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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 1M recipes evaluation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import json\n",
+ "\n",
+ "import nltk\n",
+ "from nltk.stem import PorterStemmer\n",
+ "from nltk.stem import LancasterStemmer\n",
+ "from nltk.corpus import stopwords as nltk_stopwords\n",
+ "\n",
+ "from pprint import pprint\n",
+ "\n",
+ "from gensim.test.utils import common_texts, get_tmpfile\n",
+ "from gensim.models import Word2Vec, KeyedVectors\n",
+ "\n",
+ "from json_buffered_reader import JSON_buffered_reader as JSON_br\n",
+ "\n",
+ "import pandas as pd\n",
+ "\n",
+ "import settings"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from ipypb import track"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from IPython.display import HTML, Markdown"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* load model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "wv = KeyedVectors.load(\"data/wordvectors.kv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "porter = PorterStemmer()\n",
+ "def word_similarity(word_a:str, word_b:str, model=wv, stemmer=porter):\n",
+ " return model.similarity(stemmer.stem(word_a), stemmer.stem(word_b))\n",
+ "\n",
+ "def word_exists(word:str, model=wv, stemmer=porter):\n",
+ " return stemmer.stem(word) in model\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* check for a list of cooking verbs and ingredients whether they're represented by our model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from cooking_vocab import cooking_verbs\n",
+ "from cooking_ingredients import ingredients\n",
+ "\n",
+ "model_actions = []\n",
+ "model_ingredients = []\n",
+ "\n",
+ "for action in cooking_verbs:\n",
+ " if word_exists(action):\n",
+ " model_actions.append(action)\n",
+ "\n",
+ "for ingredient in ingredients:\n",
+ " if word_exists(ingredient):\n",
+ " model_ingredients.append(ingredient)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "'found 109 of 111 valid actions and 160 of 648 valid ingredients'\n"
+ ]
+ }
+ ],
+ "source": [
+ "pprint(f\"found {len(model_actions)} of {len(cooking_verbs)} valid actions and {len(model_ingredients)} of {len(ingredients)} valid ingredients\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "stemmed_ingredients = [porter.stem(ing) for ing in model_ingredients]\n",
+ "stemmed_actions = [porter.stem(act) for act in model_actions]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## cross-category-similarites\n",
+ "* now get the most likely ingredients for every action:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def find_most_similar_to_given_elementwise(unstemmed_targets, stemmed_comparison_list, n = 10):\n",
+ " data = []\n",
+ " for target in unstemmed_targets:\n",
+ " comps = stemmed_comparison_list[:]\n",
+ " bests = []\n",
+ " for i in range(n):\n",
+ " best = wv.most_similar_to_given(porter.stem(target), comps)\n",
+ " comps.remove(best)\n",
+ " bests.append(best)\n",
+ " data.append([target] + bests)\n",
+ " return pd.DataFrame(data, columns=[\"Target\"] + [\"#\" + str(i+1) for i in range(n)])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Cooking Action to Ingredient"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " oliv | \n",
+ " sausag | \n",
+ " shrimp | \n",
+ " bacon | \n",
+ " prosciutto | \n",
+ " pepper | \n",
+ " baguett | \n",
+ " pancetta | \n",
+ "
\n",
+ " \n",
+ " 47 | \n",
+ " gut | \n",
+ " seed | \n",
+ " avocado | \n",
+ " lime | \n",
+ " juic | \n",
+ " lemongrass | \n",
+ " tomatillo | \n",
+ " clove | \n",
+ " okra | \n",
+ " chilli | \n",
+ " chile | \n",
+ "
\n",
+ " \n",
+ " 48 | \n",
+ " heat | \n",
+ " ghee | \n",
+ " oliv | \n",
+ " oil | \n",
+ " shallot | \n",
+ " veget | \n",
+ " lard | \n",
+ " vinegar | \n",
+ " pancetta | \n",
+ " peanut | \n",
+ " gingerroot | \n",
+ "
\n",
+ " \n",
+ " 49 | \n",
+ " knead | \n",
+ " dough | \n",
+ " flour | \n",
+ " yeast | \n",
+ " cornflour | \n",
+ " cornmeal | \n",
+ " bread | \n",
+ " tortilla | \n",
+ " buttermilk | \n",
+ " lard | \n",
+ " shorten | \n",
+ "
\n",
+ " \n",
+ " 50 | \n",
+ " lower | \n",
+ " ghee | \n",
+ " tomatillo | \n",
+ " tortilla | \n",
+ " leek | \n",
+ " spaghetti | \n",
+ " oliv | \n",
+ " scallion | \n",
+ " crawfish | \n",
+ " shallot | \n",
+ " brandi | \n",
+ "
\n",
+ " \n",
+ " 51 | \n",
+ " macerate | \n",
+ " peach | \n",
+ " strawberri | \n",
+ " brandi | \n",
+ " mint | \n",
+ " juic | \n",
+ " lime | \n",
+ " banana | \n",
+ " mango | \n",
+ " orang | \n",
+ " pineappl | \n",
+ "
\n",
+ " \n",
+ " 52 | \n",
+ " marinate | \n",
+ " season | \n",
+ " lettuc | \n",
+ " pork | \n",
+ " cucumb | \n",
+ " shrimp | \n",
+ " chicken | \n",
+ " avocado | \n",
+ " salsa | \n",
+ " kimchi | \n",
+ " watercress | \n",
+ "
\n",
+ " \n",
+ " 53 | \n",
+ " mash | \n",
+ " carrot | \n",
+ " yoghurt | \n",
+ " celeri | \n",
+ " shallot | \n",
+ " potato | \n",
+ " onion | \n",
+ " allspic | \n",
+ " spinach | \n",
+ " chive | \n",
+ " chickpea | \n",
+ "
\n",
+ " \n",
+ " 54 | \n",
+ " melt | \n",
+ " cream | \n",
+ " peanut | \n",
+ " margarin | \n",
+ " butter | \n",
+ " shorten | \n",
+ " sugar | \n",
+ " milk | \n",
+ " mascarpon | \n",
+ " honey | \n",
+ " pecan | \n",
+ "
\n",
+ " \n",
+ " 55 | \n",
+ " mince | \n",
+ " cilantro | \n",
+ " scallion | \n",
+ " parsley | \n",
+ " thyme | \n",
+ " shallot | \n",
+ " celeri | \n",
+ " garlic | \n",
+ " chive | \n",
+ " basil | \n",
+ " onion | \n",
+ "
\n",
+ " \n",
+ " 56 | \n",
+ " mix | \n",
+ " buttermilk | \n",
+ " nutmeg | \n",
+ " cream | \n",
+ " milk | \n",
+ " margarin | \n",
+ " allspic | \n",
+ " egg | \n",
+ " yoghurt | \n",
+ " molass | \n",
+ " salt | \n",
+ "
\n",
+ " \n",
+ " 57 | \n",
+ " open | \n",
+ " baguett | \n",
+ " clove | \n",
+ " seed | \n",
+ " bread | \n",
+ " mussel | \n",
+ " tortilla | \n",
+ " lemongrass | \n",
+ " tomatillo | \n",
+ " juic | \n",
+ " cucumb | \n",
+ "
\n",
+ " \n",
+ " 58 | \n",
+ " parboil | \n",
+ " turnip | \n",
+ " carrot | \n",
+ " broccoli | \n",
+ " cauliflow | \n",
+ " okra | \n",
+ " cabbag | \n",
+ " radish | \n",
+ " zucchini | \n",
+ " pea | \n",
+ " daikon | \n",
+ "
\n",
+ " \n",
+ " 59 | \n",
+ " peel | \n",
+ " orang | \n",
+ " carrot | \n",
+ " juic | \n",
+ " ginger | \n",
+ " celeri | \n",
+ " beet | \n",
+ " clove | \n",
+ " cucumb | \n",
+ " lemon | \n",
+ " radish | \n",
+ "
\n",
+ " \n",
+ " 60 | \n",
+ " pickle | \n",
+ " cucumb | \n",
+ " radish | \n",
+ " pimento | \n",
+ " caper | \n",
+ " cilantro | \n",
+ " scallion | \n",
+ " tomato | \n",
+ " chive | \n",
+ " celeri | \n",
+ " carrot | \n",
+ "
\n",
+ " \n",
+ " 61 | \n",
+ " place | \n",
+ " scallion | \n",
+ " celeri | \n",
+ " oliv | \n",
+ " onion | \n",
+ " lemon | \n",
+ " orang | \n",
+ " carrot | \n",
+ " avocado | \n",
+ " butter | \n",
+ " lettuc | \n",
+ "
\n",
+ " \n",
+ " 62 | \n",
+ " poach | \n",
+ " asparagu | \n",
+ " noodl | \n",
+ " brandi | \n",
+ " veget | \n",
+ " shiitak | \n",
+ " chickpea | \n",
+ " mussel | \n",
+ " buttermilk | \n",
+ " okra | \n",
+ " mushroom | \n",
+ "
\n",
+ " \n",
+ " 63 | \n",
+ " pour | \n",
+ " milk | \n",
+ " honey | \n",
+ " orang | \n",
+ " lemon | \n",
+ " tomato | \n",
+ " lime | \n",
+ " molass | \n",
+ " mustard | \n",
+ " pineappl | \n",
+ " buttermilk | \n",
+ "
\n",
+ " \n",
+ " 64 | \n",
+ " prepare | \n",
+ " sauc | \n",
+ " shrimp | \n",
+ " pecan | \n",
+ " pineappl | \n",
+ " lettuc | \n",
+ " walnut | \n",
+ " bread | \n",
+ " baguett | \n",
+ " peach | \n",
+ " mango | \n",
+ "
\n",
+ " \n",
+ " 65 | \n",
+ " pull | \n",
+ " meat | \n",
+ " pineappl | \n",
+ " sausag | \n",
+ " tortilla | \n",
+ " dough | \n",
+ " ham | \n",
+ " potato | \n",
+ " bread | \n",
+ " chees | \n",
+ " avocado | \n",
+ "
\n",
+ " \n",
+ " 66 | \n",
+ " put | \n",
+ " scallion | \n",
+ " lemon | \n",
+ " orang | \n",
+ " oliv | \n",
+ " chive | \n",
+ " lime | \n",
+ " celeri | \n",
+ " parsley | \n",
+ " cilantro | \n",
+ " almond | \n",
+ "
\n",
+ " \n",
+ " 67 | \n",
+ " reduce | \n",
+ " brandi | \n",
+ " tomato | \n",
+ " shallot | \n",
+ " ghee | \n",
+ " saffron | \n",
+ " sriracha | \n",
+ " honey | \n",
+ " tomatillo | \n",
+ " caper | \n",
+ " lard | \n",
+ "
\n",
+ " \n",
+ " 68 | \n",
+ " refrigerate | \n",
+ " mascarpon | \n",
+ " yoghurt | \n",
+ " strawberri | \n",
+ " ice | \n",
+ " cornflour | \n",
+ " dough | \n",
+ " buttermilk | \n",
+ " dashi | \n",
+ " cucumb | \n",
+ " tequila | \n",
+ "
\n",
+ " \n",
+ " 69 | \n",
+ " remove | \n",
+ " juic | \n",
+ " pork | \n",
+ " shallot | \n",
+ " ham | \n",
+ " season | \n",
+ " lemongrass | \n",
+ " oliv | \n",
+ " onion | \n",
+ " gingerroot | \n",
+ " garlic | \n",
+ "
\n",
+ " \n",
+ " 70 | \n",
+ " rinse | \n",
+ " cucumb | \n",
+ " pea | \n",
+ " celeri | \n",
+ " spinach | \n",
+ " scallion | \n",
+ " season | \n",
+ " radish | \n",
+ " beansprout | \n",
+ " carrot | \n",
+ " watercress | \n",
+ "
\n",
+ " \n",
+ " 71 | \n",
+ " roast | \n",
+ " oil | \n",
+ " pork | \n",
+ " ham | \n",
+ " oliv | \n",
+ " juic | \n",
+ " onion | \n",
+ " chicken | \n",
+ " shallot | \n",
+ " carrot | \n",
+ " tomato | \n",
+ "
\n",
+ " \n",
+ " 72 | \n",
+ " rollout | \n",
+ " dough | \n",
+ " cinnamon | \n",
+ " flour | \n",
+ " hazelnut | \n",
+ " cornmeal | \n",
+ " vanilla | \n",
+ " sugar | \n",
+ " yeast | \n",
+ " ice | \n",
+ " walnut | \n",
+ "
\n",
+ " \n",
+ " 73 | \n",
+ " rollup | \n",
+ " baguett | \n",
+ " banana | \n",
+ " strawberri | \n",
+ " lime | \n",
+ " guacamol | \n",
+ " peach | \n",
+ " bread | \n",
+ " orang | \n",
+ " pineappl | \n",
+ " yoghurt | \n",
+ "
\n",
+ " \n",
+ " 74 | \n",
+ " rub | \n",
+ " season | \n",
+ " salt | \n",
+ " spice | \n",
+ " rosemari | \n",
+ " mustard | \n",
+ " paprika | \n",
+ " flour | \n",
+ " oliv | \n",
+ " oregano | \n",
+ " butter | \n",
+ "
\n",
+ " \n",
+ " 75 | \n",
+ " salt | \n",
+ " salt | \n",
+ " cayenn | \n",
+ " paprika | \n",
+ " nutmeg | \n",
+ " allspic | \n",
+ " oregano | \n",
+ " cumin | \n",
+ " marjoram | \n",
+ " thyme | \n",
+ " rosemari | \n",
+ "
\n",
+ " \n",
+ " 76 | \n",
+ " scoop | \n",
+ " ricotta | \n",
+ " avocado | \n",
+ " mascarpon | \n",
+ " dough | \n",
+ " water | \n",
+ " zucchini | \n",
+ " mango | \n",
+ " banana | \n",
+ " tortilla | \n",
+ " lettuc | \n",
+ "
\n",
+ " \n",
+ " 77 | \n",
+ " scorch | \n",
+ " molass | \n",
+ " corn | \n",
+ " margarin | \n",
+ " rice | \n",
+ " gingerroot | \n",
+ " coconut | \n",
+ " butter | \n",
+ " chile | \n",
+ " ketchup | \n",
+ " lemongrass | \n",
+ "
\n",
+ " \n",
+ " 78 | \n",
+ " scramble | \n",
+ " noodl | \n",
+ " grit | \n",
+ " beansprout | \n",
+ " kimchi | \n",
+ " sausag | \n",
+ " bacon | \n",
+ " pancetta | \n",
+ " paneer | \n",
+ " fettucin | \n",
+ " tortilla | \n",
+ "
\n",
+ " \n",
+ " 79 | \n",
+ " season | \n",
+ " season | \n",
+ " paprika | \n",
+ " pepper | \n",
+ " oregano | \n",
+ " cayenn | \n",
+ " mustard | \n",
+ " spice | \n",
+ " marjoram | \n",
+ " cumin | \n",
+ " parsley | \n",
+ "
\n",
+ " \n",
+ " 80 | \n",
+ " serve | \n",
+ " lettuc | \n",
+ " watercress | \n",
+ " arugula | \n",
+ " avocado | \n",
+ " lime | \n",
+ " sauc | \n",
+ " sriracha | \n",
+ " chive | \n",
+ " lemon | \n",
+ " baguett | \n",
+ "
\n",
+ " \n",
+ " 81 | \n",
+ " set | \n",
+ " nutmeg | \n",
+ " cardamom | \n",
+ " cream | \n",
+ " sugar | \n",
+ " almond | \n",
+ " molass | \n",
+ " margarin | \n",
+ " hazelnut | \n",
+ " brandi | \n",
+ " gingerroot | \n",
+ "
\n",
+ " \n",
+ " 82 | \n",
+ " simmer | \n",
+ " saffron | \n",
+ " pea | \n",
+ " bean | \n",
+ " mirin | \n",
+ " thyme | \n",
+ " vinegar | \n",
+ " tomato | \n",
+ " carrot | \n",
+ " beer | \n",
+ " dashi | \n",
+ "
\n",
+ " \n",
+ " 83 | \n",
+ " skim | \n",
+ " dashi | \n",
+ " grit | \n",
+ " water | \n",
+ " brandi | \n",
+ " veget | \n",
+ " mussel | \n",
+ " ghee | \n",
+ " milk | \n",
+ " margarin | \n",
+ " lard | \n",
+ "
\n",
+ " \n",
+ " 84 | \n",
+ " slice | \n",
+ " lettuc | \n",
+ " scallion | \n",
+ " arugula | \n",
+ " cucumb | \n",
+ " celeri | \n",
+ " avocado | \n",
+ " carrot | \n",
+ " radish | \n",
+ " watercress | \n",
+ " onion | \n",
+ "
\n",
+ " \n",
+ " 85 | \n",
+ " slowcook | \n",
+ " dashi | \n",
+ " beansprout | \n",
+ " guacamol | \n",
+ " tomatillo | \n",
+ " tumer | \n",
+ " fettucin | \n",
+ " penn | \n",
+ " pork | \n",
+ " kimchi | \n",
+ " salsa | \n",
+ "
\n",
+ " \n",
+ " 86 | \n",
+ " soak | \n",
+ " raisin | \n",
+ " corn | \n",
+ " cucumb | \n",
+ " water | \n",
+ " pineappl | \n",
+ " shiitak | \n",
+ " radish | \n",
+ " pimento | \n",
+ " carrot | \n",
+ " lime | \n",
+ "
\n",
+ " \n",
+ " 87 | \n",
+ " sour | \n",
+ " chees | \n",
+ " milk | \n",
+ " buttermilk | \n",
+ " cream | \n",
+ " mascarpon | \n",
+ " ricotta | \n",
+ " yoghurt | \n",
+ " corn | \n",
+ " lemon | \n",
+ " pimento | \n",
+ "
\n",
+ " \n",
+ " 88 | \n",
+ " spice | \n",
+ " spice | \n",
+ " allspic | \n",
+ " cumin | \n",
+ " season | \n",
+ " cinnamon | \n",
+ " mustard | \n",
+ " peppercorn | \n",
+ " paprika | \n",
+ " cardamom | \n",
+ " cayenn | \n",
+ "
\n",
+ " \n",
+ " 89 | \n",
+ " spoon | \n",
+ " ricotta | \n",
+ " mascarpon | \n",
+ " avocado | \n",
+ " arugula | \n",
+ " tomato | \n",
+ " pesto | \n",
+ " pineappl | \n",
+ " strawberri | \n",
+ " lemon | \n",
+ " orang | \n",
+ "
\n",
+ " \n",
+ " 90 | \n",
+ " spread | \n",
+ " chees | \n",
+ " ricotta | \n",
+ " butter | \n",
+ " mascarpon | \n",
+ " avocado | \n",
+ " pecan | \n",
+ " walnut | \n",
+ " cream | \n",
+ " bread | \n",
+ " lemon | \n",
+ "
\n",
+ " \n",
+ " 91 | \n",
+ " sprinkle | \n",
+ " salt | \n",
+ " season | \n",
+ " basil | \n",
+ " oregano | \n",
+ " paprika | \n",
+ " parsley | \n",
+ " lemon | \n",
+ " mustard | \n",
+ " cayenn | \n",
+ " thyme | \n",
+ "
\n",
+ " \n",
+ " 92 | \n",
+ " squeeze | \n",
+ " lime | \n",
+ " lemon | \n",
+ " orang | \n",
+ " mint | \n",
+ " tomato | \n",
+ " basil | \n",
+ " avocado | \n",
+ " cucumb | \n",
+ " oliv | \n",
+ " ricotta | \n",
+ "
\n",
+ " \n",
+ " 93 | \n",
+ " steam | \n",
+ " pea | \n",
+ " cauliflow | \n",
+ " broccoli | \n",
+ " turnip | \n",
+ " bean | \n",
+ " rice | \n",
+ " okra | \n",
+ " shiitak | \n",
+ " potato | \n",
+ " asparagu | \n",
+ "
\n",
+ " \n",
+ " 94 | \n",
+ " steep | \n",
+ " saffron | \n",
+ " mint | \n",
+ " cardamom | \n",
+ " peppercorn | \n",
+ " clove | \n",
+ " allspic | \n",
+ " lemongrass | \n",
+ " thyme | \n",
+ " quinoa | \n",
+ " yeast | \n",
+ "
\n",
+ " \n",
+ " 95 | \n",
+ " stir | \n",
+ " shallot | \n",
+ " onion | \n",
+ " celeri | \n",
+ " scallion | \n",
+ " thyme | \n",
+ " cumin | \n",
+ " cayenn | \n",
+ " garlic | \n",
+ " carrot | \n",
+ " parsley | \n",
+ "
\n",
+ " \n",
+ " 96 | \n",
+ " strain | \n",
+ " tomato | \n",
+ " dashi | \n",
+ " saffron | \n",
+ " veget | \n",
+ " bean | \n",
+ " chickpea | \n",
+ " juic | \n",
+ " tequila | \n",
+ " pea | \n",
+ " chicken | \n",
+ "
\n",
+ " \n",
+ " 97 | \n",
+ " sugar | \n",
+ " sugar | \n",
+ " honey | \n",
+ " molass | \n",
+ " cinnamon | \n",
+ " nutmeg | \n",
+ " margarin | \n",
+ " vanilla | \n",
+ " milk | \n",
+ " cardamom | \n",
+ " allspic | \n",
+ "
\n",
+ " \n",
+ " 98 | \n",
+ " sweeten | \n",
+ " vanilla | \n",
+ " honey | \n",
+ " strawberri | \n",
+ " coconut | \n",
+ " molass | \n",
+ " sugar | \n",
+ " ice | \n",
+ " cinnamon | \n",
+ " yoghurt | \n",
+ " banana | \n",
+ "
\n",
+ " \n",
+ " 99 | \n",
+ " taste | \n",
+ " cayenn | \n",
+ " nutmeg | \n",
+ " paprika | \n",
+ " season | \n",
+ " sriracha | \n",
+ " allspic | \n",
+ " pepper | \n",
+ " vinegar | \n",
+ " chili | \n",
+ " cumin | \n",
+ "
\n",
+ " \n",
+ " 100 | \n",
+ " thaw | \n",
+ " spinach | \n",
+ " strawberri | \n",
+ " crawfish | \n",
+ " ricotta | \n",
+ " pineappl | \n",
+ " pea | \n",
+ " salsa | \n",
+ " mango | \n",
+ " corn | \n",
+ " paneer | \n",
+ "
\n",
+ " \n",
+ " 101 | \n",
+ " thicken | \n",
+ " cornflour | \n",
+ " pasta | \n",
+ " brandi | \n",
+ " spaghetti | \n",
+ " quinoa | \n",
+ " yoghurt | \n",
+ " crawfish | \n",
+ " tomato | \n",
+ " dashi | \n",
+ " noodl | \n",
+ "
\n",
+ " \n",
+ " 102 | \n",
+ " toast | \n",
+ " baguett | \n",
+ " bread | \n",
+ " almond | \n",
+ " pecan | \n",
+ " walnut | \n",
+ " prosciutto | \n",
+ " raisin | \n",
+ " hazelnut | \n",
+ " scallion | \n",
+ " oil | \n",
+ "
\n",
+ " \n",
+ " 103 | \n",
+ " try | \n",
+ " guacamol | \n",
+ " seed | \n",
+ " juic | \n",
+ " paneer | \n",
+ " avocado | \n",
+ " kalamata | \n",
+ " spice | \n",
+ " pesto | \n",
+ " kimchi | \n",
+ " beansprout | \n",
+ "
\n",
+ " \n",
+ " 104 | \n",
+ " warm | \n",
+ " cornflour | \n",
+ " molass | \n",
+ " honey | \n",
+ " saffron | \n",
+ " vinegar | \n",
+ " margarin | \n",
+ " sriracha | \n",
+ " yoghurt | \n",
+ " ghee | \n",
+ " beer | \n",
+ "
\n",
+ " \n",
+ " 105 | \n",
+ " wash | \n",
+ " scallion | \n",
+ " radish | \n",
+ " cucumb | \n",
+ " carrot | \n",
+ " celeri | \n",
+ " thyme | \n",
+ " parsley | \n",
+ " onion | \n",
+ " watercress | \n",
+ " coriand | \n",
+ "
\n",
+ " \n",
+ " 106 | \n",
+ " whip | \n",
+ " mascarpon | \n",
+ " cream | \n",
+ " ice | \n",
+ " milk | \n",
+ " strawberri | \n",
+ " vanilla | \n",
+ " ricotta | \n",
+ " coconut | \n",
+ " chees | \n",
+ " sugar | \n",
+ "
\n",
+ " \n",
+ " 107 | \n",
+ " whisk | \n",
+ " milk | \n",
+ " sugar | \n",
+ " honey | \n",
+ " cream | \n",
+ " molass | \n",
+ " buttermilk | \n",
+ " egg | \n",
+ " vanilla | \n",
+ " cayenn | \n",
+ " nutmeg | \n",
+ "
\n",
+ " \n",
+ " 108 | \n",
+ " wipe | \n",
+ " shiitak | \n",
+ " veget | \n",
+ " leek | \n",
+ " season | \n",
+ " shallot | \n",
+ " tofu | \n",
+ " oil | \n",
+ " pancetta | \n",
+ " pork | \n",
+ " chicken | \n",
+ "
\n",
+ " \n",
+ "
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "HTML(find_most_similar_to_given_elementwise(model_actions, stemmed_ingredients).to_html())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Ingredient to Cooking Action"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Target | \n",
+ " #1 | \n",
+ " #2 | \n",
+ " #3 | \n",
+ " #4 | \n",
+ " #5 | \n",
+ " #6 | \n",
+ " #7 | \n",
+ " #8 | \n",
+ " #9 | \n",
+ " #10 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " salt | \n",
+ " salt | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " sugar | \n",
+ " season | \n",
+ " grind | \n",
+ " rub | \n",
+ " minc | \n",
+ " mix | \n",
+ " flour | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " garlic | \n",
+ " minc | \n",
+ " add | \n",
+ " stir | \n",
+ " chop | \n",
+ " salt | \n",
+ " sprinkl | \n",
+ " dice | \n",
+ " season | \n",
+ " pickl | \n",
+ " grind | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " onions | \n",
+ " minc | \n",
+ " add | \n",
+ " dice | \n",
+ " stir | \n",
+ " chop | \n",
+ " pickl | \n",
+ " arrang | \n",
+ " salt | \n",
+ " slice | \n",
+ " place | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " water | \n",
+ " boil | \n",
+ " add | \n",
+ " sugar | \n",
+ " salt | \n",
+ " pour | \n",
+ " flour | \n",
+ " stir | \n",
+ " soak | \n",
+ " steam | \n",
+ " grate | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " sugar | \n",
+ " sugar | \n",
+ " beat | \n",
+ " salt | \n",
+ " whisk | \n",
+ " flour | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " sweeten | \n",
+ " mix | \n",
+ " melt | \n",
+ "
\n",
+ " \n",
+ " 5 | \n",
+ " butter | \n",
+ " sugar | \n",
+ " melt | \n",
+ " flour | \n",
+ " spread | \n",
+ " beat | \n",
+ " add | \n",
+ " salt | \n",
+ " sprinkl | \n",
+ " put | \n",
+ " brown | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
+ " pepper | \n",
+ " season | \n",
+ " minc | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " salt | \n",
+ " chop | \n",
+ " tast | \n",
+ " dice | \n",
+ " pickl | \n",
+ " spice | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " eggs | \n",
+ " beat | \n",
+ " add | \n",
+ " whisk | \n",
+ " mix | \n",
+ " fold | \n",
+ " flour | \n",
+ " sugar | \n",
+ " place | \n",
+ " put | \n",
+ " salt | \n",
+ "
\n",
+ " \n",
+ " 8 | \n",
+ " tomatoes | \n",
+ " add | \n",
+ " pickl | \n",
+ " dice | \n",
+ " minc | \n",
+ " stir | \n",
+ " arrang | \n",
+ " discard | \n",
+ " garnish | \n",
+ " pour | \n",
+ " peel | \n",
+ "
\n",
+ " \n",
+ " 9 | \n",
+ " carrots | \n",
+ " dice | \n",
+ " add | \n",
+ " minc | \n",
+ " chop | \n",
+ " parboil | \n",
+ " stir | \n",
+ " pickl | \n",
+ " peel | \n",
+ " slice | \n",
+ " arrang | \n",
+ "
\n",
+ " \n",
+ " 10 | \n",
+ " milk | \n",
+ " sour | \n",
+ " add | \n",
+ " beat | \n",
+ " sugar | \n",
+ " whisk | \n",
+ " stir | \n",
+ " flour | \n",
+ " pour | \n",
+ " salt | \n",
+ " mix | \n",
+ "
\n",
+ " \n",
+ " 11 | \n",
+ " oil | \n",
+ " salt | \n",
+ " fri | \n",
+ " minc | \n",
+ " sugar | \n",
+ " heat | \n",
+ " add | \n",
+ " roast | \n",
+ " clarifi | \n",
+ " grate | \n",
+ " chop | \n",
+ "
\n",
+ " \n",
+ " 12 | \n",
+ " scallions | \n",
+ " add | \n",
+ " minc | \n",
+ " chop | \n",
+ " dice | \n",
+ " arrang | \n",
+ " stir | \n",
+ " pickl | \n",
+ " slice | \n",
+ " grate | \n",
+ " put | \n",
+ "
\n",
+ " \n",
+ " 13 | \n",
+ " flour | \n",
+ " flour | \n",
+ " sugar | \n",
+ " sprinkl | \n",
+ " beat | \n",
+ " salt | \n",
+ " rub | \n",
+ " knead | \n",
+ " spice | \n",
+ " spread | \n",
+ " batter | \n",
+ "
\n",
+ " \n",
+ " 14 | \n",
+ " lime | \n",
+ " garnish | \n",
+ " add | \n",
+ " squeez | \n",
+ " minc | \n",
+ " sprinkl | \n",
+ " put | \n",
+ " pickl | \n",
+ " peel | \n",
+ " pour | \n",
+ " place | \n",
+ "
\n",
+ " \n",
+ " 15 | \n",
+ " ginger | \n",
+ " minc | \n",
+ " add | \n",
+ " salt | \n",
+ " sugar | \n",
+ " stir | \n",
+ " sprinkl | \n",
+ " chop | \n",
+ " spice | \n",
+ " peel | \n",
+ " grind | \n",
+ "
\n",
+ " \n",
+ " 16 | \n",
+ " shallots | \n",
+ " minc | \n",
+ " add | \n",
+ " stir | \n",
+ " chop | \n",
+ " dice | \n",
+ " fri | \n",
+ " pickl | \n",
+ " discard | \n",
+ " heat | \n",
+ " place | \n",
+ "
\n",
+ " \n",
+ " 17 | \n",
+ " honey | \n",
+ " sugar | \n",
+ " salt | \n",
+ " add | \n",
+ " whisk | \n",
+ " beat | \n",
+ " sweeten | \n",
+ " sour | \n",
+ " mix | \n",
+ " pour | \n",
+ " stir | \n",
+ "
\n",
+ " \n",
+ " 18 | \n",
+ " avocado | \n",
+ " dice | \n",
+ " arrang | \n",
+ " dress | \n",
+ " pickl | \n",
+ " slice | \n",
+ " garnish | \n",
+ " spread | \n",
+ " chop | \n",
+ " minc | \n",
+ " sour | \n",
+ "
\n",
+ " \n",
+ " 19 | \n",
+ " lemon | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " salt | \n",
+ " put | \n",
+ " sugar | \n",
+ " squeez | \n",
+ " garnish | \n",
+ " minc | \n",
+ " grate | \n",
+ " sour | \n",
+ "
\n",
+ " \n",
+ " 20 | \n",
+ " paprika | \n",
+ " salt | \n",
+ " season | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " minc | \n",
+ " spice | \n",
+ " tast | \n",
+ " sugar | \n",
+ " grind | \n",
+ " rub | \n",
+ "
\n",
+ " \n",
+ " 21 | \n",
+ " cilantro | \n",
+ " minc | \n",
+ " add | \n",
+ " chop | \n",
+ " garnish | \n",
+ " pickl | \n",
+ " dice | \n",
+ " sprinkl | \n",
+ " grate | \n",
+ " dress | \n",
+ " stir | \n",
+ "
\n",
+ " \n",
+ " 22 | \n",
+ " salsa | \n",
+ " dress | \n",
+ " dice | \n",
+ " pickl | \n",
+ " sour | \n",
+ " garnish | \n",
+ " chop | \n",
+ " arrang | \n",
+ " minc | \n",
+ " add | \n",
+ " season | \n",
+ "
\n",
+ " \n",
+ " 23 | \n",
+ " buttermilk | \n",
+ " beat | \n",
+ " sour | \n",
+ " mix | \n",
+ " flour | \n",
+ " whisk | \n",
+ " sugar | \n",
+ " blend | \n",
+ " add | \n",
+ " pour | \n",
+ " fold | \n",
+ "
\n",
+ " \n",
+ " 24 | \n",
+ " cumin | \n",
+ " salt | \n",
+ " add | \n",
+ " minc | \n",
+ " spice | \n",
+ " stir | \n",
+ " season | \n",
+ " sprinkl | \n",
+ " sugar | \n",
+ " grind | \n",
+ " chop | \n",
+ "
\n",
+ " \n",
+ " 25 | \n",
+ " shrimp | \n",
+ " fillet | \n",
+ " fri | \n",
+ " marin | \n",
+ " grill | \n",
+ " cook | \n",
