master-thesis/1M_evaluation.ipynb

8228 lines
677 KiB
Plaintext
Raw Permalink Normal View History

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1M recipes evaluation"
]
},
{
"cell_type": "code",
2019-05-15 15:13:55 +02:00
"execution_count": 1,
"metadata": {},
2019-09-19 10:19:35 +02:00
"outputs": [],
"source": [
2019-09-19 10:19:35 +02:00
"%matplotlib inline\n",
2019-05-15 15:13:55 +02:00
"\n",
"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",
2019-05-15 15:13:55 +02:00
"from sklearn.manifold import TSNE\n",
"\n",
"import matplotlib.pyplot as plt\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",
2019-05-15 15:13:55 +02:00
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from ipypb import track"
]
},
{
"cell_type": "code",
2019-05-15 15:13:55 +02:00
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from IPython.display import HTML, Markdown"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* load model"
]
},
{
"cell_type": "code",
2019-05-15 15:13:55 +02:00
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"wv = KeyedVectors.load(\"data/wordvectors.kv\")"
]
},
{
"cell_type": "code",
2019-05-15 15:13:55 +02:00
"execution_count": 5,
"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",
2019-05-15 15:13:55 +02:00
"execution_count": 6,
"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",
2019-05-15 15:13:55 +02:00
"execution_count": 7,
"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",
2019-05-15 15:13:55 +02:00
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"stemmed_ingredients = [porter.stem(ing) for ing in model_ingredients]\n",
"stemmed_actions = [porter.stem(act) for act in model_actions]"
]
},
2019-05-15 15:13:55 +02:00
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TSNE Plots:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def tsne_plot(tokens, model=wv):\n",
" vecs = []\n",
" labels = []\n",
" for token in tokens:\n",
" vecs.append(model[token])\n",
" labels.append(token)\n",
" \n",
" tsne_model = TSNE(perplexity=40, n_components=2, init='pca', n_iter=2500, random_state=23)\n",
" plot_values = tsne_model.fit_transform(vecs)\n",
" \n",
" x = []\n",
" y = []\n",
" for value in plot_values:\n",
" x.append(value[0])\n",
" y.append(value[1])\n",
" \n",
" plt.figure(figsize=(16, 16)) \n",
" for i in range(len(x)):\n",
" plt.scatter(x[i],y[i])\n",
" plt.annotate(labels[i],\n",
" xy=(x[i], y[i]),\n",
" xytext=(5, 2),\n",
" textcoords='offset points',\n",
" ha='right',\n",
" va='bottom')\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2D projection of Ingredient Space"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1152x1152 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tsne_plot(stemmed_ingredients)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2D Projection of Action Space"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1152x1152 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tsne_plot(stemmed_actions)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2D projection of combined Space"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1152x1152 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tsne_plot(stemmed_actions + stemmed_ingredients)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## cross-category-similarites\n",
"* now get the most likely ingredients for every action:"
]
},
{
"cell_type": "code",
2019-05-15 15:13:55 +02:00
"execution_count": 13,
"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",
2019-09-19 10:19:35 +02:00
" return pd.DataFrame(data, columns=[\"Target\"] + [\"#\" + str(i+1) for i in range(n)]).sort_values('Target')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cooking Action to Ingredient"
]
},
{
"cell_type": "code",
2019-05-15 15:13:55 +02:00
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Target</th>\n",
" <th>#1</th>\n",
" <th>#2</th>\n",
" <th>#3</th>\n",
" <th>#4</th>\n",
" <th>#5</th>\n",
" <th>#6</th>\n",
" <th>#7</th>\n",
" <th>#8</th>\n",
" <th>#9</th>\n",
" <th>#10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>add</td>\n",
" <td>celeri</td>\n",
" <td>scallion</td>\n",
" <td>parsley</td>\n",
" <td>thyme</td>\n",
" <td>basil</td>\n",
" <td>onion</td>\n",
" <td>cilantro</td>\n",
" <td>ginger</td>\n",
" <td>oregano</td>\n",
" <td>chive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>adjust</td>\n",
" <td>salt</td>\n",
" <td>cayenn</td>\n",
" <td>pepper</td>\n",
" <td>sriracha</td>\n",
" <td>vinegar</td>\n",
" <td>ketchup</td>\n",
" <td>nutmeg</td>\n",
" <td>oregano</td>\n",
" <td>paprika</td>\n",
" <td>chili</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>arrange</td>\n",
" <td>scallion</td>\n",
" <td>lettuc</td>\n",
" <td>arugula</td>\n",
" <td>avocado</td>\n",
" <td>watercress</td>\n",
" <td>cucumb</td>\n",
" <td>zucchini</td>\n",
" <td>carrot</td>\n",
" <td>prosciutto</td>\n",
" <td>pineappl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>bake</td>\n",
" <td>cornmeal</td>\n",
" <td>pecan</td>\n",
" <td>hazelnut</td>\n",
" <td>cinnamon</td>\n",
" <td>vanilla</td>\n",
" <td>almond</td>\n",
" <td>shorten</td>\n",
" <td>flour</td>\n",
" <td>walnut</td>\n",
" <td>butter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>baste</td>\n",
" <td>veget</td>\n",
" <td>chicken</td>\n",
" <td>pork</td>\n",
" <td>meat</td>\n",
" <td>juic</td>\n",
" <td>season</td>\n",
" <td>pineappl</td>\n",
" <td>shrimp</td>\n",
" <td>tomato</td>\n",
" <td>appl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>batter</td>\n",
" <td>dough</td>\n",
" <td>flour</td>\n",
" <td>mascarpon</td>\n",
" <td>ice</td>\n",
" <td>polenta</td>\n",
" <td>cornmeal</td>\n",
" <td>tortilla</td>\n",
" <td>banana</td>\n",
" <td>buttermilk</td>\n",
" <td>coconut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>beat</td>\n",
" <td>vanilla</td>\n",
" <td>shorten</td>\n",
" <td>cream</td>\n",
" <td>milk</td>\n",
" <td>sugar</td>\n",
" <td>egg</td>\n",
" <td>buttermilk</td>\n",
" <td>molass</td>\n",
" <td>margarin</td>\n",
" <td>mascarpon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>blend</td>\n",
" <td>buttermilk</td>\n",
" <td>cream</td>\n",
" <td>yoghurt</td>\n",
" <td>nutmeg</td>\n",
" <td>molass</td>\n",
" <td>milk</td>\n",
" <td>vanilla</td>\n",
" <td>allspic</td>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>boil</td>\n",
" <td>water</td>\n",
" <td>linguin</td>\n",
" <td>dashi</td>\n",
" <td>penn</td>\n",
" <td>saffron</td>\n",
" <td>sake</td>\n",
" <td>cornflour</td>\n",
" <td>mirin</td>\n",
" <td>pasta</td>\n",
" <td>vinegar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>braise</td>\n",
" <td>turnip</td>\n",
" <td>pork</td>\n",
" <td>beet</td>\n",
" <td>kimchi</td>\n",
" <td>tomato</td>\n",
" <td>mushroom</td>\n",
" <td>chickpea</td>\n",
" <td>carrot</td>\n",
" <td>beef</td>\n",
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>bread</td>\n",
" <td>bread</td>\n",
" <td>baguett</td>\n",
" <td>prosciutto</td>\n",
" <td>tortilla</td>\n",
" <td>eggplant</td>\n",
" <td>avocado</td>\n",
" <td>chees</td>\n",
" <td>banana</td>\n",
" <td>butter</td>\n",
" <td>ham</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>10</th>\n",
" <td>break</td>\n",
" <td>avocado</td>\n",
" <td>scallion</td>\n",
" <td>onion</td>\n",
" <td>zucchini</td>\n",
" <td>sausag</td>\n",
" <td>corn</td>\n",
" <td>bacon</td>\n",
" <td>shallot</td>\n",
" <td>spinach</td>\n",
" <td>pineappl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>broil</td>\n",
" <td>scallion</td>\n",
" <td>ham</td>\n",
" <td>prosciutto</td>\n",
" <td>onion</td>\n",
" <td>shrimp</td>\n",
" <td>baguett</td>\n",
" <td>garlic</td>\n",
" <td>paprika</td>\n",
" <td>shallot</td>\n",
" <td>chees</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>brown</td>\n",
" <td>butter</td>\n",
" <td>molass</td>\n",
" <td>salt</td>\n",
" <td>margarin</td>\n",
" <td>paprika</td>\n",
" <td>flour</td>\n",
" <td>oil</td>\n",
" <td>cinnamon</td>\n",
" <td>egg</td>\n",
" <td>shorten</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>brush</td>\n",
" <td>oliv</td>\n",
" <td>butter</td>\n",
" <td>bread</td>\n",
" <td>oil</td>\n",
" <td>lemon</td>\n",
" <td>mustard</td>\n",
" <td>season</td>\n",
" <td>flour</td>\n",
" <td>egg</td>\n",
" <td>honey</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>build</td>\n",
" <td>guacamol</td>\n",
" <td>tortilla</td>\n",
" <td>baguett</td>\n",
" <td>avocado</td>\n",
" <td>salsa</td>\n",
" <td>lettuc</td>\n",
" <td>ketchup</td>\n",
" <td>kimchi</td>\n",
" <td>oliv</td>\n",
" <td>lime</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>burn</td>\n",
" <td>margarin</td>\n",
" <td>butter</td>\n",
" <td>molass</td>\n",
" <td>raisin</td>\n",
" <td>shallot</td>\n",
" <td>oil</td>\n",
" <td>vinegar</td>\n",
" <td>seed</td>\n",
" <td>chilli</td>\n",
" <td>cinnamon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>bury</td>\n",
" <td>ham</td>\n",
" <td>turnip</td>\n",
" <td>beef</td>\n",
" <td>carrot</td>\n",
" <td>pork</td>\n",
" <td>meat</td>\n",
" <td>celeri</td>\n",
" <td>radish</td>\n",
" <td>cabbag</td>\n",
" <td>sausag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>carve</td>\n",
" <td>pork</td>\n",
" <td>meat</td>\n",
" <td>beef</td>\n",
" <td>ham</td>\n",
" <td>season</td>\n",
" <td>chicken</td>\n",
" <td>juic</td>\n",
" <td>sausag</td>\n",
" <td>baguett</td>\n",
" <td>prosciutto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>check</td>\n",
" <td>potato</td>\n",
" <td>pepper</td>\n",
" <td>rice</td>\n",
" <td>tumer</td>\n",
" <td>pimento</td>\n",
" <td>cayenn</td>\n",
" <td>chili</td>\n",
" <td>thyme</td>\n",
" <td>carrot</td>\n",
" <td>sriracha</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>chill</td>\n",
" <td>ice</td>\n",
" <td>mascarpon</td>\n",
" <td>strawberri</td>\n",
" <td>yoghurt</td>\n",
" <td>cornflour</td>\n",
" <td>mayonais</td>\n",
" <td>cream</td>\n",
" <td>buttermilk</td>\n",
" <td>brandi</td>\n",
" <td>tequila</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>chop</td>\n",
" <td>scallion</td>\n",
" <td>cilantro</td>\n",
" <td>celeri</td>\n",
" <td>parsley</td>\n",
" <td>carrot</td>\n",
" <td>thyme</td>\n",
" <td>chive</td>\n",
" <td>basil</td>\n",
" <td>shallot</td>\n",
" <td>watercress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>clarify</td>\n",
" <td>ghee</td>\n",
" <td>lard</td>\n",
" <td>margarin</td>\n",
" <td>peanut</td>\n",
" <td>shorten</td>\n",
" <td>oliv</td>\n",
" <td>oil</td>\n",
" <td>butter</td>\n",
" <td>brandi</td>\n",
" <td>dashi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>close</td>\n",
" <td>lemongrass</td>\n",
" <td>cucumb</td>\n",
" <td>prosciutto</td>\n",
" <td>pineappl</td>\n",
" <td>pimento</td>\n",
" <td>chile</td>\n",
