaster</th>\n",
              "      <th>money</th>\n",
              "      <th>cottage</th>\n",
              "      <th>incense</th>\n",
              "      <th>crystal</th>\n",
              "      <th>medium</th>\n",
              "      <th>dish</th>\n",
              "      <th>image</th>\n",
              "      <th>picture</th>\n",
              "      <th>wooden</th>\n",
              "      <th>piece</th>\n",
              "      <th>bathroom</th>\n",
              "      <th>girl</th>\n",
              "      <th>fruit</th>\n",
              "      <th>childs</th>\n",
              "      <th>pan</th>\n",
              "      <th>food</th>\n",
              "      <th>orbit</th>\n",
              "      <th>alphabet</th>\n",
              "      <th>toadstool</th>\n",
              "      <th>time</th>\n",
              "      <th>milk</th>\n",
              "      <th>funky</th>\n",
              "      <th>tidy</th>\n",
              "      <th>plant</th>\n",
              "      <th>diner</th>\n",
              "      <th>house</th>\n",
              "      <th>square</th>\n",
              "      <th>craft</th>\n",
              "      <th>lace</th>\n",
              "      <th>jewel</th>\n",
              "      <th>wallet</th>\n",
              "      <th>point</th>\n",
              "      <th>0&lt;.&lt;1</th>\n",
              "      <th>1&lt;.&lt;2</th>\n",
              "      <th>2&lt;.&lt;3</th>\n",
              "      <th>3&lt;.&lt;5</th>\n",
              "      <th>5&lt;.&lt;10</th>\n",
              "      <th>.&gt;10</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</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>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>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>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>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",
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              "      <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>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>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",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\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>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</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",
              "      <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>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",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</td>\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>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",
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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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</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>3</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\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",
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              "      <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",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <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",
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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>4</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\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",
              "      <td>0</td>\n",
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              "      <td>0</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",
              "      <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",
              "      <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>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>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",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 199 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   heart  vintage  set  bag  box  ...  1<.<2  2<.<3  3<.<5  5<.<10  .>10\n",
              "0      1        0    0    0    0  ...      0      1      0       0     0\n",
              "1      0        0    0    0    0  ...      0      0      1       0     0\n",
              "2      1        0    0    0    0  ...      0      0      1       0     0\n",
              "3      0        0    0    0    0  ...      0      0      1       0     0\n",
              "4      1        0    0    0    0  ...      0      0      1       0     0\n",
              "\n",
              "[5 rows x 199 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Xd-hvT6WP8fb"
      },
      "source": [
        "## 3.7) Number of products for each price range\n",
        "**Task:** Show the number of products per price range."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J7NrSk_MOl3R",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 156
        },
        "outputId": "e2033c12-6295-4439-c9da-f87b619de217"