+ " season | \n",
+ " broil | \n",
+ " parboil | \n",
+ " bast | \n",
+ " arrang | \n",
+ "
\n",
+ " \n",
+ " 26 | \n",
+ " potatoes | \n",
+ " pickl | \n",
+ " parboil | \n",
+ " mash | \n",
+ " dice | \n",
+ " minc | \n",
+ " add | \n",
+ " peel | \n",
+ " stir | \n",
+ " steam | \n",
+ " put | \n",
+ "
\n",
+ " \n",
+ " 27 | \n",
+ " chicken | \n",
+ " debon | \n",
+ " season | \n",
+ " fillet | \n",
+ " bast | \n",
+ " roast | \n",
+ " marin | \n",
+ " put | \n",
+ " strain | \n",
+ " discard | \n",
+ " brais | \n",
+ "
\n",
+ " \n",
+ " 28 | \n",
+ " celery | \n",
+ " add | \n",
+ " minc | \n",
+ " dice | \n",
+ " chop | \n",
+ " stir | \n",
+ " pickl | \n",
+ " slice | \n",
+ " arrang | \n",
+ " peel | \n",
+ " put | \n",
+ "
\n",
+ " \n",
+ " 29 | \n",
+ " zucchini | \n",
+ " dice | \n",
+ " add | \n",
+ " arrang | \n",
+ " parboil | \n",
+ " chop | \n",
+ " peel | \n",
+ " minc | \n",
+ " stir | \n",
+ " place | \n",
+ " slice | \n",
+ "
\n",
+ " \n",
+ " 30 | \n",
+ " cucumber | \n",
+ " pickl | \n",
+ " dice | \n",
+ " chop | \n",
+ " slice | \n",
+ " arrang | \n",
+ " dress | \n",
+ " minc | \n",
+ " peel | \n",
+ " garnish | \n",
+ " add | \n",
+ "
\n",
+ " \n",
+ " 31 | \n",
+ " mayonaise | \n",
+ " dress | \n",
+ " sour | \n",
+ " mix | \n",
+ " curdl | \n",
+ " pickl | \n",
+ " blend | \n",
+ " mash | \n",
+ " tast | \n",
+ " season | \n",
+ " scrambl | \n",
+ "
\n",
+ " \n",
+ " 32 | \n",
+ " tumeric | \n",
+ " salt | \n",
+ " stir | \n",
+ " tast | \n",
+ " spice | \n",
+ " grind | \n",
+ " season | \n",
+ " add | \n",
+ " mash | \n",
+ " mix | \n",
+ " simmer | \n",
+ "
\n",
+ " \n",
+ " 33 | \n",
+ " mushrooms | \n",
+ " minc | \n",
+ " add | \n",
+ " dice | \n",
+ " stir | \n",
+ " chop | \n",
+ " season | \n",
+ " cook | \n",
+ " arrang | \n",
+ " fri | \n",
+ " discard | \n",
+ "
\n",
+ " \n",
+ " 34 | \n",
+ " cinnamon | \n",
+ " sugar | \n",
+ " salt | \n",
+ " flour | \n",
+ " spice | \n",
+ " sprinkl | \n",
+ " add | \n",
+ " beat | \n",
+ " sweeten | \n",
+ " mix | \n",
+ " brown | \n",
+ "
\n",
+ " \n",
+ " 35 | \n",
+ " bacon | \n",
+ " dice | \n",
+ " fri | \n",
+ " minc | \n",
+ " chop | \n",
+ " add | \n",
+ " pickl | \n",
+ " stir | \n",
+ " arrang | \n",
+ " bread | \n",
+ " cook | \n",
+ "
\n",
+ " \n",
+ " 36 | \n",
+ " coriander | \n",
+ " minc | \n",
+ " salt | \n",
+ " add | \n",
+ " grind | \n",
+ " chop | \n",
+ " sprinkl | \n",
+ " spice | \n",
+ " stir | \n",
+ " season | \n",
+ " garnish | \n",
+ "
\n",
+ " \n",
+ " 37 | \n",
+ " capers | \n",
+ " minc | \n",
+ " pickl | \n",
+ " add | \n",
+ " chop | \n",
+ " stir | \n",
+ " season | \n",
+ " dice | \n",
+ " garnish | \n",
+ " salt | \n",
+ " put | \n",
+ "
\n",
+ " \n",
+ " 38 | \n",
+ " leeks | \n",
+ " dice | \n",
+ " minc | \n",
+ " stir | \n",
+ " fri | \n",
+ " add | \n",
+ " parboil | \n",
+ " chop | \n",
+ " cook | \n",
+ " heat | \n",
+ " slice | \n",
+ "
\n",
+ " \n",
+ " 39 | \n",
+ " mirin | \n",
+ " salt | \n",
+ " boil | \n",
+ " simmer | \n",
+ " sugar | \n",
+ " add | \n",
+ " heat | \n",
+ " stir | \n",
+ " whisk | \n",
+ " tast | \n",
+ " minc | \n",
+ "
\n",
+ " \n",
+ " 40 | \n",
+ " clove | \n",
+ " minc | \n",
+ " salt | \n",
+ " add | \n",
+ " peel | \n",
+ " discard | \n",
+ " put | \n",
+ " sprinkl | \n",
+ " spice | \n",
+ " place | \n",
+ " grind | \n",
+ "
\n",
+ " \n",
+ " 41 | \n",
+ " beansprouts | \n",
+ " parboil | \n",
+ " rins | \n",
+ " scrambl | \n",
+ " dress | \n",
+ " drain | \n",
+ " chop | \n",
+ " buri | \n",
+ " dice | \n",
+ " fri | \n",
+ " minc | \n",
+ "
\n",
+ " \n",
+ " 42 | \n",
+ " rice | \n",
+ " stir | \n",
+ " steam | \n",
+ " sugar | \n",
+ " scorch | \n",
+ " simmer | \n",
+ " add | \n",
+ " boil | \n",
+ " season | \n",
+ " cook | \n",
+ " drain | \n",
+ "
\n",
+ " \n",
+ " 43 | \n",
+ " raisins | \n",
+ " add | \n",
+ " stir | \n",
+ " sugar | \n",
+ " mix | \n",
+ " minc | \n",
+ " chop | \n",
+ " grind | \n",
+ " soak | \n",
+ " put | \n",
+ " pour | \n",
+ "
\n",
+ " \n",
+ " 44 | \n",
+ " cayenne | \n",
+ " salt | \n",
+ " add | \n",
+ " tast | \n",
+ " season | \n",
+ " sugar | \n",
+ " minc | \n",
+ " stir | \n",
+ " grind | \n",
+ " sprinkl | \n",
+ " spice | \n",
+ "
\n",
+ " \n",
+ " 45 | \n",
+ " ketchup | \n",
+ " add | \n",
+ " sour | \n",
+ " pickl | \n",
+ " sugar | \n",
+ " pour | \n",
+ " salt | \n",
+ " minc | \n",
+ " mix | \n",
+ " spice | \n",
+ " put | \n",
+ "
\n",
+ " \n",
+ " 46 | \n",
+ " oregano | \n",
+ " salt | \n",
+ " minc | \n",
+ " add | \n",
+ " season | \n",
+ " sprinkl | \n",
+ " stir | \n",
+ " chop | \n",
+ " spice | \n",
+ " grind | \n",
+ " rub | \n",
+ "
\n",
+ " \n",
+ " 47 | \n",
+ " cheese | \n",
+ " sour | \n",
+ " spread | \n",
+ " add | \n",
+ " fold | \n",
+ " sprinkl | \n",
+ " place | \n",
+ " put | \n",
+ " arrang | \n",
+ " bread | \n",
+ " whip | \n",
+ "
\n",
+ " \n",
+ " 48 | \n",
+ " cornmeal | \n",
+ " flour | \n",
+ " salt | \n",
+ " bake | \n",
+ " sugar | \n",
+ " whisk | \n",
+ " beat | \n",
+ " batter | \n",
+ " mix | \n",
+ " rub | \n",
+ " sprinkl | \n",
+ "
\n",
+ " \n",
+ " 49 | \n",
+ " sauce | \n",
+ " dress | \n",
+ " add | \n",
+ " glaze | \n",
+ " minc | \n",
+ " pour | \n",
+ " stir | \n",
+ " chop | \n",
+ " season | \n",
+ " simmer | \n",
+ " dice | \n",
+ "
\n",
+ " \n",
+ " 50 | \n",
+ " eggplant | \n",
+ " bread | \n",
+ " parboil | \n",
+ " fillet | \n",
+ " arrang | \n",
+ " peel | \n",
+ " gut | \n",
+ " pickl | \n",
+ " toast | \n",
+ " roast | \n",
+ " squeez | \n",
+ "
\n",
+ " \n",
+ " 51 | \n",
+ " spinach | \n",
+ " add | \n",
+ " minc | \n",
+ " dice | \n",
+ " stir | \n",
+ " rins | \n",
+ " arrang | \n",
+ " chop | \n",
+ " drain | \n",
+ " mash | \n",
+ " dress | \n",
+ "
\n",
+ " \n",
+ " 52 | \n",
+ " orange | \n",
+ " add | \n",
+ " peel | \n",
+ " garnish | \n",
+ " sugar | \n",
+ " put | \n",
+ " arrang | \n",
+ " squeez | \n",
+ " sprinkl | \n",
+ " discard | \n",
+ " pour | \n",
+ "
\n",
+ " \n",
+ " 53 | \n",
+ " peanuts | \n",
+ " melt | \n",
+ " sugar | \n",
+ " clarifi | \n",
+ " beat | \n",
+ " put | \n",
+ " spread | \n",
+ " heat | \n",
+ " add | \n",
+ " sweeten | \n",
+ " pour | \n",
+ "
\n",
+ " \n",
+ " 54 | \n",
+ " lemongrass | \n",
+ " minc | \n",
+ " peel | \n",
+ " discard | \n",
+ " add | \n",
+ " gut | \n",
+ " pickl | \n",
+ " chop | \n",
+ " dice | \n",
+ " spice | \n",
+ " stir | \n",
+ "
\n",
+ " \n",
+ " 55 | \n",
+ " spaghetti | \n",
+ " boil | \n",
+ " thicken | \n",
+ " simmer | \n",
+ " reduc | \n",
+ " season | \n",
+ " cover | \n",
+ " scrambl | \n",
+ " spoon | \n",
+ " curdl | \n",
+ " lower | \n",
+ "
\n",
+ " \n",
+ " 56 | \n",
+ " cabbage | \n",
+ " parboil | \n",
+ " dice | \n",
+ " pickl | \n",
+ " minc | \n",
+ " dress | \n",
+ " chop | \n",
+ " drain | \n",
+ " peel | \n",
+ " buri | \n",
+ " slice | \n",
+ "
\n",
+ " \n",
+ " 57 | \n",
+ " sake | \n",
+ " boil | \n",
+ " tast | \n",
+ " salt | \n",
+ " simmer | \n",
+ " sugar | \n",
+ " add | \n",
+ " heat | \n",
+ " clarifi | \n",
+ " season | \n",
+ " parboil | \n",
+ "
\n",
+ " \n",
+ " 58 | \n",
+ " parsley | \n",
+ " minc | \n",
+ " add | \n",
+ " chop | \n",
+ " sprinkl | \n",
+ " salt | \n",
+ " season | \n",
+ " stir | \n",
+ " garnish | \n",
+ " dice | \n",
+ " grate | \n",
+ "
\n",
+ " \n",
+ " 59 | \n",
+ " chickpeas | \n",
+ " stir | \n",
+ " drain | \n",
+ " add | \n",
+ " dress | \n",
+ " dice | \n",
+ " mash | \n",
+ " simmer | \n",
+ " minc | \n",
+ " parboil | \n",
+ " brais | \n",
+ "
\n",
+ " \n",
+ " 60 | \n",
+ " thyme | \n",
+ " minc | \n",
+ " add | \n",
+ " salt | \n",
+ " chop | \n",
+ " stir | \n",
+ " sprinkl | \n",
+ " season | \n",
+ " spice | \n",
+ " grate | \n",
+ " grind | \n",
+ "
\n",
+ " \n",
+ " 61 | \n",
+ " Sriracha | \n",
+ " tast | \n",
+ " salt | \n",
+ " sour | \n",
+ " add | \n",
+ " season | \n",
+ " dress | \n",
+ " pickl | \n",
+ " whisk | \n",
+ " pour | \n",
+ " minc | \n",
+ "
\n",
+ " \n",
+ " 62 | \n",
+ " pinenuts | \n",
+ " toast | \n",
+ " blend | \n",
+ " minc | \n",
+ " chop | \n",
+ " stir | \n",
+ " bread | \n",
+ " dress | \n",
+ " mix | \n",
+ " scrambl | \n",
+ " spice | \n",
+ "
\n",
+ " \n",
+ " 63 | \n",
+ " shiitake | \n",
+ " parboil | \n",
+ " wipe | \n",
+ " minc | \n",
+ " rins | \n",
+ " add | \n",
+ " steam | \n",
+ " soak | \n",
+ " drain | \n",
+ " chop | \n",
+ " wash | \n",
+ "
\n",
+ " \n",
+ " 64 | \n",
+ " vanilla | \n",
+ " beat | \n",
+ " sugar | \n",
+ " sweeten | \n",
+ " whisk | \n",
+ " whip | \n",
+ " mix | \n",
+ " add | \n",
+ " blend | \n",
+ " sour | \n",
+ " flour | \n",
+ "
\n",
+ " \n",
+ " 65 | \n",
+ " pork | \n",
+ " debon | \n",
+ " carv | \n",
+ " buri | \n",
+ " roast | \n",
+ " brais | \n",
+ " grill | \n",
+ " bast | \n",
+ " season | \n",
+ " rub | \n",
+ " marin | \n",
+ "
\n",
+ " \n",
+ " 66 | \n",
+ " vinegar | \n",
+ " add | \n",
+ " salt | \n",
+ " minc | \n",
+ " sugar | \n",
+ " stir | \n",
+ " pickl | \n",
+ " tast | \n",
+ " season | \n",
+ " pour | \n",
+ " spice | \n",
+ "
\n",
+ " \n",
+ " 67 | \n",
+ " chiles | \n",
+ " minc | \n",
+ " add | \n",
+ " salt | \n",
+ " pickl | \n",
+ " chop | \n",
+ " spice | \n",
+ " grind | \n",
+ " dice | \n",
+ " season | \n",
+ " stir | \n",
+ "
\n",
+ " \n",
+ " 68 | \n",
+ " corn | \n",
+ " add | \n",
+ " sour | \n",
+ " stir | \n",
+ " put | \n",
+ " mix | \n",
+ " pickl | \n",
+ " pour | \n",
+ " place | \n",
+ " dice | \n",
+ " salt | \n",
+ "
\n",
+ " \n",
+ " 69 | \n",
+ " tomatillos | \n",
+ " minc | \n",
+ " dice | \n",
+ " chop | \n",
+ " gut | \n",
+ " peel | \n",
+ " reduc | \n",
+ " strain | \n",
+ " squeez | \n",
+ " discard | \n",
+ " pickl | \n",
+ "
\n",
+ " \n",
+ " 70 | \n",
+ " radishes | \n",
+ " pickl | \n",
+ " dice | \n",
+ " chop | \n",
+ " slice | \n",
+ " parboil | \n",
+ " arrang | \n",
+ " minc | \n",
+ " garnish | \n",
+ " peel | \n",
+ " dress | \n",
+ "
\n",
+ " \n",
+ " 71 | \n",
+ " juice | \n",
+ " add | \n",
+ " minc | \n",
+ " chop | \n",
+ " dice | \n",
+ " peel | \n",
+ " discard | \n",
+ " slice | \n",
+ " salt | \n",
+ " sugar | \n",
+ " stir | \n",
+ "
\n",
+ " \n",
+ " 72 | \n",
+ " pasta | \n",
+ " boil | \n",
+ " thicken | \n",
+ " cover | \n",
+ " simmer | \n",
+ " drain | \n",
+ " parboil | \n",
+ " steam | \n",
+ " dress | \n",
+ " season | \n",
+ " scrambl | \n",
+ "
\n",
+ " \n",
+ " 73 | \n",
+ " prosciutto | \n",
+ " arrang | \n",
+ " bread | \n",
+ " slice | \n",
+ " dice | \n",
+ " chop | \n",
+ " cut | \n",
+ " toast | \n",
+ " minc | \n",
+ " garnish | \n",
+ " fillet | \n",
+ "
\n",
+ " \n",
+ " 74 | \n",
+ " ghee | \n",
+ " clarifi | \n",
+ " heat | \n",
+ " fri | \n",
+ " melt | \n",
+ " sugar | \n",
+ " reduc | \n",
+ " warm | \n",
+ " simmer | \n",
+ " stir | \n",
+ " spice | \n",
+ "
\n",
+ " \n",
+ " 75 | \n",
+ " beef | \n",
+ " buri | \n",
+ " season | \n",
+ " fri | \n",
+ " carv | \n",
+ " minc | \n",
+ " cook | \n",
+ " brais | \n",
+ " roast | \n",
+ " dice | \n",
+ " add | \n",
+ "
\n",
+ " \n",
+ " 76 | \n",
+ " basil | \n",
+ " add | \n",
+ " minc | \n",
+ " sprinkl | \n",
+ " chop | \n",
+ " salt | \n",
+ " garnish | \n",
+ " stir | \n",
+ " season | \n",
+ " grate | \n",
+ " put | \n",
+ "
\n",
+ " \n",
+ " 77 | \n",
+ " baguette | \n",
+ " bread | \n",
+ " toast | \n",
+ " spread | \n",
+ " fillet | \n",
+ " slice | \n",
+ " cut | \n",
+ " crumpl | \n",
+ " serv | \n",
+ " arrang | \n",
+ " broil | \n",
+ "
\n",
+ " \n",
+ " 78 | \n",
+ " okra | \n",
+ " parboil | \n",
+ " drain | \n",
+ " dice | \n",
+ " steam | \n",
+ " gut | \n",
+ " pickl | \n",
+ " rins | \n",
+ " fri | \n",
+ " boil | \n",
+ " stir | \n",
+ "
\n",
+ " \n",
+ " 79 | \n",
+ " mango | \n",
+ " garnish | \n",
+ " pickl | \n",
+ " dice | \n",
+ " arrang | \n",
+ " peel | \n",
+ " chop | \n",
+ " add | \n",
+ " minc | \n",
+ " put | \n",
+ " squeez | \n",
+ "
\n",
+ " \n",
+ " 80 | \n",
+ " peaches | \n",
+ " macer | \n",
+ " sweeten | \n",
+ " whip | \n",
+ " peel | \n",
+ " spoon | \n",
+ " arrang | \n",
+ " garnish | \n",
+ " squeez | \n",
+ " pour | \n",
+ " spread | \n",
+ "
\n",
+ " \n",
+ " 81 | \n",
+ " linguine | \n",
+ " boil | \n",
+ " simmer | \n",
+ " drain | \n",
+ " scrambl | \n",
+ " season | \n",
+ " parboil | \n",
+ " stir | \n",
+ " cook | \n",
+ " thicken | \n",
+ " rins | \n",
+ "
\n",
+ " \n",
+ " 82 | \n",
+ " bananas | \n",
+ " sweeten | \n",
+ " fold | \n",
+ " spread | \n",
+ " bread | \n",
+ " arrang | \n",
+ " whip | \n",
+ " beat | \n",
+ " macer | \n",
+ " place | \n",
+ " put | \n",
+ "
\n",
+ " \n",
+ " 83 | \n",
+ " nutmeg | \n",
+ " salt | \n",
+ " sugar | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " mix | \n",
+ " beat | \n",
+ " tast | \n",
+ " stir | \n",
+ " flour | \n",
+ " whisk | \n",
+ "
\n",
+ " \n",
+ " 84 | \n",
+ " yoghurt | \n",
+ " sour | \n",
+ " mix | \n",
+ " blend | \n",
+ " sweeten | \n",
+ " mash | \n",
+ " whisk | \n",
+ " whip | \n",
+ " beat | \n",
+ " curdl | \n",
+ " thicken | \n",
+ "
\n",
+ " \n",
+ " 85 | \n",
+ " ham | \n",
+ " dice | \n",
+ " arrang | \n",
+ " buri | \n",
+ " pickl | \n",
+ " slice | \n",
+ " grill | \n",
+ " chop | \n",
+ " roast | \n",
+ " parboil | \n",
+ " place | \n",
+ "
\n",
+ " \n",
+ " 86 | \n",
+ " broccoli | \n",
+ " parboil | \n",
+ " dice | \n",
+ " drain | \n",
+ " stir | \n",
+ " add | \n",
+ " cook | \n",
+ " steam | \n",
+ " rins | \n",
+ " dress | \n",
+ " simmer | \n",
+ "
\n",
+ " \n",
+ " 87 | \n",
+ " noodles | \n",
+ " scrambl | \n",
+ " parboil | \n",
+ " curdl | \n",
+ " poach | \n",
+ " boil | \n",
+ " steam | \n",
+ " thicken | \n",
+ " rins | \n",
+ " pour | \n",
+ " spoon | \n",
+ "
\n",
+ " \n",
+ " 88 | \n",
+ " cream | \n",
+ " melt | \n",
+ " beat | \n",
+ " whip | \n",
+ " sour | \n",
+ " whisk | \n",
+ " sugar | \n",
+ " mix | \n",
+ " add | \n",
+ " blend | \n",
+ " spread | \n",
+ "
\n",
+ " \n",
+ " 89 | \n",
+ " beer | \n",
+ " simmer | \n",
+ " add | \n",
+ " boil | \n",
+ " pour | \n",
+ " spice | \n",
+ " sour | \n",
+ " salt | \n",
+ " whisk | \n",
+ " pickl | \n",
+ " warm | \n",
+ "
\n",
+ " \n",
+ " 90 | \n",
+ " kalamata | \n",
+ " pickl | \n",
+ " dress | \n",
+ " garnish | \n",
+ " season | \n",
+ " dice | \n",
+ " gut | \n",
+ " sour | \n",
+ " chop | \n",
+ " serv | \n",
+ " minc | \n",
+ "
\n",
+ " \n",
+ " 91 | \n",
+ " vegetables | \n",
+ " bast | \n",
+ " heat | \n",
+ " season | \n",
+ " cook | \n",
+ " add | \n",
+ " strain | \n",
+ " spice | \n",
+ " fri | \n",
+ " wipe | \n",
+ " stir | \n",
+ "
\n",
+ " \n",
+ " 92 | \n",
+ " shortening | \n",
+ " beat | \n",
+ " sugar | \n",
+ " flour | \n",
+ " melt | \n",
+ " whisk | \n",
+ " clarifi | \n",
+ " mix | \n",
+ " sour | \n",
+ " blend | \n",
+ " whip | \n",
+ "
\n",
+ " \n",
+ " 93 | \n",
+ " saffron | \n",
+ " salt | \n",
+ " simmer | \n",
+ " stir | \n",
+ " spice | \n",
+ " boil | \n",
+ " add | \n",
+ " sugar | \n",
+ " strain | \n",
+ " whisk | \n",
+ " steep | \n",
+ "
\n",
+ " \n",
+ " 94 | \n",
+ " strawberries | \n",
+ " whip | \n",
+ " sweeten | \n",
+ " macer | \n",
+ " garnish | \n",
+ " spread | \n",
+ " spoon | \n",
+ " squeez | \n",
+ " fold | \n",
+ " freez | \n",
+ " peel | \n",
+ "
\n",
+ " \n",
+ " 95 | \n",
+ " margarine | \n",
+ " sugar | \n",
+ " melt | \n",
+ " beat | \n",
+ " clarifi | \n",
+ " mix | \n",
+ " flour | \n",
+ " add | \n",
+ " salt | \n",
+ " sour | \n",
+ " whisk | \n",
+ "
\n",
+ " \n",
+ " 96 | \n",
+ " tortillas | \n",
+ " bread | \n",
+ " fillet | \n",
+ " crumpl | \n",
+ " spread | \n",
+ " fold | \n",
+ " batter | \n",
+ " place | \n",
+ " arrang | \n",
+ " build | \n",
+ " scrambl | \n",
+ "
\n",
+ " \n",
+ " 97 | \n",
+ " almonds | \n",
+ " sugar | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " put | \n",
+ " toast | \n",
+ " spread | \n",
+ " spice | \n",
+ " place | \n",
+ " mix | \n",
+ " stir | \n",
+ "
\n",
+ " \n",
+ " 98 | \n",
+ " cauliflower | \n",
+ " parboil | \n",
+ " steam | \n",
+ " drain | \n",
+ " mash | \n",
+ " dice | \n",
+ " stir | \n",
+ " cover | \n",
+ " simmer | \n",
+ " cook | \n",
+ " dress | \n",
+ "
\n",
+ " \n",
+ " 99 | \n",
+ " asparagus | \n",
+ " parboil | \n",
+ " poach | \n",
+ " drain | \n",
+ " slice | \n",
+ " fillet | \n",
+ " steam | \n",
+ " arrang | \n",
+ " dice | \n",
+ " cook | \n",
+ " boil | \n",
+ "
\n",
+ " \n",
+ " 100 | \n",
+ " chili | \n",
+ " salt | \n",
+ " minc | \n",
+ " add | \n",
+ " pickl | \n",
+ " season | \n",
+ " tast | \n",
+ " spice | \n",
+ " grind | \n",
+ " sprinkl | \n",
+ " stir | \n",
+ "
\n",
+ " \n",
+ " 101 | \n",
+ " chives | \n",
+ " minc | \n",
+ " add | \n",
+ " chop | \n",
+ " grate | \n",
+ " garnish | \n",
+ " salt | \n",
+ " pickl | \n",
+ " sprinkl | \n",
+ " dice | \n",
+ " stir | \n",
+ "
\n",
+ " \n",
+ " 102 | \n",
+ " bread | \n",
+ " bread | \n",
+ " toast | \n",
+ " spread | \n",
+ " place | \n",
+ " put | \n",
+ " fold | \n",
+ " brush | \n",
+ " arrang | \n",
+ " sprinkl | \n",
+ " cut | \n",
+ "
\n",
+ " \n",
+ " 103 | \n",
+ " couscous | \n",
+ " simmer | \n",
+ " dress | \n",
+ " steam | \n",
+ " mash | \n",
+ " boil | \n",
+ " brais | \n",
+ " poach | \n",
+ " scrambl | \n",
+ " season | \n",
+ " drain | \n",
+ "
\n",
+ " \n",
+ " 104 | \n",
+ " guacamole | \n",
+ " dress | \n",
+ " pickl | \n",
+ " sour | \n",
+ " build | \n",
+ " correct | \n",
+ " tri | \n",
+ " serv | \n",
+ " gut | \n",
+ " slowcook | \n",
+ " grill | \n",
+ "
\n",
+ " \n",
+ " 105 | \n",
+ " sausages | \n",
+ " fri | \n",
+ " dice | \n",
+ " cook | \n",
+ " minc | \n",
+ " scrambl | \n",
+ " grill | \n",
+ " chop | \n",
+ " buri | \n",
+ " stir | \n",
+ " break | \n",
+ "
\n",
+ " \n",
+ " 106 | \n",
+ " arugula | \n",
+ " arrang | \n",
+ " dress | \n",
+ " slice | \n",
+ " chop | \n",
+ " garnish | \n",
+ " dice | \n",
+ " minc | \n",
+ " spread | \n",
+ " add | \n",
+ " place | \n",
+ "
\n",
+ " \n",
+ " 107 | \n",
+ " spices | \n",
+ " spice | \n",
+ " season | \n",
+ " rub | \n",
+ " add | \n",
+ " mix | \n",
+ " salt | \n",
+ " minc | \n",
+ " flour | \n",
+ " sprinkl | \n",
+ " grind | \n",
+ "
\n",
+ " \n",
+ " 108 | \n",
+ " apples | \n",
+ " peel | \n",
+ " pickl | \n",
+ " arrang | \n",
+ " spread | \n",
+ " sweeten | \n",
+ " squeez | \n",
+ " garnish | \n",
+ " minc | \n",
+ " add | \n",
+ " place | \n",
+ "
\n",
+ " \n",
+ " 109 | \n",
+ " peas | \n",
+ " dice | \n",
+ " add | \n",
+ " stir | \n",
+ " parboil | \n",
+ " drain | \n",
+ " rins | \n",
+ " simmer | \n",
+ " chop | \n",
+ " minc | \n",
+ " steam | \n",
+ "
\n",
+ " \n",
+ " 110 | \n",
+ " pancetta | \n",
+ " fri | \n",
+ " cook | \n",
+ " minc | \n",
+ " heat | \n",
+ " dice | \n",
+ " stir | \n",
+ " drain | \n",
+ " wipe | \n",
+ " chop | \n",
+ " toast | \n",
+ "
\n",
+ " \n",
+ " 111 | \n",
+ " grits | \n",
+ " scrambl | \n",
+ " boil | \n",
+ " skim | \n",
+ " batter | \n",
+ " crack | \n",
+ " simmer | \n",
+ " poach | \n",
+ " steam | \n",
+ " thicken | \n",
+ " curdl | \n",
+ "
\n",
+ " \n",
+ " 112 | \n",
+ " lettuce | \n",
+ " arrang | \n",
+ " slice | \n",
+ " dress | \n",
+ " dice | \n",
+ " garnish | \n",
+ " cut | \n",
+ " chop | \n",
+ " spread | \n",
+ " place | \n",
+ " pickl | \n",
+ "
\n",
+ " \n",
+ " 113 | \n",
+ " mussels | \n",
+ " fillet | \n",
+ " strain | \n",
+ " simmer | \n",
+ " poach | \n",
+ " boil | \n",
+ " steam | \n",
+ " thicken | \n",
+ " reduc | \n",
+ " brais | \n",
+ " heat | \n",
+ "
\n",
+ " \n",
+ " 114 | \n",
+ " coconut | \n",
+ " sugar | \n",
+ " sweeten | \n",
+ " sour | \n",
+ " spread | \n",
+ " whip | \n",
+ " pour | \n",
+ " beat | \n",
+ " put | \n",
+ " add | \n",
+ " mix | \n",
+ "
\n",
+ " \n",
+ " 115 | \n",
+ " fettucine | \n",
+ " boil | \n",
+ " parboil | \n",
+ " scrambl | \n",
+ " rins | \n",
+ " steam | \n",
+ " drain | \n",
+ " serv | \n",
+ " slowcook | \n",
+ " simmer | \n",
+ " tast | \n",
+ "
\n",
+ " \n",
+ " 116 | \n",
+ " lard | \n",
+ " clarifi | \n",
+ " heat | \n",
+ " sugar | \n",
+ " beat | \n",
+ " fri | \n",
+ " melt | \n",
+ " flour | \n",
+ " whisk | \n",
+ " wipe | \n",
+ " reduc | \n",
+ "
\n",
+ " \n",
+ " 117 | \n",
+ " brandy | \n",
+ " sugar | \n",
+ " macer | \n",
+ " sweeten | \n",
+ " whisk | \n",
+ " beat | \n",
+ " glaze | \n",
+ " simmer | \n",
+ " clarifi | \n",
+ " reduc | \n",
+ " thicken | \n",
+ "
\n",
+ " \n",
+ " 118 | \n",
+ " kale | \n",
+ " parboil | \n",
+ " drain | \n",
+ " dress | \n",
+ " stir | \n",
+ " rins | \n",
+ " simmer | \n",
+ " mash | \n",
+ " cook | \n",
+ " steam | \n",
+ " brais | \n",
+ "
\n",
+ " \n",
+ " 119 | \n",
+ " olives | \n",
+ " minc | \n",
+ " add | \n",
+ " grate | \n",
+ " sprinkl | \n",
+ " salt | \n",
+ " dress | \n",
+ " chop | \n",
+ " fri | \n",
+ " put | \n",
+ " heat | \n",
+ "
\n",
+ " \n",
+ " 120 | \n",
+ " pecans | \n",
+ " sprinkl | \n",
+ " spread | \n",
+ " sugar | \n",
+ " toast | \n",
+ " fold | \n",
+ " melt | \n",
+ " sweeten | \n",
+ " place | \n",
+ " garnish | \n",
+ " mix | \n",
+ "
\n",
+ " \n",
+ " 121 | \n",
+ " mascarpone | \n",
+ " whip | \n",
+ " sour | \n",
+ " beat | \n",
+ " spread | \n",
+ " spoon | \n",
+ " melt | \n",
+ " fold | \n",
+ " sweeten | \n",
+ " mix | \n",
+ " blend | \n",
+ "
\n",
+ " \n",
+ " 122 | \n",
+ " daikon | \n",
+ " parboil | \n",
+ " pickl | \n",
+ " peel | \n",
+ " wash | \n",
+ " rins | \n",
+ " dice | \n",
+ " steam | \n",
+ " boil | \n",
+ " minc | \n",
+ " drain | \n",
+ "
\n",
+ " \n",
+ " 123 | \n",
+ " mint | \n",
+ " minc | \n",
+ " garnish | \n",
+ " chop | \n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
+ " \n",
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\n",
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\n",
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\n",
+ " \n",
+ " 134 | \n",
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+ " brush | \n",
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\n",
+ " \n",
+ " 135 | \n",
+ " chillies | \n",
+ " minc | \n",
+ " add | \n",
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+ " pickl | \n",
+ " spice | \n",
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+ " dice | \n",
+ " garnish | \n",
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\n",
+ " \n",
+ " 136 | \n",
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+ " gut | \n",
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+ " minc | \n",
+ " sugar | \n",
+ " chop | \n",
+ " toast | \n",
+ "
\n",
+ " \n",
+ " 137 | \n",
+ " allspice | \n",
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+ " sugar | \n",
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+ " mix | \n",
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\n",
+ " \n",
+ " 138 | \n",
+ " gingerroot | \n",
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+ " fri | \n",
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\n",
+ " \n",
+ " 139 | \n",
+ " crawfish | \n",
+ " thicken | \n",
+ " gut | \n",
+ " curdl | \n",
+ " debon | \n",
+ " boil | \n",
+ " clarifi | \n",
+ " parboil | \n",
+ " poach | \n",
+ " strain | \n",
+ " buri | \n",
+ "
\n",
+ " \n",
+ " 140 | \n",
+ " turnips | \n",
+ " parboil | \n",
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+ " pickl | \n",
+ " brais | \n",
+ " buri | \n",
+ " chop | \n",
+ " peel | \n",
+ " minc | \n",
+ " slice | \n",
+ " mash | \n",
+ "
\n",
+ " \n",
+ " 141 | \n",
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+ " sugar | \n",
+ " spice | \n",
+ " rub | \n",
+ " pickl | \n",
+ " mix | \n",
+ "
\n",
+ " \n",
+ " 142 | \n",
+ " quinoa | \n",
+ " simmer | \n",
+ " stir | \n",
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+ " boil | \n",
+ " thicken | \n",
+ " rins | \n",
+ " poach | \n",
+ " steep | \n",
+ " parboil | \n",
+ " mash | \n",
+ "
\n",
+ " \n",
+ " 143 | \n",
+ " penne | \n",
+ " boil | \n",
+ " parboil | \n",
+ " drain | \n",
+ " scrambl | \n",
+ " simmer | \n",
+ " tast | \n",
+ " thicken | \n",
+ " stir | \n",
+ " slowcook | \n",
+ " cook | \n",
+ "
\n",
+ " \n",