" <td>okra</td>\n",
" <td>cream</td>\n",
" <td>sriracha</td>\n",
" <td>tomatillo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>cook</td>\n",
" <td>sausag</td>\n",
" <td>mushroom</td>\n",
" <td>carrot</td>\n",
" <td>scallion</td>\n",
" <td>veget</td>\n",
" <td>onion</td>\n",
" <td>gingerroot</td>\n",
" <td>leek</td>\n",
" <td>pancetta</td>\n",
" <td>zucchini</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>cool</td>\n",
" <td>ice</td>\n",
" <td>hazelnut</td>\n",
" <td>mascarpon</td>\n",
" <td>strawberri</td>\n",
" <td>pecan</td>\n",
" <td>almond</td>\n",
" <td>brandi</td>\n",
" <td>coconut</td>\n",
" <td>cornflour</td>\n",
" <td>banana</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>correct</td>\n",
" <td>salt</td>\n",
" <td>sriracha</td>\n",
" <td>cayenn</td>\n",
" <td>guacamol</td>\n",
" <td>flour</td>\n",
" <td>molass</td>\n",
" <td>pesto</td>\n",
" <td>pepper</td>\n",
" <td>honey</td>\n",
" <td>tumer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>cover</td>\n",
" <td>bean</td>\n",
" <td>pasta</td>\n",
" <td>cauliflow</td>\n",
" <td>spinach</td>\n",
" <td>carrot</td>\n",
" <td>asparagu</td>\n",
" <td>spaghetti</td>\n",
" <td>potato</td>\n",
" <td>nutmeg</td>\n",
" <td>broccoli</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>crack</td>\n",
" <td>clove</td>\n",
" <td>cardamom</td>\n",
" <td>salt</td>\n",
" <td>cayenn</td>\n",
" <td>nutmeg</td>\n",
" <td>bread</td>\n",
" <td>oregano</td>\n",
" <td>dough</td>\n",
" <td>allspic</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>crumple</td>\n",
" <td>dough</td>\n",
" <td>lettuc</td>\n",
" <td>tortilla</td>\n",
" <td>baguett</td>\n",
" <td>arugula</td>\n",
" <td>prosciutto</td>\n",
" <td>bread</td>\n",
" <td>watercress</td>\n",
" <td>ricotta</td>\n",
" <td>mint</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>curdle</td>\n",
" <td>mayonais</td>\n",
" <td>noodl</td>\n",
" <td>molass</td>\n",
" <td>buttermilk</td>\n",
" <td>egg</td>\n",
" <td>yoghurt</td>\n",
" <td>milk</td>\n",
" <td>cornflour</td>\n",
" <td>crawfish</td>\n",
" <td>mascarpon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>cut</td>\n",
" <td>lettuc</td>\n",
" <td>scallion</td>\n",
" <td>cucumb</td>\n",
" <td>celeri</td>\n",
" <td>avocado</td>\n",
" <td>onion</td>\n",
" <td>carrot</td>\n",
" <td>radish</td>\n",
" <td>arugula</td>\n",
" <td>zucchini</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>debone</td>\n",
" <td>pork</td>\n",
" <td>chicken</td>\n",
" <td>season</td>\n",
" <td>meat</td>\n",
" <td>ham</td>\n",
" <td>beef</td>\n",
" <td>crawfish</td>\n",
" <td>potato</td>\n",
" <td>dashi</td>\n",
" <td>okra</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>dice</td>\n",
" <td>celeri</td>\n",
" <td>carrot</td>\n",
" <td>scallion</td>\n",
" <td>onion</td>\n",
" <td>cucumb</td>\n",
" <td>cilantro</td>\n",
" <td>avocado</td>\n",
" <td>shallot</td>\n",
" <td>pea</td>\n",
" <td>tomato</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>discard</td>\n",
" <td>juic</td>\n",
" <td>orang</td>\n",
" <td>scallion</td>\n",
" <td>lemon</td>\n",
" <td>tomato</td>\n",
" <td>thyme</td>\n",
" <td>coriand</td>\n",
" <td>celeri</td>\n",
" <td>cilantro</td>\n",
" <td>ginger</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>drain</td>\n",
" <td>broccoli</td>\n",
" <td>pea</td>\n",
" <td>carrot</td>\n",
" <td>kale</td>\n",
" <td>chickpea</td>\n",
" <td>juic</td>\n",
" <td>zucchini</td>\n",
" <td>spinach</td>\n",
" <td>okra</td>\n",
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>dress</td>\n",
" <td>salsa</td>\n",
" <td>pesto</td>\n",
" <td>arugula</td>\n",
" <td>watercress</td>\n",
" <td>lettuc</td>\n",
" <td>sauc</td>\n",
" <td>avocado</td>\n",
" <td>oliv</td>\n",
" <td>cucumb</td>\n",
" <td>mayonais</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>fillet</td>\n",
" <td>shrimp</td>\n",
" <td>tortilla</td>\n",
" <td>season</td>\n",
" <td>chicken</td>\n",
" <td>caper</td>\n",
" <td>baguett</td>\n",
" <td>eggplant</td>\n",
" <td>asparagu</td>\n",
" <td>pepper</td>\n",
" <td>pork</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>flour</td>\n",
" <td>flour</td>\n",
" <td>cornmeal</td>\n",
" <td>cinnamon</td>\n",
" <td>sugar</td>\n",
" <td>buttermilk</td>\n",
" <td>butter</td>\n",
" <td>milk</td>\n",
" <td>shorten</td>\n",
" <td>nutmeg</td>\n",
" <td>margarin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>fold</td>\n",
" <td>chees</td>\n",
" <td>egg</td>\n",
" <td>ricotta</td>\n",
" <td>scallion</td>\n",
" <td>almond</td>\n",
" <td>orang</td>\n",
" <td>pecan</td>\n",
" <td>chive</td>\n",
" <td>banana</td>\n",
" <td>buttermilk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>freeze</td>\n",
" <td>strawberri</td>\n",
" <td>ice</td>\n",
" <td>banana</td>\n",
" <td>dough</td>\n",
" <td>mascarpon</td>\n",
" <td>peach</td>\n",
" <td>yoghurt</td>\n",
" <td>mango</td>\n",
" <td>ricotta</td>\n",
" <td>baguett</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>fry</td>\n",
" <td>oil</td>\n",
" <td>sausag</td>\n",
" <td>oliv</td>\n",
" <td>pancetta</td>\n",
" <td>bacon</td>\n",
" <td>shallot</td>\n",
" <td>onion</td>\n",
" <td>scallion</td>\n",
" <td>garlic</td>\n",
" <td>ghee</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>garnish</td>\n",
" <td>cilantro</td>\n",
" <td>mint</td>\n",
" <td>lime</td>\n",
" <td>chive</td>\n",
" <td>orang</td>\n",
" <td>basil</td>\n",
" <td>parsley</td>\n",
" <td>scallion</td>\n",
" <td>lemon</td>\n",
" <td>arugula</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>glaze</td>\n",
" <td>sauc</td>\n",
" <td>brandi</td>\n",
" <td>honey</td>\n",
" <td>ice</td>\n",
" <td>juic</td>\n",
" <td>sugar</td>\n",
" <td>orang</td>\n",
" <td>pecan</td>\n",
" <td>molass</td>\n",
" <td>peach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>grate</td>\n",
" <td>chive</td>\n",
" <td>oliv</td>\n",
" <td>scallion</td>\n",
" <td>cilantro</td>\n",
" <td>parsley</td>\n",
" <td>lemon</td>\n",
" <td>thyme</td>\n",
" <td>basil</td>\n",
" <td>ricotta</td>\n",
" <td>paprika</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>grill</td>\n",
" <td>ham</td>\n",
" <td>pork</td>\n",
" <td>oliv</td>\n",
" <td>sausag</td>\n",
" <td>shrimp</td>\n",
" <td>bacon</td>\n",
" <td>prosciutto</td>\n",
" <td>pepper</td>\n",
" <td>baguett</td>\n",
" <td>pancetta</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>45</th>\n",
" <td>grind</td>\n",
" <td>cayenn</td>\n",
" <td>coriand</td>\n",
" <td>salt</td>\n",
" <td>allspic</td>\n",
" <td>cumin</td>\n",
" <td>garlic</td>\n",
" <td>paprika</td>\n",
" <td>parsley</td>\n",
" <td>oregano</td>\n",
" <td>nutmeg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>gut</td>\n",
" <td>seed</td>\n",
" <td>avocado</td>\n",
" <td>lime</td>\n",
" <td>juic</td>\n",
" <td>lemongrass</td>\n",
" <td>tomatillo</td>\n",
" <td>clove</td>\n",
" <td>okra</td>\n",
" <td>chilli</td>\n",
" <td>chile</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>heat</td>\n",
" <td>ghee</td>\n",
" <td>oliv</td>\n",
" <td>oil</td>\n",
" <td>shallot</td>\n",
" <td>veget</td>\n",
" <td>lard</td>\n",
" <td>vinegar</td>\n",
" <td>pancetta</td>\n",
" <td>peanut</td>\n",
" <td>gingerroot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>knead</td>\n",
" <td>dough</td>\n",
" <td>flour</td>\n",
" <td>yeast</td>\n",
" <td>cornflour</td>\n",
" <td>cornmeal</td>\n",
" <td>bread</td>\n",
" <td>tortilla</td>\n",
" <td>buttermilk</td>\n",
" <td>lard</td>\n",
" <td>shorten</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>lower</td>\n",
" <td>ghee</td>\n",
" <td>tomatillo</td>\n",
" <td>tortilla</td>\n",
" <td>leek</td>\n",
" <td>spaghetti</td>\n",
" <td>oliv</td>\n",
" <td>scallion</td>\n",
" <td>crawfish</td>\n",
" <td>shallot</td>\n",
" <td>brandi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>macerate</td>\n",
" <td>peach</td>\n",
" <td>strawberri</td>\n",
" <td>brandi</td>\n",
" <td>mint</td>\n",
" <td>juic</td>\n",
" <td>lime</td>\n",
" <td>banana</td>\n",
" <td>mango</td>\n",
" <td>orang</td>\n",
" <td>pineappl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>marinate</td>\n",
" <td>season</td>\n",
" <td>lettuc</td>\n",
" <td>pork</td>\n",
" <td>cucumb</td>\n",
" <td>shrimp</td>\n",
" <td>chicken</td>\n",
" <td>avocado</td>\n",
" <td>salsa</td>\n",
" <td>kimchi</td>\n",
" <td>watercress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>mash</td>\n",
" <td>carrot</td>\n",
" <td>yoghurt</td>\n",
" <td>celeri</td>\n",
" <td>shallot</td>\n",
" <td>potato</td>\n",
" <td>onion</td>\n",
" <td>allspic</td>\n",
" <td>spinach</td>\n",
" <td>chive</td>\n",
" <td>chickpea</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>melt</td>\n",
" <td>cream</td>\n",
" <td>peanut</td>\n",
" <td>margarin</td>\n",
" <td>butter</td>\n",
" <td>shorten</td>\n",
" <td>sugar</td>\n",
" <td>milk</td>\n",
" <td>mascarpon</td>\n",
" <td>honey</td>\n",
" <td>pecan</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>mince</td>\n",
" <td>cilantro</td>\n",
" <td>scallion</td>\n",
" <td>parsley</td>\n",
" <td>thyme</td>\n",
" <td>shallot</td>\n",
" <td>celeri</td>\n",
" <td>garlic</td>\n",
" <td>chive</td>\n",
" <td>basil</td>\n",
" <td>onion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>mix</td>\n",
" <td>buttermilk</td>\n",
" <td>nutmeg</td>\n",
" <td>cream</td>\n",
" <td>milk</td>\n",
" <td>margarin</td>\n",
" <td>allspic</td>\n",
" <td>egg</td>\n",
" <td>yoghurt</td>\n",
" <td>molass</td>\n",
" <td>salt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>open</td>\n",
" <td>baguett</td>\n",
" <td>clove</td>\n",
" <td>seed</td>\n",
" <td>bread</td>\n",
" <td>mussel</td>\n",
" <td>tortilla</td>\n",
" <td>lemongrass</td>\n",
" <td>tomatillo</td>\n",
" <td>juic</td>\n",
" <td>cucumb</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>parboil</td>\n",
" <td>turnip</td>\n",
" <td>carrot</td>\n",
" <td>broccoli</td>\n",
" <td>cauliflow</td>\n",
" <td>okra</td>\n",
" <td>cabbag</td>\n",
" <td>radish</td>\n",
" <td>zucchini</td>\n",
" <td>pea</td>\n",
" <td>daikon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>peel</td>\n",
" <td>orang</td>\n",
" <td>carrot</td>\n",
" <td>juic</td>\n",
" <td>ginger</td>\n",
" <td>celeri</td>\n",
" <td>beet</td>\n",
" <td>clove</td>\n",
" <td>cucumb</td>\n",
" <td>lemon</td>\n",
" <td>radish</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>pickle</td>\n",
" <td>cucumb</td>\n",
" <td>radish</td>\n",
" <td>pimento</td>\n",
" <td>caper</td>\n",
" <td>cilantro</td>\n",
" <td>scallion</td>\n",
" <td>tomato</td>\n",
" <td>chive</td>\n",
" <td>celeri</td>\n",
" <td>carrot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>place</td>\n",
" <td>scallion</td>\n",
" <td>celeri</td>\n",
" <td>oliv</td>\n",