      },
      "source": [
        "# numbers of products in different ranges\n",
        "# in fact we use the number of products in different ranges to choose the appropriate ranges\n",
        "print(\"{:<8} {:<20} \\n\".format('range', 'number of products') + 20*'-')\n",
        "for i in range(len(threshold)):   \n",
        "    print(\"{:<10}  {:<20}\".format(label_col[i], X.loc[:, label_col[i]].sum()))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "range    number of products   \n",
            "--------------------\n",
            "0<.<1       964                 \n",
            "1<.<2       1009                \n",
            "2<.<3       673                 \n",
            "3<.<5       606                 \n",
            "5<.<10      470                 \n",
            ".>10        156                 \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "J10hsEkmQE6t"
      },
      "source": [
        "##3.8) Creating clusters of products\n",
        "\n",
        "In this section, we group the products into different classes. \n",
        "\n",
        "In the case of matrices with binary encoding, the most suitable metric for the calculation of distances is the <a href='https://en.wikipedia.org/wiki/Hamming_distance'>Hamming distance. </a>\n",
        "\n",
        "Here we simply use Euclidean distance with kmeans. To choose approximately the number of clusters that best describes the data, we use the silhouette score:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q1kuJzEpP-_1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 491
        },
        "outputId": "9e2e58ca-7ad8-49de-ca6d-c088b1ce9d1f"
      },
      "source": [
        "from sklearn.cluster import KMeans\n",
        "from sklearn.metrics import silhouette_score\n",
        "import numpy as np\n",
        "\n",
        "matrix = X.values\n",
        "Silhouettes = []\n",
        "N=[]\n",
        "for n_clusters in range(3,15):\n",
        "    N.append(n_clusters)\n",
        "    kmeans = KMeans(init='k-means++', n_clusters = n_clusters, n_init=1000)\n",
        "    kmeans.fit(matrix)\n",
        "    clusters = kmeans.predict(matrix)\n",
        "    silhouette_avg = silhouette_score(matrix, clusters)\n",
        "    Silhouettes.append(silhouette_avg)\n",
        "\n",
        "    print(\"For n_clusters =\", n_clusters, \"The average silhouette_score is :\", silhouette_avg)\n",
        "\n",
        "plt.plot(N, Silhouettes, c='r')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "For n_clusters = 3 The average silhouette_score is : 0.10158702596012364\n",
            "For n_clusters = 4 The average silhouette_score is : 0.1268004588393788\n",
            "For n_clusters = 5 The average silhouette_score is : 0.14740815062347604\n",
            "For n_clusters = 6 The average silhouette_score is : 0.14509988406712557\n",
            "For n_clusters = 7 The average silhouette_score is : 0.1496577731781852\n",
            "For n_clusters = 8 The average silhouette_score is : 0.15342109568144105\n",
            "For n_clusters = 9 The average silhouette_score is : 0.15676226373834637\n",
            "For n_clusters = 10 The average silhouette_score is : 0.14118594547801286\n",
            "For n_clusters = 11 The average silhouette_score is : 0.1566832090363316\n",
            "For n_clusters = 12 The average silhouette_score is : 0.15043572322601764\n",
            "For n_clusters = 13 The average silhouette_score is : 0.14011744875347013\n",
            "For n_clusters = 14 The average silhouette_score is : 0.1360620243589594\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f7928747b38>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "A4tHeUFqQKfg"
      },
      "source": [
        "The scores obtained above can be considered equivalent since, depending on the run, scores of 0.1±0.05 will be obtained for all clusters with n_clusters > 3. \n",
        "On the other hand, beyond 5 clusters, some clusters contained very few elements. We therefore choose to separate the dataset into 5 clusters. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QumWgCVPQOzj"
      },
      "source": [
        "## 3.9) Adjust the model\n",
        "As you remember, K-means can converge to local minimum, and sometimes it is usefull to run it several times to get better silhouette score. Choose treshold equal to 0.145 (or more) and achieve score better than this number. Investigate nuber of elements in clusters."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IAwSlbQ_QHP-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 156
        },
        "outputId": "9009f82e-4cb9-4e61-df4f-7081daef9f78"
      },
      "source": [
        "silhouette_avg = -1\n",
        "n_clusters = 5\n",
        "while silhouette_avg < 0.147:\n",
        "    kmeans = KMeans(init='k-means++', n_clusters = n_clusters, n_init=30)\n",
        "    kmeans.fit(matrix)\n",
        "    clusters = kmeans.predict(matrix)\n",