+ " 144 | \n",
+ " beets | \n",
+ " peel | \n",
+ " pickl | \n",
+ " brais | \n",
+ " dice | \n",
+ " parboil | \n",
+ " discard | \n",
+ " dress | \n",
+ " drain | \n",
+ " garnish | \n",
+ " minc | \n",
+ "
\n",
+ " \n",
+ " 145 | \n",
+ " walnuts | \n",
+ " sprinkl | \n",
+ " spread | \n",
+ " add | \n",
+ " minc | \n",
+ " put | \n",
+ " sugar | \n",
+ " toast | \n",
+ " garnish | \n",
+ " mix | \n",
+ " place | \n",
+ "
\n",
+ " \n",
+ " 146 | \n",
+ " rosemary | \n",
+ " minc | \n",
+ " salt | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " season | \n",
+ " chop | \n",
+ " rub | \n",
+ " spice | \n",
+ " stir | \n",
+ " grind | \n",
+ "
\n",
+ " \n",
+ " 147 | \n",
+ " ice | \n",
+ " whip | \n",
+ " sweeten | \n",
+ " beat | \n",
+ " batter | \n",
+ " glaze | \n",
+ " chill | \n",
+ " sour | \n",
+ " sugar | \n",
+ " freez | \n",
+ " rollout | \n",
+ "
\n",
+ " \n",
+ " 148 | \n",
+ " kimchi | \n",
+ " pickl | \n",
+ " parboil | \n",
+ " brais | \n",
+ " scrambl | \n",
+ " dress | \n",
+ " marin | \n",
+ " buri | \n",
+ " squeez | \n",
+ " drain | \n",
+ " strain | \n",
+ "
\n",
+ " \n",
+ " 149 | \n",
+ " yeast | \n",
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+ " flour | \n",
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+ " sugar | \n",
+ " whisk | \n",
+ " sweeten | \n",
+ " mix | \n",
+ " salt | \n",
+ " blend | \n",
+ " steep | \n",
+ "
\n",
+ " \n",
+ " 150 | \n",
+ " paneer | \n",
+ " scrambl | \n",
+ " debon | \n",
+ " tri | \n",
+ " crumpl | \n",
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+ " bread | \n",
+ " knead | \n",
+ " steam | \n",
+ " fri | \n",
+ " thaw | \n",
+ "
\n",
+ " \n",
+ " 151 | \n",
+ " watercress | \n",
+ " chop | \n",
+ " dress | \n",
+ " arrang | \n",
+ " dice | \n",
+ " slice | \n",
+ " minc | \n",
+ " garnish | \n",
+ " pickl | \n",
+ " add | \n",
+ " serv | \n",
+ "
\n",
+ " \n",
+ " 152 | \n",
+ " cardamom | \n",
+ " salt | \n",
+ " sugar | \n",
+ " spice | \n",
+ " add | \n",
+ " grind | \n",
+ " stir | \n",
+ " mix | \n",
+ " beat | \n",
+ " flour | \n",
+ " sweeten | \n",
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\n",
+ " \n",
+ " 153 | \n",
+ " dough | \n",
+ " batter | \n",
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+ " scoop | \n",
+ " squeez | \n",
+ " bread | \n",
+ " flour | \n",
+ " crack | \n",
+ " spread | \n",
+ "
\n",
+ " \n",
+ " 154 | \n",
+ " molasses | \n",
+ " sugar | \n",
+ " beat | \n",
+ " whisk | \n",
+ " salt | \n",
+ " sweeten | \n",
+ " mix | \n",
+ " pour | \n",
+ " blend | \n",
+ " add | \n",
+ " flour | \n",
+ "
\n",
+ " \n",
+ " 155 | \n",
+ " marjoram | \n",
+ " salt | \n",
+ " minc | \n",
+ " add | \n",
+ " season | \n",
+ " chop | \n",
+ " stir | \n",
+ " sprinkl | \n",
+ " tast | \n",
+ " grind | \n",
+ " discard | \n",
+ "
\n",
+ " \n",
+ " 156 | \n",
+ " ricotta | \n",
+ " sour | \n",
+ " spread | \n",
+ " spoon | \n",
+ " grate | \n",
+ " fold | \n",
+ " sprinkl | \n",
+ " beat | \n",
+ " whip | \n",
+ " mix | \n",
+ " pour | \n",
+ "
\n",
+ " \n",
+ " 157 | \n",
+ " cornflour | \n",
+ " flour | \n",
+ " whisk | \n",
+ " boil | \n",
+ " sugar | \n",
+ " salt | \n",
+ " beat | \n",
+ " thicken | \n",
+ " warm | \n",
+ " pour | \n",
+ " simmer | \n",
+ "
\n",
+ " \n",
+ " 158 | \n",
+ " hazelnuts | \n",
+ " sugar | \n",
+ " sprinkl | \n",
+ " spice | \n",
+ " toast | \n",
+ " bake | \n",
+ " spread | \n",
+ " sweeten | \n",
+ " flour | \n",
+ " melt | \n",
+ " garnish | \n",
+ "
\n",
+ " \n",
+ " 159 | \n",
+ " beans | \n",
+ " add | \n",
+ " stir | \n",
+ " simmer | \n",
+ " dice | \n",
+ " minc | \n",
+ " discard | \n",
+ " pickl | \n",
+ " boil | \n",
+ " spice | \n",
+ " chop | \n",
+ "
\n",
+ " \n",
+ "
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "HTML(find_most_similar_to_given_elementwise(model_ingredients, stemmed_actions).to_html())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "----\n",
+ "## Inter-Category-Similarities\n",
+ "* checking self similarities:"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Cooking Action"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " | \n",
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+ " #8 | \n",
+ " #9 | \n",
+ " #10 | \n",
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\n",
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\n",
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+ " sour | \n",
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\n",
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+ " blend | \n",
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\n",
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\n",
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+ " crack | \n",
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\n",
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\n",
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\n",
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\n",
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+ " spread | \n",
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\n",
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+ " prepar | \n",
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+ " open | \n",
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+ " crack | \n",
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\n",
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\n",
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\n",
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+ " cover | \n",
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+ " squeez | \n",
+ " grill | \n",
+ " fold | \n",
+ " crumpl | \n",
+ " rub | \n",
+ "
\n",
+ " \n",
+ " 24 | \n",
+ " cook | \n",
+ " cook | \n",
+ " fri | \n",
+ " simmer | \n",
+ " heat | \n",
+ " stir | \n",
+ " grill | \n",
+ " boil | \n",
+ " add | \n",
+ " broil | \n",
+ " brais | \n",
+ "
\n",
+ " \n",
+ " 25 | \n",
+ " cool | \n",
+ " cool | \n",
+ " thaw | \n",
+ " chill | \n",
+ " remov | \n",
+ " warm | \n",
+ " set | \n",
+ " refriger | \n",
+ " soak | \n",
+ " macer | \n",
+ " freez | \n",
+ "
\n",
+ " \n",
+ " 26 | \n",
+ " correct | \n",
+ " correct | \n",
+ " adjust | \n",
+ " check | \n",
+ " tast | \n",
+ " salt | \n",
+ " reduc | \n",
+ " flour | \n",
+ " skim | \n",
+ " sour | \n",
+ " rollout | \n",
+ "
\n",
+ " \n",
+ " 27 | \n",
+ " cover | \n",
+ " cover | \n",
+ " place | \n",
+ " set | \n",
+ " put | \n",
+ " simmer | \n",
+ " boil | \n",
+ " wipe | \n",
+ " prepar | \n",
+ " pour | \n",
+ " cook | \n",
+ "
\n",
+ " \n",
+ " 28 | \n",
+ " crack | \n",
+ " crack | \n",
+ " scrambl | \n",
+ " break | \n",
+ " curdl | \n",
+ " grind | \n",
+ " salt | \n",
+ " set | \n",
+ " open | \n",
+ " pull | \n",
+ " bread | \n",
+ "
\n",
+ " \n",
+ " 29 | \n",
+ " crumple | \n",
+ " crumpl | \n",
+ " fold | \n",
+ " rollout | \n",
+ " cut | \n",
+ " arrang | \n",
+ " squeez | \n",
+ " open | \n",
+ " bread | \n",
+ " buri | \n",
+ " pull | \n",
+ "
\n",
+ " \n",
+ " 30 | \n",
+ " curdle | \n",
+ " curdl | \n",
+ " scorch | \n",
+ " thicken | \n",
+ " scrambl | \n",
+ " burn | \n",
+ " whisk | \n",
+ " beat | \n",
+ " crack | \n",
+ " sour | \n",
+ " skim | \n",
+ "
\n",
+ " \n",
+ " 31 | \n",
+ " cut | \n",
+ " cut | \n",
+ " slice | \n",
+ " arrang | \n",
+ " dice | \n",
+ " place | \n",
+ " put | \n",
+ " chop | \n",
+ " fold | \n",
+ " spread | \n",
+ " add | \n",
+ "
\n",
+ " \n",
+ " 32 | \n",
+ " debone | \n",
+ " debon | \n",
+ " carv | \n",
+ " gut | \n",
+ " rins | \n",
+ " marin | \n",
+ " poach | \n",
+ " season | \n",
+ " rub | \n",
+ " bast | \n",
+ " fillet | \n",
+ "
\n",
+ " \n",
+ " 33 | \n",
+ " dice | \n",
+ " dice | \n",
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+ " slice | \n",
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+ " arrang | \n",
+ " put | \n",
+ " place | \n",
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\n",
+ " \n",
+ " 34 | \n",
+ " discard | \n",
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+ " squeez | \n",
+ " peel | \n",
+ " put | \n",
+ " chop | \n",
+ " minc | \n",
+ " dice | \n",
+ "
\n",
+ " \n",
+ " 35 | \n",
+ " drain | \n",
+ " drain | \n",
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+ " strain | \n",
+ " soak | \n",
+ " parboil | \n",
+ " remov | \n",
+ " wash | \n",
+ " discard | \n",
+ " add | \n",
+ " marin | \n",
+ "
\n",
+ " \n",
+ " 36 | \n",
+ " dress | \n",
+ " dress | \n",
+ " season | \n",
+ " chop | \n",
+ " pickl | \n",
+ " dice | \n",
+ " glaze | \n",
+ " marin | \n",
+ " minc | \n",
+ " arrang | \n",
+ " grate | \n",
+ "
\n",
+ " \n",
+ " 37 | \n",
+ " fillet | \n",
+ " fillet | \n",
+ " season | \n",
+ " grill | \n",
+ " broil | \n",
+ " brush | \n",
+ " rub | \n",
+ " gut | \n",
+ " debon | \n",
+ " marin | \n",
+ " wipe | \n",
+ "
\n",
+ " \n",
+ " 38 | \n",
+ " flour | \n",
+ " flour | \n",
+ " sugar | \n",
+ " sprinkl | \n",
+ " beat | \n",
+ " salt | \n",
+ " rub | \n",
+ " knead | \n",
+ " spice | \n",
+ " spread | \n",
+ " batter | \n",
+ "
\n",
+ " \n",
+ " 39 | \n",
+ " fold | \n",
+ " fold | \n",
+ " spread | \n",
+ " sprinkl | \n",
+ " arrang | \n",
+ " place | \n",
+ " put | \n",
+ " add | \n",
+ " cut | \n",
+ " mix | \n",
+ " brush | \n",
+ "
\n",
+ " \n",
+ " 40 | \n",
+ " freeze | \n",
+ " freez | \n",
+ " refriger | \n",
+ " chill | \n",
+ " thaw | \n",
+ " cool | \n",
+ " marin | \n",
+ " knead | \n",
+ " rollout | \n",
+ " steep | \n",
+ " macer | \n",
+ "
\n",
+ " \n",
+ " 41 | \n",
+ " fry | \n",
+ " fri | \n",
+ " cook | \n",
+ " grill | \n",
+ " heat | \n",
+ " roast | \n",
+ " minc | \n",
+ " scrambl | \n",
+ " dice | \n",
+ " add | \n",
+ " place | \n",
+ "
\n",
+ " \n",
+ " 42 | \n",
+ " garnish | \n",
+ " garnish | \n",
+ " sprinkl | \n",
+ " serv | \n",
+ " arrang | \n",
+ " add | \n",
+ " chop | \n",
+ " put | \n",
+ " place | \n",
+ " minc | \n",
+ " spread | \n",
+ "
\n",
+ " \n",
+ " 43 | \n",
+ " glaze | \n",
+ " glaze | \n",
+ " batter | \n",
+ " bast | \n",
+ " brush | \n",
+ " dress | \n",
+ " whip | \n",
+ " sweeten | \n",
+ " sugar | \n",
+ " cool | \n",
+ " poach | \n",
+ "
\n",
+ " \n",
+ " 44 | \n",
+ " grate | \n",
+ " grate | \n",
+ " chop | \n",
+ " minc | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " slice | \n",
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+ " put | \n",
+ " spread | \n",
+ " place | \n",
+ "
\n",
+ " \n",
+ " 45 | \n",
+ " grind | \n",
+ " grind | \n",
+ " chop | \n",
+ " minc | \n",
+ " salt | \n",
+ " sprinkl | \n",
+ " rub | \n",
+ " add | \n",
+ " put | \n",
+ " spread | \n",
+ " grate | \n",
+ "
\n",
+ " \n",
+ " 46 | \n",
+ " grill | \n",
+ " grill | \n",
+ " broil | \n",
+ " fri | \n",
+ " roast | \n",
+ " cook | \n",
+ " bast | \n",
+ " marin | \n",
+ " fillet | \n",
+ " brush | \n",
+ " heat | \n",
+ "
\n",
+ " \n",
+ " 47 | \n",
+ " gut | \n",
+ " gut | \n",
+ " debon | \n",
+ " rins | \n",
+ " open | \n",
+ " discard | \n",
+ " peel | \n",
+ " carv | \n",
+ " buri | \n",
+ " wash | \n",
+ " cut | \n",
+ "
\n",
+ " \n",
+ " 48 | \n",
+ " heat | \n",
+ " heat | \n",
+ " cook | \n",
+ " melt | \n",
+ " fri | \n",
+ " simmer | \n",
+ " reduc | \n",
+ " boil | \n",
+ " lower | \n",
+ " clarifi | \n",
+ " warm | \n",
+ "
\n",
+ " \n",
+ " 49 | \n",
+ " knead | \n",
+ " knead | \n",
+ " beat | \n",
+ " flour | \n",
+ " blend | \n",
+ " rollout | \n",
+ " squeez | \n",
+ " grind | \n",
+ " mix | \n",
+ " chill | \n",
+ " fold | \n",
+ "
\n",
+ " \n",
+ " 50 | \n",
+ " lower | \n",
+ " lower | \n",
+ " reduc | \n",
+ " adjust | \n",
+ " simmer | \n",
+ " heat | \n",
+ " remov | \n",
+ " boil | \n",
+ " cook | \n",
+ " skim | \n",
+ " steam | \n",
+ "
\n",
+ " \n",
+ " 51 | \n",
+ " macerate | \n",
+ " macer | \n",
+ " steep | \n",
+ " marin | \n",
+ " soak | \n",
+ " thaw | \n",
+ " strain | \n",
+ " cool | \n",
+ " refriger | \n",
+ " chill | \n",
+ " freez | \n",
+ "
\n",
+ " \n",
+ " 52 | \n",
+ " marinate | \n",
+ " marin | \n",
+ " soak | \n",
+ " steep | \n",
+ " macer | \n",
+ " season | \n",
+ " brais | \n",
+ " bast | \n",
+ " debon | \n",
+ " rins | \n",
+ " grill | \n",
+ "
\n",
+ " \n",
+ " 53 | \n",
+ " mash | \n",
+ " mash | \n",
+ " dice | \n",
+ " break | \n",
+ " add | \n",
+ " mix | \n",
+ " put | \n",
+ " stir | \n",
+ " blend | \n",
+ " minc | \n",
+ " squeez | \n",
+ "
\n",
+ " \n",
+ " 54 | \n",
+ " melt | \n",
+ " melt | \n",
+ " heat | \n",
+ " clarifi | \n",
+ " beat | \n",
+ " burn | \n",
+ " sugar | \n",
+ " brown | \n",
+ " set | \n",
+ " grate | \n",
+ " reduc | \n",
+ "
\n",
+ " \n",
+ " 55 | \n",
+ " mince | \n",
+ " minc | \n",
+ " chop | \n",
+ " dice | \n",
+ " add | \n",
+ " grind | \n",
+ " grate | \n",
+ " put | \n",
+ " sprinkl | \n",
+ " place | \n",
+ " arrang | \n",
+ "
\n",
+ " \n",
+ " 56 | \n",
+ " mix | \n",
+ " mix | \n",
+ " blend | \n",
+ " whisk | \n",
+ " beat | \n",
+ " stir | \n",
+ " add | \n",
+ " put | \n",
+ " sour | \n",
+ " pour | \n",
+ " fold | \n",
+ "
\n",
+ " \n",
+ " 57 | \n",
+ " open | \n",
+ " open | \n",
+ " close | \n",
+ " gut | \n",
+ " cut | \n",
+ " remov | \n",
+ " pull | \n",
+ " buri | \n",
+ " slice | \n",
+ " crack | \n",
+ " grill | \n",
+ "
\n",
+ " \n",
+ " 58 | \n",
+ " parboil | \n",
+ " parboil | \n",
+ " buri | \n",
+ " rins | \n",
+ " steam | \n",
+ " drain | \n",
+ " wash | \n",
+ " dice | \n",
+ " arrang | \n",
+ " soak | \n",
+ " add | \n",
+ "
\n",
+ " \n",
+ " 59 | \n",
+ " peel | \n",
+ " peel | \n",
+ " slice | \n",
+ " discard | \n",
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+ " wash | \n",
+ " squeez | \n",
+ " gut | \n",
+ " grate | \n",
+ " mash | \n",
+ "
\n",
+ " \n",
+ " 60 | \n",
+ " pickle | \n",
+ " pickl | \n",
+ " dice | \n",
+ " minc | \n",
+ " add | \n",
+ " chop | \n",
+ " slice | \n",
+ " buri | \n",
+ " dress | \n",
+ " grate | \n",
+ " sour | \n",
+ "
\n",
+ " \n",
+ " 61 | \n",
+ " place | \n",
+ " place | \n",
+ " put | \n",
+ " arrang | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " spread | \n",
+ " pour | \n",
+ " cut | \n",
+ " fold | \n",
+ " slice | \n",
+ "
\n",
+ " \n",
+ " 62 | \n",
+ " poach | \n",
+ " poach | \n",
+ " brais | \n",
+ " simmer | \n",
+ " debon | \n",
+ " parboil | \n",
+ " scrambl | \n",
+ " boil | \n",
+ " bast | \n",
+ " marin | \n",
+ " steam | \n",
+ "
\n",
+ " \n",
+ " 63 | \n",
+ " pour | \n",
+ " pour | \n",
+ " add | \n",
+ " put | \n",
+ " spread | \n",
+ " spoon | \n",
+ " place | \n",
+ " arrang | \n",
+ " sprinkl | \n",
+ " strain | \n",
+ " mix | \n",
+ "
\n",
+ " \n",
+ " 64 | \n",
+ " prepare | \n",
+ " prepar | \n",
+ " spread | \n",
+ " pour | \n",
+ " place | \n",
+ " arrang | \n",
+ " put | \n",
+ " serv | \n",
+ " spoon | \n",
+ " cover | \n",
+ " brush | \n",
+ "
\n",
+ " \n",
+ " 65 | \n",
+ " pull | \n",
+ " pull | \n",
+ " remov | \n",
+ " break | \n",
+ " fold | \n",
+ " cut | \n",
+ " discard | \n",
+ " close | \n",
+ " squeez | \n",
+ " put | \n",
+ " rub | \n",
+ "
\n",
+ " \n",
+ " 66 | \n",
+ " put | \n",
+ " put | \n",
+ " place | \n",
+ " add | \n",
+ " arrang | \n",
+ " pour | \n",
+ " spread | \n",
+ " sprinkl | \n",
+ " cut | \n",
+ " mix | \n",
+ " fold | \n",
+ "
\n",
+ " \n",
+ " 67 | \n",
+ " reduce | \n",
+ " reduc | \n",
+ " lower | \n",
+ " thicken | \n",
+ " adjust | \n",
+ " simmer | \n",
+ " heat | \n",
+ " stir | \n",
+ " cook | \n",
+ " boil | \n",
+ " clarifi | \n",
+ "
\n",
+ " \n",
+ " 68 | \n",
+ " refrigerate | \n",
+ " refriger | \n",
+ " chill | \n",
+ " freez | \n",
+ " cool | \n",
+ " marin | \n",
+ " steep | \n",
+ " knead | \n",
+ " macer | \n",
+ " prepar | \n",
+ " rollout | \n",
+ "
\n",
+ " \n",
+ " 69 | \n",
+ " remove | \n",
+ " remov | \n",
+ " pull | \n",
+ " discard | \n",
+ " cool | \n",
+ " drain | \n",
+ " open | \n",
+ " place | \n",
+ " put | \n",
+ " lower | \n",
+ " break | \n",
+ "
\n",
+ " \n",
+ " 70 | \n",
+ " rinse | \n",
+ " rins | \n",
+ " wash | \n",
+ " drain | \n",
+ " soak | \n",
+ " parboil | \n",
+ " add | \n",
+ " arrang | \n",
+ " discard | \n",
+ " gut | \n",
+ " dice | \n",
+ "
\n",
+ " \n",
+ " 71 | \n",
+ " roast | \n",
+ " roast | \n",
+ " brais | \n",
+ " grill | \n",
+ " bake | \n",
+ " fri | \n",
+ " broil | \n",
+ " chop | \n",
+ " cook | \n",
+ " carv | \n",
+ " bast | \n",
+ "
\n",
+ " \n",
+ " 72 | \n",
+ " rollout | \n",
+ " rollout | \n",
+ " knead | \n",
+ " crumpl | \n",
+ " build | \n",
+ " rollup | \n",
+ " bake | \n",
+ " flour | \n",
+ " freez | \n",
+ " refriger | \n",
+ " chill | \n",
+ "
\n",
+ " \n",
+ " 73 | \n",
+ " rollup | \n",
+ " rollup | \n",
+ " grill | \n",
+ " bake | \n",
+ " carv | \n",
+ " debon | \n",
+ " serv | \n",
+ " rollout | \n",
+ " tri | \n",
+ " marin | \n",
+ " gut | \n",
+ "
\n",
+ " \n",
+ " 74 | \n",
+ " rub | \n",
+ " rub | \n",
+ " season | \n",
+ " brush | \n",
+ " sprinkl | \n",
+ " put | \n",
+ " place | \n",
+ " spread | \n",
+ " grind | \n",
+ " salt | \n",
+ " spice | \n",
+ "
\n",
+ " \n",
+ " 75 | \n",
+ " salt | \n",
+ " salt | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " sugar | \n",
+ " season | \n",
+ " grind | \n",
+ " rub | \n",
+ " minc | \n",
+ " mix | \n",
+ " flour | \n",
+ "
\n",
+ " \n",
+ " 76 | \n",
+ " scoop | \n",
+ " scoop | \n",
+ " spoon | \n",
+ " spread | \n",
+ " place | \n",
+ " pour | \n",
+ " cut | \n",
+ " put | \n",
+ " arrang | \n",
+ " squeez | \n",
+ " slice | \n",
+ "
\n",
+ " \n",
+ " 77 | \n",
+ " scorch | \n",
+ " scorch | \n",
+ " burn | \n",
+ " curdl | \n",
+ " brown | \n",
+ " thicken | \n",
+ " break | \n",
+ " stir | \n",
+ " melt | \n",
+ " steam | \n",
+ " mash | \n",
+ "
\n",
+ " \n",
+ " 78 | \n",
+ " scramble | \n",
+ " scrambl | \n",
+ " curdl | \n",
+ " break | \n",
+ " fri | \n",
+ " crack | \n",
+ " poach | \n",
+ " mash | \n",
+ " cook | \n",
+ " whisk | \n",
+ " beat | \n",
+ "
\n",
+ " \n",
+ " 79 | \n",
+ " season | \n",
+ " season | \n",
+ " rub | \n",
+ " sprinkl | \n",
+ " spice | \n",
+ " add | \n",
+ " salt | \n",
+ " tast | \n",
+ " marin | \n",
+ " dress | \n",
+ " minc | \n",
+ "
\n",
+ " \n",
+ " 80 | \n",
+ " serve | \n",
+ " serv | \n",
+ " garnish | \n",
+ " arrang | \n",
+ " slice | \n",
+ " cut | \n",
+ " put | \n",
+ " prepar | \n",
+ " place | \n",
+ " spoon | \n",
+ " carv | \n",
+ "
\n",
+ " \n",
+ " 81 | \n",
+ " set | \n",
+ " set | \n",
+ " cover | \n",
+ " place | \n",
+ " put | \n",
+ " melt | \n",
+ " cool | \n",
+ " wipe | \n",
+ " remov | \n",
+ " crack | \n",
+ " pull | \n",
+ "
\n",
+ " \n",
+ " 82 | \n",
+ " simmer | \n",
+ " simmer | \n",
+ " boil | \n",
+ " cook | \n",
+ " stir | \n",
+ " reduc | \n",
+ " steam | \n",
+ " brais | \n",
+ " heat | \n",
+ " thicken | \n",
+ " poach | \n",
+ "
\n",
+ " \n",
+ " 83 | \n",
+ " skim | \n",
+ " skim | \n",
+ " bast | \n",
+ " strain | \n",
+ " thicken | \n",
+ " curdl | \n",
+ " whisk | \n",
+ " discard | \n",
+ " reduc | \n",
+ " adjust | \n",
+ " brais | \n",
+ "
\n",
+ " \n",
+ " 84 | \n",
+ " slice | \n",
+ " slice | \n",
+ " cut | \n",
+ " dice | \n",
+ " arrang | \n",
+ " chop | \n",
+ " place | \n",
+ " spread | \n",
+ " add | \n",
+ " peel | \n",
+ " minc | \n",
+ "
\n",
+ " \n",
+ " 85 | \n",
+ " slowcook | \n",
+ " slowcook | \n",
+ " brais | \n",
+ " carv | \n",
+ " debon | \n",
+ " roast | \n",
+ " rollup | \n",
+ " heat | \n",
+ " tri | \n",
+ " boil | \n",
+ " gut | \n",
+ "
\n",
+ " \n",
+ " 86 | \n",
+ " soak | \n",
+ " soak | \n",
+ " steep | \n",
+ " rins | \n",
+ " drain | \n",
+ " marin | \n",
+ " macer | \n",
+ " add | \n",
+ " wash | \n",
+ " parboil | \n",
+ " squeez | \n",
+ "
\n",
+ " \n",
+ " 87 | \n",
+ " sour | \n",
+ " sour | \n",
+ " add | \n",
+ " mix | \n",
+ " beat | \n",
+ " whip | \n",
+ " pour | \n",
+ " put | \n",
+ " spread | \n",
+ " blend | \n",
+ " fold | \n",
+ "
\n",
+ " \n",
+ " 88 | \n",
+ " spice | \n",
+ " spice | \n",
+ " season | \n",
+ " rub | \n",
+ " add | \n",
+ " mix | \n",
+ " salt | \n",
+ " minc | \n",
+ " flour | \n",
+ " sprinkl | \n",
+ " grind | \n",
+ "
\n",
+ " \n",
+ " 89 | \n",
+ " spoon | \n",
+ " spoon | \n",
+ " pour | \n",
+ " spread | \n",
+ " scoop | \n",
+ " arrang | \n",
+ " place | \n",
+ " put | \n",
+ " sprinkl | \n",
+ " fold | \n",
+ " mix | \n",
+ "
\n",
+ " \n",
+ " 90 | \n",
+ " spread | \n",
+ " spread | \n",
+ " sprinkl | \n",
+ " arrang | \n",
+ " pour | \n",
+ " fold | \n",
+ " put | \n",
+ " place | \n",
+ " spoon | \n",
+ " add | \n",
+ " scoop | \n",
+ "
\n",
+ " \n",
+ " 91 | \n",
+ " sprinkle | \n",
+ " sprinkl | \n",
+ " add | \n",
+ " spread | \n",
+ " garnish | \n",
+ " place | \n",
+ " put | \n",
+ " arrang | \n",
+ " brush | \n",
+ " pour | \n",
+ " rub | \n",
+ "
\n",
+ " \n",
+ " 92 | \n",
+ " squeeze | \n",
+ " squeez | \n",
+ " discard | \n",
+ " fold | \n",
+ " spread | \n",
+ " rub | \n",
+ " scoop | \n",
+ " put | \n",
+ " mash | \n",
+ " grate | \n",
+ " add | \n",
+ "
\n",
+ " \n",
+ " 93 | \n",
+ " steam | \n",
+ " steam | \n",
+ " parboil | \n",
+ " simmer | \n",
+ " boil | \n",
+ " cook | \n",
+ " steep | \n",
+ " wash | \n",
+ " brais | \n",
+ " poach | \n",
+ " soak | \n",
+ "
\n",
+ " \n",
+ " 94 | \n",
+ " steep | \n",
+ " steep | \n",
+ " macer | \n",
+ " soak | \n",
+ " marin | \n",
+ " strain | \n",
+ " simmer | \n",
+ " steam | \n",
+ " cool | \n",
+ " refriger | \n",
+ " curdl | \n",
+ "
\n",
+ " \n",
+ " 95 | \n",
+ " stir | \n",
+ " stir | \n",
+ " add | \n",
+ " whisk | \n",
+ " mix | \n",
+ " blend | \n",
+ " simmer | \n",
+ " beat | \n",
+ " cook | \n",
+ " pour | \n",
+ " minc | \n",
+ "
\n",
+ " \n",
+ " 96 | \n",
+ " strain | \n",
+ " strain | \n",
+ " pour | \n",
+ " drain | \n",
+ " discard | \n",
+ " steep | \n",
+ " thicken | \n",
+ " soak | \n",
+ " skim | \n",
+ " rins | \n",
+ " add | \n",
+ "
\n",
+ " \n",
+ " 97 | \n",
+ " sugar | \n",
+ " sugar | \n",
+ " beat | \n",
+ " salt | \n",
+ " whisk | \n",
+ " flour | \n",
+ " add | \n",
+ " sprinkl | \n",
+ " sweeten | \n",
+ " mix | \n",
+ " melt | \n",
+ "
\n",
+ " \n",
+ " 98 | \n",
+ " sweeten | \n",
+ " sweeten | \n",
+ " whip | \n",
+ " sugar | \n",
+ " beat | \n",
+ " sour | \n",
+ " mix | \n",
+ " brown | \n",
+ " melt | \n",
+ " grate | \n",
+ " flour | \n",
+ "
\n",
+ " \n",
+ " 99 | \n",
+ " taste | \n",
+ " tast | \n",
+ " adjust | \n",
+ " season | \n",
+ " salt | \n",
+ " correct | \n",
+ " check | \n",
+ " grind | \n",
+ " blend | \n",
+ " spice | \n",
+ " boil | \n",
+ "
\n",
+ " \n",
+ " 100 | \n",
+ " thaw | \n",
+ " thaw | \n",
+ " cool | \n",
+ " chill | \n",
+ " freez | \n",
+ " wash | \n",
+ " rins | \n",
+ " macer | \n",
+ " marin | \n",
+ " drain | \n",
+ " parboil | \n",
+ "
\n",
+ " \n",
+ " 101 | \n",
+ " thicken | \n",
+ " thicken | \n",
+ " curdl | \n",
+ " reduc | \n",
+ " simmer | \n",
+ " boil | \n",
+ " strain | \n",
+ " whisk | \n",
+ " scorch | \n",
+ " stir | \n",
+ " blend | \n",
+ "
\n",
+ " \n",
+ " 102 | \n",
+ " toast | \n",
+ " toast | \n",
+ " bread | \n",
+ " broil | \n",
+ " spread | \n",
+ " sprinkl | \n",
+ " brown | \n",
+ " grind | \n",
+ " place | \n",
+ " arrang | \n",
+ " burn | \n",
+ "
\n",
+ " \n",
+ " 103 | \n",
+ " try | \n",
+ " tri | \n",
+ " gut | \n",
+ " rollup | \n",
+ " burn | \n",
+ " close | \n",
+ " tast | \n",
+ " slowcook | \n",
+ " open | \n",
+ " carv | \n",
+ " dress | \n",
+ "
\n",
+ " \n",
+ " 104 | \n",
+ " warm | \n",
+ " warm | \n",
+ " cool | \n",
+ " heat | \n",
+ " cover | \n",
+ " simmer | \n",
+ " boil | \n",
+ " melt | \n",
+ " scorch | \n",
+ " pour | \n",
+ " steam | \n",
+ "
\n",
+ " \n",
+ " 105 | \n",
+ " wash | \n",
+ " wash | \n",
+ " rins | \n",
+ " parboil | \n",
+ " arrang | \n",
+ " peel | \n",
+ " soak | \n",
+ " add | \n",
+ " chop | \n",
+ " place | \n",
+ " put | \n",
+ "
\n",
+ " \n",
+ " 106 | \n",
+ " whip | \n",
+ " whip | \n",
+ " beat | \n",
+ " sour | \n",
+ " whisk | \n",
+ " sweeten | \n",
+ " fold | \n",
+ " sugar | \n",
+ " spread | \n",
+ " mix | \n",
+ " batter | \n",
+ "
\n",
+ " \n",
+ " 107 | \n",
+ " whisk | \n",