" <td>onion</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
" <td>carrot</td>\n",
" <td>avocado</td>\n",
" <td>butter</td>\n",
" <td>lettuc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>poach</td>\n",
" <td>asparagu</td>\n",
" <td>noodl</td>\n",
" <td>brandi</td>\n",
" <td>veget</td>\n",
" <td>shiitak</td>\n",
" <td>chickpea</td>\n",
" <td>mussel</td>\n",
" <td>buttermilk</td>\n",
" <td>okra</td>\n",
" <td>mushroom</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>pour</td>\n",
" <td>milk</td>\n",
" <td>honey</td>\n",
" <td>orang</td>\n",
" <td>lemon</td>\n",
" <td>tomato</td>\n",
" <td>lime</td>\n",
" <td>molass</td>\n",
" <td>mustard</td>\n",
" <td>pineappl</td>\n",
" <td>buttermilk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>prepare</td>\n",
" <td>sauc</td>\n",
" <td>shrimp</td>\n",
" <td>pecan</td>\n",
" <td>pineappl</td>\n",
" <td>lettuc</td>\n",
" <td>walnut</td>\n",
" <td>bread</td>\n",
" <td>baguett</td>\n",
" <td>peach</td>\n",
" <td>mango</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>pull</td>\n",
" <td>meat</td>\n",
" <td>pineappl</td>\n",
" <td>sausag</td>\n",
" <td>tortilla</td>\n",
" <td>dough</td>\n",
" <td>ham</td>\n",
" <td>potato</td>\n",
" <td>bread</td>\n",
" <td>chees</td>\n",
" <td>avocado</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>put</td>\n",
" <td>scallion</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
" <td>oliv</td>\n",
" <td>chive</td>\n",
" <td>lime</td>\n",
" <td>celeri</td>\n",
" <td>parsley</td>\n",
" <td>cilantro</td>\n",
" <td>almond</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>reduce</td>\n",
" <td>brandi</td>\n",
" <td>tomato</td>\n",
" <td>shallot</td>\n",
" <td>ghee</td>\n",
" <td>saffron</td>\n",
" <td>sriracha</td>\n",
" <td>honey</td>\n",
" <td>tomatillo</td>\n",
" <td>caper</td>\n",
" <td>lard</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>refrigerate</td>\n",
" <td>mascarpon</td>\n",
" <td>yoghurt</td>\n",
" <td>strawberri</td>\n",
" <td>ice</td>\n",
" <td>cornflour</td>\n",
" <td>dough</td>\n",
" <td>buttermilk</td>\n",
" <td>dashi</td>\n",
" <td>cucumb</td>\n",
" <td>tequila</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>remove</td>\n",
" <td>juic</td>\n",
" <td>pork</td>\n",
" <td>shallot</td>\n",
" <td>ham</td>\n",
" <td>season</td>\n",
" <td>lemongrass</td>\n",
" <td>oliv</td>\n",
" <td>onion</td>\n",
" <td>gingerroot</td>\n",
" <td>garlic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>rinse</td>\n",
" <td>cucumb</td>\n",
" <td>pea</td>\n",
" <td>celeri</td>\n",
" <td>spinach</td>\n",
" <td>scallion</td>\n",
" <td>season</td>\n",
" <td>radish</td>\n",
" <td>beansprout</td>\n",
" <td>carrot</td>\n",
" <td>watercress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>roast</td>\n",
" <td>oil</td>\n",
" <td>pork</td>\n",
" <td>ham</td>\n",
" <td>oliv</td>\n",
" <td>juic</td>\n",
" <td>onion</td>\n",
" <td>chicken</td>\n",
" <td>shallot</td>\n",
" <td>carrot</td>\n",
" <td>tomato</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>rollout</td>\n",
" <td>dough</td>\n",
" <td>cinnamon</td>\n",
" <td>flour</td>\n",
" <td>hazelnut</td>\n",
" <td>cornmeal</td>\n",
" <td>vanilla</td>\n",
" <td>sugar</td>\n",
" <td>yeast</td>\n",
" <td>ice</td>\n",
" <td>walnut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>rollup</td>\n",
" <td>baguett</td>\n",
" <td>banana</td>\n",
" <td>strawberri</td>\n",
" <td>lime</td>\n",
" <td>guacamol</td>\n",
" <td>peach</td>\n",
" <td>bread</td>\n",
" <td>orang</td>\n",
" <td>pineappl</td>\n",
" <td>yoghurt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>rub</td>\n",
" <td>season</td>\n",
" <td>salt</td>\n",
" <td>spice</td>\n",
" <td>rosemari</td>\n",
" <td>mustard</td>\n",
" <td>paprika</td>\n",
" <td>flour</td>\n",
" <td>oliv</td>\n",
" <td>oregano</td>\n",
" <td>butter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>salt</td>\n",
" <td>salt</td>\n",
" <td>cayenn</td>\n",
" <td>paprika</td>\n",
" <td>nutmeg</td>\n",
" <td>allspic</td>\n",
" <td>oregano</td>\n",
" <td>cumin</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>scoop</td>\n",
" <td>ricotta</td>\n",
" <td>avocado</td>\n",
" <td>mascarpon</td>\n",
" <td>dough</td>\n",
" <td>water</td>\n",
" <td>zucchini</td>\n",
" <td>mango</td>\n",
" <td>banana</td>\n",
" <td>tortilla</td>\n",
" <td>lettuc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>scorch</td>\n",
" <td>molass</td>\n",
" <td>corn</td>\n",
" <td>margarin</td>\n",
" <td>rice</td>\n",
" <td>gingerroot</td>\n",
" <td>coconut</td>\n",
" <td>butter</td>\n",
" <td>chile</td>\n",
" <td>ketchup</td>\n",
" <td>lemongrass</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <td>scramble</td>\n",
" <td>noodl</td>\n",
" <td>grit</td>\n",
" <td>beansprout</td>\n",
" <td>kimchi</td>\n",
" <td>sausag</td>\n",
" <td>bacon</td>\n",
" <td>pancetta</td>\n",
" <td>paneer</td>\n",
" <td>fettucin</td>\n",
" <td>tortilla</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>season</td>\n",
" <td>season</td>\n",
" <td>paprika</td>\n",
" <td>pepper</td>\n",
" <td>oregano</td>\n",
" <td>cayenn</td>\n",
" <td>mustard</td>\n",
" <td>spice</td>\n",
" <td>marjoram</td>\n",
" <td>cumin</td>\n",
" <td>parsley</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>serve</td>\n",
" <td>lettuc</td>\n",
" <td>watercress</td>\n",
" <td>arugula</td>\n",
" <td>avocado</td>\n",
" <td>lime</td>\n",
" <td>sauc</td>\n",
" <td>sriracha</td>\n",
" <td>chive</td>\n",
" <td>lemon</td>\n",
" <td>baguett</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>set</td>\n",
" <td>nutmeg</td>\n",
" <td>cardamom</td>\n",
" <td>cream</td>\n",
" <td>sugar</td>\n",
" <td>almond</td>\n",
" <td>molass</td>\n",
" <td>margarin</td>\n",
" <td>hazelnut</td>\n",
" <td>brandi</td>\n",
" <td>gingerroot</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>simmer</td>\n",
" <td>saffron</td>\n",
" <td>pea</td>\n",
" <td>bean</td>\n",
" <td>mirin</td>\n",
" <td>thyme</td>\n",
" <td>vinegar</td>\n",
" <td>tomato</td>\n",
" <td>carrot</td>\n",
" <td>beer</td>\n",
" <td>dashi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>skim</td>\n",
" <td>dashi</td>\n",
" <td>grit</td>\n",
" <td>water</td>\n",
" <td>brandi</td>\n",
" <td>veget</td>\n",
" <td>mussel</td>\n",
" <td>ghee</td>\n",
" <td>milk</td>\n",
" <td>margarin</td>\n",
" <td>lard</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>slice</td>\n",
" <td>lettuc</td>\n",
" <td>scallion</td>\n",
" <td>arugula</td>\n",
" <td>cucumb</td>\n",
" <td>celeri</td>\n",
" <td>avocado</td>\n",
" <td>carrot</td>\n",
" <td>radish</td>\n",
" <td>watercress</td>\n",
" <td>onion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>slowcook</td>\n",
" <td>dashi</td>\n",
" <td>beansprout</td>\n",
" <td>guacamol</td>\n",
" <td>tomatillo</td>\n",
" <td>tumer</td>\n",
" <td>fettucin</td>\n",
" <td>penn</td>\n",
" <td>pork</td>\n",
" <td>kimchi</td>\n",
" <td>salsa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>soak</td>\n",
" <td>raisin</td>\n",
" <td>corn</td>\n",
" <td>cucumb</td>\n",
" <td>water</td>\n",
" <td>pineappl</td>\n",
" <td>shiitak</td>\n",
" <td>radish</td>\n",
" <td>pimento</td>\n",
" <td>carrot</td>\n",
" <td>lime</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>sour</td>\n",
" <td>chees</td>\n",
" <td>milk</td>\n",
" <td>buttermilk</td>\n",
" <td>cream</td>\n",
" <td>mascarpon</td>\n",
" <td>ricotta</td>\n",
" <td>yoghurt</td>\n",
" <td>corn</td>\n",
" <td>lemon</td>\n",
" <td>pimento</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>spice</td>\n",
" <td>spice</td>\n",
" <td>allspic</td>\n",
" <td>cumin</td>\n",
" <td>season</td>\n",
" <td>cinnamon</td>\n",
" <td>mustard</td>\n",
" <td>peppercorn</td>\n",
" <td>paprika</td>\n",
" <td>cardamom</td>\n",
" <td>cayenn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>spoon</td>\n",
" <td>ricotta</td>\n",
" <td>mascarpon</td>\n",
" <td>avocado</td>\n",
" <td>arugula</td>\n",
" <td>tomato</td>\n",
" <td>pesto</td>\n",
" <td>pineappl</td>\n",
" <td>strawberri</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>spread</td>\n",
" <td>chees</td>\n",
" <td>ricotta</td>\n",
" <td>butter</td>\n",
" <td>mascarpon</td>\n",
" <td>avocado</td>\n",
" <td>pecan</td>\n",
" <td>walnut</td>\n",
" <td>cream</td>\n",
" <td>bread</td>\n",
" <td>lemon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>sprinkle</td>\n",
" <td>salt</td>\n",
" <td>season</td>\n",
" <td>basil</td>\n",
" <td>oregano</td>\n",
" <td>paprika</td>\n",
" <td>parsley</td>\n",
" <td>lemon</td>\n",
" <td>mustard</td>\n",
" <td>cayenn</td>\n",
" <td>thyme</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>squeeze</td>\n",
" <td>lime</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
" <td>mint</td>\n",
" <td>tomato</td>\n",
" <td>basil</td>\n",
" <td>avocado</td>\n",
" <td>cucumb</td>\n",
" <td>oliv</td>\n",
" <td>ricotta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>steam</td>\n",
" <td>pea</td>\n",
" <td>cauliflow</td>\n",
" <td>broccoli</td>\n",
" <td>turnip</td>\n",
" <td>bean</td>\n",
" <td>rice</td>\n",
" <td>okra</td>\n",
" <td>shiitak</td>\n",
" <td>potato</td>\n",
" <td>asparagu</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>steep</td>\n",
" <td>saffron</td>\n",
" <td>mint</td>\n",
" <td>cardamom</td>\n",
" <td>peppercorn</td>\n",
" <td>clove</td>\n",
" <td>allspic</td>\n",
" <td>lemongrass</td>\n",
" <td>thyme</td>\n",
" <td>quinoa</td>\n",
" <td>yeast</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>stir</td>\n",
" <td>shallot</td>\n",
" <td>onion</td>\n",
" <td>celeri</td>\n",
" <td>scallion</td>\n",
" <td>thyme</td>\n",
" <td>cumin</td>\n",
" <td>cayenn</td>\n",
" <td>garlic</td>\n",
" <td>carrot</td>\n",
" <td>parsley</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>strain</td>\n",
" <td>tomato</td>\n",
" <td>dashi</td>\n",
" <td>saffron</td>\n",
" <td>veget</td>\n",
" <td>bean</td>\n",
" <td>chickpea</td>\n",
" <td>juic</td>\n",
" <td>tequila</td>\n",
" <td>pea</td>\n",
" <td>chicken</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>sugar</td>\n",
" <td>sugar</td>\n",
" <td>honey</td>\n",
" <td>molass</td>\n",
" <td>cinnamon</td>\n",
" <td>nutmeg</td>\n",
" <td>margarin</td>\n",
" <td>vanilla</td>\n",
" <td>milk</td>\n",
" <td>cardamom</td>\n",
" <td>allspic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>sweeten</td>\n",
" <td>vanilla</td>\n",
" <td>honey</td>\n",
" <td>strawberri</td>\n",
" <td>coconut</td>\n",
" <td>molass</td>\n",
" <td>sugar</td>\n",
" <td>ice</td>\n",
" <td>cinnamon</td>\n",
" <td>yoghurt</td>\n",
" <td>banana</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>taste</td>\n",
" <td>cayenn</td>\n",
" <td>nutmeg</td>\n",
" <td>paprika</td>\n",