        "    silhouette_avg = silhouette_score(matrix, clusters)\n",
        "    print(\"For n_clusters =\", n_clusters, \"The average silhouette_score is :\", silhouette_avg)\n",
        "\n",
        "pd.Series(clusters).value_counts()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "For n_clusters = 5 The average silhouette_score is : 0.1456307025835938\n",
            "For n_clusters = 5 The average silhouette_score is : 0.14740815062347604\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3    1009\n",
              "1     964\n",
              "2     673\n",
              "4     626\n",
              "0     606\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "18kEabz37eZI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 104
        },
        "outputId": "4c178a03-778f-406e-fecb-50d518b38a8c"
      },
      "source": [
        "features = X.keys()\n",
        "for center in kmeans.cluster_centers_:\n",
        "   features_dict = {features[i]:center[i] for i in range(len(features))}\n",
        "   sorted_features = sorted(features_dict.items(), key =lambda kv:(-kv[1], kv[0]))\n",
        "   sorted_features = [f[0] for f in sorted_features]\n",
        "   print(sorted_features[:7])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['1<.<2', 'art', 'set', 'heart', 'sign', 'vintage', 'bag']\n",
            "['2<.<3', 'art', 'bag', 'set', 'sign', 'pot', 'box']\n",
            "['0<.<1', 'art', 'card', 'christmas', 'heart', 'wrap', 'decoration']\n",
            "['3<.<5', 'art', 'set', 'heart', 'pot', 'vintage', 'glass']\n",
            "['5<.<10', '.>10', 'art', 'lace', 'necklac', 'wall', 'glass']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sDu0Z0PkQVw0"
      },
      "source": [
        "## 3.10) Plot \n",
        "Plot the [silhouette](https://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_silhouette_analysis.html) scores:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tQGoXJKvQSAu"
      },
      "source": [
        "def graph_component_silhouette(n_clusters, lim_x, mat_size, sample_silhouette_values, clusters):\n",
        "    plt.rcParams[\"patch.force_edgecolor\"] = True\n",
        "    plt.style.use('fivethirtyeight')\n",
        "    mpl.rc('patch', edgecolor = 'dimgray', linewidth=1)\n",
        "    #\n",
        "    fig, ax1 = plt.subplots(1, 1)\n",
        "    fig.set_size_inches(8, 8)\n",
        "    ax1.set_xlim([lim_x[0], lim_x[1]])\n",
        "    ax1.set_ylim([0, mat_size + (n_clusters + 1) * 10])\n",
        "    y_lower = 10\n",
        "    for i in range(n_clusters):\n",
        "        \n",
        "        # Aggregate the silhouette scores for samples belonging to cluster i, and sort them\n",
        "        ith_cluster_silhouette_values = sample_silhouette_values[clusters == i]\n",
        "        ith_cluster_silhouette_values.sort()\n",
        "        size_cluster_i = ith_cluster_silhouette_values.shape[0]\n",
        "        y_upper = y_lower + size_cluster_i\n",
        "        cmap = cm.get_cmap(\"Spectral\")\n",
        "        color = cmap(float(i) / n_clusters)        \n",
        "        ax1.fill_betweenx(np.arange(y_lower, y_upper), 0, ith_cluster_silhouette_values,\n",
        "                           facecolor=color, edgecolor=color, alpha=0.8)\n",
        "        \n",
        "        # Label the silhouette plots with their cluster numbers at the middle\n",
        "        ax1.text(-0.03, y_lower + 0.5 * size_cluster_i, str(i), color = 'red', fontweight = 'bold',\n",
        "                bbox=dict(facecolor='white', edgecolor='black', boxstyle='round, pad=0.3'))\n",
        "        \n",
        "        # Compute the new y_lower for next plot\n",
        "        y_lower = y_upper + 10  "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r1xRku7CQYlq",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 515
        },
        "outputId": "27c4e18a-fd8d-4c1f-e353-2ced230abb04"
      },
      "source": [
        "from sklearn.metrics import silhouette_samples\n",
        "import matplotlib as mpl\n",
        "import matplotlib.cm as cm\n",
        "import numpy as np\n",
        "\n",
        "# define individual silouhette scores\n",
        "sample_silhouette_values = silhouette_samples(matrix, clusters)\n",
        "\n",
        "# and the graph\n",
        "graph_component_silhouette(n_clusters, [-0.07, 0.33], len(X), sample_silhouette_values, clusters)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0SI2cIhvQkYE"
      },
      "source": [
        "## 3.11) Save data\n",
        "Save variables `Matrix_X.csv` and `clusters` to your google drive"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nNy9xlTbQaZD"
      },
      "source": [
        "X.to_csv(relative_path + 'Matrix_X.csv')\n",
        "(pd.Series(clusters)).to_csv(relative_path + 'Matrix_X_clusters.csv', header = 'False')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zLSM9dBelaMw"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}