+ " whisk | \n",
+ " beat | \n",
+ " stir | \n",
+ " mix | \n",
+ " blend | \n",
+ " sugar | \n",
+ " whip | \n",
+ " add | \n",
+ " pour | \n",
+ " curdl | \n",
+ "
\n",
+ " \n",
+ " 108 | \n",
+ " wipe | \n",
+ " wipe | \n",
+ " rub | \n",
+ " brush | \n",
+ " rins | \n",
+ " discard | \n",
+ " wash | \n",
+ " set | \n",
+ " remov | \n",
+ " cover | \n",
+ " bast | \n",
+ "
\n",
+ " \n",
+ "
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "HTML(find_most_similar_to_given_elementwise(model_actions, stemmed_actions).to_html())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Ingredient"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
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\n",
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\n",
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+ " tomatoes | \n",
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+ " mushroom | \n",
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+ " cucumb | \n",
+ " pimento | \n",
+ " pineappl | \n",
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\n",
+ " \n",
+ " 9 | \n",
+ " carrots | \n",
+ " carrot | \n",
+ " celeri | \n",
+ " turnip | \n",
+ " zucchini | \n",
+ " scallion | \n",
+ " radish | \n",
+ " onion | \n",
+ " leek | \n",
+ " shallot | \n",
+ " cabbag | \n",
+ "
\n",
+ " \n",
+ " 10 | \n",
+ " milk | \n",
+ " milk | \n",
+ " buttermilk | \n",
+ " cream | \n",
+ " honey | \n",
+ " sugar | \n",
+ " water | \n",
+ " margarin | \n",
+ " nutmeg | \n",
+ " molass | \n",
+ " vanilla | \n",
+ "
\n",
+ " \n",
+ " 11 | \n",
+ " oil | \n",
+ " oil | \n",
+ " oliv | \n",
+ " butter | \n",
+ " paprika | \n",
+ " cumin | \n",
+ " honey | \n",
+ " cayenn | \n",
+ " salt | \n",
+ " shallot | \n",
+ " rosemari | \n",
+ "
\n",
+ " \n",
+ " 12 | \n",
+ " scallions | \n",
+ " scallion | \n",
+ " onion | \n",
+ " shallot | \n",
+ " chive | \n",
+ " cilantro | \n",
+ " celeri | \n",
+ " leek | \n",
+ " parsley | \n",
+ " radish | \n",
+ " garlic | \n",
+ "
\n",
+ " \n",
+ " 13 | \n",
+ " flour | \n",
+ " flour | \n",
+ " cornmeal | \n",
+ " cinnamon | \n",
+ " sugar | \n",
+ " buttermilk | \n",
+ " butter | \n",
+ " milk | \n",
+ " shorten | \n",
+ " nutmeg | \n",
+ " margarin | \n",
+ "
\n",
+ " \n",
+ " 14 | \n",
+ " lime | \n",
+ " lime | \n",
+ " lemon | \n",
+ " orang | \n",
+ " mint | \n",
+ " mango | \n",
+ " juic | \n",
+ " ginger | \n",
+ " cilantro | \n",
+ " pineappl | \n",
+ " avocado | \n",
+ "
\n",
+ " \n",
+ " 15 | \n",
+ " ginger | \n",
+ " ginger | \n",
+ " gingerroot | \n",
+ " coriand | \n",
+ " cumin | \n",
+ " thyme | \n",
+ " shallot | \n",
+ " clove | \n",
+ " garlic | \n",
+ " cayenn | \n",
+ " allspic | \n",
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\n",
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+ " shallots | \n",
+ " shallot | \n",
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+ " scallion | \n",
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+ " celeri | \n",
+ " caper | \n",
+ " thyme | \n",
+ " rosemari | \n",
+ " gingerroot | \n",
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\n",
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+ " honey | \n",
+ " honey | \n",
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+ " molass | \n",
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+ " cinnamon | \n",
+ " lemon | \n",
+ " milk | \n",
+ " mustard | \n",
+ " ginger | \n",
+ " allspic | \n",
+ "
\n",
+ " \n",
+ " 18 | \n",
+ " avocado | \n",
+ " avocado | \n",
+ " cucumb | \n",
+ " mango | \n",
+ " guacamol | \n",
+ " lettuc | \n",
+ " radish | \n",
+ " tomato | \n",
+ " salsa | \n",
+ " lime | \n",
+ " cilantro | \n",
+ "
\n",
+ " \n",
+ " 19 | \n",
+ " lemon | \n",
+ " lemon | \n",
+ " lime | \n",
+ " orang | \n",
+ " juic | \n",
+ " mint | \n",
+ " ginger | \n",
+ " honey | \n",
+ " vinegar | \n",
+ " basil | \n",
+ " rosemari | \n",
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\n",
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+ " 20 | \n",
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+ " paprika | \n",
+ " cayenn | \n",
+ " oregano | \n",
+ " cumin | \n",
+ " marjoram | \n",
+ " salt | \n",
+ " thyme | \n",
+ " pepper | \n",
+ " nutmeg | \n",
+ " coriand | \n",
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\n",
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+ " 21 | \n",
+ " cilantro | \n",
+ " cilantro | \n",
+ " coriand | \n",
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+ " parsley | \n",
+ " chive | \n",
+ " scallion | \n",
+ " thyme | \n",
+ " oregano | \n",
+ " mint | \n",
+ " celeri | \n",
+ "
\n",
+ " \n",
+ " 22 | \n",
+ " salsa | \n",
+ " salsa | \n",
+ " guacamol | \n",
+ " avocado | \n",
+ " cilantro | \n",
+ " pesto | \n",
+ " lettuc | \n",
+ " tomato | \n",
+ " ketchup | \n",
+ " cucumb | \n",
+ " tomatillo | \n",
+ "
\n",
+ " \n",
+ " 23 | \n",
+ " buttermilk | \n",
+ " buttermilk | \n",
+ " milk | \n",
+ " molass | \n",
+ " egg | \n",
+ " honey | \n",
+ " flour | \n",
+ " margarin | \n",
+ " shorten | \n",
+ " sugar | \n",
+ " vanilla | \n",
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\n",
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+ " 24 | \n",
+ " cumin | \n",
+ " cumin | \n",
+ " cayenn | \n",
+ " coriand | \n",
+ " oregano | \n",
+ " allspic | \n",
+ " paprika | \n",
+ " garlic | \n",
+ " thyme | \n",
+ " pepper | \n",
+ " peppercorn | \n",
+ "
\n",
+ " \n",
+ " 25 | \n",
+ " shrimp | \n",
+ " shrimp | \n",
+ " crawfish | \n",
+ " mussel | \n",
+ " chicken | \n",
+ " asparagu | \n",
+ " mushroom | \n",
+ " spinach | \n",
+ " broccoli | \n",
+ " okra | \n",
+ " scallion | \n",
+ "
\n",
+ " \n",
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+ " potato | \n",
+ " turnip | \n",
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+ " eggplant | \n",
+ " beet | \n",
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+ " cauliflow | \n",
+ " cabbag | \n",
+ " leek | \n",
+ " radish | \n",
+ "
\n",
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+ " 27 | \n",
+ " chicken | \n",
+ " chicken | \n",
+ " beef | \n",
+ " meat | \n",
+ " pork | \n",
+ " ham | \n",
+ " shrimp | \n",
+ " veget | \n",
+ " mushroom | \n",
+ " sausag | \n",
+ " cauliflow | \n",
+ "
\n",
+ " \n",
+ " 28 | \n",
+ " celery | \n",
+ " celeri | \n",
+ " onion | \n",
+ " carrot | \n",
+ " scallion | \n",
+ " shallot | \n",
+ " thyme | \n",
+ " parsley | \n",
+ " garlic | \n",
+ " cilantro | \n",
+ " chive | \n",
+ "
\n",
+ " \n",
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+ " zucchini | \n",
+ " eggplant | \n",
+ " carrot | \n",
+ " cucumb | \n",
+ " potato | \n",
+ " leek | \n",
+ " celeri | \n",
+ " onion | \n",
+ " scallion | \n",
+ " radish | \n",
+ "
\n",
+ " \n",
+ " 30 | \n",
+ " cucumber | \n",
+ " cucumb | \n",
+ " radish | \n",
+ " avocado | \n",
+ " zucchini | \n",
+ " mango | \n",
+ " lettuc | \n",
+ " daikon | \n",
+ " scallion | \n",
+ " carrot | \n",
+ " celeri | \n",
+ "
\n",
+ " \n",
+ " 31 | \n",
+ " mayonaise | \n",
+ " mayonais | \n",
+ " sriracha | \n",
+ " ketchup | \n",
+ " pimento | \n",
+ " yoghurt | \n",
+ " guacamol | \n",
+ " pesto | \n",
+ " kimchi | \n",
+ " salsa | \n",
+ " cotija | \n",
+ "
\n",
+ " \n",
+ " 32 | \n",
+ " tumeric | \n",
+ " tumer | \n",
+ " cumin | \n",
+ " cardamom | \n",
+ " cayenn | \n",
+ " allspic | \n",
+ " coriand | \n",
+ " paprika | \n",
+ " saffron | \n",
+ " salt | \n",
+ " chilli | \n",
+ "
\n",
+ " \n",
+ " 33 | \n",
+ " mushrooms | \n",
+ " mushroom | \n",
+ " leek | \n",
+ " shiitak | \n",
+ " onion | \n",
+ " celeri | \n",
+ " shallot | \n",
+ " scallion | \n",
+ " tomato | \n",
+ " spinach | \n",
+ " carrot | \n",
+ "
\n",
+ " \n",
+ " 34 | \n",
+ " cinnamon | \n",
+ " cinnamon | \n",
+ " allspic | \n",
+ " nutmeg | \n",
+ " cardamom | \n",
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+ " vanilla | \n",
+ " honey | \n",
+ " butter | \n",
+ " cayenn | \n",
+ " molass | \n",
+ "
\n",
+ " \n",
+ " 35 | \n",
+ " bacon | \n",
+ " bacon | \n",
+ " pancetta | \n",
+ " prosciutto | \n",
+ " sausag | \n",
+ " ham | \n",
+ " shallot | \n",
+ " onion | \n",
+ " celeri | \n",
+ " scallion | \n",
+ " leek | \n",
+ "
\n",
+ " \n",
+ " 36 | \n",
+ " coriander | \n",
+ " coriand | \n",
+ " cilantro | \n",
+ " cumin | \n",
+ " oregano | \n",
+ " thyme | \n",
+ " basil | \n",
+ " marjoram | \n",
+ " parsley | \n",
+ " garlic | \n",
+ " rosemari | \n",
+ "
\n",
+ " \n",
+ " 37 | \n",
+ " capers | \n",
+ " caper | \n",
+ " shallot | \n",
+ " parsley | \n",
+ " chive | \n",
+ " basil | \n",
+ " rosemari | \n",
+ " marjoram | \n",
+ " thyme | \n",
+ " scallion | \n",
+ " garlic | \n",
+ "
\n",
+ " \n",
+ " 38 | \n",
+ " leeks | \n",
+ " leek | \n",
+ " shallot | \n",
+ " scallion | \n",
+ " mushroom | \n",
+ " onion | \n",
+ " turnip | \n",
+ " carrot | \n",
+ " celeri | \n",
+ " zucchini | \n",
+ " cabbag | \n",
+ "
\n",
+ " \n",
+ " 39 | \n",
+ " mirin | \n",
+ " mirin | \n",
+ " sake | \n",
+ " vinegar | \n",
+ " sriracha | \n",
+ " gingerroot | \n",
+ " dashi | \n",
+ " ketchup | \n",
+ " lemongrass | \n",
+ " honey | \n",
+ " ginger | \n",
+ "
\n",
+ " \n",
+ " 40 | \n",
+ " clove | \n",
+ " clove | \n",
+ " peppercorn | \n",
+ " rosemari | \n",
+ " allspic | \n",
+ " cumin | \n",
+ " ginger | \n",
+ " thyme | \n",
+ " coriand | \n",
+ " oregano | \n",
+ " garlic | \n",
+ "
\n",
+ " \n",
+ " 41 | \n",
+ " beansprouts | \n",
+ " beansprout | \n",
+ " kimchi | \n",
+ " watercress | \n",
+ " fettucin | \n",
+ " daikon | \n",
+ " radish | \n",
+ " cabbag | \n",
+ " linguin | \n",
+ " shiitak | \n",
+ " kale | \n",
+ "
\n",
+ " \n",
+ " 42 | \n",
+ " rice | \n",
+ " rice | \n",
+ " quinoa | \n",
+ " couscou | \n",
+ " noodl | \n",
+ " potato | \n",
+ " bean | \n",
+ " chickpea | \n",
+ " tumer | \n",
+ " pea | \n",
+ " pasta | \n",
+ "
\n",
+ " \n",
+ " 43 | \n",
+ " raisins | \n",
+ " raisin | \n",
+ " walnut | \n",
+ " honey | \n",
+ " pecan | \n",
+ " almond | \n",
+ " cinnamon | \n",
+ " orang | \n",
+ " molass | \n",
+ " brandi | \n",
+ " appl | \n",
+ "
\n",
+ " \n",
+ " 44 | \n",
+ " cayenne | \n",
+ " cayenn | \n",
+ " paprika | \n",
+ " cumin | \n",
+ " allspic | \n",
+ " salt | \n",
+ " nutmeg | \n",
+ " oregano | \n",
+ " marjoram | \n",
+ " thyme | \n",
+ " garlic | \n",
+ "
\n",
+ " \n",
+ " 45 | \n",
+ " ketchup | \n",
+ " ketchup | \n",
+ " sriracha | \n",
+ " vinegar | \n",
+ " mustard | \n",
+ " molass | \n",
+ " honey | \n",
+ " chili | \n",
+ " mirin | \n",
+ " sauc | \n",
+ " mayonais | \n",
+ "
\n",
+ " \n",
+ " 46 | \n",
+ " oregano | \n",
+ " oregano | \n",
+ " marjoram | \n",
+ " thyme | \n",
+ " rosemari | \n",
+ " basil | \n",
+ " parsley | \n",
+ " cayenn | \n",
+ " paprika | \n",
+ " coriand | \n",
+ " cumin | \n",
+ "
\n",
+ " \n",
+ " 47 | \n",
+ " cheese | \n",
+ " chees | \n",
+ " ricotta | \n",
+ " butter | \n",
+ " prosciutto | \n",
+ " mascarpon | \n",
+ " chive | \n",
+ " mushroom | \n",
+ " basil | \n",
+ " avocado | \n",
+ " scallion | \n",
+ "
\n",
+ " \n",
+ " 48 | \n",
+ " cornmeal | \n",
+ " cornmeal | \n",
+ " flour | \n",
+ " yeast | \n",
+ " buttermilk | \n",
+ " cinnamon | \n",
+ " salt | \n",
+ " shorten | \n",
+ " cornflour | \n",
+ " butter | \n",
+ " egg | \n",
+ "
\n",
+ " \n",
+ " 49 | \n",
+ " sauce | \n",
+ " sauc | \n",
+ " ketchup | \n",
+ " juic | \n",
+ " salsa | \n",
+ " sriracha | \n",
+ " scallion | \n",
+ " chili | \n",
+ " vinegar | \n",
+ " shallot | \n",
+ " onion | \n",
+ "
\n",
+ " \n",
+ " 50 | \n",
+ " eggplant | \n",
+ " eggplant | \n",
+ " zucchini | \n",
+ " potato | \n",
+ " leek | \n",
+ " cucumb | \n",
+ " tomato | \n",
+ " avocado | \n",
+ " baguett | \n",
+ " mushroom | \n",
+ " okra | \n",
+ "
\n",
+ " \n",
+ " 51 | \n",
+ " spinach | \n",
+ " spinach | \n",
+ " arugula | \n",
+ " kale | \n",
+ " watercress | \n",
+ " broccoli | \n",
+ " basil | \n",
+ " lettuc | \n",
+ " mushroom | \n",
+ " parsley | \n",
+ " cabbag | \n",
+ "
\n",
+ " \n",
+ " 52 | \n",
+ " orange | \n",
+ " orang | \n",
+ " lemon | \n",
+ " lime | \n",
+ " pineappl | \n",
+ " juic | \n",
+ " mango | \n",
+ " appl | \n",
+ " peach | \n",
+ " ginger | \n",
+ " honey | \n",
+ "
\n",
+ " \n",
+ " 53 | \n",
+ " peanuts | \n",
+ " peanut | \n",
+ " margarin | \n",
+ " almond | \n",
+ " walnut | \n",
+ " pecan | \n",
+ " honey | \n",
+ " hazelnut | \n",
+ " coconut | \n",
+ " shorten | \n",
+ " sugar | \n",
+ "
\n",
+ " \n",
+ " 54 | \n",
+ " lemongrass | \n",
+ " lemongrass | \n",
+ " gingerroot | \n",
+ " ginger | \n",
+ " coriand | \n",
+ " scallion | \n",
+ " mirin | \n",
+ " chilli | \n",
+ " cilantro | \n",
+ " lime | \n",
+ " shallot | \n",
+ "
\n",
+ " \n",
+ " 55 | \n",
+ " spaghetti | \n",
+ " spaghetti | \n",
+ " pasta | \n",
+ " linguin | \n",
+ " penn | \n",
+ " fettucin | \n",
+ " noodl | \n",
+ " broccoli | \n",
+ " pesto | \n",
+ " couscou | \n",
+ " sausag | \n",
+ "
\n",
+ " \n",
+ " 56 | \n",
+ " cabbage | \n",
+ " cabbag | \n",
+ " turnip | \n",
+ " radish | \n",
+ " kale | \n",
+ " leek | \n",
+ " carrot | \n",
+ " broccoli | \n",
+ " lettuc | \n",
+ " celeri | \n",
+ " daikon | \n",
+ "
\n",
+ " \n",
+ " 57 | \n",
+ " sake | \n",
+ " sake | \n",
+ " mirin | \n",
+ " dashi | \n",
+ " vinegar | \n",
+ " cornflour | \n",
+ " gingerroot | \n",
+ " sriracha | \n",
+ " brandi | \n",
+ " water | \n",
+ " lemongrass | \n",
+ "
\n",
+ " \n",
+ " 58 | \n",
+ " parsley | \n",
+ " parsley | \n",
+ " chive | \n",
+ " basil | \n",
+ " thyme | \n",
+ " marjoram | \n",
+ " oregano | \n",
+ " rosemari | \n",
+ " cilantro | \n",
+ " coriand | \n",
+ " scallion | \n",
+ "
\n",
+ " \n",
+ " 59 | \n",
+ " chickpeas | \n",
+ " chickpea | \n",
+ " quinoa | \n",
+ " bean | \n",
+ " pea | \n",
+ " couscou | \n",
+ " cauliflow | \n",
+ " caper | \n",
+ " tomato | \n",
+ " kale | \n",
+ " tomatillo | \n",
+ "
\n",
+ " \n",
+ " 60 | \n",
+ " thyme | \n",
+ " thyme | \n",
+ " rosemari | \n",
+ " marjoram | \n",
+ " oregano | \n",
+ " parsley | \n",
+ " basil | \n",
+ " coriand | \n",
+ " chive | \n",
+ " garlic | \n",
+ " cayenn | \n",
+ "
\n",
+ " \n",
+ " 61 | \n",
+ " Sriracha | \n",
+ " sriracha | \n",
+ " mirin | \n",
+ " ketchup | \n",
+ " vinegar | \n",
+ " mustard | \n",
+ " cayenn | \n",
+ " chili | \n",
+ " mayonais | \n",
+ " honey | \n",
+ " gingerroot | \n",
+ "
\n",
+ " \n",
+ " 62 | \n",
+ " pinenuts | \n",
+ " pinenut | \n",
+ " walnut | \n",
+ " couscou | \n",
+ " kalamata | \n",
+ " caper | \n",
+ " cotija | \n",
+ " quinoa | \n",
+ " hazelnut | \n",
+ " arugula | \n",
+ " chickpea | \n",
+ "
\n",
+ " \n",
+ " 63 | \n",
+ " shiitake | \n",
+ " shiitak | \n",
+ " mushroom | \n",
+ " leek | \n",
+ " daikon | \n",
+ " scallion | \n",
+ " turnip | \n",
+ " shallot | \n",
+ " broccoli | \n",
+ " asparagu | \n",
+ " kale | \n",
+ "
\n",
+ " \n",
+ " 64 | \n",
+ " vanilla | \n",
+ " vanilla | \n",
+ " cinnamon | \n",
+ " molass | \n",
+ " sugar | \n",
+ " honey | \n",
+ " cardamom | \n",
+ " shorten | \n",
+ " orang | \n",
+ " coconut | \n",
+ " almond | \n",
+ "
\n",
+ " \n",
+ " 65 | \n",
+ " pork | \n",
+ " pork | \n",
+ " beef | \n",
+ " meat | \n",
+ " chicken | \n",
+ " ham | \n",
+ " sausag | \n",
+ " pancetta | \n",
+ " bacon | \n",
+ " veget | \n",
+ " prosciutto | \n",
+ "
\n",
+ " \n",
+ " 66 | \n",
+ " vinegar | \n",
+ " vinegar | \n",
+ " mirin | \n",
+ " honey | \n",
+ " ginger | \n",
+ " juic | \n",
+ " mustard | \n",
+ " thyme | \n",
+ " ketchup | \n",
+ " cayenn | \n",
+ " oregano | \n",
+ "
\n",
+ " \n",
+ " 67 | \n",
+ " chiles | \n",
+ " chile | \n",
+ " chili | \n",
+ " chilli | \n",
+ " garlic | \n",
+ " cumin | \n",
+ " onion | \n",
+ " coriand | \n",
+ " cayenn | \n",
+ " tomato | \n",
+ " oregano | \n",
+ "
\n",
+ " \n",
+ " 68 | \n",
+ " corn | \n",
+ " corn | \n",
+ " onion | \n",
+ " potato | \n",
+ " chili | \n",
+ " celeri | \n",
+ " scallion | \n",
+ " cilantro | \n",
+ " carrot | \n",
+ " garlic | \n",
+ " oregano | \n",
+ "
\n",
+ " \n",
+ " 69 | \n",
+ " tomatillos | \n",
+ " tomatillo | \n",
+ " tomato | \n",
+ " chile | \n",
+ " cilantro | \n",
+ " mango | \n",
+ " salsa | \n",
+ " avocado | \n",
+ " chickpea | \n",
+ " gingerroot | \n",
+ " lemongrass | \n",
+ "
\n",
+ " \n",
+ " 70 | \n",
+ " radishes | \n",
+ " radish | \n",
+ " cucumb | \n",
+ " daikon | \n",
+ " scallion | \n",
+ " carrot | \n",
+ " cabbag | \n",
+ " turnip | \n",
+ " beet | \n",
+ " watercress | \n",
+ " zucchini | \n",
+ "
\n",
+ " \n",
+ " 71 | \n",
+ " juice | \n",
+ " juic | \n",
+ " lemon | \n",
+ " orang | \n",
+ " lime | \n",
+ " vinegar | \n",
+ " ginger | \n",
+ " shallot | \n",
+ " thyme | \n",
+ " garlic | \n",
+ " caper | \n",
+ "
\n",
+ " \n",
+ " 72 | \n",
+ " pasta | \n",
+ " pasta | \n",
+ " spaghetti | \n",
+ " linguin | \n",
+ " penn | \n",
+ " fettucin | \n",
+ " noodl | \n",
+ " quinoa | \n",
+ " couscou | \n",
+ " broccoli | \n",
+ " asparagu | \n",
+ "
\n",
+ " \n",
+ " 73 | \n",
+ " prosciutto | \n",
+ " prosciutto | \n",
+ " pancetta | \n",
+ " bacon | \n",
+ " ham | \n",
+ " arugula | \n",
+ " shallot | \n",
+ " baguett | \n",
+ " lettuc | \n",
+ " scallion | \n",
+ " watercress | \n",
+ "
\n",
+ " \n",
+ " 74 | \n",
+ " ghee | \n",
+ " ghee | \n",
+ " lard | \n",
+ " margarin | \n",
+ " oil | \n",
+ " butter | \n",
+ " shorten | \n",
+ " oliv | \n",
+ " tumer | \n",
+ " cornflour | \n",
+ " peanut | \n",
+ "
\n",
+ " \n",
+ " 75 | \n",
+ " beef | \n",
+ " beef | \n",
+ " meat | \n",
+ " pork | \n",
+ " chicken | \n",
+ " sausag | \n",
+ " ham | \n",
+ " mushroom | \n",
+ " bacon | \n",
+ " veget | \n",
+ " potato | \n",
+ "
\n",
+ " \n",
+ " 76 | \n",
+ " basil | \n",
+ " basil | \n",
+ " parsley | \n",
+ " rosemari | \n",
+ " oregano | \n",
+ " thyme | \n",
+ " cilantro | \n",
+ " marjoram | \n",
+ " chive | \n",
+ " mint | \n",
+ " coriand | \n",
+ "
\n",
+ " \n",
+ " 77 | \n",
+ " baguette | \n",
+ " baguett | \n",
+ " bread | \n",
+ " prosciutto | \n",
+ " eggplant | \n",
+ " avocado | \n",
+ " tortilla | \n",
+ " banana | \n",
+ " dough | \n",
+ " chees | \n",
+ " cucumb | \n",
+ "
\n",
+ " \n",
+ " 78 | \n",
+ " okra | \n",
+ " okra | \n",
+ " zucchini | \n",
+ " pea | \n",
+ " asparagu | \n",
+ " broccoli | \n",
+ " eggplant | \n",
+ " cabbag | \n",
+ " leek | \n",
+ " mushroom | \n",
+ " cauliflow | \n",
+ "
\n",
+ " \n",
+ " 79 | \n",
+ " mango | \n",
+ " mango | \n",
+ " pineappl | \n",
+ " peach | \n",
+ " avocado | \n",
+ " lime | \n",
+ " strawberri | \n",
+ " cucumb | \n",
+ " orang | \n",
+ " appl | \n",
+ " banana | \n",
+ "
\n",
+ " \n",
+ " 80 | \n",
+ " peaches | \n",
+ " peach | \n",
+ " strawberri | \n",
+ " appl | \n",
+ " mango | \n",
+ " pineappl | \n",
+ " banana | \n",
+ " orang | \n",
+ " lemon | \n",
+ " lime | \n",
+ " tomato | \n",
+ "
\n",
+ " \n",
+ " 81 | \n",
+ " linguine | \n",
+ " linguin | \n",
+ " penn | \n",
+ " fettucin | \n",
+ " pasta | \n",
+ " spaghetti | \n",
+ " noodl | \n",
+ " mussel | \n",
+ " couscou | \n",
+ " quinoa | \n",
+ " beansprout | \n",
+ "
\n",
+ " \n",
+ " 82 | \n",
+ " bananas | \n",
+ " banana | \n",
+ " strawberri | \n",
+ " peach | \n",
+ " pineappl | \n",
+ " mango | \n",
+ " appl | \n",
+ " orang | \n",
+ " almond | \n",
+ " coconut | \n",
+ " avocado | \n",
+ "
\n",
+ " \n",
+ " 83 | \n",
+ " nutmeg | \n",
+ " nutmeg | \n",
+ " allspic | \n",
+ " cayenn | \n",
+ " salt | \n",
+ " cinnamon | \n",
+ " paprika | \n",
+ " cardamom | \n",
+ " cumin | \n",
+ " oregano | \n",
+ " thyme | \n",
+ "
\n",
+ " \n",
+ " 84 | \n",
+ " yoghurt | \n",
+ " yoghurt | \n",
+ " mayonais | \n",
+ " buttermilk | \n",
+ " honey | \n",
+ " mascarpon | \n",
+ " milk | \n",
+ " cornflour | \n",
+ " ricotta | \n",
+ " cream | \n",
+ " lemon | \n",
+ "
\n",
+ " \n",
+ " 85 | \n",
+ " ham | \n",
+ " ham | \n",
+ " prosciutto | \n",
+ " bacon | \n",
+ " pork | \n",
+ " beef | \n",
+ " sausag | \n",
+ " meat | \n",
+ " chicken | \n",
+ " pancetta | \n",
+ " pimento | \n",
+ "
\n",
+ " \n",
+ " 86 | \n",
+ " broccoli | \n",
+ " broccoli | \n",
+ " cauliflow | \n",
+ " asparagu | \n",
+ " pea | \n",
+ " spinach | \n",
+ " kale | \n",
+ " cabbag | \n",
+ " mushroom | \n",
+ " celeri | \n",
+ " leek | \n",
+ "
\n",
+ " \n",
+ " 87 | \n",
+ " noodles | \n",
+ " noodl | \n",
+ " pasta | \n",
+ " spaghetti | \n",
+ " linguin | \n",
+ " fettucin | \n",
+ " penn | \n",
+ " broccoli | \n",
+ " rice | \n",
+ " asparagu | \n",
+ " quinoa | \n",
+ "
\n",
+ " \n",
+ " 88 | \n",
+ " cream | \n",
+ " cream | \n",
+ " mascarpon | \n",
+ " milk | \n",
+ " margarin | \n",
+ " ricotta | \n",
+ " vanilla | \n",
+ " sugar | \n",
+ " nutmeg | \n",
+ " honey | \n",
+ " butter | \n",
+ "
\n",
+ " \n",
+ " 89 | \n",
+ " beer | \n",
+ " beer | \n",
+ " tequila | \n",
+ " molass | \n",
+ " ketchup | \n",
+ " vinegar | \n",
+ " water | \n",
+ " buttermilk | \n",
+ " milk | \n",
+ " brandi | \n",
+ " allspic | \n",
+ "
\n",
+ " \n",
+ " 90 | \n",
+ " kalamata | \n",
+ " kalamata | \n",
+ " caper | \n",
+ " pimento | \n",
+ " pinenut | \n",
+ " arugula | \n",
+ " avocado | \n",
+ " guacamol | \n",
+ " tomato | \n",
+ " oliv | \n",
+ " cucumb | \n",
+ "
\n",
+ " \n",
+ " 91 | \n",
+ " vegetables | \n",
+ " veget | \n",
+ " oliv | \n",
+ " asparagu | \n",
+ " chicken | \n",
+ " broccoli | \n",
+ " carrot | \n",
+ " leek | \n",
+ " mushroom | \n",
+ " zucchini | \n",
+ " scallion | \n",
+ "
\n",
+ " \n",
+ " 92 | \n",
+ " shortening | \n",
+ " shorten | \n",
+ " margarin | \n",
+ " lard | \n",
+ " butter | \n",
+ " molass | \n",
+ " vanilla | \n",
+ " peanut | \n",
+ " cinnamon | \n",
+ " sugar | \n",
+ " buttermilk | \n",
+ "
\n",
+ " \n",
+ " 93 | \n",
+ " saffron | \n",
+ " saffron | \n",
+ " tumer | \n",
+ " cardamom | \n",
+ " cumin | \n",
+ " allspic | \n",
+ " cayenn | \n",
+ " oregano | \n",
+ " marjoram | \n",
+ " rosemari | \n",
+ " coriand | \n",
+ "
\n",
+ " \n",
+ " 94 | \n",
+ " strawberries | \n",
+ " strawberri | \n",
+ " peach | \n",
+ " banana | \n",
+ " mango | \n",
+ " pineappl | \n",
+ " orang | \n",
+ " appl | \n",
+ " lime | \n",
+ " ice | \n",
+ " mint | \n",
+ "
\n",
+ " \n",
+ " 95 | \n",
+ " margarine | \n",
+ " margarin | \n",
+ " butter | \n",
+ " shorten | \n",
+ " lard | \n",
+ " sugar | \n",
+ " molass | \n",
+ " peanut | \n",
+ " cinnamon | \n",
+ " honey | \n",
+ " milk | \n",
+ "
\n",
+ " \n",
+ " 96 | \n",
+ " tortillas | \n",
+ " tortilla | \n",
+ " dough | \n",
+ " bread | \n",
+ " baguett | \n",
+ " lettuc | \n",
+ " prosciutto | \n",
+ " salsa | \n",
+ " guacamol | \n",
+ " noodl | \n",
+ " avocado | \n",
+ "
\n",
+ " \n",
+ " 97 | \n",
+ " almonds | \n",
+ " almond | \n",
+ " hazelnut | \n",
+ " walnut | \n",
+ " pecan | \n",
+ " coconut | \n",
+ " cinnamon | \n",
+ " peanut | \n",
+ " orang | \n",
+ " sugar | \n",
+ " vanilla | \n",
+ "
\n",
+ " \n",
+ " 98 | \n",
+ " cauliflower | \n",
+ " cauliflow | \n",
+ " broccoli | \n",
+ " asparagu | \n",
+ " turnip | \n",
+ " kale | \n",
+ " cabbag | \n",
+ " carrot | \n",
+ " potato | \n",
+ " leek | \n",
+ " zucchini | \n",
+ "
\n",
+ " \n",
+ " 99 | \n",
+ " asparagus | \n",
+ " asparagu | \n",
+ " broccoli | \n",
+ " cauliflow | \n",
+ " leek | \n",
+ " kale | \n",
+ " spinach | \n",
+ " pea | \n",
+ " watercress | \n",
+ " zucchini | \n",
+ " veget | \n",
+ "
\n",
+ " \n",
+ " 100 | \n",
+ " chili | \n",
+ " chili | \n",
+ " chile | \n",
+ " chilli | \n",
+ " cayenn | \n",
+ " oregano | \n",
+ " garlic | \n",
+ " cumin | \n",
+ " onion | \n",
+ " mustard | \n",
+ " paprika | \n",
+ "
\n",
+ " \n",
+ " 101 | \n",
+ " chives | \n",
+ " chive | \n",
+ " parsley | \n",
+ " scallion | \n",
+ " basil | \n",
+ " cilantro | \n",
+ " thyme | \n",
+ " marjoram | \n",
+ " rosemari | \n",
+ " caper | \n",
+ " oregano | \n",
+ "
\n",
+ " \n",
+ " 102 | \n",
+ " bread | \n",
+ " bread | \n",
+ " baguett | \n",
+ " prosciutto | \n",
+ " tortilla | \n",
+ " eggplant | \n",
+ " avocado | \n",
+ " chees | \n",
+ " banana | \n",
+ " butter | \n",