" <td>season</td>\n",
" <td>sriracha</td>\n",
" <td>allspic</td>\n",
" <td>pepper</td>\n",
" <td>vinegar</td>\n",
" <td>chili</td>\n",
" <td>cumin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>thaw</td>\n",
" <td>spinach</td>\n",
" <td>strawberri</td>\n",
" <td>crawfish</td>\n",
" <td>ricotta</td>\n",
" <td>pineappl</td>\n",
" <td>pea</td>\n",
" <td>salsa</td>\n",
" <td>mango</td>\n",
" <td>corn</td>\n",
" <td>paneer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>thicken</td>\n",
" <td>cornflour</td>\n",
" <td>pasta</td>\n",
" <td>brandi</td>\n",
" <td>spaghetti</td>\n",
" <td>quinoa</td>\n",
" <td>yoghurt</td>\n",
" <td>crawfish</td>\n",
" <td>tomato</td>\n",
" <td>dashi</td>\n",
" <td>noodl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>102</th>\n",
" <td>toast</td>\n",
" <td>baguett</td>\n",
" <td>bread</td>\n",
" <td>almond</td>\n",
" <td>pecan</td>\n",
" <td>walnut</td>\n",
" <td>prosciutto</td>\n",
" <td>raisin</td>\n",
" <td>hazelnut</td>\n",
" <td>scallion</td>\n",
" <td>oil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>try</td>\n",
" <td>guacamol</td>\n",
" <td>seed</td>\n",
" <td>juic</td>\n",
" <td>paneer</td>\n",
" <td>avocado</td>\n",
" <td>kalamata</td>\n",
" <td>spice</td>\n",
" <td>pesto</td>\n",
" <td>kimchi</td>\n",
" <td>beansprout</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>warm</td>\n",
" <td>cornflour</td>\n",
" <td>molass</td>\n",
" <td>honey</td>\n",
" <td>saffron</td>\n",
" <td>vinegar</td>\n",
" <td>margarin</td>\n",
" <td>sriracha</td>\n",
" <td>yoghurt</td>\n",
" <td>ghee</td>\n",
" <td>beer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>wash</td>\n",
" <td>scallion</td>\n",
" <td>radish</td>\n",
" <td>cucumb</td>\n",
" <td>carrot</td>\n",
" <td>celeri</td>\n",
" <td>thyme</td>\n",
" <td>parsley</td>\n",
" <td>onion</td>\n",
" <td>watercress</td>\n",
" <td>coriand</td>\n",
" </tr>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>whip</td>\n",
" <td>mascarpon</td>\n",
" <td>cream</td>\n",
" <td>ice</td>\n",
" <td>milk</td>\n",
" <td>strawberri</td>\n",
" <td>vanilla</td>\n",
" <td>ricotta</td>\n",
" <td>coconut</td>\n",
" <td>chees</td>\n",
" <td>sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>whisk</td>\n",
" <td>milk</td>\n",
" <td>sugar</td>\n",
" <td>honey</td>\n",
" <td>cream</td>\n",
" <td>molass</td>\n",
" <td>buttermilk</td>\n",
" <td>egg</td>\n",
" <td>vanilla</td>\n",
" <td>cayenn</td>\n",
" <td>nutmeg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>wipe</td>\n",
" <td>shiitak</td>\n",
" <td>veget</td>\n",
" <td>leek</td>\n",
" <td>season</td>\n",
" <td>shallot</td>\n",
" <td>tofu</td>\n",
" <td>oil</td>\n",
" <td>pancetta</td>\n",
" <td>pork</td>\n",
" <td>chicken</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
2019-05-15 15:13:55 +02:00
"execution_count": 14,
"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",
2019-05-15 15:13:55 +02:00
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Target</th>\n",
" <th>#1</th>\n",
" <th>#2</th>\n",
" <th>#3</th>\n",
" <th>#4</th>\n",
" <th>#5</th>\n",
" <th>#6</th>\n",
" <th>#7</th>\n",
" <th>#8</th>\n",
" <th>#9</th>\n",
" <th>#10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>61</th>\n",
" <td>Sriracha</td>\n",
" <td>tast</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sour</td>\n",
" <td>add</td>\n",
" <td>season</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dress</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>whisk</td>\n",
" <td>pour</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>137</th>\n",
" <td>allspice</td>\n",
" <td>salt</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spice</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>minc</td>\n",
" <td>grind</td>\n",
" <td>stir</td>\n",
" <td>mix</td>\n",
2019-09-19 10:19:35 +02:00
" <td>tast</td>\n",
" <td>sprinkl</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>97</th>\n",
" <td>almonds</td>\n",
" <td>sugar</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>put</td>\n",
2019-09-19 10:19:35 +02:00
" <td>toast</td>\n",
" <td>spread</td>\n",
" <td>spice</td>\n",
" <td>place</td>\n",
" <td>mix</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>108</th>\n",
" <td>apples</td>\n",
" <td>peel</td>\n",
" <td>pickl</td>\n",
" <td>arrang</td>\n",
" <td>spread</td>\n",
" <td>sweeten</td>\n",
" <td>squeez</td>\n",
" <td>garnish</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>106</th>\n",
" <td>arugula</td>\n",
" <td>arrang</td>\n",
" <td>dress</td>\n",
" <td>slice</td>\n",
" <td>chop</td>\n",
" <td>garnish</td>\n",
" <td>dice</td>\n",
" <td>minc</td>\n",
" <td>spread</td>\n",
" <td>add</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>99</th>\n",
" <td>asparagus</td>\n",
" <td>parboil</td>\n",
" <td>poach</td>\n",
" <td>drain</td>\n",
" <td>slice</td>\n",
" <td>fillet</td>\n",
" <td>steam</td>\n",
" <td>arrang</td>\n",
" <td>dice</td>\n",
" <td>cook</td>\n",
" <td>boil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>avocado</td>\n",
" <td>dice</td>\n",
" <td>arrang</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dress</td>\n",
" <td>pickl</td>\n",
" <td>slice</td>\n",
" <td>garnish</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spread</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>sour</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>35</th>\n",
" <td>bacon</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>fri</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" <td>arrang</td>\n",
" <td>bread</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>baguette</td>\n",
" <td>bread</td>\n",
" <td>toast</td>\n",
" <td>spread</td>\n",
" <td>fillet</td>\n",
" <td>slice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cut</td>\n",
" <td>crumpl</td>\n",
" <td>serv</td>\n",
" <td>arrang</td>\n",
2019-09-19 10:19:35 +02:00
" <td>broil</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>82</th>\n",
" <td>bananas</td>\n",
" <td>sweeten</td>\n",
" <td>fold</td>\n",
" <td>spread</td>\n",
" <td>bread</td>\n",
" <td>arrang</td>\n",
" <td>whip</td>\n",
" <td>beat</td>\n",
" <td>macer</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>76</th>\n",
" <td>basil</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sprinkl</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" <td>garnish</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>grate</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>159</th>\n",
" <td>beans</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" <td>simmer</td>\n",
" <td>dice</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>discard</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>boil</td>\n",
" <td>spice</td>\n",
" <td>chop</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>41</th>\n",
" <td>beansprouts</td>\n",
" <td>parboil</td>\n",
" <td>rins</td>\n",
" <td>scrambl</td>\n",
" <td>dress</td>\n",
" <td>drain</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>buri</td>\n",
" <td>dice</td>\n",
" <td>fri</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>75</th>\n",
" <td>beef</td>\n",
" <td>buri</td>\n",
" <td>season</td>\n",
" <td>fri</td>\n",
" <td>carv</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cook</td>\n",
" <td>brais</td>\n",
" <td>roast</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>89</th>\n",
" <td>beer</td>\n",
" <td>simmer</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>boil</td>\n",
" <td>pour</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spice</td>\n",
" <td>sour</td>\n",
" <td>salt</td>\n",
" <td>whisk</td>\n",
" <td>pickl</td>\n",
" <td>warm</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>144</th>\n",
" <td>beets</td>\n",
" <td>peel</td>\n",
" <td>pickl</td>\n",
" <td>brais</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>parboil</td>\n",
" <td>discard</td>\n",
" <td>dress</td>\n",
2019-09-19 10:19:35 +02:00
" <td>drain</td>\n",
" <td>garnish</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>117</th>\n",
" <td>brandy</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>macer</td>\n",
" <td>sweeten</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" <td>glaze</td>\n",
" <td>simmer</td>\n",
" <td>clarifi</td>\n",
" <td>reduc</td>\n",
" <td>thicken</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>102</th>\n",
" <td>bread</td>\n",
" <td>bread</td>\n",
" <td>toast</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>fold</td>\n",
" <td>brush</td>\n",
" <td>arrang</td>\n",
" <td>sprinkl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cut</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>86</th>\n",
" <td>broccoli</td>\n",
" <td>parboil</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>drain</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" <td>cook</td>\n",
" <td>steam</td>\n",
" <td>rins</td>\n",
" <td>dress</td>\n",
" <td>simmer</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>5</th>\n",
" <td>butter</td>\n",
" <td>sugar</td>\n",
" <td>melt</td>\n",
" <td>flour</td>\n",
" <td>spread</td>\n",
" <td>beat</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" <td>sprinkl</td>\n",
" <td>put</td>\n",
" <td>brown</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>buttermilk</td>\n",
" <td>beat</td>\n",
" <td>sour</td>\n",
" <td>mix</td>\n",
" <td>flour</td>\n",
" <td>whisk</td>\n",
" <td>sugar</td>\n",
" <td>blend</td>\n",
" <td>add</td>\n",
" <td>pour</td>\n",
" <td>fold</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>56</th>\n",
" <td>cabbage</td>\n",
" <td>parboil</td>\n",
" <td>dice</td>\n",
" <td>pickl</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dress</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>drain</td>\n",
" <td>peel</td>\n",
" <td>buri</td>\n",
" <td>slice</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>37</th>\n",
" <td>capers</td>\n",
" <td>minc</td>\n",
" <td>pickl</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>stir</td>\n",
" <td>season</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dice</td>\n",
" <td>garnish</td>\n",
" <td>salt</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>152</th>\n",
" <td>cardamom</td>\n",
" <td>salt</td>\n",
" <td>sugar</td>\n",
" <td>spice</td>\n",
" <td>add</td>\n",
" <td>grind</td>\n",
" <td>stir</td>\n",
" <td>mix</td>\n",
" <td>beat</td>\n",
" <td>flour</td>\n",
" <td>sweeten</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>carrots</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>parboil</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" <td>pickl</td>\n",
" <td>peel</td>\n",
" <td>slice</td>\n",
" <td>arrang</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>98</th>\n",