+ " ham | \n",
+ "
\n",
+ " \n",
+ " 103 | \n",
+ " couscous | \n",
+ " couscou | \n",
+ " quinoa | \n",
+ " rice | \n",
+ " pinenut | \n",
+ " chickpea | \n",
+ " linguin | \n",
+ " pasta | \n",
+ " penn | \n",
+ " grit | \n",
+ " saffron | \n",
+ "
\n",
+ " \n",
+ " 104 | \n",
+ " guacamole | \n",
+ " guacamol | \n",
+ " salsa | \n",
+ " avocado | \n",
+ " cotija | \n",
+ " pesto | \n",
+ " lettuc | \n",
+ " kalamata | \n",
+ " mayonais | \n",
+ " cilantro | \n",
+ " tomatillo | \n",
+ "
\n",
+ " \n",
+ " 105 | \n",
+ " sausages | \n",
+ " sausag | \n",
+ " bacon | \n",
+ " pancetta | \n",
+ " beef | \n",
+ " meat | \n",
+ " ham | \n",
+ " pork | \n",
+ " mushroom | \n",
+ " leek | \n",
+ " prosciutto | \n",
+ "
\n",
+ " \n",
+ " 106 | \n",
+ " arugula | \n",
+ " arugula | \n",
+ " watercress | \n",
+ " lettuc | \n",
+ " spinach | \n",
+ " kale | \n",
+ " basil | \n",
+ " cilantro | \n",
+ " radish | \n",
+ " prosciutto | \n",
+ " cucumb | \n",
+ "
\n",
+ " \n",
+ " 107 | \n",
+ " spices | \n",
+ " spice | \n",
+ " allspic | \n",
+ " cumin | \n",
+ " season | \n",
+ " cinnamon | \n",
+ " mustard | \n",
+ " peppercorn | \n",
+ " paprika | \n",
+ " cardamom | \n",
+ " cayenn | \n",
+ "
\n",
+ " \n",
+ " 108 | \n",
+ " apples | \n",
+ " appl | \n",
+ " peach | \n",
+ " pineappl | \n",
+ " mango | \n",
+ " orang | \n",
+ " banana | \n",
+ " beet | \n",
+ " carrot | \n",
+ " turnip | \n",
+ " strawberri | \n",
+ "
\n",
+ " \n",
+ " 109 | \n",
+ " peas | \n",
+ " pea | \n",
+ " broccoli | \n",
+ " bean | \n",
+ " carrot | \n",
+ " spinach | \n",
+ " celeri | \n",
+ " chickpea | \n",
+ " scallion | \n",
+ " turnip | \n",
+ " mushroom | \n",
+ "
\n",
+ " \n",
+ " 110 | \n",
+ " pancetta | \n",
+ " pancetta | \n",
+ " bacon | \n",
+ " prosciutto | \n",
+ " shallot | \n",
+ " sausag | \n",
+ " leek | \n",
+ " mushroom | \n",
+ " ham | \n",
+ " onion | \n",
+ " scallion | \n",
+ "
\n",
+ " \n",
+ " 111 | \n",
+ " grits | \n",
+ " grit | \n",
+ " polenta | \n",
+ " quinoa | \n",
+ " couscou | \n",
+ " linguin | \n",
+ " pasta | \n",
+ " penn | \n",
+ " noodl | \n",
+ " cornmeal | \n",
+ " fettucin | \n",
+ "
\n",
+ " \n",
+ " 112 | \n",
+ " lettuce | \n",
+ " lettuc | \n",
+ " arugula | \n",
+ " watercress | \n",
+ " cucumb | \n",
+ " avocado | \n",
+ " cabbag | \n",
+ " spinach | \n",
+ " radish | \n",
+ " cilantro | \n",
+ " prosciutto | \n",
+ "
\n",
+ " \n",
+ " 113 | \n",
+ " mussels | \n",
+ " mussel | \n",
+ " shrimp | \n",
+ " linguin | \n",
+ " crawfish | \n",
+ " pasta | \n",
+ " penn | \n",
+ " fettucin | \n",
+ " spaghetti | \n",
+ " asparagu | \n",
+ " grit | \n",
+ "
\n",
+ " \n",
+ " 114 | \n",
+ " coconut | \n",
+ " coconut | \n",
+ " almond | \n",
+ " peanut | \n",
+ " hazelnut | \n",
+ " vanilla | \n",
+ " cinnamon | \n",
+ " butter | \n",
+ " banana | \n",
+ " margarin | \n",
+ " walnut | \n",
+ "
\n",
+ " \n",
+ " 115 | \n",
+ " fettucine | \n",
+ " fettucin | \n",
+ " linguin | \n",
+ " penn | \n",
+ " pasta | \n",
+ " spaghetti | \n",
+ " noodl | \n",
+ " beansprout | \n",
+ " mussel | \n",
+ " couscou | \n",
+ " quinoa | \n",
+ "
\n",
+ " \n",
+ " 116 | \n",
+ " lard | \n",
+ " lard | \n",
+ " shorten | \n",
+ " ghee | \n",
+ " margarin | \n",
+ " butter | \n",
+ " peanut | \n",
+ " molass | \n",
+ " oil | \n",
+ " sugar | \n",
+ " buttermilk | \n",
+ "
\n",
+ " \n",
+ " 117 | \n",
+ " brandy | \n",
+ " brandi | \n",
+ " tequila | \n",
+ " honey | \n",
+ " raisin | \n",
+ " nutmeg | \n",
+ " molass | \n",
+ " sake | \n",
+ " orang | \n",
+ " cinnamon | \n",
+ " vanilla | \n",
+ "
\n",
+ " \n",
+ " 118 | \n",
+ " kale | \n",
+ " kale | \n",
+ " spinach | \n",
+ " watercress | \n",
+ " arugula | \n",
+ " cabbag | \n",
+ " broccoli | \n",
+ " cauliflow | \n",
+ " asparagu | \n",
+ " leek | \n",
+ " turnip | \n",
+ "
\n",
+ " \n",
+ " 119 | \n",
+ " olives | \n",
+ " oliv | \n",
+ " oil | \n",
+ " caper | \n",
+ " shallot | \n",
+ " oregano | \n",
+ " garlic | \n",
+ " rosemari | \n",
+ " parsley | \n",
+ " scallion | \n",
+ " chive | \n",
+ "
\n",
+ " \n",
+ " 120 | \n",
+ " pecans | \n",
+ " pecan | \n",
+ " walnut | \n",
+ " almond | \n",
+ " hazelnut | \n",
+ " peanut | \n",
+ " raisin | \n",
+ " cinnamon | \n",
+ " appl | \n",
+ " coconut | \n",
+ " butter | \n",
+ "
\n",
+ " \n",
+ " 121 | \n",
+ " mascarpone | \n",
+ " mascarpon | \n",
+ " ricotta | \n",
+ " cream | \n",
+ " chees | \n",
+ " strawberri | \n",
+ " butter | \n",
+ " ice | \n",
+ " cotija | \n",
+ " egg | \n",
+ " yoghurt | \n",
+ "
\n",
+ " \n",
+ " 122 | \n",
+ " daikon | \n",
+ " daikon | \n",
+ " radish | \n",
+ " cucumb | \n",
+ " turnip | \n",
+ " cabbag | \n",
+ " shiitak | \n",
+ " kimchi | \n",
+ " carrot | \n",
+ " beet | \n",
+ " beansprout | \n",
+ "
\n",
+ " \n",
+ " 123 | \n",
+ " mint | \n",
+ " mint | \n",
+ " basil | \n",
+ " cilantro | \n",
+ " thyme | \n",
+ " rosemari | \n",
+ " coriand | \n",
+ " lime | \n",
+ " oregano | \n",
+ " lemon | \n",
+ " parsley | \n",
+ "
\n",
+ " \n",
+ " 124 | \n",
+ " cotija | \n",
+ " cotija | \n",
+ " guacamol | \n",
+ " salsa | \n",
+ " pimento | \n",
+ " ricotta | \n",
+ " pinenut | \n",
+ " mascarpon | \n",
+ " chees | \n",
+ " cream | \n",
+ " avocado | \n",
+ "
\n",
+ " \n",
+ " 125 | \n",
+ " seasoning | \n",
+ " season | \n",
+ " paprika | \n",
+ " pepper | \n",
+ " oregano | \n",
+ " cayenn | \n",
+ " mustard | \n",
+ " spice | \n",
+ " marjoram | \n",
+ " cumin | \n",
+ " parsley | \n",
+ "
\n",
+ " \n",
+ " 126 | \n",
+ " peppercorns | \n",
+ " peppercorn | \n",
+ " allspic | \n",
+ " cumin | \n",
+ " clove | \n",
+ " pepper | \n",
+ " cayenn | \n",
+ " cardamom | \n",
+ " coriand | \n",
+ " oregano | \n",
+ " marjoram | \n",
+ "
\n",
+ " \n",
+ " 127 | \n",
+ " polenta | \n",
+ " polenta | \n",
+ " grit | \n",
+ " couscou | \n",
+ " dough | \n",
+ " eggplant | \n",
+ " cornmeal | \n",
+ " pasta | \n",
+ " baguett | \n",
+ " tofu | \n",
+ " noodl | \n",
+ "
\n",
+ " \n",
+ " 128 | \n",
+ " meat | \n",
+ " meat | \n",
+ " beef | \n",
+ " pork | \n",
+ " chicken | \n",
+ " sausag | \n",
+ " ham | \n",
+ " bacon | \n",
+ " shrimp | \n",
+ " veget | \n",
+ " cabbag | \n",
+ "
\n",
+ " \n",
+ " 129 | \n",
+ " pimentos | \n",
+ " pimento | \n",
+ " caper | \n",
+ " celeri | \n",
+ " tomato | \n",
+ " chive | \n",
+ " scallion | \n",
+ " parsley | \n",
+ " onion | \n",
+ " garlic | \n",
+ " ham | \n",
+ "
\n",
+ " \n",
+ " 130 | \n",
+ " tequila | \n",
+ " tequila | \n",
+ " lime | \n",
+ " brandi | \n",
+ " vinegar | \n",
+ " orang | \n",
+ " mango | \n",
+ " juic | \n",
+ " honey | \n",
+ " beer | \n",
+ " lemon | \n",
+ "
\n",
+ " \n",
+ " 131 | \n",
+ " tofu | \n",
+ " tofu | \n",
+ " paneer | \n",
+ " eggplant | \n",
+ " daikon | \n",
+ " shiitak | \n",
+ " zucchini | \n",
+ " chicken | \n",
+ " avocado | \n",
+ " mango | \n",
+ " beef | \n",
+ "
\n",
+ " \n",
+ " 132 | \n",
+ " pineapple | \n",
+ " pineappl | \n",
+ " mango | \n",
+ " peach | \n",
+ " appl | \n",
+ " orang | \n",
+ " strawberri | \n",
+ " lime | \n",
+ " banana | \n",
+ " tomato | \n",
+ " lemon | \n",
+ "
\n",
+ " \n",
+ " 133 | \n",
+ " dashi | \n",
+ " dashi | \n",
+ " mirin | \n",
+ " sake | \n",
+ " cornflour | \n",
+ " tumer | \n",
+ " saffron | \n",
+ " water | \n",
+ " daikon | \n",
+ " milk | \n",
+ " shiitak | \n",
+ "
\n",
+ " \n",
+ " 134 | \n",
+ " pesto | \n",
+ " pesto | \n",
+ " ricotta | \n",
+ " guacamol | \n",
+ " salsa | \n",
+ " arugula | \n",
+ " oliv | \n",
+ " avocado | \n",
+ " basil | \n",
+ " caper | \n",
+ " prosciutto | \n",
+ "
\n",
+ " \n",
+ " 135 | \n",
+ " chillies | \n",
+ " chilli | \n",
+ " chili | \n",
+ " chile | \n",
+ " onion | \n",
+ " coriand | \n",
+ " garlic | \n",
+ " oregano | \n",
+ " cumin | \n",
+ " ginger | \n",
+ " basil | \n",
+ "
\n",
+ " \n",
+ " 136 | \n",
+ " seeds | \n",
+ " seed | \n",
+ " coriand | \n",
+ " ginger | \n",
+ " garlic | \n",
+ " clove | \n",
+ " cumin | \n",
+ " cardamom | \n",
+ " allspic | \n",
+ " chile | \n",
+ " peppercorn | \n",
+ "
\n",
+ " \n",
+ " 137 | \n",
+ " allspice | \n",
+ " allspic | \n",
+ " nutmeg | \n",
+ " cayenn | \n",
+ " cumin | \n",
+ " cardamom | \n",
+ " peppercorn | \n",
+ " cinnamon | \n",
+ " salt | \n",
+ " oregano | \n",
+ " paprika | \n",
+ "
\n",
+ " \n",
+ " 138 | \n",
+ " gingerroot | \n",
+ " gingerroot | \n",
+ " ginger | \n",
+ " lemongrass | \n",
+ " shallot | \n",
+ " mirin | \n",
+ " onion | \n",
+ " scallion | \n",
+ " carrot | \n",
+ " vinegar | \n",
+ " celeri | \n",
+ "
\n",
+ " \n",
+ " 139 | \n",
+ " crawfish | \n",
+ " crawfish | \n",
+ " shrimp | \n",
+ " mussel | \n",
+ " okra | \n",
+ " linguin | \n",
+ " penn | \n",
+ " fettucin | \n",
+ " beansprout | \n",
+ " grit | \n",
+ " meat | \n",
+ "
\n",
+ " \n",
+ " 140 | \n",
+ " turnips | \n",
+ " turnip | \n",
+ " beet | \n",
+ " carrot | \n",
+ " leek | \n",
+ " potato | \n",
+ " cabbag | \n",
+ " radish | \n",
+ " daikon | \n",
+ " celeri | \n",
+ " cauliflow | \n",
+ "
\n",
+ " \n",
+ " 141 | \n",
+ " mustard | \n",
+ " mustard | \n",
+ " oregano | \n",
+ " paprika | \n",
+ " cayenn | \n",
+ " cumin | \n",
+ " thyme | \n",
+ " chili | \n",
+ " garlic | \n",
+ " rosemari | \n",
+ " peppercorn | \n",
+ "
\n",
+ " \n",
+ " 142 | \n",
+ " quinoa | \n",
+ " quinoa | \n",
+ " couscou | \n",
+ " chickpea | \n",
+ " rice | \n",
+ " pasta | \n",
+ " kale | \n",
+ " linguin | \n",
+ " noodl | \n",
+ " spinach | \n",
+ " grit | \n",
+ "
\n",
+ " \n",
+ " 143 | \n",
+ " penne | \n",
+ " penn | \n",
+ " linguin | \n",
+ " fettucin | \n",
+ " pasta | \n",
+ " spaghetti | \n",
+ " noodl | \n",
+ " broccoli | \n",
+ " mussel | \n",
+ " couscou | \n",
+ " quinoa | \n",
+ "
\n",
+ " \n",
+ " 144 | \n",
+ " beets | \n",
+ " beet | \n",
+ " turnip | \n",
+ " radish | \n",
+ " potato | \n",
+ " cabbag | \n",
+ " cucumb | \n",
+ " carrot | \n",
+ " appl | \n",
+ " cauliflow | \n",
+ " watercress | \n",
+ "
\n",
+ " \n",
+ " 145 | \n",
+ " walnuts | \n",
+ " walnut | \n",
+ " pecan | \n",
+ " hazelnut | \n",
+ " almond | \n",
+ " raisin | \n",
+ " peanut | \n",
+ " pinenut | \n",
+ " cinnamon | \n",
+ " coconut | \n",
+ " rosemari | \n",
+ "
\n",
+ " \n",
+ " 146 | \n",
+ " rosemary | \n",
+ " rosemari | \n",
+ " thyme | \n",
+ " marjoram | \n",
+ " oregano | \n",
+ " basil | \n",
+ " parsley | \n",
+ " chive | \n",
+ " coriand | \n",
+ " garlic | \n",
+ " shallot | \n",
+ "
\n",
+ " \n",
+ " 147 | \n",
+ " ice | \n",
+ " ice | \n",
+ " strawberri | \n",
+ " mascarpon | \n",
+ " vanilla | \n",
+ " coconut | \n",
+ " shorten | \n",
+ " cornflour | \n",
+ " cream | \n",
+ " butter | \n",
+ " yeast | \n",
+ "
\n",
+ " \n",
+ " 148 | \n",
+ " kimchi | \n",
+ " kimchi | \n",
+ " beansprout | \n",
+ " daikon | \n",
+ " radish | \n",
+ " salsa | \n",
+ " sriracha | \n",
+ " cabbag | \n",
+ " ketchup | \n",
+ " mayonais | \n",
+ " guacamol | \n",
+ "
\n",
+ " \n",
+ " 149 | \n",
+ " yeast | \n",
+ " yeast | \n",
+ " molass | \n",
+ " cornmeal | \n",
+ " shorten | \n",
+ " buttermilk | \n",
+ " vanilla | \n",
+ " egg | \n",
+ " milk | \n",
+ " flour | \n",
+ " vinegar | \n",
+ "
\n",
+ " \n",
+ " 150 | \n",
+ " paneer | \n",
+ " paneer | \n",
+ " tofu | \n",
+ " cotija | \n",
+ " eggplant | \n",
+ " beansprout | \n",
+ " daikon | \n",
+ " tumer | \n",
+ " okra | \n",
+ " kimchi | \n",
+ " potato | \n",
+ "
\n",
+ " \n",
+ " 151 | \n",
+ " watercress | \n",
+ " watercress | \n",
+ " arugula | \n",
+ " lettuc | \n",
+ " spinach | \n",
+ " kale | \n",
+ " cilantro | \n",
+ " radish | \n",
+ " basil | \n",
+ " cucumb | \n",
+ " scallion | \n",
+ "
\n",
+ " \n",
+ " 152 | \n",
+ " cardamom | \n",
+ " cardamom | \n",
+ " allspic | \n",
+ " cinnamon | \n",
+ " cumin | \n",
+ " nutmeg | \n",
+ " tumer | \n",
+ " peppercorn | \n",
+ " cayenn | \n",
+ " coriand | \n",
+ " saffron | \n",
+ "
\n",
+ " \n",
+ " 153 | \n",
+ " dough | \n",
+ " dough | \n",
+ " tortilla | \n",
+ " polenta | \n",
+ " baguett | \n",
+ " yeast | \n",
+ " ice | \n",
+ " bread | \n",
+ " flour | \n",
+ " pesto | \n",
+ " cornmeal | \n",
+ "
\n",
+ " \n",
+ " 154 | \n",
+ " molasses | \n",
+ " molass | \n",
+ " honey | \n",
+ " sugar | \n",
+ " vanilla | \n",
+ " buttermilk | \n",
+ " vinegar | \n",
+ " ketchup | \n",
+ " cinnamon | \n",
+ " margarin | \n",
+ " shorten | \n",
+ "
\n",
+ " \n",
+ " 155 | \n",
+ " marjoram | \n",
+ " marjoram | \n",
+ " thyme | \n",
+ " oregano | \n",
+ " rosemari | \n",
+ " parsley | \n",
+ " basil | \n",
+ " cayenn | \n",
+ " coriand | \n",
+ " paprika | \n",
+ " chive | \n",
+ "
\n",
+ " \n",
+ " 156 | \n",
+ " ricotta | \n",
+ " ricotta | \n",
+ " mascarpon | \n",
+ " chees | \n",
+ " pesto | \n",
+ " cream | \n",
+ " cotija | \n",
+ " spinach | \n",
+ " egg | \n",
+ " basil | \n",
+ " arugula | \n",
+ "
\n",
+ " \n",
+ " 157 | \n",
+ " cornflour | \n",
+ " cornflour | \n",
+ " mirin | \n",
+ " sake | \n",
+ " dashi | \n",
+ " flour | \n",
+ " ghee | \n",
+ " tumer | \n",
+ " brandi | \n",
+ " cornmeal | \n",
+ " sugar | \n",
+ "
\n",
+ " \n",
+ " 158 | \n",
+ " hazelnuts | \n",
+ " hazelnut | \n",
+ " walnut | \n",
+ " almond | \n",
+ " pecan | \n",
+ " peanut | \n",
+ " coconut | \n",
+ " cinnamon | \n",
+ " vanilla | \n",
+ " sugar | \n",
+ " mint | \n",
+ "
\n",
+ " \n",
+ " 159 | \n",
+ " beans | \n",
+ " bean | \n",
+ " pea | \n",
+ " chickpea | \n",
+ " tomato | \n",
+ " chile | \n",
+ " chili | \n",
+ " peppercorn | \n",
+ " carrot | \n",
+ " potato | \n",
+ " zucchini | \n",
+ "
\n",
+ " \n",
+ "
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "HTML(find_most_similar_to_given_elementwise(model_ingredients, stemmed_ingredients).to_html())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/1M_word2vec.ipynb b/1M_word2vec.ipynb
index b045c58..ec6fd58 100644
--- a/1M_word2vec.ipynb
+++ b/1M_word2vec.ipynb
@@ -44,7 +44,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
@@ -60,16 +60,16 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
- "n = 100000"
+ "n = 1000000"
]
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -78,7 +78,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
@@ -94,7 +94,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
@@ -134,7 +134,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
@@ -143,7 +143,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
@@ -159,21 +159,21 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
- "
\n",
+ "
\n",
"
100%\n",
- "
100000/100000\n",
- "
[06:15<00:00, 0.00s/it] "
+ "1000000/1000000\n",
+ "[01:01:03<00:00, 0.00s/it]"
],
"text/plain": [
"\u001b[A\u001b[2K\r",
- " [████████████████████████████████████████████████████████████] 100000/100000 [06:15<00:00, 0.00s/it]"
+ " [████████████████████████████████████████████████████████████] 1000000/1000000 [01:01:03<00:00, 0.00s/it]"
]
},
"metadata": {},
@@ -183,7 +183,11 @@
"source": [
"\n",
"for i in track(range(n)):\n",
- " json_recipe = buffered_reader.__next__()\n",
+ " try:\n",
+ " json_recipe = buffered_reader.__next__()\n",
+ " except StopIteration:\n",
+ " print(\"reached end of stream after \" + i + \"iterations\")\n",
+ " break\n",
" instructions += stemmed_recipe_instruction(json_recipe)\n",
" #print(i)\n"
]
@@ -197,7 +201,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
@@ -211,16 +215,16 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "0.4270745"
+ "0.46360567"
]
},
- "execution_count": 11,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -231,7 +235,25 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "path = get_tmpfile(\"wordvectors.kv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "model.wv.save(path)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -240,7 +262,7 @@
"'potato'"
]
},
- "execution_count": 16,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -248,7818 +270,6 @@
"source": [
"model.wv.most_similar_to_given(\"mash\", [\"salad\",\"potato\", \"oil\", \"tomato\"])"
]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "* check for a list of cooking verbs and ingredients whether they're represented by our model"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [],
- "source": [
- "from cooking_vocab import cooking_verbs\n",
- "from cooking_ingredients import ingredients"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [],
- "source": [
- "model_actions = []\n",
- "model_ingredients = []"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [],
- "source": [
- "for action in cooking_verbs:\n",
- " if word_exists(action):\n",
- " model_actions.append(action)\n",
- "\n",
- "for ingredient in ingredients:\n",
- " if word_exists(ingredient):\n",
- " model_ingredients.append(ingredient)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "'found 108 of 111 valid actions and 160 of 648 valid ingredients'\n"
- ]
- }
- ],
- "source": [
- "pprint(f\"found {len(model_actions)} of {len(cooking_verbs)} valid actions and {len(model_ingredients)} of {len(ingredients)} valid ingredients\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {},
- "outputs": [],
- "source": [
- "stemmed_ingredients = [porter.stem(ing) for ing in model_ingredients]\n",
- "stemmed_actions = [porter.stem(act) for act in model_actions]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## cross-category-similarites\n",
- "* now get the most likely ingredients for every action:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [],
- "source": [
- "def find_most_similar_to_given_elementwise(unstemmed_targets, stemmed_comparison_list, n = 10):\n",
- " data = []\n",
- " for target in unstemmed_targets:\n",
- " comps = stemmed_comparison_list[:]\n",
- " bests = []\n",
- " for i in range(n):\n",
- " best = model.wv.most_similar_to_given(porter.stem(target), comps)\n",
- " comps.remove(best)\n",
- " bests.append(best)\n",
- " data.append([target] + bests)\n",
- " return pd.DataFrame(data, columns=[\"Target\"] + [\"#\" + str(i+1) for i in range(n)])"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Cooking Action to Ingredient"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 32,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " \n",
- " \n",
- " | \n",
- " Target | \n",
- " #1 | \n",
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- " #4 | \n",
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\n",
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- " arugula | \n",
- " watercress | \n",
- " cilantro | \n",
- " guacamol | \n",
- " lettuc | \n",
- " oliv | \n",
- " radish | \n",
- " mayonais | \n",
- "
\n",
- " \n",
- " 37 | \n",
- " fillet | \n",
- " shrimp | \n",
- " season | \n",
- " eggplant | \n",
- " caper | \n",
- " tortilla | \n",
- " chicken | \n",
- " pork | \n",
- " pepper | \n",
- " paprika | \n",
- " rosemari | \n",
- "
\n",
- " \n",
- " 38 | \n",
- " flour | \n",
- " flour | \n",
- " cornmeal | \n",
- " buttermilk | \n",
- " butter | \n",
- " shorten | \n",
- " sugar | \n",
- " cinnamon | \n",
- " milk | \n",
- " cornflour | \n",
- " nutmeg | \n",
- "
\n",
- " \n",
- " 39 | \n",
- " fold | \n",
- " egg | \n",
- " ricotta | \n",
- " chees | \n",
- " banana | \n",
- " scallion | \n",
- " buttermilk | \n",
- " mascarpon | \n",
- " cream | \n",
- " avocado | \n",
- " pecan | \n",
- "
\n",
- " \n",
- " 40 | \n",
- " freeze | \n",
- " dough | \n",
- " ice | \n",
- " strawberri | \n",
- " noodl | \n",
- " mussel | \n",
- " banana | \n",
- " peach | \n",
- " pasta | \n",
- " vanilla | \n",
- " paneer | \n",
- "
\n",
- " \n",
- " 41 | \n",
- " fry | \n",
- " pancetta | \n",
- " ghee | \n",
- " oil | \n",
- " scallion | \n",
- " sausag | \n",
- " bacon | \n",
- " oliv | \n",
- " onion | \n",
- " shallot | \n",
- " leek | \n",
- "
\n",
- " \n",
- " 42 | \n",
- " garnish | \n",
- " chive | \n",
- " mint | \n",
- " cilantro | \n",
- " scallion | \n",
- " parsley | \n",
- " watercress | \n",
- " basil | \n",
- " caper | \n",
- " lime | \n",
- " lettuc | \n",
- "
\n",
- " \n",
- " 43 | \n",
- " glaze | \n",
- " sauc | \n",
- " honey | \n",
- " pecan | \n",
- " brandi | \n",
- " pineappl | \n",
- " juic | \n",
- " molass | \n",
- " peach | \n",
- " appl | \n",
- " mirin | \n",
- "
\n",
- " \n",
- " 44 | \n",
- " grate | \n",
- " scallion | \n",
- " chive | \n",
- " cilantro | \n",
- " parsley | \n",
- " pimento | \n",
- " oliv | \n",
- " radish | \n",
- " ricotta | \n",
- " lemon | \n",
- " turnip | \n",
- "
\n",
- " \n",
- " 45 | \n",
- " grind | \n",
- " coriand | \n",
- " tumer | \n",
- " allspic | \n",
- " cayenn | \n",
- " cumin | \n",
- " cardamom | \n",
- " salt | \n",
- " peppercorn | \n",
- " spice | \n",
- " marjoram | \n",
- "
\n",
- " \n",
- " 46 | \n",
- " grill | \n",
- " ham | \n",
- " pork | \n",
- " sauc | \n",
- " shrimp | \n",
- " oliv | \n",
- " baguett | \n",
- " sausag | \n",
- " tortilla | \n",
- " scallion | \n",
- " shiitak | \n",
- "
\n",
- " \n",
- " 47 | \n",
- " gut | \n",
- " crawfish | \n",
- " lemongrass | \n",
- " beansprout | \n",
- " daikon | \n",
- " seed | \n",
- " kimchi | \n",
- " shiitak | \n",
- " cardamom | \n",
- " tumer | \n",
- " paneer | \n",
- "
\n",
- " \n",
- " 48 | \n",
- " heat | \n",
- " ghee | \n",
- " oil | \n",
- " oliv | \n",
- " veget | \n",
- " shallot | \n",
- " butter | \n",
- " peanut | \n",
- " lard | \n",
- " vinegar | \n",
- " pancetta | \n",
- "
\n",
- " \n",
- " 49 | \n",
- " knead | \n",
- " dough | \n",
- " flour | \n",
- " yeast | \n",
- " cornmeal | \n",
- " bread | \n",
- " buttermilk | \n",
- " tortilla | \n",
- " ricotta | \n",
- " shorten | \n",
- " pasta | \n",
- "
\n",
- " \n",
- " 50 | \n",
- " lower | \n",
- " ghee | \n",
- " oliv | \n",
- " leek | \n",
- " chicken | \n",
- " rosemari | \n",
- " crawfish | \n",
- " prosciutto | \n",
- " kale | \n",
- " shallot | \n",
- " pancetta | \n",
- "
\n",
- " \n",
- " 51 | \n",
- " macerate | \n",
- " brandi | \n",
- " mint | \n",
- " tequila | \n",
- " beansprout | \n",
- " strawberri | \n",
- " peach | \n",
- " mango | \n",
- " raisin | \n",
- " juic | \n",
- " pineappl | \n",
- "
\n",
- " \n",
- " 52 | \n",
- " marinate | \n",
- " season | \n",
- " pork | \n",
- " lettuc | \n",
- " juic | \n",
- " scallion | \n",
- " mirin | \n",
- " chickpea | \n",
- " beansprout | \n",
- " cilantro | \n",
- " avocado | \n",
- "
\n",
- " \n",
- " 53 | \n",
- " mash | \n",
- " turnip | \n",
- " chickpea | \n",
- " yoghurt | \n",
- " salsa | \n",
- " carrot | \n",
- " allspic | \n",
- " avocado | \n",
- " ricotta | \n",
- " cilantro | \n",
- " onion | \n",
- "
\n",
- " \n",
- " 54 | \n",
- " melt | \n",
- " cream | \n",
- " margarin | \n",
- " peanut | \n",
- " butter | \n",
- " mascarpon | \n",
- " shorten | \n",
- " pecan | \n",
- " milk | \n",
- " sugar | \n",
- " ricotta | \n",
- "
\n",
- " \n",
- " 55 | \n",
- " mince | \n",
- " gingerroot | \n",
- " scallion | \n",
- " parsley | \n",
- " celeri | \n",
- " cilantro | \n",
- " chive | \n",
- " shallot | \n",
- " thyme | \n",
- " garlic | \n",
- " onion | \n",
- "
\n",
- " \n",
- " 56 | \n",
- " mix | \n",
- " buttermilk | \n",
- " molass | \n",
- " honey | \n",
- " cream | \n",
- " allspic | \n",
- " egg | \n",
- " nutmeg | \n",
- " margarin | \n",
- " milk | \n",
- " mustard | \n",
- "
\n",
- " \n",
- " 57 | \n",
- " open | \n",
- " mussel | \n",
- " crawfish | \n",
- " beansprout | \n",
- " baguett | \n",
- " tomatillo | \n",
- " clove | \n",
- " ham | \n",
- " okra | \n",
- " eggplant | \n",
- " guacamol | \n",
- "
\n",
- " \n",
- " 58 | \n",
- " parboil | \n",
- " turnip | \n",
- " radish | \n",
- " daikon | \n",
- " carrot | \n",
- " pea | \n",
- " broccoli | \n",
- " cauliflow | \n",
- " kale | \n",
- " zucchini | \n",
- " shiitak | \n",
- "
\n",
- " \n",
- " 59 | \n",
- " peel | \n",
- " turnip | \n",
- " carrot | \n",
- " zucchini | \n",
- " lemongrass | \n",
- " daikon | \n",
- " radish | \n",
- " beet | \n",
- " beansprout | \n",
- " celeri | \n",
- " ginger | \n",
- "
\n",
- " \n",
- " 60 | \n",
- " pickle | \n",
- " cucumb | \n",
- " radish | \n",
- " pimento | \n",
- " caper | \n",
- " cilantro | \n",
- " kimchi | \n",
- " scallion | \n",
- " ketchup | \n",
- " sriracha | \n",
- " chive | \n",
- "
\n",
- " \n",
- " 61 | \n",
- " place | \n",
- " scallion | \n",
- " onion | \n",
- " butter | \n",
- " oliv | \n",
- " parsley | \n",
- " egg | \n",
- " celeri | \n",
- " lemon | \n",
- " avocado | \n",
- " buttermilk | \n",
- "
\n",
- " \n",
- " 62 | \n",
- " poach | \n",
- " mussel | \n",
- " caper | \n",
- " buttermilk | \n",
- " scallion | \n",
- " veget | \n",
- " pea | \n",
- " kimchi | \n",
- " mushroom | \n",
- " shiitak | \n",
- " brandi | \n",
- "
\n",
- " \n",
- " 63 | \n",
- " pour | \n",
- " buttermilk | \n",
- " molass | \n",
- " milk | \n",
- " honey | \n",
- " beer | \n",
- " ketchup | \n",
- " tomato | \n",
- " butter | \n",
- " coconut | \n",
- " ricotta | \n",
- "
\n",
- " \n",
- " 64 | \n",
- " prepare | \n",
- " shrimp | \n",
- " sauc | \n",
- " ricotta | \n",
- " pineappl | \n",
- " beer | \n",
- " hazelnut | \n",
- " pesto | \n",
- " bread | \n",
- " avocado | \n",
- " season | \n",
- "
\n",
- " \n",
- " 65 | \n",
- " pull | \n",
- " meat | \n",
- " crawfish | \n",
- " prosciutto | \n",
- " ham | \n",
- " potato | \n",
- " zucchini | \n",
- " eggplant | \n",
- " chicken | \n",
- " pork | \n",
- " avocado | \n",
- "
\n",
- " \n",
- " 66 | \n",
- " put | \n",
- " scallion | \n",
- " butter | \n",
- " lemon | \n",
- " buttermilk | \n",
- " onion | \n",
- " parsley | \n",
- " oliv | \n",
- " egg | \n",
- " avocado | \n",
- " margarin | \n",
- "
\n",
- " \n",
- " 67 | \n",
- " reduce | \n",
- " brandi | \n",
- " oliv | \n",
- " ghee | \n",
- " sugar | \n",
- " ketchup | \n",
- " shallot | \n",
- " molass | \n",
- " sriracha | \n",
- " honey | \n",
- " tomato | \n",
- "
\n",
- " \n",
- " 68 | \n",
- " refrigerate | \n",
- " dough | \n",
- " strawberri | \n",
- " beet | \n",
- " ice | \n",
- " mint | \n",
- " beansprout | \n",
- " meat | \n",
- " buttermilk | \n",
- " banana | \n",
- " tequila | \n",
- "
\n",
- " \n",
- " 69 | \n",
- " remove | \n",
- " juic | \n",
- " crawfish | \n",
- " ghee | \n",
- " scallion | \n",
- " pancetta | \n",
- " shiitak | \n",
- " tomatillo | \n",
- " kale | \n",
- " pineappl | \n",
- " shallot | \n",
- "
\n",
- " \n",
- " 70 | \n",
- " rinse | \n",
- " radish | \n",
- " pea | \n",
- " okra | \n",
- " shiitak | \n",
- " chickpea | \n",
- " daikon | \n",
- " cucumb | \n",
- " season | \n",
- " pimento | \n",
- " spinach | \n",
- "
\n",
- " \n",
- " 71 | \n",
- " roast | \n",
- " pork | \n",
- " ham | \n",
- " oil | \n",
- " eggplant | \n",
- " chicken | \n",
- " thyme | \n",
- " tomatillo | \n",
- " shallot | \n",
- " zucchini | \n",
- " onion | \n",
- "
\n",
- " \n",
- " 72 | \n",
- " rollup | \n",
- " beansprout | \n",
- " pinenut | \n",
- " mayonais | \n",
- " cotija | \n",
- " tequila | \n",
- " fettucin | \n",
- " tumer | \n",
- " guacamol | \n",
- " yoghurt | \n",
- " kimchi | \n",
- "
\n",
- " \n",
- " 73 | \n",
- " rub | \n",
- " season | \n",
- " mustard | \n",
- " rosemari | \n",
- " salt | \n",
- " flour | \n",
- " peppercorn | \n",
- " spice | \n",
- " cumin | \n",
- " thyme | \n",
- " oregano | \n",
- "
\n",
- " \n",
- " 74 | \n",
- " salt | \n",
- " salt | \n",
- " cayenn | \n",
- " nutmeg | \n",
- " paprika | \n",
- " allspic | \n",
- " marjoram | \n",
- " oregano | \n",
- " cumin | \n",
- " thyme | \n",
- " cardamom | \n",
- "
\n",
- " \n",
- " 75 | \n",
- " scoop | \n",
- " avocado | \n",
- " ricotta | \n",
- " buttermilk | \n",
- " strawberri | \n",
- " bean | \n",
- " dough | \n",
- " water | \n",
- " mascarpon | \n",
- " guacamol | \n",
- " vanilla | \n",
- "
\n",
- " \n",
- " 76 | \n",
- " scorch | \n",
- " butter | \n",
- " honey | \n",
- " molass | \n",
- " coconut | \n",
- " margarin | \n",
- " buttermilk | \n",
- " yeast | \n",
- " banana | \n",
- " yoghurt | \n",
- " cornmeal | \n",
- "
\n",
- " \n",
- " 77 | \n",
- " scramble | \n",
- " noodl | \n",
- " grit | \n",
- " sausag | \n",
- " mayonais | \n",
- " ghee | \n",
- " ricotta | \n",
- " yoghurt | \n",
- " buttermilk | \n",
- " okra | \n",
- " pasta | \n",
- "
\n",
- " \n",
- " 78 | \n",
- " season | \n",
- " season | \n",
- " cayenn | \n",
- " oregano | \n",
- " marjoram | \n",
- " pepper | \n",
- " thyme | \n",
- " paprika | \n",
- " salt | \n",
- " spice | \n",
- " cumin | \n",
- "
\n",
- " \n",
- " 79 | \n",
- " serve | \n",
- " lime | \n",
- " lettuc | \n",
- " arugula | \n",
- " radish | \n",
- " watercress | \n",
- " chive | \n",
- " sriracha | \n",
- " avocado | \n",
- " baguett | \n",
- " guacamol | \n",
- "
\n",
- " \n",
- " 80 | \n",
- " set | \n",
- " margarin | \n",
- " nutmeg | \n",
- " pineappl | \n",
- " cream | \n",
- " onion | \n",
- " shorten | \n",
- " salt | \n",
- " butter | \n",
- " sugar | \n",
- " ricotta | \n",
- "
\n",
- " \n",
- " 81 | \n",
- " simmer | \n",
- " quinoa | \n",
- " beer | \n",
- " mirin | \n",
- " pea | \n",
- " onion | \n",
- " chickpea | \n",
- " thyme | \n",
- " tomato | \n",
- " cornflour | \n",
- " saffron | \n",
- "
\n",
- " \n",
- " 82 | \n",
- " skim | \n",
- " grit | \n",
- " brandi | \n",
- " dashi | \n",
- " lard | \n",
- " ghee | \n",
- " mussel | \n",
- " beer | \n",
- " molass | \n",
- " cornflour | \n",
- " milk | \n",
- "
\n",
- " \n",
- " 83 | \n",
- " slice | \n",
- " lettuc | \n",
- " scallion | \n",
- " cucumb | \n",
- " radish | \n",
- " carrot | \n",
- " pimento | \n",
- " celeri | \n",
- " avocado | \n",
- " arugula | \n",
- " watercress | \n",
- "
\n",
- " \n",
- " 84 | \n",
- " slowcook | \n",
- " beansprout | \n",
- " fettucin | \n",
- " mayonais | \n",
- " cotija | \n",
- " paneer | \n",
- " pinenut | \n",
- " daikon | \n",
- " kimchi | \n",
- " kalamata | \n",
- " crawfish | \n",
- "
\n",
- " \n",
- " 85 | \n",
- " soak | \n",
- " chickpea | \n",
- " raisin | \n",
- " shiitak | \n",
- " molass | \n",
- " water | \n",
- " carrot | \n",
- " pineappl | \n",
- " pea | \n",
- " saffron | \n",
- " brandi | \n",
- "
\n",
- " \n",
- " 86 | \n",
- " sour | \n",
- " yoghurt | \n",
- " mascarpon | \n",
- " sriracha | \n",
- " chees | \n",
- " buttermilk | \n",
- " milk | \n",
- " ricotta | \n",
- " ketchup | \n",
- " mayonais | \n",
- " avocado | \n",
- "
\n",
- " \n",
- " 87 | \n",
- " spice | \n",
- " spice | \n",
- " peppercorn | \n",
- " season | \n",
- " cumin | \n",
- " tumer | \n",
- " allspic | \n",
- " cinnamon | \n",
- " cardamom | \n",
- " paprika | \n",
- " mustard | \n",
- "
\n",
- " \n",
- " 88 | \n",
- " spoon | \n",
- " ricotta | \n",
- " mascarpon | \n",
- " avocado | \n",
- " buttermilk | \n",
- " pesto | \n",
- " strawberri | \n",
- " egg | \n",
- " banana | \n",
- " zucchini | \n",
- " tomato | \n",
- "
\n",
- " \n",
- " 89 | \n",
- " spread | \n",
- " ricotta | \n",
- " chees | \n",
- " butter | \n",
- " mascarpon | \n",
- " cream | \n",
- " avocado | \n",
- " pesto | \n",
- " walnut | \n",
- " pecan | \n",
- " coconut | \n",
- "
\n",
- " \n",
- " 90 | \n",
- " sprinkle | \n",
- " salt | \n",
- " parsley | \n",
- " season | \n",
- " oregano | \n",
- " lemon | \n",
- " nutmeg | \n",
- " thyme | \n",
- " cayenn | \n",
- " garlic | \n",
- " basil | \n",
- "
\n",
- " \n",
- " 91 | \n",
- " squeeze | \n",
- " lime | \n",
- " lemon | \n",
- " orang | \n",
- " cucumb | \n",
- " avocado | \n",
- " chickpea | \n",
- " pineappl | \n",
- " tomato | \n",
- " caper | \n",
- " strawberri | \n",
- "
\n",
- " \n",
- " 92 | \n",
- " steam | \n",
- " mussel | \n",
- " couscou | \n",
- " turnip | \n",
- " cauliflow | \n",
- " shiitak | \n",
- " quinoa | \n",
- " leek | \n",
- " potato | \n",
- " noodl | \n",
- " pea | \n",
- "
\n",
- " \n",
- " 93 | \n",
- " steep | \n",
- " mint | \n",
- " brandi | \n",
- " tequila | \n",
- " chickpea | \n",
- " dashi | \n",
- " mussel | \n",
- " yeast | \n",
- " mirin | \n",
- " couscou | \n",
- " kale | \n",
- "
\n",
- " \n",
- " 94 | \n",
- " stir | \n",
- " shallot | \n",
- " onion | \n",
- " scallion | \n",
- " thyme | \n",
- " celeri | \n",
- " garlic | \n",
- " oregano | \n",
- " carrot | \n",
- " cumin | \n",
- " allspic | \n",
- "
\n",
- " \n",
- " 95 | \n",
- " strain | \n",
- " tequila | \n",
- " dashi | \n",
- " mussel | \n",
- " brandi | \n",
- " beer | \n",
- " chickpea | \n",
- " cornflour | \n",
- " kimchi | \n",
- " sriracha | \n",
- " veget | \n",
- "
\n",
- " \n",
- " 96 | \n",
- " sugar | \n",
- " sugar | \n",
- " honey | \n",
- " molass | \n",
- " cinnamon | \n",
- " nutmeg | \n",
- " allspic | \n",
- " cardamom | \n",
- " margarin | \n",
- " vanilla | \n",
- " milk | \n",
- "
\n",
- " \n",
- " 97 | \n",
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- " brandi | \n",
- " mascarpon | \n",
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- " marjoram | \n",
- " paprika | \n",
- " oregano | \n",
- " season | \n",
- " allspic | \n",
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- "
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- " thaw | \n",
- " tofu | \n",
- " spinach | \n",
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- " paneer | \n",
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- " sriracha | \n",
- " beer | \n",
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- " \n",
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- " toast | \n",
- " baguett | \n",
- " pecan | \n",
- " walnut | \n",
- " bread | \n",
- " almond | \n",
- " prosciutto | \n",
- " pinenut | \n",
- " parsley | \n",
- " coriand | \n",
- " seed | \n",
- "
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- " \n",
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- " try | \n",
- " guacamol | \n",
- " mayonais | \n",
- " yoghurt | \n",
- " kimchi | \n",
- " pinenut | \n",
- " paneer | \n",
- " kalamata | \n",
- " crawfish | \n",
- " fettucin | \n",
- " grit | \n",
- "
\n",
- " \n",
- " 103 | \n",
- " warm | \n",
- " honey | \n",
- " margarin | \n",
- " molass | \n",
- " coconut | \n",
- " sriracha | \n",
- " cornflour | \n",
- " vinegar | \n",
- " yeast | \n",
- " sugar | \n",
- " corn | \n",
- "
\n",
- " \n",
- " 104 | \n",
- " wash | \n",
- " radish | \n",
- " shiitak | \n",
- " turnip | \n",
- " daikon | \n",
- " okra | \n",
- " watercress | \n",
- " parsley | \n",
- " celeri | \n",
- " scallion | \n",
- " cucumb | \n",
- "
\n",
- " \n",
- " 105 | \n",
- " whip | \n",
- " mascarpon | \n",
- " ice | \n",
- " strawberri | \n",
- " cream | \n",
- " vanilla | \n",
- " yoghurt | \n",
- " milk | \n",
- " ricotta | \n",
- " chees | \n",
- " banana | \n",
- "
\n",
- " \n",
- " 106 | \n",
- " whisk | \n",
- " molass | \n",
- " sugar | \n",
- " honey | \n",
- " buttermilk | \n",
- " milk | \n",
- " cream | \n",
- " cornflour | \n",
- " mustard | \n",
- " egg | \n",
- " vanilla | \n",
- "
\n",
- " \n",
- " 107 | \n",
- " wipe | \n",
- " shiitak | \n",
- " okra | \n",
- " shallot | \n",
- " oil | \n",
- " ghee | \n",
- " eggplant | \n",
- " mushroom | \n",
- " season | \n",
- " chicken | \n",
- " shrimp | \n",
- "
\n",
- " \n",
- "
"
- ],
- "text/plain": [
- ""
- ]
- },
- "execution_count": 32,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "HTML(find_most_similar_to_given_elementwise(model_actions, stemmed_ingredients).to_html())"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Ingredient to Cooking Action"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 33,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
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- " roast | \n",
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- " sauce | \n",
- " glaze | \n",
- " dress | \n",
- " add | \n",
- " arrang | \n",
- " pour | \n",
- " spread | \n",
- " cook | \n",
- " simmer | \n",
- " stir | \n",
- " season | \n",
- "
\n",
- " \n",
- " 50 | \n",
- " eggplant | \n",
- " bread | \n",
- " fillet | \n",
- " wipe | \n",
- " parboil | \n",
- " peel | \n",
- " roast | \n",
- " season | \n",
- " arrang | \n",
- " squeez | \n",
- " brush | \n",
- "
\n",
- " \n",
- " 51 | \n",
- " spinach | \n",
- " parboil | \n",
- " rins | \n",
- " minc | \n",
- " add | \n",
- " arrang | \n",
- " stir | \n",
- " dice | \n",
- " dress | \n",
- " grate | \n",
- " drain | \n",
- "
\n",
- " \n",
- " 52 | \n",
- " orange | \n",
- " squeez | \n",
- " add | \n",
- " pickl | \n",
- " sweeten | \n",
- " arrang | \n",
- " garnish | \n",
- " sugar | \n",
- " macer | \n",
- " peel | \n",
- " discard | \n",
- "
\n",
- " \n",
- " 53 | \n",
- " peanuts | \n",
- " clarifi | \n",
- " melt | \n",
- " sugar | \n",
- " spread | \n",
- " sweeten | \n",
- " add | \n",
- " heat | \n",
- " beat | \n",
- " put | \n",
- " sour | \n",
- "
\n",
- " \n",
- " 54 | \n",
- " lemongrass | \n",
- " minc | \n",
- " gut | \n",
- " pickl | \n",
- " peel | \n",
- " discard | \n",
- " buri | \n",
- " chop | \n",
- " add | \n",
- " dice | \n",
- " slowcook | \n",
- "
\n",
- " \n",
- " 55 | \n",
- " spaghetti | \n",
- " boil | \n",
- " simmer | \n",
- " slowcook | \n",
- " thicken | \n",
- " parboil | \n",
- " spoon | \n",
- " buri | \n",
- " season | \n",
- " rins | \n",
- " reduc | \n",
- "
\n",
- " \n",
- " 56 | \n",
- " cabbage | \n",
- " parboil | \n",
- " dice | \n",
- " pickl | \n",
- " minc | \n",
- " dress | \n",
- " buri | \n",
- " simmer | \n",
- " rins | \n",
- " chop | \n",
- " arrang | \n",
- "
\n",
- " \n",
- " 57 | \n",
- " sake | \n",
- " salt | \n",
- " tast | \n",
- " boil | \n",
- " sugar | \n",
- " sweeten | \n",
- " correct | \n",
- " spice | \n",
- " brown | \n",
- " simmer | \n",
- " season | \n",
- "
\n",
- " \n",
- " 58 | \n",
- " parsley | \n",
- " minc | \n",
- " add | \n",
- " sprinkl | \n",
- " chop | \n",
- " salt | \n",
- " season | \n",
- " garnish | \n",
- " grate | \n",
- " stir | \n",
- " pickl | \n",
- "
\n",
- " \n",
- " 59 | \n",
- " chickpeas | \n",
- " parboil | \n",
- " stir | \n",
- " rins | \n",
- " drain | \n",
- " mash | \n",
- " add | \n",
- " soak | \n",
- " chop | \n",
- " squeez | \n",
- " pickl | \n",
- "
\n",
- " \n",
- " 60 | \n",
- " thyme | \n",
- " minc | \n",
- " salt | \n",
- " add | \n",
- " season | \n",
- " chop | \n",
- " stir | \n",
- " sprinkl | \n",
- " spice | \n",
- " grate | \n",
- " rub | \n",
- "
\n",
- " \n",
- " 61 | \n",
- " Sriracha | \n",
- " sour | \n",
- " pickl | \n",
- " tast | \n",
- " salt | \n",
- " sweeten | \n",
- " correct | \n",
- " dress | \n",
- " add | \n",
- " season | \n",
- " sugar | \n",
- "
\n",
- " \n",
- " 62 | \n",
- " pinenuts | \n",
- " buri | \n",
- " rollup | \n",
- " slowcook | \n",
- " minc | \n",
- " spice | \n",
- " crumpl | \n",
- " toast | \n",
- " chop | \n",
- " grind | \n",
- " dress | \n",
- "
\n",
- " \n",
- " 63 | \n",
- " shiitake | \n",
- " parboil | \n",
- " minc | \n",
- " wipe | \n",
- " wash | \n",
- " rins | \n",
- " chop | \n",
- " gut | \n",
- " dice | \n",
- " debon | \n",
- " brais | \n",
- "
\n",
- " \n",
- " 64 | \n",
- " vanilla | \n",
- " beat | \n",
- " sugar | \n",
- " sweeten | \n",
- " whip | \n",
- " whisk | \n",
- " mix | \n",
- " blend | \n",
- " add | \n",
- " sour | \n",
- " mash | \n",
- "
\n",
- " \n",
- " 65 | \n",
- " pork | \n",
- " debon | \n",
- " brais | \n",
- " bast | \n",
- " roast | \n",
- " carv | \n",
- " marin | \n",
- " fillet | \n",
- " rub | \n",
- " grill | \n",
- " season | \n",
- "
\n",
- " \n",
- " 66 | \n",
- " vinegar | \n",
- " add | \n",
- " salt | \n",
- " sugar | \n",
- " pickl | \n",
- " minc | \n",
- " tast | \n",
- " dress | \n",
- " stir | \n",
- " season | \n",
- " spice | \n",
- "
\n",
- " \n",
- " 67 | \n",
- " chiles | \n",
- " pickl | \n",
- " minc | \n",
- " salt | \n",
- " grind | \n",
- " spice | \n",
- " add | \n",
- " season | \n",
- " gut | \n",
- " chop | \n",
- " dice | \n",
- "
\n",
- " \n",
- " 68 | \n",
- " corn | \n",
- " add | \n",
- " sour | \n",
- " pickl | \n",
- " stir | \n",
- " put | \n",
- " sprinkl | \n",
- " place | \n",
- " buri | \n",
- " mix | \n",
- " salt | \n",
- "
\n",
- " \n",
- " 69 | \n",
- " tomatillos | \n",
- " pickl | \n",
- " minc | \n",
- " dice | \n",
- " chop | \n",
- " parboil | \n",
- " buri | \n",
- " debon | \n",
- " brais | \n",
- " gut | \n",
- " peel | \n",
- "
\n",
- " \n",
- " 70 | \n",
- " radishes | \n",
- " pickl | \n",
- " parboil | \n",
- " dice | \n",
- " buri | \n",
- " minc | \n",
- " chop | \n",
- " rins | \n",
- " wash | \n",
- " slice | \n",
- " peel | \n",
- "
\n",
- " \n",
- " 71 | \n",
- " juice | \n",
- " add | \n",
- " discard | \n",
- " minc | \n",
- " chop | \n",
- " sugar | \n",
- " macer | \n",
- " slice | \n",
- " sprinkl | \n",
- " peel | \n",
- " stir | \n",
- "
\n",
- " \n",
- " 72 | \n",
- " pasta | \n",
- " boil | \n",
- " thicken | \n",
- " scrambl | \n",
- " simmer | \n",
- " cover | \n",
- " parboil | \n",
- " drain | \n",
- " dress | \n",
- " wipe | \n",
- " slowcook | \n",
- "
\n",
- " \n",
- " 73 | \n",
- " prosciutto | \n",
- " bread | \n",
- " arrang | \n",
- " toast | \n",
- " crumpl | \n",
- " minc | \n",
- " sprinkl | \n",
- " slice | \n",
- " garnish | \n",
- " chop | \n",
- " spread | \n",
- "
\n",
- " \n",
- " 74 | \n",
- " ghee | \n",
- " clarifi | \n",
- " fri | \n",
- " heat | \n",
- " wipe | \n",
- " scrambl | \n",
- " skim | \n",
- " reduc | \n",
- " melt | \n",
- " lower | \n",
- " sugar | \n",
- "
\n",
- " \n",
- " 75 | \n",
- " beef | \n",
- " debon | \n",
- " stir | \n",
- " add | \n",
- " fri | \n",
- " cook | \n",
- " minc | \n",
- " dice | \n",
- " brais | \n",
- " season | \n",
- " roast | \n",
- "
\n",
- " \n",
- " 76 | \n",
- " basil | \n",
- " minc | \n",
- " add | \n",
- " garnish | \n",
- " sprinkl | \n",
- " season | \n",
- " salt | \n",
- " chop | \n",
- " pickl | \n",
- " grate | \n",
- " stir | \n",
- "
\n",
- " \n",
- " 77 | \n",
- " baguette | \n",
- " bread | \n",
- " toast | \n",
- " slice | \n",
- " cut | \n",
- " buri | \n",
- " rollup | \n",
- " slowcook | \n",
- " crumpl | \n",
- " carv | \n",
- " broil | \n",
- "
\n",
- " \n",
- " 78 | \n",
- " okra | \n",
- " parboil | \n",
- " rins | \n",
- " dice | \n",
- " wipe | \n",
- " wash | \n",
- " drain | \n",
- " buri | \n",
- " minc | \n",
- " pickl | \n",
- " debon | \n",
- "
\n",
- " \n",
- " 79 | \n",
- " mango | \n",
- " pickl | \n",
- " dice | \n",
- " macer | \n",
- " sour | \n",
- " garnish | \n",
- " chop | \n",
- " sweeten | \n",
- " buri | \n",
- " arrang | \n",
- " add | \n",
- "
\n",
- " \n",
- " 80 | \n",
- " peaches | \n",
- " macer | \n",
- " sweeten | \n",
- " rollup | \n",
- " garnish | \n",
- " squeez | \n",
- " glaze | \n",
- " peel | \n",
- " whip | \n",
- " poach | \n",
- " bread | \n",
- "
\n",
- " \n",
- " 81 | \n",
- " linguine | \n",
- " parboil | \n",
- " buri | \n",
- " drain | \n",
- " slowcook | \n",
- " boil | \n",
- " rins | \n",
- " season | \n",
- " tast | \n",
- " simmer | \n",
- " strain | \n",
- "
\n",
- " \n",
- " 82 | \n",
- " bananas | \n",
- " fold | \n",
- " beat | \n",
- " spread | \n",
- " whip | \n",
- " mix | \n",
- " arrang | \n",
- " blend | \n",
- " spoon | \n",
- " bread | \n",
- " sweeten | \n",
- "
\n",
- " \n",
- " 83 | \n",
- " nutmeg | \n",
- " salt | \n",
- " sugar | \n",
- " tast | \n",
- " add | \n",
- " sprinkl | \n",
- " beat | \n",
- " sweeten | \n",
- " flour | \n",
- " minc | \n",
- " grind | \n",
- "
\n",
- " \n",
- " 84 | \n",
- " yoghurt | \n",
- " sweeten | \n",
- " sour | \n",
- " curdl | \n",
- " buri | \n",
- " rollup | \n",
- " whip | \n",
- " mash | \n",
- " dress | \n",
- " spice | \n",
- " tast | \n",
- "
\n",
- " \n",
- " 85 | \n",
- " ham | \n",
- " debon | \n",
- " dice | \n",
- " pickl | \n",
- " arrang | \n",
- " grill | \n",
- " buri | \n",
- " roast | \n",
- " chop | \n",
- " carv | \n",
- " bread | \n",
- "
\n",
- " \n",
- " 86 | \n",
- " broccoli | \n",
- " parboil | \n",
- " dice | \n",
- " drain | \n",
- " rins | \n",
- " debon | \n",
- " stir | \n",
- " buri | \n",
- " minc | \n",
- " cook | \n",
- " season | \n",
- "
\n",
- " \n",
- " 87 | \n",
- " noodles | \n",
- " scrambl | \n",
- " parboil | \n",
- " boil | \n",
- " steam | \n",
- " poach | \n",
- " slowcook | \n",
- " crack | \n",
- " pour | \n",
- " rins | \n",
- " break | \n",
- "
\n",
- " \n",
- " 88 | \n",
- " cream | \n",
- " beat | \n",
- " melt | \n",
- " sweeten | \n",
- " whisk | \n",
- " whip | \n",
- " sour | \n",
- " spread | \n",
- " add | \n",
- " mix | \n",
- " sugar | \n",
- "
\n",
- " \n",
- " 89 | \n",
- " beer | \n",
- " pour | \n",
- " simmer | \n",
- " strain | \n",
- " add | \n",
- " debon | \n",
- " salt | \n",
- " boil | \n",
- " pickl | \n",
- " brais | \n",
- " stir | \n",
- "
\n",
- " \n",
- " 90 | \n",
- " kalamata | \n",
- " buri | \n",
- " slowcook | \n",
- " pickl | \n",
- " season | \n",
- " dress | \n",
- " chop | \n",
- " minc | \n",
- " sour | \n",
- " garnish | \n",
- " rollup | \n",
- "
\n",
- " \n",
- " 91 | \n",
- " vegetables | \n",
- " bast | \n",
- " heat | \n",
- " cook | \n",
- " season | \n",
- " add | \n",
- " strain | \n",
- " poach | \n",
- " brush | \n",
- " brais | \n",
- " rub | \n",
- "
\n",
- " \n",
- " 92 | \n",
- " shortening | \n",
- " beat | \n",
- " flour | \n",
- " sugar | \n",
- " clarifi | \n",
- " melt | \n",
- " whisk | \n",
- " brown | \n",
- " mix | \n",
- " blend | \n",
- " sour | \n",
- "
\n",
- " \n",
- " 93 | \n",
- " saffron | \n",
- " salt | \n",
- " boil | \n",
- " add | \n",
- " sugar | \n",
- " stir | \n",
- " spice | \n",
- " simmer | \n",
- " minc | \n",
- " grind | \n",
- " season | \n",
- "
\n",
- " \n",
- " 94 | \n",
- " strawberries | \n",
- " whip | \n",
- " macer | \n",
- " sweeten | \n",
- " squeez | \n",
- " garnish | \n",
- " spoon | \n",
- " peel | \n",
- " spread | \n",
- " fold | \n",
- " scoop | \n",
- "
\n",
- " \n",
- " 95 | \n",
- " margarine | \n",
- " sugar | \n",
- " clarifi | \n",
- " melt | \n",
- " beat | \n",
- " brown | \n",
- " flour | \n",
- " salt | \n",
- " mix | \n",
- " add | \n",
- " sweeten | \n",
- "
\n",
- " \n",
- " 96 | \n",
- " tortillas | \n",
- " bread | \n",
- " fillet | \n",
- " spread | \n",
- " fold | \n",
- " spoon | \n",
- " arrang | \n",
- " grill | \n",
- " place | \n",
- " crumpl | \n",
- " sour | \n",
- "
\n",
- " \n",
- " 97 | \n",
- " almonds | \n",
- " sugar | \n",
- " toast | \n",
- " add | \n",
- " sprinkl | \n",
- " sweeten | \n",
- " garnish | \n",
- " grind | \n",
- " beat | \n",
- " spice | \n",
- " stir | \n",
- "
\n",
- " \n",
- " 98 | \n",
- " cauliflower | \n",
- " parboil | \n",
- " buri | \n",
- " steam | \n",
- " dice | \n",
- " mash | \n",
- " boil | \n",
- " drain | \n",
- " slowcook | \n",
- " cover | \n",
- " simmer | \n",
- "
\n",
- " \n",
- " 99 | \n",
- " asparagus | \n",
- " parboil | \n",
- " wipe | \n",
- " slice | \n",
- " drain | \n",
- " cook | \n",
- " cover | \n",
- " slowcook | \n",
- " poach | \n",
- " rins | \n",
- " arrang | \n",
- "
\n",
- " \n",
- " 100 | \n",
- " chili | \n",
- " salt | \n",
- " minc | \n",
- " pickl | \n",
- " add | \n",
- " season | \n",
- " sprinkl | \n",
- " spice | \n",
- " sour | \n",
- " tast | \n",
- " grind | \n",
- "
\n",
- " \n",
- " 101 | \n",
- " chives | \n",
- " minc | \n",
- " add | \n",
- " pickl | \n",
- " garnish | \n",
- " salt | \n",
- " grate | \n",
- " chop | \n",
- " sour | \n",
- " sprinkl | \n",
- " buri | \n",
- "
\n",
- " \n",
- " 102 | \n",
- " bread | \n",
- " bread | \n",
- " toast | \n",
- " spread | \n",
- " brush | \n",
- " put | \n",
- " place | \n",
- " sprinkl | \n",
- " fold | \n",
- " rub | \n",
- " crack | \n",
- "
\n",
- " \n",
- " 103 | \n",
- " couscous | \n",
- " steam | \n",
- " dress | \n",
- " mash | \n",
- " simmer | \n",
- " buri | \n",
- " slowcook | \n",
- " parboil | \n",
- " scrambl | \n",
- " boil | \n",
- " steep | \n",
- "
\n",
- " \n",
- " 104 | \n",
- " guacamole | \n",
- " tri | \n",
- " sour | \n",
- " dress | \n",
- " buri | \n",
- " build | \n",
- " rollup | \n",
- " slowcook | \n",
- " correct | \n",
- " pickl | \n",
- " gut | \n",
- "
\n",
- " \n",
- " 105 | \n",
- " sausages | \n",
- " dice | \n",
- " fri | \n",
- " minc | \n",
- " cook | \n",
- " scrambl | \n",
- " buri | \n",
- " debon | \n",
- " season | \n",