" <td>cauliflower</td>\n",
" <td>parboil</td>\n",
2019-09-19 10:19:35 +02:00
" <td>steam</td>\n",
" <td>drain</td>\n",
" <td>mash</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" <td>cover</td>\n",
" <td>simmer</td>\n",
" <td>cook</td>\n",
" <td>dress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>cayenne</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>tast</td>\n",
" <td>season</td>\n",
" <td>sugar</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" <td>grind</td>\n",
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>celery</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>minc</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pickl</td>\n",
" <td>slice</td>\n",
" <td>arrang</td>\n",
" <td>peel</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>cheese</td>\n",
" <td>sour</td>\n",
" <td>spread</td>\n",
" <td>add</td>\n",
" <td>fold</td>\n",
" <td>sprinkl</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
2019-09-19 10:19:35 +02:00
" <td>arrang</td>\n",
" <td>bread</td>\n",
" <td>whip</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>chicken</td>\n",
" <td>debon</td>\n",
" <td>season</td>\n",
" <td>fillet</td>\n",
" <td>bast</td>\n",
" <td>roast</td>\n",
" <td>marin</td>\n",
" <td>put</td>\n",
" <td>strain</td>\n",
" <td>discard</td>\n",
" <td>brais</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>59</th>\n",
" <td>chickpeas</td>\n",
" <td>stir</td>\n",
" <td>drain</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dress</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mash</td>\n",
" <td>simmer</td>\n",
" <td>minc</td>\n",
" <td>parboil</td>\n",
" <td>brais</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>67</th>\n",
" <td>chiles</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" <td>pickl</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spice</td>\n",
" <td>grind</td>\n",
" <td>dice</td>\n",
" <td>season</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>100</th>\n",
" <td>chili</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>pickl</td>\n",
" <td>season</td>\n",
2019-09-19 10:19:35 +02:00
" <td>tast</td>\n",
" <td>spice</td>\n",
" <td>grind</td>\n",
" <td>sprinkl</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>135</th>\n",
" <td>chillies</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pickl</td>\n",
" <td>spice</td>\n",
" <td>grind</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chop</td>\n",
" <td>dice</td>\n",
" <td>garnish</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>101</th>\n",
" <td>chives</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chop</td>\n",
" <td>grate</td>\n",
" <td>garnish</td>\n",
" <td>salt</td>\n",
" <td>pickl</td>\n",
" <td>sprinkl</td>\n",
" <td>dice</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>cilantro</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>garnish</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
" <td>sprinkl</td>\n",
" <td>grate</td>\n",
" <td>dress</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>cinnamon</td>\n",
" <td>sugar</td>\n",
" <td>salt</td>\n",
" <td>flour</td>\n",
" <td>spice</td>\n",
" <td>sprinkl</td>\n",
" <td>add</td>\n",
" <td>beat</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
" <td>brown</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>40</th>\n",
" <td>clove</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>peel</td>\n",
" <td>discard</td>\n",
" <td>put</td>\n",
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
" <td>place</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
" <th>114</th>\n",
" <td>coconut</td>\n",
" <td>sugar</td>\n",
" <td>sweeten</td>\n",
" <td>sour</td>\n",
" <td>spread</td>\n",
" <td>whip</td>\n",
" <td>pour</td>\n",
" <td>beat</td>\n",
" <td>put</td>\n",
" <td>add</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>coriander</td>\n",
" <td>minc</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>grind</td>\n",
" <td>chop</td>\n",
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
" <td>stir</td>\n",
" <td>season</td>\n",
" <td>garnish</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>68</th>\n",
" <td>corn</td>\n",
" <td>add</td>\n",
" <td>sour</td>\n",
" <td>stir</td>\n",
" <td>put</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mix</td>\n",
" <td>pickl</td>\n",
" <td>pour</td>\n",
" <td>place</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>157</th>\n",
" <td>cornflour</td>\n",
" <td>flour</td>\n",
" <td>whisk</td>\n",
" <td>boil</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" <td>beat</td>\n",
" <td>thicken</td>\n",
" <td>warm</td>\n",
" <td>pour</td>\n",
" <td>simmer</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>48</th>\n",
" <td>cornmeal</td>\n",
" <td>flour</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>bake</td>\n",
" <td>sugar</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" <td>batter</td>\n",
" <td>mix</td>\n",
" <td>rub</td>\n",
" <td>sprinkl</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>124</th>\n",
" <td>cotija</td>\n",
" <td>sour</td>\n",
" <td>grate</td>\n",
" <td>dress</td>\n",
2019-09-19 10:19:35 +02:00
" <td>melt</td>\n",
" <td>serv</td>\n",
" <td>pickl</td>\n",
" <td>garnish</td>\n",
" <td>scrambl</td>\n",
" <td>tast</td>\n",
" <td>dice</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>103</th>\n",
" <td>couscous</td>\n",
" <td>simmer</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dress</td>\n",
" <td>steam</td>\n",
" <td>mash</td>\n",
" <td>boil</td>\n",
2019-09-19 10:19:35 +02:00
" <td>brais</td>\n",
" <td>poach</td>\n",
" <td>scrambl</td>\n",
" <td>season</td>\n",
" <td>drain</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>139</th>\n",
" <td>crawfish</td>\n",
" <td>thicken</td>\n",
" <td>gut</td>\n",
" <td>curdl</td>\n",
" <td>debon</td>\n",
" <td>boil</td>\n",
" <td>clarifi</td>\n",
" <td>parboil</td>\n",
" <td>poach</td>\n",
" <td>strain</td>\n",
" <td>buri</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>88</th>\n",
" <td>cream</td>\n",
" <td>melt</td>\n",
" <td>beat</td>\n",
" <td>whip</td>\n",
" <td>sour</td>\n",
" <td>whisk</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mix</td>\n",
" <td>add</td>\n",
" <td>blend</td>\n",
" <td>spread</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>30</th>\n",
" <td>cucumber</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>slice</td>\n",
" <td>arrang</td>\n",
" <td>dress</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>peel</td>\n",
" <td>garnish</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>24</th>\n",
" <td>cumin</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>minc</td>\n",
" <td>spice</td>\n",
" <td>stir</td>\n",
" <td>season</td>\n",
" <td>sprinkl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sugar</td>\n",
" <td>grind</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chop</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>122</th>\n",
" <td>daikon</td>\n",
" <td>parboil</td>\n",
" <td>pickl</td>\n",
" <td>peel</td>\n",
" <td>wash</td>\n",
" <td>rins</td>\n",
" <td>dice</td>\n",
" <td>steam</td>\n",
" <td>boil</td>\n",
" <td>minc</td>\n",
" <td>drain</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>133</th>\n",
" <td>dashi</td>\n",
" <td>boil</td>\n",
" <td>simmer</td>\n",
" <td>strain</td>\n",
" <td>clarifi</td>\n",
" <td>skim</td>\n",
" <td>thicken</td>\n",
" <td>tast</td>\n",
" <td>poach</td>\n",
" <td>slowcook</td>\n",
" <td>parboil</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>153</th>\n",
" <td>dough</td>\n",
" <td>batter</td>\n",
" <td>knead</td>\n",
" <td>rollout</td>\n",
" <td>crumpl</td>\n",
" <td>scoop</td>\n",
" <td>squeez</td>\n",
" <td>bread</td>\n",
" <td>flour</td>\n",
" <td>crack</td>\n",
" <td>spread</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>eggplant</td>\n",
" <td>bread</td>\n",
" <td>parboil</td>\n",
" <td>fillet</td>\n",
" <td>arrang</td>\n",
" <td>peel</td>\n",
" <td>gut</td>\n",
" <td>pickl</td>\n",
" <td>toast</td>\n",
" <td>roast</td>\n",
" <td>squeez</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>7</th>\n",
" <td>eggs</td>\n",
" <td>beat</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>whisk</td>\n",
" <td>mix</td>\n",
" <td>fold</td>\n",
" <td>flour</td>\n",
" <td>sugar</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>salt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>115</th>\n",
" <td>fettucine</td>\n",
" <td>boil</td>\n",
" <td>parboil</td>\n",
" <td>scrambl</td>\n",
" <td>rins</td>\n",
2019-09-19 10:19:35 +02:00
" <td>steam</td>\n",
" <td>drain</td>\n",
2019-09-19 10:19:35 +02:00
" <td>serv</td>\n",
" <td>slowcook</td>\n",
" <td>simmer</td>\n",
" <td>tast</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>13</th>\n",
" <td>flour</td>\n",
" <td>flour</td>\n",
" <td>sugar</td>\n",
" <td>sprinkl</td>\n",
" <td>beat</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" <td>rub</td>\n",
" <td>knead</td>\n",
" <td>spice</td>\n",
" <td>spread</td>\n",
2019-09-19 10:19:35 +02:00
" <td>batter</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>1</th>\n",
" <td>garlic</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" <td>sprinkl</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>pickl</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>74</th>\n",
" <td>ghee</td>\n",
" <td>clarifi</td>\n",
" <td>heat</td>\n",
" <td>fri</td>\n",
" <td>melt</td>\n",
" <td>sugar</td>\n",
" <td>reduc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>warm</td>\n",
" <td>simmer</td>\n",
" <td>stir</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>15</th>\n",
" <td>ginger</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>sugar</td>\n",
" <td>stir</td>\n",
" <td>sprinkl</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spice</td>\n",
" <td>peel</td>\n",
2019-09-19 10:19:35 +02:00
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>138</th>\n",
" <td>gingerroot</td>\n",
" <td>minc</td>\n",
" <td>stir</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cook</td>\n",
" <td>chop</td>\n",
" <td>simmer</td>\n",
" <td>heat</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dice</td>\n",
" <td>fri</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>111</th>\n",
" <td>grits</td>\n",
" <td>scrambl</td>\n",
" <td>boil</td>\n",
" <td>skim</td>\n",
" <td>batter</td>\n",
" <td>crack</td>\n",
" <td>simmer</td>\n",
" <td>poach</td>\n",
" <td>steam</td>\n",
" <td>thicken</td>\n",
" <td>curdl</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>104</th>\n",
" <td>guacamole</td>\n",
" <td>dress</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pickl</td>\n",
" <td>sour</td>\n",