- " parboil | \n",
- " grill | \n",
- "
\n",
- " \n",
- " 106 | \n",
- " arugula | \n",
- " dress | \n",
- " arrang | \n",
- " chop | \n",
- " buri | \n",
- " slice | \n",
- " garnish | \n",
- " pickl | \n",
- " parboil | \n",
- " minc | \n",
- " dice | \n",
- "
\n",
- " \n",
- " 107 | \n",
- " spices | \n",
- " spice | \n",
- " season | \n",
- " grind | \n",
- " rub | \n",
- " salt | \n",
- " add | \n",
- " mix | \n",
- " flour | \n",
- " sweeten | \n",
- " tast | \n",
- "
\n",
- " \n",
- " 108 | \n",
- " apples | \n",
- " pickl | \n",
- " peel | \n",
- " arrang | \n",
- " stir | \n",
- " sprinkl | \n",
- " minc | \n",
- " add | \n",
- " brown | \n",
- " garnish | \n",
- " place | \n",
- "
\n",
- " \n",
- " 109 | \n",
- " peas | \n",
- " parboil | \n",
- " dice | \n",
- " rins | \n",
- " stir | \n",
- " add | \n",
- " drain | \n",
- " buri | \n",
- " simmer | \n",
- " minc | \n",
- " chop | \n",
- "
\n",
- " \n",
- " 110 | \n",
- " pancetta | \n",
- " fri | \n",
- " minc | \n",
- " dice | \n",
- " chop | \n",
- " clarifi | \n",
- " drain | \n",
- " heat | \n",
- " crumpl | \n",
- " wipe | \n",
- " parboil | \n",
- "
\n",
- " \n",
- " 111 | \n",
- " grits | \n",
- " skim | \n",
- " scrambl | \n",
- " correct | \n",
- " curdl | \n",
- " boil | \n",
- " poach | \n",
- " slowcook | \n",
- " thicken | \n",
- " batter | \n",
- " simmer | \n",
- "
\n",
- " \n",
- " 112 | \n",
- " lettuce | \n",
- " arrang | \n",
- " slice | \n",
- " dice | \n",
- " dress | \n",
- " garnish | \n",
- " buri | \n",
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- "
\n",
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- " cornflour | \n",
- " salt | \n",
- " flour | \n",
- " sweeten | \n",
- " boil | \n",
- " sugar | \n",
- " whisk | \n",
- " spice | \n",
- " sour | \n",
- " thicken | \n",
- " curdl | \n",
- "
\n",
- " \n",
- " 158 | \n",
- " hazelnuts | \n",
- " grind | \n",
- " rollup | \n",
- " sugar | \n",
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- " sweeten | \n",
- " toast | \n",
- " spice | \n",
- " whip | \n",
- " garnish | \n",
- " slowcook | \n",
- "
\n",
- " \n",
- " 159 | \n",
- " beans | \n",
- " parboil | \n",
- " discard | \n",
- " stir | \n",
- " add | \n",
- " simmer | \n",
- " dice | \n",
- " pour | \n",
- " scoop | \n",
- " cover | \n",
- " brais | \n",
- "
\n",
- " \n",
- "
"
- ],
- "text/plain": [
- ""
- ]
- },
- "execution_count": 33,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "HTML(find_most_similar_to_given_elementwise(model_ingredients, stemmed_actions).to_html())"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "----\n",
- "## Inter-Category-Similarities\n",
- "* checking self similarities:"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Cooking Action"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 34,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
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- " slice | \n",
- " toast | \n",
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\n",
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- " buri | \n",
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- " carve | \n",
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- " cut | \n",
- " brais | \n",
- " pull | \n",
- " rub | \n",
- " slice | \n",
- " roast | \n",
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- " pull | \n",
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- " chill | \n",
- " chill | \n",
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- " cool | \n",
- " blend | \n",
- " thaw | \n",
- " marin | \n",
- " mix | \n",
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- " clarifi | \n",
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- " fri | \n",
- " sugar | \n",
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- " close | \n",
- " close | \n",
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- " build | \n",
- " pull | \n",
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- " scorch | \n",
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\n",
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- " fri | \n",
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- " broil | \n",
- " poach | \n",
- " add | \n",
- " grill | \n",
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- " cool | \n",
- " cool | \n",
- " thaw | \n",
- " chill | \n",
- " remov | \n",
- " set | \n",
- " steep | \n",
- " warm | \n",
- " macer | \n",
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- " correct | \n",
- " correct | \n",
- " adjust | \n",
- " check | \n",
- " tast | \n",
- " salt | \n",
- " reduc | \n",
- " gut | \n",
- " slowcook | \n",
- " rollup | \n",
- " fillet | \n",
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\n",
- " \n",
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- " cover | \n",
- " cover | \n",
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- " put | \n",
- " set | \n",
- " simmer | \n",
- " arrang | \n",
- " wipe | \n",
- " pour | \n",
- " boil | \n",
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- " crack | \n",
- " crack | \n",
- " scrambl | \n",
- " curdl | \n",
- " break | \n",
- " open | \n",
- " grind | \n",
- " pull | \n",
- " scorch | \n",
- " wash | \n",
- " beat | \n",
- "
\n",
- " \n",
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- " crumple | \n",
- " crumpl | \n",
- " buri | \n",
- " slowcook | \n",
- " gut | \n",
- " rollup | \n",
- " close | \n",
- " open | \n",
- " pull | \n",
- " arrang | \n",
- " peel | \n",
- "
\n",
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- " 30 | \n",
- " curdle | \n",
- " curdl | \n",
- " scorch | \n",
- " scrambl | \n",
- " thicken | \n",
- " burn | \n",
- " crack | \n",
- " whisk | \n",
- " beat | \n",
- " sweeten | \n",
- " sour | \n",
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- " \n",
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- " cut | \n",
- " cut | \n",
- " slice | \n",
- " arrang | \n",
- " carv | \n",
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- " debone | \n",
- " debon | \n",
- " carv | \n",
- " gut | \n",
- " marin | \n",
- " rins | \n",
- " slowcook | \n",
- " brais | \n",
- " rollup | \n",
- " bast | \n",
- " parboil | \n",
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- " \n",
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- " dice | \n",
- " dice | \n",
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- " add | \n",
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- " parboil | \n",
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- "
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- " discard | \n",
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- " add | \n",
- " minc | \n",
- " wipe | \n",
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- " drain | \n",
- " drain | \n",
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- " parboil | \n",
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- " remov | \n",
- " poach | \n",
- " macer | \n",
- " wash | \n",
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- " \n",
- " 36 | \n",
- " dress | \n",
- " dress | \n",
- " season | \n",
- " pickl | \n",
- " marin | \n",
- " glaze | \n",
- " grate | \n",
- " spread | \n",
- " chop | \n",
- " serv | \n",
- " buri | \n",
- "
\n",
- " \n",
- " 37 | \n",
- " fillet | \n",
- " fillet | \n",
- " broil | \n",
- " rub | \n",
- " season | \n",
- " grill | \n",
- " marin | \n",
- " debon | \n",
- " brush | \n",
- " bast | \n",
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- " \n",
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- " flour | \n",
- " flour | \n",
- " sugar | \n",
- " sprinkl | \n",
- " rub | \n",
- " knead | \n",
- " beat | \n",
- " salt | \n",
- " batter | \n",
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- " freeze | \n",
- " freez | \n",
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- " chill | \n",
- " knead | \n",
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- " cool | \n",
- " steep | \n",
- " marin | \n",
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- " fry | \n",
- " fri | \n",
- " cook | \n",
- " heat | \n",
- " grill | \n",
- " broil | \n",
- " minc | \n",
- " roast | \n",
- " place | \n",
- " dice | \n",
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- " \n",
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- " garnish | \n",
- " garnish | \n",
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- " serv | \n",
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- " glaze | \n",
- " glaze | \n",
- " batter | \n",
- " bast | \n",
- " brush | \n",
- " dress | \n",
- " rub | \n",
- " slice | \n",
- " cool | \n",
- " scorch | \n",
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- " \n",
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- " grate | \n",
- " grate | \n",
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- " sprinkl | \n",
- " spice | \n",
- " crack | \n",
- " add | \n",
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- "
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- " \n",
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- " grill | \n",
- " grill | \n",
- " broil | \n",
- " fri | \n",
- " cook | \n",
- " bast | \n",
- " roast | \n",
- " fillet | \n",
- " marin | \n",
- " build | \n",
- " brais | \n",
- "
\n",
- " \n",
- " 47 | \n",
- " gut | \n",
- " gut | \n",
- " debon | \n",
- " slowcook | \n",
- " buri | \n",
- " rollup | \n",
- " discard | \n",
- " carv | \n",
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- " heat | \n",
- " heat | \n",
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- " melt | \n",
- " fri | \n",
- " clarifi | \n",
- " simmer | \n",
- " reduc | \n",
- " boil | \n",
- " warm | \n",
- " thicken | \n",
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- " knead | \n",
- " knead | \n",
- " beat | \n",
- " flour | \n",
- " squeez | \n",
- " freez | \n",
- " blend | \n",
- " pull | \n",
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- " fold | \n",
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- " lower | \n",
- " lower | \n",
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- " remov | \n",
- " simmer | \n",
- " pull | \n",
- " poach | \n",
- " heat | \n",
- " thicken | \n",
- " brais | \n",
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- " \n",
- " 51 | \n",
- " macerate | \n",
- " macer | \n",
- " steep | \n",
- " soak | \n",
- " thaw | \n",
- " marin | \n",
- " strain | \n",
- " rollup | \n",
- " sweeten | \n",
- " drain | \n",
- " cool | \n",
- "
\n",
- " \n",
- " 52 | \n",
- " marinate | \n",
- " marin | \n",
- " soak | \n",
- " debon | \n",
- " steep | \n",
- " bast | \n",
- " macer | \n",
- " arrang | \n",
- " rub | \n",
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\n",
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- " mash | \n",
- " mash | \n",
- " parboil | \n",
- " dice | \n",
- " blend | \n",
- " minc | \n",
- " mix | \n",
- " buri | \n",
- " break | \n",
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- " melt | \n",
- " melt | \n",
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- " heat | \n",
- " beat | \n",
- " set | \n",
- " reduc | \n",
- " burn | \n",
- " sugar | \n",
- " brown | \n",
- " cover | \n",
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- " mince | \n",
- " minc | \n",
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- " grate | \n",
- " pickl | \n",
- " discard | \n",
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- " mix | \n",
- " mix | \n",
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- " open | \n",
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- " crack | \n",
- " pull | \n",
- " gut | \n",
- " remov | \n",
- " steam | \n",
- " cut | \n",
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- " parboil | \n",
- " parboil | \n",
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- " buri | \n",
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- " steam | \n",
- " dice | \n",
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- " peel | \n",
- " peel | \n",
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- " discard | \n",
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- " dice | \n",
- " squeez | \n",
- " gut | \n",
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- " minc | \n",
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- " pickle | \n",
- " pickl | \n",
- " minc | \n",
- " dice | \n",
- " buri | \n",
- " brais | \n",
- " parboil | \n",
- " macer | \n",
- " dress | \n",
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- " poach | \n",
- " poach | \n",
- " brais | \n",
- " cook | \n",
- " scrambl | \n",
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- " pour | \n",
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- " spoon | \n",
- " sprinkl | \n",
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- " prepare | \n",
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- " arrang | \n",
- " build | \n",
- " cover | \n",
- " serv | \n",
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\n",
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- " pull | \n",
- " pull | \n",
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- " break | \n",
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- " wipe | \n",
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\n",
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- " reduce | \n",
- " reduc | \n",
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- " thicken | \n",
- " adjust | \n",
- " simmer | \n",
- " brais | \n",
- " heat | \n",
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- " refrigerate | \n",
- " refriger | \n",
- " chill | \n",
- " freez | \n",
- " marin | \n",
- " cool | \n",
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- " knead | \n",
- " macer | \n",
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\n",
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- " 69 | \n",
- " remove | \n",
- " remov | \n",
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- " cool | \n",
- " brais | \n",
- " drain | \n",
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\n",
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- " rinse | \n",
- " rins | \n",
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- " drain | \n",
- " parboil | \n",
- " soak | \n",
- " debon | \n",
- " thaw | \n",
- " discard | \n",
- " wipe | \n",
- " poach | \n",
- "
\n",
- " \n",
- " 71 | \n",
- " roast | \n",
- " roast | \n",
- " brais | \n",
- " bake | \n",
- " carv | \n",
- " grill | \n",
- " fri | \n",
- " broil | \n",
- " cook | \n",
- " bast | \n",
- " minc | \n",
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\n",
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- " 72 | \n",
- " rollup | \n",
- " rollup | \n",
- " slowcook | \n",
- " buri | \n",
- " gut | \n",
- " debon | \n",
- " sweeten | \n",
- " crumpl | \n",
- " macer | \n",
- " carv | \n",
- " build | \n",
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\n",
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- " 73 | \n",
- " rub | \n",
- " rub | \n",
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- " season | \n",
- " sprinkl | \n",
- " grind | \n",
- " wipe | \n",
- " put | \n",
- " bast | \n",
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\n",
- " \n",
- " 74 | \n",
- " salt | \n",
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- " add | \n",
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- " season | \n",
- " sugar | \n",
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\n",
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\n",
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- " scorch | \n",
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- " melt | \n",
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- "
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- "
"
- ],
- "text/plain": [
- ""
- ]
- },
- "execution_count": 34,
- "metadata": {},
- "output_type": "execute_result"
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- ],
- "source": [
- "HTML(find_most_similar_to_given_elementwise(model_actions, stemmed_actions).to_html())"
- ]
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- "### Ingredient"
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- " \n",
- " 28 | \n",
- " celery | \n",
- " celeri | \n",
- " onion | \n",
- " scallion | \n",
- " turnip | \n",
- " carrot | \n",
- " leek | \n",
- " shallot | \n",
- " pimento | \n",
- " thyme | \n",
- " marjoram | \n",
- "
\n",
- " \n",
- " 29 | \n",
- " zucchini | \n",
- " zucchini | \n",
- " eggplant | \n",
- " carrot | \n",
- " leek | \n",
- " turnip | \n",
- " radish | \n",
- " cucumb | \n",
- " daikon | \n",
- " potato | \n",
- " celeri | \n",
- "
\n",
- " \n",
- " 30 | \n",
- " cucumber | \n",
- " cucumb | \n",
- " radish | \n",
- " avocado | \n",
- " daikon | \n",
- " pimento | \n",
- " arugula | \n",
- " mango | \n",
- " turnip | \n",
- " zucchini | \n",
- " lettuc | \n",
- "
\n",
- " \n",
- " 31 | \n",
- " mayonaise | \n",
- " mayonais | \n",
- " yoghurt | \n",
- " kimchi | \n",
- " cotija | \n",
- " tumer | \n",
- " sriracha | \n",
- " guacamol | \n",
- " fettucin | \n",
- " tequila | \n",
- " pinenut | \n",
- "
\n",
- " \n",
- " 32 | \n",
- " tumeric | \n",
- " tumer | \n",
- " cumin | \n",
- " coriand | \n",
- " cayenn | \n",
- " allspic | \n",
- " marjoram | \n",
- " sriracha | \n",
- " gingerroot | \n",
- " cardamom | \n",
- " chilli | \n",
- "
\n",
- " \n",
- " 33 | \n",
- " mushrooms | \n",
- " mushroom | \n",
- " shiitak | \n",
- " leek | \n",
- " shallot | \n",
- " celeri | \n",
- " scallion | \n",
- " onion | \n",
- " tomato | \n",
- " broccoli | \n",
- " spinach | \n",
- "
\n",
- " \n",
- " 34 | \n",
- " cinnamon | \n",
- " cinnamon | \n",
- " nutmeg | \n",
- " allspic | \n",
- " cardamom | \n",
- " sugar | \n",
- " honey | \n",
- " cayenn | \n",
- " vanilla | \n",
- " margarin | \n",
- " molass | \n",
- "
\n",
- " \n",
- " 35 | \n",
- " bacon | \n",
- " bacon | \n",
- " pancetta | \n",
- " prosciutto | \n",
- " sausag | \n",
- " ham | \n",
- " shallot | \n",
- " pimento | \n",
- " celeri | \n",
- " scallion | \n",
- " onion | \n",
- "
\n",
- " \n",
- " 36 | \n",
- " coriander | \n",
- " coriand | \n",
- " cilantro | \n",
- " cumin | \n",
- " tumer | \n",
- " marjoram | \n",
- " thyme | \n",
- " oregano | \n",
- " cardamom | \n",
- " rosemari | \n",
- " lemongrass | \n",
- "
\n",
- " \n",
- " 37 | \n",
- " capers | \n",
- " caper | \n",
- " shallot | \n",
- " chive | \n",
- " kalamata | \n",
- " parsley | \n",
- " basil | \n",
- " scallion | \n",
- " gingerroot | \n",
- " pimento | \n",
- " rosemari | \n",
- "
\n",
- " \n",
- " 38 | \n",
- " leeks | \n",
- " leek | \n",
- " turnip | \n",
- " shallot | \n",
- " cabbag | \n",
- " shiitak | \n",
- " scallion | \n",
- " onion | \n",
- " radish | \n",
- " celeri | \n",
- " mushroom | \n",
- "
\n",
- " \n",
- " 39 | \n",
- " mirin | \n",
- " mirin | \n",
- " sake | \n",
- " sriracha | \n",
- " vinegar | \n",
- " tumer | \n",
- " ketchup | \n",
- " dashi | \n",
- " molass | \n",
- " cornflour | \n",
- " honey | \n",
- "
\n",
- " \n",
- " 40 | \n",
- " clove | \n",
- " clove | \n",
- " ginger | \n",
- " allspic | \n",
- " gingerroot | \n",
- " peppercorn | \n",
- " rosemari | \n",
- " cardamom | \n",
- " cumin | \n",
- " lemongrass | \n",
- " coriand | \n",
- "
\n",
- " \n",
- " 41 | \n",
- " beansprouts | \n",
- " beansprout | \n",
- " tequila | \n",
- " juic | \n",
- " tumer | \n",
- " lemongrass | \n",
- " fettucin | \n",
- " kimchi | \n",
- " pinenut | \n",
- " mayonais | \n",
- " daikon | \n",
- "
\n",
- " \n",
- " 42 | \n",
- " rice | \n",
- " rice | \n",
- " quinoa | \n",
- " couscou | \n",
- " noodl | \n",
- " chickpea | \n",
- " linguin | \n",
- " grit | \n",
- " spinach | \n",
- " broccoli | \n",
- " pasta | \n",
- "
\n",
- " \n",
- " 43 | \n",
- " raisins | \n",
- " raisin | \n",
- " walnut | \n",
- " pecan | \n",
- " honey | \n",
- " brandi | \n",
- " appl | \n",
- " pineappl | \n",
- " molass | \n",
- " pinenut | \n",
- " almond | \n",
- "
\n",
- " \n",
- " 44 | \n",
- " cayenne | \n",
- " cayenn | \n",
- " paprika | \n",
- " cumin | \n",
- " nutmeg | \n",
- " allspic | \n",
- " salt | \n",
- " oregano | \n",
- " marjoram | \n",
- " tumer | \n",
- " cardamom | \n",
- "
\n",
- " \n",
- " 45 | \n",
- " ketchup | \n",
- " ketchup | \n",
- " sriracha | \n",
- " mustard | \n",
- " honey | \n",
- " vinegar | \n",
- " mirin | \n",
- " molass | \n",
- " tumer | \n",
- " gingerroot | \n",
- " sauc | \n",
- "
\n",
- " \n",
- " 46 | \n",
- " oregano | \n",
- " oregano | \n",
- " marjoram | \n",
- " thyme | \n",
- " rosemari | \n",
- " basil | \n",
- " parsley | \n",
- " cayenn | \n",
- " coriand | \n",
- " cumin | \n",
- " paprika | \n",
- "
\n",
- " \n",
- " 47 | \n",
- " cheese | \n",
- " chees | \n",
- " ricotta | \n",
- " prosciutto | \n",
- " mascarpon | \n",
- " butter | \n",
- " zucchini | \n",
- " chive | \n",
- " pesto | \n",
- " oregano | \n",
- " basil | \n",
- "
\n",
- " \n",
- " 48 | \n",
- " cornmeal | \n",
- " cornmeal | \n",
- " flour | \n",
- " cornflour | \n",
- " yeast | \n",
- " paprika | \n",
- " cinnamon | \n",
- " tumer | \n",
- " buttermilk | \n",
- " salt | \n",
- " cayenn | \n",
- "
\n",
- " \n",
- " 49 | \n",
- " sauce | \n",
- " sauc | \n",
- " ketchup | \n",
- " mirin | \n",
- " salsa | \n",
- " juic | \n",
- " scallion | \n",
- " sake | \n",
- " sriracha | \n",
- " pesto | \n",
- " shallot | \n",
- "
\n",
- " \n",
- " 50 | \n",
- " eggplant | \n",
- " eggplant | \n",
- " zucchini | \n",
- " potato | \n",
- " leek | \n",
- " avocado | \n",
- " prosciutto | \n",
- " tomato | \n",
- " cauliflow | \n",
- " shiitak | \n",
- " mushroom | \n",
- "
\n",
- " \n",
- " 51 | \n",
- " spinach | \n",
- " spinach | \n",
- " kale | \n",
- " arugula | \n",
- " broccoli | \n",
- " watercress | \n",
- " cabbag | \n",
- " basil | \n",
- " asparagu | \n",
- " leek | \n",
- " cauliflow | \n",
- "
\n",
- " \n",
- " 52 | \n",
- " orange | \n",
- " orang | \n",
- " lemon | \n",
- " lime | \n",
- " pineappl | \n",
- " mango | \n",
- " strawberri | \n",
- " peach | \n",
- " tequila | \n",
- " ginger | \n",
- " appl | \n",
- "
\n",
- " \n",
- " 53 | \n",
- " peanuts | \n",
- " peanut | \n",
- " hazelnut | \n",
- " honey | \n",
- " pecan | \n",
- " walnut | \n",
- " almond | \n",
- " coconut | \n",
- " sriracha | \n",
- " margarin | \n",
- " sugar | \n",
- "
\n",
- " \n",
- " 54 | \n",
- " lemongrass | \n",
- " lemongrass | \n",
- " gingerroot | \n",
- " coriand | \n",
- " ginger | \n",
- " tumer | \n",
- " rosemari | \n",
- " scallion | \n",
- " chilli | \n",
- " cilantro | \n",
- " saffron | \n",
- "
\n",
- " \n",
- " 55 | \n",
- " spaghetti | \n",
- " spaghetti | \n",
- " linguin | \n",
- " pasta | \n",
- " penn | \n",
- " noodl | \n",
- " fettucin | \n",
- " cauliflow | \n",
- " quinoa | \n",
- " couscou | \n",
- " broccoli | \n",
- "
\n",
- " \n",
- " 56 | \n",
- " cabbage | \n",
- " cabbag | \n",
- " turnip | \n",
- " kale | \n",
- " leek | \n",
- " radish | \n",
- " broccoli | \n",
- " spinach | \n",
- " lettuc | \n",
- " daikon | \n",
- " arugula | \n",
- "
\n",
- " \n",
- " 57 | \n",
- " sake | \n",
- " sake | \n",
- " mirin | \n",
- " dashi | \n",
- " vinegar | \n",
- " sriracha | \n",
- " cornflour | \n",
- " tumer | \n",
- " saffron | \n",
- " tequila | \n",
- " brandi | \n",
- "
\n",
- " \n",
- " 58 | \n",
- " parsley | \n",
- " parsley | \n",
- " chive | \n",
- " basil | \n",
- " marjoram | \n",
- " thyme | \n",
- " oregano | \n",
- " rosemari | \n",
- " cilantro | \n",
- " caper | \n",
- " scallion | \n",
- "
\n",
- " \n",
- " 59 | \n",
- " chickpeas | \n",
- " chickpea | \n",
- " quinoa | \n",
- " tomatillo | \n",
- " kale | \n",
- " bean | \n",
- " cucumb | \n",
- " caper | \n",
- " kimchi | \n",
- " pea | \n",
- " tomato | \n",
- "
\n",
- " \n",
- " 60 | \n",
- " thyme | \n",