" <td>build</td>\n",
" <td>correct</td>\n",
" <td>tri</td>\n",
" <td>serv</td>\n",
" <td>gut</td>\n",
" <td>slowcook</td>\n",
" <td>grill</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>ham</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>arrang</td>\n",
" <td>buri</td>\n",
" <td>pickl</td>\n",
" <td>slice</td>\n",
" <td>grill</td>\n",
" <td>chop</td>\n",
" <td>roast</td>\n",
" <td>parboil</td>\n",
2019-09-19 10:19:35 +02:00
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>158</th>\n",
" <td>hazelnuts</td>\n",
" <td>sugar</td>\n",
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>toast</td>\n",
" <td>bake</td>\n",
" <td>spread</td>\n",
" <td>sweeten</td>\n",
" <td>flour</td>\n",
" <td>melt</td>\n",
" <td>garnish</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>17</th>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>whisk</td>\n",
2019-09-19 10:19:35 +02:00
" <td>beat</td>\n",
" <td>sweeten</td>\n",
" <td>sour</td>\n",
" <td>mix</td>\n",
" <td>pour</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>147</th>\n",
" <td>ice</td>\n",
" <td>whip</td>\n",
" <td>sweeten</td>\n",
" <td>beat</td>\n",
" <td>batter</td>\n",
" <td>glaze</td>\n",
" <td>chill</td>\n",
" <td>sour</td>\n",
" <td>sugar</td>\n",
" <td>freez</td>\n",
" <td>rollout</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>juice</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dice</td>\n",
" <td>peel</td>\n",
" <td>discard</td>\n",
" <td>slice</td>\n",
" <td>salt</td>\n",
" <td>sugar</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>90</th>\n",
" <td>kalamata</td>\n",
" <td>pickl</td>\n",
" <td>dress</td>\n",
" <td>garnish</td>\n",
" <td>season</td>\n",
" <td>dice</td>\n",
" <td>gut</td>\n",
" <td>sour</td>\n",
" <td>chop</td>\n",
" <td>serv</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" </tr>\n",
" <tr>\n",
" <th>118</th>\n",
" <td>kale</td>\n",
" <td>parboil</td>\n",
" <td>drain</td>\n",
" <td>dress</td>\n",
" <td>stir</td>\n",
" <td>rins</td>\n",
2019-09-19 10:19:35 +02:00
" <td>simmer</td>\n",
" <td>mash</td>\n",
" <td>cook</td>\n",
" <td>steam</td>\n",
2019-09-19 10:19:35 +02:00
" <td>brais</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>45</th>\n",
" <td>ketchup</td>\n",
" <td>add</td>\n",
" <td>sour</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pickl</td>\n",
" <td>sugar</td>\n",
" <td>pour</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>mix</td>\n",
" <td>spice</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>148</th>\n",
" <td>kimchi</td>\n",
" <td>pickl</td>\n",
" <td>parboil</td>\n",
" <td>brais</td>\n",
2019-09-19 10:19:35 +02:00
" <td>scrambl</td>\n",
" <td>dress</td>\n",
" <td>marin</td>\n",
2019-09-19 10:19:35 +02:00
" <td>buri</td>\n",
" <td>squeez</td>\n",
" <td>drain</td>\n",
" <td>strain</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>116</th>\n",
" <td>lard</td>\n",
" <td>clarifi</td>\n",
" <td>heat</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>beat</td>\n",
" <td>fri</td>\n",
" <td>melt</td>\n",
" <td>flour</td>\n",
" <td>whisk</td>\n",
" <td>wipe</td>\n",
" <td>reduc</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>38</th>\n",
" <td>leeks</td>\n",
" <td>dice</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" <td>fri</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>parboil</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cook</td>\n",
" <td>heat</td>\n",
" <td>slice</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>19</th>\n",
" <td>lemon</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sprinkl</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>put</td>\n",
" <td>sugar</td>\n",
" <td>squeez</td>\n",
" <td>garnish</td>\n",
" <td>minc</td>\n",
" <td>grate</td>\n",
" <td>sour</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>54</th>\n",
" <td>lemongrass</td>\n",
" <td>minc</td>\n",
" <td>peel</td>\n",
" <td>discard</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" <td>gut</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chop</td>\n",
" <td>dice</td>\n",
" <td>spice</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>112</th>\n",
" <td>lettuce</td>\n",
" <td>arrang</td>\n",
2019-09-19 10:19:35 +02:00
" <td>slice</td>\n",
" <td>dress</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dice</td>\n",
" <td>garnish</td>\n",
" <td>cut</td>\n",
" <td>chop</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" <td>pickl</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>14</th>\n",
" <td>lime</td>\n",
" <td>garnish</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>squeez</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sprinkl</td>\n",
" <td>put</td>\n",
" <td>pickl</td>\n",
" <td>peel</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pour</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>81</th>\n",
" <td>linguine</td>\n",
" <td>boil</td>\n",
" <td>simmer</td>\n",
" <td>drain</td>\n",
" <td>scrambl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>parboil</td>\n",
" <td>stir</td>\n",
" <td>cook</td>\n",
" <td>thicken</td>\n",
" <td>rins</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>79</th>\n",
" <td>mango</td>\n",
" <td>garnish</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>arrang</td>\n",
" <td>peel</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>put</td>\n",
" <td>squeez</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>95</th>\n",
" <td>margarine</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>melt</td>\n",
" <td>beat</td>\n",
" <td>clarifi</td>\n",
" <td>mix</td>\n",
" <td>flour</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>sour</td>\n",
" <td>whisk</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>155</th>\n",
" <td>marjoram</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>chop</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sprinkl</td>\n",
" <td>tast</td>\n",
" <td>grind</td>\n",
" <td>discard</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>121</th>\n",
" <td>mascarpone</td>\n",
" <td>whip</td>\n",
" <td>sour</td>\n",
" <td>beat</td>\n",
" <td>spread</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spoon</td>\n",
" <td>melt</td>\n",
" <td>fold</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
" <td>blend</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>31</th>\n",
" <td>mayonaise</td>\n",
" <td>dress</td>\n",
" <td>sour</td>\n",
" <td>mix</td>\n",
" <td>curdl</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>blend</td>\n",
" <td>mash</td>\n",
" <td>tast</td>\n",
" <td>season</td>\n",
" <td>scrambl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>128</th>\n",
" <td>meat</td>\n",
" <td>carv</td>\n",
" <td>buri</td>\n",
" <td>bast</td>\n",
" <td>fillet</td>\n",
" <td>discard</td>\n",
" <td>debon</td>\n",
" <td>roast</td>\n",
" <td>pull</td>\n",
" <td>fri</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>milk</td>\n",
" <td>sour</td>\n",
" <td>add</td>\n",
" <td>beat</td>\n",
" <td>sugar</td>\n",
" <td>whisk</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>flour</td>\n",
" <td>pour</td>\n",
" <td>salt</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>123</th>\n",
" <td>mint</td>\n",
" <td>minc</td>\n",
" <td>garnish</td>\n",
" <td>chop</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sprinkl</td>\n",
" <td>pickl</td>\n",
" <td>salt</td>\n",
" <td>peel</td>\n",
" <td>squeez</td>\n",
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>39</th>\n",
" <td>mirin</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>boil</td>\n",
" <td>simmer</td>\n",
" <td>sugar</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>heat</td>\n",
" <td>stir</td>\n",
" <td>whisk</td>\n",
2019-09-19 10:19:35 +02:00
" <td>tast</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>154</th>\n",
" <td>molasses</td>\n",
" <td>sugar</td>\n",
" <td>beat</td>\n",
" <td>whisk</td>\n",
" <td>salt</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pour</td>\n",
" <td>blend</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>33</th>\n",
" <td>mushrooms</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>cook</td>\n",
" <td>arrang</td>\n",
" <td>fri</td>\n",
" <td>discard</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>113</th>\n",
" <td>mussels</td>\n",
" <td>fillet</td>\n",
" <td>strain</td>\n",
" <td>simmer</td>\n",
2019-09-19 10:19:35 +02:00
" <td>poach</td>\n",
" <td>boil</td>\n",
" <td>steam</td>\n",
" <td>thicken</td>\n",
" <td>reduc</td>\n",
" <td>brais</td>\n",
" <td>heat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>141</th>\n",
" <td>mustard</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>season</td>\n",
" <td>minc</td>\n",
" <td>sprinkl</td>\n",
" <td>sugar</td>\n",
" <td>spice</td>\n",
" <td>rub</td>\n",
" <td>pickl</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>noodles</td>\n",
" <td>scrambl</td>\n",
" <td>parboil</td>\n",
" <td>curdl</td>\n",
" <td>poach</td>\n",
" <td>boil</td>\n",
" <td>steam</td>\n",
" <td>thicken</td>\n",
" <td>rins</td>\n",
" <td>pour</td>\n",
" <td>spoon</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>83</th>\n",
" <td>nutmeg</td>\n",
" <td>salt</td>\n",
" <td>sugar</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sprinkl</td>\n",
" <td>mix</td>\n",
" <td>beat</td>\n",
" <td>tast</td>\n",
" <td>stir</td>\n",
" <td>flour</td>\n",
" <td>whisk</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>11</th>\n",
" <td>oil</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>fri</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sugar</td>\n",
" <td>heat</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>roast</td>\n",
" <td>clarifi</td>\n",
2019-09-19 10:19:35 +02:00
" <td>grate</td>\n",
" <td>chop</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>78</th>\n",
" <td>okra</td>\n",
" <td>parboil</td>\n",
" <td>drain</td>\n",
" <td>dice</td>\n",
" <td>steam</td>\n",
" <td>gut</td>\n",
" <td>pickl</td>\n",
" <td>rins</td>\n",
" <td>fri</td>\n",
" <td>boil</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>119</th>\n",
" <td>olives</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>grate</td>\n",
" <td>sprinkl</td>\n",
" <td>salt</td>\n",
" <td>dress</td>\n",
" <td>chop</td>\n",
" <td>fri</td>\n",
" <td>put</td>\n",
" <td>heat</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>2</th>\n",
" <td>onions</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dice</td>\n",
" <td>stir</td>\n",
" <td>chop</td>\n",
" <td>pickl</td>\n",
" <td>arrang</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>slice</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>52</th>\n",
" <td>orange</td>\n",