- " thyme | \n",
- " rosemari | \n",
- " marjoram | \n",
- " oregano | \n",
- " parsley | \n",
- " basil | \n",
- " coriand | \n",
- " chive | \n",
- " cilantro | \n",
- " cayenn | \n",
- "
\n",
- " \n",
- " 61 | \n",
- " Sriracha | \n",
- " sriracha | \n",
- " mirin | \n",
- " ketchup | \n",
- " tumer | \n",
- " gingerroot | \n",
- " honey | \n",
- " mustard | \n",
- " yoghurt | \n",
- " cayenn | \n",
- " sake | \n",
- "
\n",
- " \n",
- " 62 | \n",
- " pinenuts | \n",
- " pinenut | \n",
- " kalamata | \n",
- " marjoram | \n",
- " oregano | \n",
- " caper | \n",
- " watercress | \n",
- " gingerroot | \n",
- " arugula | \n",
- " fettucin | \n",
- " rosemari | \n",
- "
\n",
- " \n",
- " 63 | \n",
- " shiitake | \n",
- " shiitak | \n",
- " leek | \n",
- " okra | \n",
- " mushroom | \n",
- " pimento | \n",
- " turnip | \n",
- " shallot | \n",
- " radish | \n",
- " scallion | \n",
- " zucchini | \n",
- "
\n",
- " \n",
- " 64 | \n",
- " vanilla | \n",
- " vanilla | \n",
- " molass | \n",
- " cardamom | \n",
- " cinnamon | \n",
- " honey | \n",
- " shorten | \n",
- " sugar | \n",
- " almond | \n",
- " nutmeg | \n",
- " orang | \n",
- "
\n",
- " \n",
- " 65 | \n",
- " pork | \n",
- " pork | \n",
- " meat | \n",
- " beef | \n",
- " chicken | \n",
- " ham | \n",
- " sausag | \n",
- " pancetta | \n",
- " prosciutto | \n",
- " eggplant | \n",
- " cabbag | \n",
- "
\n",
- " \n",
- " 66 | \n",
- " vinegar | \n",
- " vinegar | \n",
- " mirin | \n",
- " honey | \n",
- " sake | \n",
- " ketchup | \n",
- " molass | \n",
- " sriracha | \n",
- " gingerroot | \n",
- " tumer | \n",
- " caper | \n",
- "
\n",
- " \n",
- " 67 | \n",
- " chiles | \n",
- " chile | \n",
- " chili | \n",
- " chilli | \n",
- " tomatillo | \n",
- " cumin | \n",
- " coriand | \n",
- " onion | \n",
- " garlic | \n",
- " oregano | \n",
- " cayenn | \n",
- "
\n",
- " \n",
- " 68 | \n",
- " corn | \n",
- " corn | \n",
- " tomatillo | \n",
- " carrot | \n",
- " scallion | \n",
- " pimento | \n",
- " onion | \n",
- " chili | \n",
- " ketchup | \n",
- " chickpea | \n",
- " oregano | \n",
- "
\n",
- " \n",
- " 69 | \n",
- " tomatillos | \n",
- " tomatillo | \n",
- " chile | \n",
- " tomato | \n",
- " gingerroot | \n",
- " chickpea | \n",
- " mango | \n",
- " cilantro | \n",
- " okra | \n",
- " kale | \n",
- " kimchi | \n",
- "
\n",
- " \n",
- " 70 | \n",
- " radishes | \n",
- " radish | \n",
- " daikon | \n",
- " turnip | \n",
- " cucumb | \n",
- " scallion | \n",
- " watercress | \n",
- " pimento | \n",
- " carrot | \n",
- " leek | \n",
- " kimchi | \n",
- "
\n",
- " \n",
- " 71 | \n",
- " juice | \n",
- " juic | \n",
- " vinegar | \n",
- " lemon | \n",
- " beansprout | \n",
- " honey | \n",
- " lime | \n",
- " shallot | \n",
- " orang | \n",
- " cumin | \n",
- " molass | \n",
- "
\n",
- " \n",
- " 72 | \n",
- " pasta | \n",
- " pasta | \n",
- " spaghetti | \n",
- " linguin | \n",
- " penn | \n",
- " noodl | \n",
- " fettucin | \n",
- " asparagu | \n",
- " quinoa | \n",
- " cauliflow | \n",
- " mussel | \n",
- "
\n",
- " \n",
- " 73 | \n",
- " prosciutto | \n",
- " prosciutto | \n",
- " pancetta | \n",
- " bacon | \n",
- " ham | \n",
- " baguett | \n",
- " pimento | \n",
- " sausag | \n",
- " eggplant | \n",
- " watercress | \n",
- " zucchini | \n",
- "
\n",
- " \n",
- " 74 | \n",
- " ghee | \n",
- " ghee | \n",
- " lard | \n",
- " oil | \n",
- " butter | \n",
- " margarin | \n",
- " oliv | \n",
- " pancetta | \n",
- " sake | \n",
- " shorten | \n",
- " veget | \n",
- "
\n",
- " \n",
- " 75 | \n",
- " beef | \n",
- " beef | \n",
- " meat | \n",
- " chicken | \n",
- " pork | \n",
- " sausag | \n",
- " ham | \n",
- " kimchi | \n",
- " bacon | \n",
- " potato | \n",
- " pancetta | \n",
- "
\n",
- " \n",
- " 76 | \n",
- " basil | \n",
- " basil | \n",
- " parsley | \n",
- " oregano | \n",
- " marjoram | \n",
- " thyme | \n",
- " cilantro | \n",
- " rosemari | \n",
- " chive | \n",
- " mint | \n",
- " caper | \n",
- "
\n",
- " \n",
- " 77 | \n",
- " baguette | \n",
- " baguett | \n",
- " bread | \n",
- " prosciutto | \n",
- " avocado | \n",
- " paneer | \n",
- " eggplant | \n",
- " cucumb | \n",
- " pancetta | \n",
- " pinenut | \n",
- " banana | \n",
- "
\n",
- " \n",
- " 78 | \n",
- " okra | \n",
- " okra | \n",
- " shiitak | \n",
- " leek | \n",
- " kimchi | \n",
- " tomatillo | \n",
- " zucchini | \n",
- " kale | \n",
- " shallot | \n",
- " daikon | \n",
- " cauliflow | \n",
- "
\n",
- " \n",
- " 79 | \n",
- " mango | \n",
- " mango | \n",
- " avocado | \n",
- " pineappl | \n",
- " peach | \n",
- " strawberri | \n",
- " orang | \n",
- " cucumb | \n",
- " lime | \n",
- " tomatillo | \n",
- " radish | \n",
- "
\n",
- " \n",
- " 80 | \n",
- " peaches | \n",
- " peach | \n",
- " strawberri | \n",
- " mango | \n",
- " appl | \n",
- " banana | \n",
- " pineappl | \n",
- " orang | \n",
- " beet | \n",
- " lime | \n",
- " avocado | \n",
- "
\n",
- " \n",
- " 81 | \n",
- " linguine | \n",
- " linguin | \n",
- " penn | \n",
- " fettucin | \n",
- " spaghetti | \n",
- " pasta | \n",
- " quinoa | \n",
- " noodl | \n",
- " couscou | \n",
- " broccoli | \n",
- " asparagu | \n",
- "
\n",
- " \n",
- " 82 | \n",
- " bananas | \n",
- " banana | \n",
- " peach | \n",
- " strawberri | \n",
- " mango | \n",
- " appl | \n",
- " pineappl | \n",
- " avocado | \n",
- " almond | \n",
- " coconut | \n",
- " orang | \n",
- "
\n",
- " \n",
- " 83 | \n",
- " nutmeg | \n",
- " nutmeg | \n",
- " allspic | \n",
- " cayenn | \n",
- " cinnamon | \n",
- " cardamom | \n",
- " salt | \n",
- " tumer | \n",
- " cumin | \n",
- " paprika | \n",
- " marjoram | \n",
- "
\n",
- " \n",
- " 84 | \n",
- " yoghurt | \n",
- " yoghurt | \n",
- " mayonais | \n",
- " sriracha | \n",
- " tumer | \n",
- " tequila | \n",
- " mascarpon | \n",
- " guacamol | \n",
- " buttermilk | \n",
- " honey | \n",
- " mint | \n",
- "
\n",
- " \n",
- " 85 | \n",
- " ham | \n",
- " ham | \n",
- " prosciutto | \n",
- " pork | \n",
- " bacon | \n",
- " sausag | \n",
- " beef | \n",
- " meat | \n",
- " pancetta | \n",
- " pimento | \n",
- " chicken | \n",
- "
\n",
- " \n",
- " 86 | \n",
- " broccoli | \n",
- " broccoli | \n",
- " cauliflow | \n",
- " asparagu | \n",
- " spinach | \n",
- " pea | \n",
- " kale | \n",
- " cabbag | \n",
- " turnip | \n",
- " daikon | \n",
- " linguin | \n",
- "
\n",
- " \n",
- " 87 | \n",
- " noodles | \n",
- " noodl | \n",
- " pasta | \n",
- " spaghetti | \n",
- " linguin | \n",
- " penn | \n",
- " broccoli | \n",
- " fettucin | \n",
- " asparagu | \n",
- " couscou | \n",
- " quinoa | \n",
- "
\n",
- " \n",
- " 88 | \n",
- " cream | \n",
- " cream | \n",
- " mascarpon | \n",
- " milk | \n",
- " ricotta | \n",
- " margarin | \n",
- " honey | \n",
- " vanilla | \n",
- " cotija | \n",
- " sugar | \n",
- " chive | \n",
- "
\n",
- " \n",
- " 89 | \n",
- " beer | \n",
- " beer | \n",
- " dashi | \n",
- " ketchup | \n",
- " tequila | \n",
- " mirin | \n",
- " molass | \n",
- " lemongrass | \n",
- " sriracha | \n",
- " vinegar | \n",
- " tumer | \n",
- "
\n",
- " \n",
- " 90 | \n",
- " kalamata | \n",
- " kalamata | \n",
- " caper | \n",
- " pinenut | \n",
- " oil | \n",
- " pimento | \n",
- " gingerroot | \n",
- " arugula | \n",
- " watercress | \n",
- " oregano | \n",
- " marjoram | \n",
- "
\n",
- " \n",
- " 91 | \n",
- " vegetables | \n",
- " veget | \n",
- " broccoli | \n",
- " oliv | \n",
- " cauliflow | \n",
- " scallion | \n",
- " carrot | \n",
- " asparagu | \n",
- " onion | \n",
- " mushroom | \n",
- " chicken | \n",
- "
\n",
- " \n",
- " 92 | \n",
- " shortening | \n",
- " shorten | \n",
- " margarin | \n",
- " butter | \n",
- " lard | \n",
- " vanilla | \n",
- " molass | \n",
- " flour | \n",
- " buttermilk | \n",
- " milk | \n",
- " sugar | \n",
- "
\n",
- " \n",
- " 93 | \n",
- " saffron | \n",
- " saffron | \n",
- " tumer | \n",
- " cardamom | \n",
- " cumin | \n",
- " lemongrass | \n",
- " thyme | \n",
- " marjoram | \n",
- " coriand | \n",
- " cayenn | \n",
- " allspic | \n",
- "
\n",
- " \n",
- " 94 | \n",
- " strawberries | \n",
- " strawberri | \n",
- " peach | \n",
- " banana | \n",
- " mango | \n",
- " pineappl | \n",
- " orang | \n",
- " appl | \n",
- " mint | \n",
- " tequila | \n",
- " lime | \n",
- "
\n",
- " \n",
- " 95 | \n",
- " margarine | \n",
- " margarin | \n",
- " butter | \n",
- " shorten | \n",
- " lard | \n",
- " honey | \n",
- " cinnamon | \n",
- " sugar | \n",
- " molass | \n",
- " ghee | \n",
- " nutmeg | \n",
- "
\n",
- " \n",
- " 96 | \n",
- " tortillas | \n",
- " tortilla | \n",
- " baguett | \n",
- " lettuc | \n",
- " dough | \n",
- " bread | \n",
- " noodl | \n",
- " salsa | \n",
- " prosciutto | \n",
- " guacamol | \n",
- " chees | \n",
- "
\n",
- " \n",
- " 97 | \n",
- " almonds | \n",
- " almond | \n",
- " hazelnut | \n",
- " pecan | \n",
- " walnut | \n",
- " coconut | \n",
- " cinnamon | \n",
- " vanilla | \n",
- " peanut | \n",
- " banana | \n",
- " mint | \n",
- "
\n",
- " \n",
- " 98 | \n",
- " cauliflower | \n",
- " cauliflow | \n",
- " broccoli | \n",
- " kale | \n",
- " turnip | \n",
- " asparagu | \n",
- " leek | \n",
- " zucchini | \n",
- " daikon | \n",
- " cabbag | \n",
- " potato | \n",
- "
\n",
- " \n",
- " 99 | \n",
- " asparagus | \n",
- " asparagu | \n",
- " broccoli | \n",
- " cauliflow | \n",
- " leek | \n",
- " spinach | \n",
- " linguin | \n",
- " kale | \n",
- " shiitak | \n",
- " watercress | \n",
- " turnip | \n",
- "
\n",
- " \n",
- " 100 | \n",
- " chili | \n",
- " chili | \n",
- " chile | \n",
- " chilli | \n",
- " cayenn | \n",
- " oregano | \n",
- " cumin | \n",
- " tumer | \n",
- " coriand | \n",
- " onion | \n",
- " garlic | \n",
- "
\n",
- " \n",
- " 101 | \n",
- " chives | \n",
- " chive | \n",
- " parsley | \n",
- " cilantro | \n",
- " scallion | \n",
- " marjoram | \n",
- " basil | \n",
- " caper | \n",
- " rosemari | \n",
- " thyme | \n",
- " pimento | \n",
- "
\n",
- " \n",
- " 102 | \n",
- " bread | \n",
- " bread | \n",
- " baguett | \n",
- " prosciutto | \n",
- " eggplant | \n",
- " tortilla | \n",
- " paneer | \n",
- " avocado | \n",
- " ham | \n",
- " banana | \n",
- " pancetta | \n",
- "
\n",
- " \n",
- " 103 | \n",
- " couscous | \n",
- " couscou | \n",
- " quinoa | \n",
- " linguin | \n",
- " rice | \n",
- " penn | \n",
- " fettucin | \n",
- " kale | \n",
- " cauliflow | \n",
- " broccoli | \n",
- " grit | \n",
- "
\n",
- " \n",
- " 104 | \n",
- " guacamole | \n",
- " guacamol | \n",
- " salsa | \n",
- " pesto | \n",
- " avocado | \n",
- " mayonais | \n",
- " yoghurt | \n",
- " cotija | \n",
- " lettuc | \n",
- " ketchup | \n",
- " sriracha | \n",
- "
\n",
- " \n",
- " 105 | \n",
- " sausages | \n",
- " sausag | \n",
- " bacon | \n",
- " pancetta | \n",
- " beef | \n",
- " ham | \n",
- " meat | \n",
- " prosciutto | \n",
- " pork | \n",
- " leek | \n",
- " eggplant | \n",
- "
\n",
- " \n",
- " 106 | \n",
- " arugula | \n",
- " arugula | \n",
- " watercress | \n",
- " lettuc | \n",
- " kale | \n",
- " spinach | \n",
- " basil | \n",
- " cilantro | \n",
- " cucumb | \n",
- " radish | \n",
- " pimento | \n",
- "
\n",
- " \n",
- " 107 | \n",
- " spices | \n",
- " spice | \n",
- " peppercorn | \n",
- " season | \n",
- " cumin | \n",
- " tumer | \n",
- " allspic | \n",
- " cinnamon | \n",
- " cardamom | \n",
- " paprika | \n",
- " mustard | \n",
- "
\n",
- " \n",
- " 108 | \n",
- " apples | \n",
- " appl | \n",
- " peach | \n",
- " pineappl | \n",
- " beet | \n",
- " strawberri | \n",
- " banana | \n",
- " mango | \n",
- " orang | \n",
- " turnip | \n",
- " raisin | \n",
- "
\n",
- " \n",
- " 109 | \n",
- " peas | \n",
- " pea | \n",
- " broccoli | \n",
- " turnip | \n",
- " radish | \n",
- " bean | \n",
- " scallion | \n",
- " chickpea | \n",
- " spinach | \n",
- " celeri | \n",
- " okra | \n",
- "
\n",
- " \n",
- " 110 | \n",
- " pancetta | \n",
- " pancetta | \n",
- " prosciutto | \n",
- " bacon | \n",
- " shallot | \n",
- " sausag | \n",
- " leek | \n",
- " mushroom | \n",
- " ham | \n",
- " onion | \n",
- " caper | \n",
- "
\n",
- " \n",
- " 111 | \n",
- " grits | \n",
- " grit | \n",
- " polenta | \n",
- " couscou | \n",
- " fettucin | \n",
- " quinoa | \n",
- " linguin | \n",
- " mussel | \n",
- " penn | \n",
- " pasta | \n",
- " rice | \n",
- "
\n",
- " \n",
- " 112 | \n",
- " lettuce | \n",
- " lettuc | \n",
- " arugula | \n",
- " watercress | \n",
- " cabbag | \n",
- " cucumb | \n",
- " radish | \n",
- " kale | \n",
- " avocado | \n",
- " basil | \n",
- " spinach | \n",
- "
\n",
- " \n",
- " 113 | \n",
- " mussels | \n",
- " mussel | \n",
- " crawfish | \n",
- " fettucin | \n",
- " linguin | \n",
- " shrimp | \n",
- " couscou | \n",
- " okra | \n",
- " penn | \n",
- " pasta | \n",
- " asparagu | \n",
- "
\n",
- " \n",
- " 114 | \n",
- " coconut | \n",
- " coconut | \n",
- " almond | \n",
- " walnut | \n",
- " pecan | \n",
- " hazelnut | \n",
- " peanut | \n",
- " banana | \n",
- " vanilla | \n",
- " cinnamon | \n",
- " butter | \n",
- "
\n",
- " \n",
- " 115 | \n",
- " fettucine | \n",
- " fettucin | \n",
- " linguin | \n",
- " penn | \n",
- " spaghetti | \n",
- " pasta | \n",
- " pinenut | \n",
- " crawfish | \n",
- " mayonais | \n",
- " mussel | \n",
- " couscou | \n",
- "
\n",
- " \n",
- " 116 | \n",
- " lard | \n",
- " lard | \n",
- " margarin | \n",
- " shorten | \n",
- " ghee | \n",
- " butter | \n",
- " oil | \n",
- " sugar | \n",
- " molass | \n",
- " vanilla | \n",
- " peanut | \n",
- "
\n",
- " \n",
- " 117 | \n",
- " brandy | \n",
- " brandi | \n",
- " tequila | \n",
- " molass | \n",
- " honey | \n",
- " sake | \n",
- " raisin | \n",
- " orang | \n",
- " mirin | \n",
- " vinegar | \n",
- " sriracha | \n",
- "
\n",
- " \n",
- " 118 | \n",
- " kale | \n",
- " kale | \n",
- " arugula | \n",
- " watercress | \n",
- " spinach | \n",
- " cabbag | \n",
- " cauliflow | \n",
- " turnip | \n",
- " broccoli | \n",
- " chickpea | \n",
- " leek | \n",
- "
\n",
- " \n",
- " 119 | \n",
- " olives | \n",
- " oliv | \n",
- " caper | \n",
- " chive | \n",
- " cilantro | \n",
- " oregano | \n",
- " rosemari | \n",
- " garlic | \n",
- " oil | \n",
- " scallion | \n",
- " shallot | \n",
- "
\n",
- " \n",
- " 120 | \n",
- " pecans | \n",
- " pecan | \n",
- " walnut | \n",
- " hazelnut | \n",
- " almond | \n",
- " raisin | \n",
- " peanut | \n",
- " cinnamon | \n",
- " coconut | \n",
- " appl | \n",
- " pinenut | \n",
- "
\n",
- " \n",
- " 121 | \n",
- " mascarpone | \n",
- " mascarpon | \n",
- " ricotta | \n",
- " cream | \n",
- " cotija | \n",
- " yoghurt | \n",
- " pesto | \n",
- " chees | \n",
- " mayonais | \n",
- " tequila | \n",
- " guacamol | \n",
- "
\n",
- " \n",
- " 122 | \n",
- " daikon | \n",
- " daikon | \n",
- " radish | \n",
- " turnip | \n",
- " cucumb | \n",
- " carrot | \n",
- " beet | \n",
- " watercress | \n",
- " leek | \n",
- " cabbag | \n",
- " zucchini | \n",
- "
\n",
- " \n",
- " 123 | \n",
- " mint | \n",
- " mint | \n",
- " basil | \n",
- " cilantro | \n",
- " rosemari | \n",
- " coriand | \n",
- " marjoram | \n",
- " thyme | \n",
- " watercress | \n",
- " oregano | \n",
- " chive | \n",
- "
\n",
- " \n",
- " 124 | \n",
- " cotija | \n",
- " cotija | \n",
- " mascarpon | \n",
- " pimento | \n",
- " mayonais | \n",
- " pinenut | \n",
- " ricotta | \n",
- " guacamol | \n",
- " fettucin | \n",
- " chive | \n",
- " kalamata | \n",
- "
\n",
- " \n",
- " 125 | \n",
- " seasoning | \n",
- " season | \n",
- " cayenn | \n",
- " oregano | \n",
- " marjoram | \n",
- " pepper | \n",
- " thyme | \n",
- " paprika | \n",
- " salt | \n",
- " spice | \n",
- " cumin | \n",
- "
\n",
- " \n",
- " 126 | \n",
- " peppercorns | \n",
- " peppercorn | \n",
- " cardamom | \n",
- " cumin | \n",
- " allspic | \n",
- " pepper | \n",
- " cayenn | \n",
- " oregano | \n",
- " marjoram | \n",
- " paprika | \n",
- " coriand | \n",
- "
\n",
- " \n",
- " 127 | \n",
- " polenta | \n",
- " polenta | \n",
- " grit | \n",
- " cornmeal | \n",
- " fettucin | \n",
- " couscou | \n",
- " linguin | \n",
- " cotija | \n",
- " eggplant | \n",
- " penn | \n",
- " baguett | \n",
- "
\n",
- " \n",
- " 128 | \n",
- " meat | \n",
- " meat | \n",
- " beef | \n",
- " pork | \n",
- " chicken | \n",
- " sausag | \n",
- " ham | \n",
- " eggplant | \n",
- " crawfish | \n",
- " shrimp | \n",
- " spaghetti | \n",
- "
\n",
- " \n",
- " 129 | \n",
- " pimentos | \n",
- " pimento | \n",
- " chive | \n",
- " scallion | \n",
- " caper | \n",
- " radish | \n",
- " parsley | \n",
- " cilantro | \n",
- " watercress | \n",
- " marjoram | \n",
- " cucumb | \n",
- "
\n",
- " \n",
- " 130 | \n",
- " tequila | \n",
- " tequila | \n",
- " brandi | \n",
- " tumer | \n",
- " cornflour | \n",
- " sriracha | \n",
- " yoghurt | \n",
- " beansprout | \n",
- " mirin | \n",
- " lime | \n",
- " orang | \n",
- "
\n",
- " \n",
- " 131 | \n",
- " tofu | \n",
- " tofu | \n",
- " paneer | \n",
- " pancetta | \n",
- " kimchi | \n",
- " eggplant | \n",
- " shrimp | \n",
- " prosciutto | \n",
- " sausag | \n",
- " okra | \n",
- " mango | \n",
- "
\n",
- " \n",
- " 132 | \n",
- " pineapple | \n",
- " pineappl | \n",
- " mango | \n",
- " orang | \n",
- " peach | \n",
- " appl | \n",
- " strawberri | \n",
- " lime | \n",
- " banana | \n",
- " lemon | \n",
- " raisin | \n",
- "
\n",
- " \n",
- " 133 | \n",
- " dashi | \n",
- " dashi | \n",
- " sake | \n",
- " mirin | \n",
- " tumer | \n",
- " saffron | \n",
- " cornflour | \n",
- " kimchi | \n",
- " beer | \n",
- " tequila | \n",
- " sriracha | \n",
- "
\n",
- " \n",
- " 134 | \n",
- " pesto | \n",
- " pesto | \n",
- " ricotta | \n",
- " guacamol | \n",
- " arugula | \n",
- " basil | \n",
- " avocado | \n",
- " salsa | \n",
- " watercress | \n",
- " sriracha | \n",
- " mascarpon | \n",
- "
\n",
- " \n",
- " 135 | \n",
- " chillies | \n",
- " chilli | \n",
- " chili | \n",
- " chile | \n",
- " tumer | \n",
- " coriand | \n",
- " gingerroot | \n",
- " cumin | \n",
- " cayenn | \n",
- " garlic | \n",
- " oregano | \n",
- "
\n",
- " \n",
- " 136 | \n",
- " seeds | \n",
- " seed | \n",
- " cardamom | \n",
- " coriand | \n",
- " tumer | \n",
- " lemongrass | \n",
- " gingerroot | \n",
- " garlic | \n",
- " allspic | \n",
- " cumin | \n",
- " ginger | \n",
- "
\n",
- " \n",
- " 137 | \n",
- " allspice | \n",
- " allspic | \n",
- " nutmeg | \n",
- " cayenn | \n",
- " cardamom | \n",
- " cumin | \n",
- " tumer | \n",
- " peppercorn | \n",
- " marjoram | \n",
- " cinnamon | \n",
- " coriand | \n",
- "
\n",
- " \n",
- " 138 | \n",
- " gingerroot | \n",
- " gingerroot | \n",
- " ginger | \n",
- " lemongrass | \n",
- " shallot | \n",
- " tumer | \n",
- " marjoram | \n",
- " caper | \n",
- " sriracha | \n",
- " oregano | \n",
- " cumin | \n",
- "
\n",
- " \n",
- " 139 | \n",
- " crawfish | \n",
- " crawfish | \n",
- " mussel | \n",
- " shrimp | \n",
- " shiitak | \n",
- " fettucin | \n",
- " linguin | \n",
- " okra | \n",
- " penn | \n",
- " lemongrass | \n",
- " kimchi | \n",
- "
\n",
- " \n",
- " 140 | \n",
- " turnips | \n",
- " turnip | \n",
- " daikon | \n",
- " radish | \n",
- " leek | \n",
- " cabbag | \n",
- " carrot | \n",
- " beet | \n",
- " cauliflow | \n",
- " celeri | \n",
- " kale | \n",
- "
\n",
- " \n",
- " 141 | \n",
- " mustard | \n",
- " mustard | \n",
- " ketchup | \n",
- " oregano | \n",
- " cumin | \n",
- " sriracha | \n",
- " paprika | \n",
- " cayenn | \n",
- " gingerroot | \n",
- " thyme | \n",
- " tumer | \n",
- "
\n",
- " \n",
- " 142 | \n",
- " quinoa | \n",
- " quinoa | \n",
- " couscou | \n",
- " rice | \n",
- " linguin | \n",
- " chickpea | \n",
- " penn | \n",
- " kale | \n",
- " pasta | \n",
- " fettucin | \n",
- " cauliflow | \n",
- "
\n",
- " \n",
- " 143 | \n",
- " penne | \n",
- " penn | \n",
- " linguin | \n",
- " fettucin | \n",
- " spaghetti | \n",
- " pasta | \n",
- " quinoa | \n",
- " noodl | \n",
- " broccoli | \n",
- " couscou | \n",
- " cauliflow | \n",
- "
\n",
- " \n",
- " 144 | \n",
- " beets | \n",
- " beet | \n",
- " turnip | \n",
- " daikon | \n",
- " radish | \n",
- " potato | \n",
- " cucumb | \n",
- " cabbag | \n",
- " appl | \n",
- " carrot | \n",
- " mango | \n",
- "
\n",
- " \n",
- " 145 | \n",
- " walnuts | \n",
- " walnut | \n",
- " pecan | \n",
- " hazelnut | \n",
- " almond | \n",
- " raisin | \n",
- " pinenut | \n",
- " peanut | \n",
- " coconut | \n",
- " cinnamon | \n",
- " coriand | \n",
- "
\n",
- " \n",
- " 146 | \n",
- " rosemary | \n",
- " rosemari | \n",
- " thyme | \n",
- " marjoram | \n",
- " oregano | \n",
- " parsley | \n",
- " basil | \n",
- " chive | \n",
- " coriand | \n",
- " mint | \n",
- " caper | \n",
- "
\n",
- " \n",
- " 147 | \n",
- " ice | \n",
- " ice | \n",
- " strawberri | \n",
- " tequila | \n",
- " mascarpon | \n",
- " cornflour | \n",
- " brandi | \n",
- " shorten | \n",
- " yoghurt | \n",
- " pineappl | \n",
- " coconut | \n",
- "
\n",
- " \n",
- " 148 | \n",
- " kimchi | \n",
- " kimchi | \n",
- " gingerroot | \n",
- " radish | \n",
- " mayonais | \n",
- " turnip | \n",
- " pimento | \n",
- " sriracha | \n",
- " tumer | \n",
- " okra | \n",
- " daikon | \n",
- "
\n",
- " \n",
- " 149 | \n",
- " yeast | \n",
- " yeast | \n",
- " cornmeal | \n",
- " molass | \n",
- " cornflour | \n",
- " buttermilk | \n",
- " shorten | \n",
- " sake | \n",
- " milk | \n",
- " flour | \n",
- " honey | \n",
- "
\n",
- " \n",
- " 150 | \n",
- " paneer | \n",
- " paneer | \n",
- " tofu | \n",
- " daikon | \n",
- " baguett | \n",
- " okra | \n",
- " pancetta | \n",
- " prosciutto | \n",
- " radish | \n",
- " shiitak | \n",
- " eggplant | \n",
- "
\n",
- " \n",
- " 151 | \n",
- " watercress | \n",
- " watercress | \n",
- " arugula | \n",
- " kale | \n",
- " radish | \n",
- " chive | \n",
- " basil | \n",
- " caper | \n",
- " lettuc | \n",
- " cilantro | \n",
- " spinach | \n",
- "
\n",
- " \n",
- " 152 | \n",
- " cardamom | \n",
- " cardamom | \n",
- " allspic | \n",
- " cumin | \n",
- " peppercorn | \n",
- " coriand | \n",
- " tumer | \n",
- " nutmeg | \n",
- " cayenn | \n",
- " cinnamon | \n",
- " saffron | \n",
- "
\n",
- " \n",
- " 153 | \n",
- " dough | \n",
- " dough | \n",
- " tortilla | \n",
- " yeast | \n",
- " butter | \n",
- " flour | \n",
- " ice | \n",
- " banana | \n",
- " cornmeal | \n",
- " prosciutto | \n",
- " bread | \n",
- "
\n",
- " \n",
- " 154 | \n",
- " molasses | \n",
- " molass | \n",
- " honey | \n",
- " sugar | \n",
- " vanilla | \n",
- " mirin | \n",
- " buttermilk | \n",
- " vinegar | \n",
- " ketchup | \n",
- " brandi | \n",
- " sriracha | \n",
- "
\n",
- " \n",
- " 155 | \n",
- " marjoram | \n",
- " marjoram | \n",
- " oregano | \n",
- " thyme | \n",
- " rosemari | \n",
- " basil | \n",
- " parsley | \n",
- " cayenn | \n",
- " coriand | \n",
- " chive | \n",
- " tumer | \n",
- "
\n",
- " \n",
- " 156 | \n",
- " ricotta | \n",
- " ricotta | \n",
- " mascarpon | \n",
- " pesto | \n",
- " cotija | \n",
- " chees | \n",
- " cream | \n",
- " spinach | \n",
- " basil | \n",
- " arugula | \n",
- " chive | \n",
- "
\n",
- " \n",
- " 157 | \n",
- " cornflour | \n",
- " cornflour | \n",
- " mirin | \n",
- " sake | \n",
- " tequila | \n",
- " sriracha | \n",
- " tumer | \n",
- " saffron | \n",
- " dashi | \n",
- " molass | \n",
- " cornmeal | \n",
- "
\n",
- " \n",
- " 158 | \n",
- " hazelnuts | \n",
- " hazelnut | \n",
- " pecan | \n",
- " walnut | \n",
- " almond | \n",
- " peanut | \n",
- " pinenut | \n",
- " coconut | \n",
- " cinnamon | \n",
- " mint | \n",
- " coriand | \n",
- "
\n",
- " \n",
- " 159 | \n",
- " beans | \n",
- " bean | \n",
- " chickpea | \n",
- " pea | \n",
- " tomatillo | \n",
- " chile | \n",
- " tomato | \n",
- " peppercorn | \n",
- " chili | \n",
- " turnip | \n",
- " broccoli | \n",
- "
\n",
- " \n",
- "
"
- ],
- "text/plain": [
- ""
- ]
- },
- "execution_count": 35,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "HTML(find_most_similar_to_given_elementwise(model_ingredients, stemmed_ingredients).to_html())"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
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"metadata": {