" <td>add</td>\n",
" <td>peel</td>\n",
" <td>garnish</td>\n",
" <td>sugar</td>\n",
" <td>put</td>\n",
" <td>arrang</td>\n",
2019-09-19 10:19:35 +02:00
" <td>squeez</td>\n",
" <td>sprinkl</td>\n",
" <td>discard</td>\n",
" <td>pour</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>46</th>\n",
" <td>oregano</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>sprinkl</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chop</td>\n",
" <td>spice</td>\n",
" <td>grind</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>110</th>\n",
" <td>pancetta</td>\n",
" <td>fri</td>\n",
" <td>cook</td>\n",
" <td>minc</td>\n",
" <td>heat</td>\n",
" <td>dice</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>drain</td>\n",
" <td>wipe</td>\n",
" <td>chop</td>\n",
" <td>toast</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>150</th>\n",
" <td>paneer</td>\n",
" <td>scrambl</td>\n",
" <td>debon</td>\n",
" <td>tri</td>\n",
" <td>crumpl</td>\n",
" <td>parboil</td>\n",
2019-09-19 10:19:35 +02:00
" <td>bread</td>\n",
" <td>knead</td>\n",
" <td>steam</td>\n",
2019-09-19 10:19:35 +02:00
" <td>fri</td>\n",
" <td>thaw</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>20</th>\n",
" <td>paprika</td>\n",
" <td>salt</td>\n",
" <td>season</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>minc</td>\n",
" <td>spice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>tast</td>\n",
" <td>sugar</td>\n",
" <td>grind</td>\n",
2019-09-19 10:19:35 +02:00
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>58</th>\n",
" <td>parsley</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>sprinkl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" <td>season</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>garnish</td>\n",
" <td>dice</td>\n",
" <td>grate</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>72</th>\n",
" <td>pasta</td>\n",
" <td>boil</td>\n",
2019-09-19 10:19:35 +02:00
" <td>thicken</td>\n",
" <td>cover</td>\n",
" <td>simmer</td>\n",
" <td>drain</td>\n",
2019-09-19 10:19:35 +02:00
" <td>parboil</td>\n",
" <td>steam</td>\n",
" <td>dress</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>scrambl</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>80</th>\n",
" <td>peaches</td>\n",
" <td>macer</td>\n",
" <td>sweeten</td>\n",
" <td>whip</td>\n",
" <td>peel</td>\n",
" <td>spoon</td>\n",
" <td>arrang</td>\n",
" <td>garnish</td>\n",
2019-09-19 10:19:35 +02:00
" <td>squeez</td>\n",
" <td>pour</td>\n",
" <td>spread</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>53</th>\n",
" <td>peanuts</td>\n",
" <td>melt</td>\n",
" <td>sugar</td>\n",
" <td>clarifi</td>\n",
" <td>beat</td>\n",
" <td>put</td>\n",
" <td>spread</td>\n",
2019-09-19 10:19:35 +02:00
" <td>heat</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sweeten</td>\n",
" <td>pour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>109</th>\n",
" <td>peas</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>stir</td>\n",
" <td>parboil</td>\n",
" <td>drain</td>\n",
" <td>rins</td>\n",
" <td>simmer</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>steam</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>120</th>\n",
" <td>pecans</td>\n",
" <td>sprinkl</td>\n",
" <td>spread</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>toast</td>\n",
" <td>fold</td>\n",
" <td>melt</td>\n",
" <td>sweeten</td>\n",
2019-09-19 10:19:35 +02:00
" <td>place</td>\n",
" <td>garnish</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>143</th>\n",
" <td>penne</td>\n",
" <td>boil</td>\n",
" <td>parboil</td>\n",
" <td>drain</td>\n",
2019-09-19 10:19:35 +02:00
" <td>scrambl</td>\n",
" <td>simmer</td>\n",
" <td>tast</td>\n",
" <td>thicken</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>slowcook</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>6</th>\n",
" <td>pepper</td>\n",
" <td>season</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>salt</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>tast</td>\n",
" <td>dice</td>\n",
" <td>pickl</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>126</th>\n",
" <td>peppercorns</td>\n",
" <td>minc</td>\n",
" <td>salt</td>\n",
" <td>spice</td>\n",
" <td>season</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>grind</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>discard</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>134</th>\n",
" <td>pesto</td>\n",
" <td>dress</td>\n",
" <td>spread</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>spoon</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sour</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chop</td>\n",
" <td>brush</td>\n",
" <td>sprinkl</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>129</th>\n",
" <td>pimentos</td>\n",
" <td>pickl</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dice</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sour</td>\n",
" <td>chop</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>put</td>\n",
" <td>season</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>132</th>\n",
" <td>pineapple</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>arrang</td>\n",
" <td>garnish</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>discard</td>\n",
" <td>dice</td>\n",
" <td>peel</td>\n",
" <td>pour</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>62</th>\n",
" <td>pinenuts</td>\n",
" <td>toast</td>\n",
" <td>blend</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" <td>bread</td>\n",
" <td>dress</td>\n",
" <td>mix</td>\n",
" <td>scrambl</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>127</th>\n",
" <td>polenta</td>\n",
" <td>batter</td>\n",
" <td>bread</td>\n",
" <td>scrambl</td>\n",
" <td>serv</td>\n",
" <td>toast</td>\n",
" <td>glaze</td>\n",
" <td>clarifi</td>\n",
" <td>rollout</td>\n",
" <td>flour</td>\n",
" <td>carv</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>65</th>\n",
" <td>pork</td>\n",
" <td>debon</td>\n",
" <td>carv</td>\n",
" <td>buri</td>\n",
" <td>roast</td>\n",
2019-09-19 10:19:35 +02:00
" <td>brais</td>\n",
" <td>grill</td>\n",
" <td>bast</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>marin</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>26</th>\n",
" <td>potatoes</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>parboil</td>\n",
" <td>mash</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>minc</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>peel</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>steam</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>73</th>\n",
" <td>prosciutto</td>\n",
" <td>arrang</td>\n",
" <td>bread</td>\n",
2019-09-19 10:19:35 +02:00
" <td>slice</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>cut</td>\n",
" <td>toast</td>\n",
" <td>minc</td>\n",
" <td>garnish</td>\n",
" <td>fillet</td>\n",
2019-09-19 10:19:35 +02:00
" </tr>\n",
" <tr>\n",
" <th>142</th>\n",
" <td>quinoa</td>\n",
" <td>simmer</td>\n",
" <td>stir</td>\n",
" <td>drain</td>\n",
" <td>boil</td>\n",
" <td>thicken</td>\n",
" <td>rins</td>\n",
2019-09-19 10:19:35 +02:00
" <td>poach</td>\n",
" <td>steep</td>\n",
" <td>parboil</td>\n",
" <td>mash</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>70</th>\n",
" <td>radishes</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>slice</td>\n",
" <td>parboil</td>\n",
" <td>arrang</td>\n",
2019-09-19 10:19:35 +02:00
" <td>minc</td>\n",
" <td>garnish</td>\n",
" <td>peel</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>raisins</td>\n",
" <td>add</td>\n",
" <td>stir</td>\n",
" <td>sugar</td>\n",
" <td>mix</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>grind</td>\n",
" <td>soak</td>\n",
" <td>put</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pour</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>42</th>\n",
" <td>rice</td>\n",
" <td>stir</td>\n",
" <td>steam</td>\n",
" <td>sugar</td>\n",
" <td>scorch</td>\n",
" <td>simmer</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" <td>boil</td>\n",
" <td>season</td>\n",
" <td>cook</td>\n",
" <td>drain</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>156</th>\n",
" <td>ricotta</td>\n",
" <td>sour</td>\n",
" <td>spread</td>\n",
" <td>spoon</td>\n",
2019-09-19 10:19:35 +02:00
" <td>grate</td>\n",
" <td>fold</td>\n",
" <td>sprinkl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>beat</td>\n",
" <td>whip</td>\n",
" <td>mix</td>\n",
" <td>pour</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>146</th>\n",
" <td>rosemary</td>\n",
" <td>minc</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>season</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>rub</td>\n",
" <td>spice</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>93</th>\n",
" <td>saffron</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>simmer</td>\n",
" <td>stir</td>\n",
" <td>spice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>boil</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sugar</td>\n",
" <td>strain</td>\n",
" <td>whisk</td>\n",
" <td>steep</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>57</th>\n",
" <td>sake</td>\n",
" <td>boil</td>\n",
" <td>tast</td>\n",
" <td>salt</td>\n",
" <td>simmer</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sugar</td>\n",
" <td>add</td>\n",
" <td>heat</td>\n",
" <td>clarifi</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>parboil</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>22</th>\n",
" <td>salsa</td>\n",
" <td>dress</td>\n",
" <td>dice</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sour</td>\n",
" <td>garnish</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>arrang</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" <td>season</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>0</th>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>grind</td>\n",
" <td>rub</td>\n",
2019-09-19 10:19:35 +02:00
" <td>minc</td>\n",
" <td>mix</td>\n",
2019-09-19 10:19:35 +02:00
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>49</th>\n",
" <td>sauce</td>\n",
" <td>dress</td>\n",
" <td>add</td>\n",
" <td>glaze</td>\n",
" <td>minc</td>\n",
" <td>pour</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chop</td>\n",
" <td>season</td>\n",
" <td>simmer</td>\n",
2019-09-19 10:19:35 +02:00
" <td>dice</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>105</th>\n",
" <td>sausages</td>\n",
" <td>fri</td>\n",
" <td>dice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cook</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>scrambl</td>\n",
" <td>grill</td>\n",
" <td>chop</td>\n",
" <td>buri</td>\n",
" <td>stir</td>\n",
" <td>break</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>12</th>\n",
" <td>scallions</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chop</td>\n",
" <td>dice</td>\n",
" <td>arrang</td>\n",
" <td>stir</td>\n",
" <td>pickl</td>\n",
" <td>slice</td>\n",
" <td>grate</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>125</th>\n",
" <td>seasoning</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>tast</td>\n",
" <td>marin</td>\n",
" <td>dress</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>136</th>\n",
" <td>seeds</td>\n",
" <td>gut</td>\n",
" <td>spice</td>\n",
" <td>peel</td>\n",
" <td>salt</td>\n",
" <td>discard</td>\n",
" <td>grind</td>\n",
" <td>minc</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chop</td>\n",
" <td>toast</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>16</th>\n",
" <td>shallots</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>stir</td>\n",
" <td>chop</td>\n",
" <td>dice</td>\n",
" <td>fri</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>discard</td>\n",
" <td>heat</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>shiitake</td>\n",
" <td>parboil</td>\n",
2019-09-19 10:19:35 +02:00
" <td>wipe</td>\n",
" <td>minc</td>\n",
" <td>rins</td>\n",
" <td>add</td>\n",
" <td>steam</td>\n",
" <td>soak</td>\n",
" <td>drain</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chop</td>\n",
" <td>wash</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>92</th>\n",
" <td>shortening</td>\n",
" <td>beat</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>flour</td>\n",
" <td>melt</td>\n",
" <td>whisk</td>\n",
2019-09-19 10:19:35 +02:00
" <td>clarifi</td>\n",
" <td>mix</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sour</td>\n",
" <td>blend</td>\n",
2019-09-19 10:19:35 +02:00
" <td>whip</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>25</th>\n",
" <td>shrimp</td>\n",
" <td>fillet</td>\n",
" <td>fri</td>\n",
2019-09-19 10:19:35 +02:00
" <td>marin</td>\n",
" <td>grill</td>\n",
" <td>cook</td>\n",
" <td>season</td>\n",
" <td>broil</td>\n",
" <td>parboil</td>\n",
" <td>bast</td>\n",
" <td>arrang</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>55</th>\n",
" <td>spaghetti</td>\n",
" <td>boil</td>\n",
" <td>thicken</td>\n",
" <td>simmer</td>\n",
" <td>reduc</td>\n",
" <td>season</td>\n",
" <td>cover</td>\n",
" <td>scrambl</td>\n",
" <td>spoon</td>\n",
" <td>curdl</td>\n",
" <td>lower</td>\n",
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>spices</td>\n",
" <td>spice</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>add</td>\n",
" <td>mix</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>flour</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sprinkl</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>51</th>\n",
" <td>spinach</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>dice</td>\n",
" <td>stir</td>\n",
" <td>rins</td>\n",
" <td>arrang</td>\n",
" <td>chop</td>\n",
" <td>drain</td>\n",
" <td>mash</td>\n",
" <td>dress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>strawberries</td>\n",
" <td>whip</td>\n",
" <td>sweeten</td>\n",
" <td>macer</td>\n",
" <td>garnish</td>\n",
" <td>spread</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spoon</td>\n",
" <td>squeez</td>\n",
" <td>fold</td>\n",
" <td>freez</td>\n",
" <td>peel</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>4</th>\n",
" <td>sugar</td>\n",
" <td>sugar</td>\n",
" <td>beat</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>whisk</td>\n",
" <td>flour</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
2019-09-19 10:19:35 +02:00
" <td>melt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>130</th>\n",
" <td>tequila</td>\n",
" <td>sweeten</td>\n",
" <td>sugar</td>\n",
" <td>tast</td>\n",
" <td>sour</td>\n",
" <td>strain</td>\n",
" <td>blend</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pour</td>\n",
" <td>whisk</td>\n",
" <td>heat</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>60</th>\n",
" <td>thyme</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>salt</td>\n",
" <td>chop</td>\n",
" <td>stir</td>\n",
" <td>sprinkl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>season</td>\n",
" <td>spice</td>\n",
" <td>grate</td>\n",
" <td>grind</td>\n",
2019-09-19 10:19:35 +02:00
" </tr>\n",
" <tr>\n",
" <th>131</th>\n",
" <td>tofu</td>\n",
" <td>wipe</td>\n",
" <td>bread</td>\n",
" <td>scrambl</td>\n",
" <td>fri</td>\n",
" <td>marin</td>\n",
" <td>fillet</td>\n",
" <td>parboil</td>\n",
" <td>rins</td>\n",
" <td>break</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>tomatillos</td>\n",
" <td>minc</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>gut</td>\n",
" <td>peel</td>\n",
" <td>reduc</td>\n",
" <td>strain</td>\n",
" <td>squeez</td>\n",
" <td>discard</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pickl</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>8</th>\n",
" <td>tomatoes</td>\n",
" <td>add</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
" <td>minc</td>\n",
" <td>stir</td>\n",
" <td>arrang</td>\n",
" <td>discard</td>\n",
" <td>garnish</td>\n",
" <td>pour</td>\n",
" <td>peel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>tortillas</td>\n",
" <td>bread</td>\n",
" <td>fillet</td>\n",
" <td>crumpl</td>\n",
" <td>spread</td>\n",
" <td>fold</td>\n",
2019-09-19 10:19:35 +02:00
" <td>batter</td>\n",
" <td>place</td>\n",
" <td>arrang</td>\n",
" <td>build</td>\n",
" <td>scrambl</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>32</th>\n",
" <td>tumeric</td>\n",
" <td>salt</td>\n",
2019-09-19 10:19:35 +02:00
" <td>stir</td>\n",
" <td>tast</td>\n",
" <td>spice</td>\n",
" <td>grind</td>\n",
" <td>season</td>\n",
" <td>add</td>\n",
" <td>mash</td>\n",
" <td>mix</td>\n",
" <td>simmer</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>140</th>\n",
" <td>turnips</td>\n",
" <td>parboil</td>\n",
" <td>dice</td>\n",
" <td>pickl</td>\n",
" <td>brais</td>\n",
" <td>buri</td>\n",
" <td>chop</td>\n",
" <td>peel</td>\n",
" <td>minc</td>\n",
" <td>slice</td>\n",
" <td>mash</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>vanilla</td>\n",
" <td>beat</td>\n",
" <td>sugar</td>\n",
" <td>sweeten</td>\n",
2019-09-19 10:19:35 +02:00
" <td>whisk</td>\n",
" <td>whip</td>\n",
" <td>mix</td>\n",
" <td>add</td>\n",
" <td>blend</td>\n",
" <td>sour</td>\n",
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>91</th>\n",
" <td>vegetables</td>\n",
" <td>bast</td>\n",
" <td>heat</td>\n",
" <td>season</td>\n",
" <td>cook</td>\n",
" <td>add</td>\n",
2019-09-19 10:19:35 +02:00
" <td>strain</td>\n",
" <td>spice</td>\n",
" <td>fri</td>\n",
" <td>wipe</td>\n",
" <td>stir</td>\n",
2019-09-19 10:19:35 +02:00
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>vinegar</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sugar</td>\n",
" <td>stir</td>\n",
" <td>pickl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>tast</td>\n",
" <td>season</td>\n",
" <td>pour</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>145</th>\n",
" <td>walnuts</td>\n",
" <td>sprinkl</td>\n",
" <td>spread</td>\n",
" <td>add</td>\n",
" <td>minc</td>\n",
" <td>put</td>\n",
" <td>sugar</td>\n",
" <td>toast</td>\n",
" <td>garnish</td>\n",
" <td>mix</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>water</td>\n",
" <td>boil</td>\n",
" <td>add</td>\n",
" <td>sugar</td>\n",
" <td>salt</td>\n",
" <td>pour</td>\n",
" <td>flour</td>\n",
" <td>stir</td>\n",
" <td>soak</td>\n",
" <td>steam</td>\n",
" <td>grate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>151</th>\n",
" <td>watercress</td>\n",
" <td>chop</td>\n",
" <td>dress</td>\n",
" <td>arrang</td>\n",
" <td>dice</td>\n",
" <td>slice</td>\n",
" <td>minc</td>\n",
" <td>garnish</td>\n",
" <td>pickl</td>\n",
" <td>add</td>\n",
" <td>serv</td>\n",
" </tr>\n",
" <tr>\n",
" <th>149</th>\n",
" <td>yeast</td>\n",
" <td>beat</td>\n",
" <td>flour</td>\n",
" <td>knead</td>\n",
" <td>sugar</td>\n",
" <td>whisk</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
" <td>salt</td>\n",
" <td>blend</td>\n",
" <td>steep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>yoghurt</td>\n",
" <td>sour</td>\n",
" <td>mix</td>\n",
" <td>blend</td>\n",
" <td>sweeten</td>\n",
" <td>mash</td>\n",
" <td>whisk</td>\n",
" <td>whip</td>\n",
" <td>beat</td>\n",
" <td>curdl</td>\n",
" <td>thicken</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>zucchini</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>arrang</td>\n",
" <td>parboil</td>\n",
" <td>chop</td>\n",
2019-09-19 10:19:35 +02:00
" <td>peel</td>\n",
" <td>minc</td>\n",
" <td>stir</td>\n",
" <td>place</td>\n",
" <td>slice</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
2019-05-15 15:13:55 +02:00
"execution_count": 15,
"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",
2019-05-15 15:13:55 +02:00
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Target</th>\n",
" <th>#1</th>\n",
" <th>#2</th>\n",
" <th>#3</th>\n",
" <th>#4</th>\n",
" <th>#5</th>\n",
" <th>#6</th>\n",
" <th>#7</th>\n",
" <th>#8</th>\n",
" <th>#9</th>\n",
" <th>#10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>add</td>\n",
" <td>add</td>\n",
" <td>put</td>\n",
" <td>stir</td>\n",
" <td>sprinkl</td>\n",
" <td>place</td>\n",
" <td>pour</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>arrang</td>\n",
" <td>dice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>adjust</td>\n",
" <td>adjust</td>\n",
" <td>correct</td>\n",
" <td>reduc</td>\n",
" <td>lower</td>\n",
" <td>check</td>\n",
" <td>tast</td>\n",
" <td>salt</td>\n",
" <td>stir</td>\n",
" <td>simmer</td>\n",
" <td>skim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>arrange</td>\n",
" <td>arrang</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>cut</td>\n",
" <td>spread</td>\n",
" <td>slice</td>\n",
" <td>sprinkl</td>\n",
" <td>add</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>bake</td>\n",
" <td>bake</td>\n",
" <td>roast</td>\n",
" <td>place</td>\n",
" <td>broil</td>\n",
" <td>rollup</td>\n",
" <td>sprinkl</td>\n",
" <td>rollout</td>\n",
" <td>put</td>\n",
" <td>flour</td>\n",
" <td>set</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>baste</td>\n",
" <td>bast</td>\n",
" <td>brush</td>\n",
" <td>brais</td>\n",
" <td>marin</td>\n",
" <td>glaze</td>\n",
" <td>carv</td>\n",
" <td>grill</td>\n",
" <td>rub</td>\n",
" <td>broil</td>\n",
" <td>skim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>batter</td>\n",
" <td>batter</td>\n",
" <td>glaze</td>\n",
" <td>spread</td>\n",
" <td>flour</td>\n",
" <td>spoon</td>\n",
" <td>scoop</td>\n",
" <td>whip</td>\n",
" <td>pour</td>\n",
" <td>melt</td>\n",
" <td>knead</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>beat</td>\n",
" <td>beat</td>\n",
" <td>whisk</td>\n",
" <td>blend</td>\n",
" <td>whip</td>\n",
" <td>mix</td>\n",
" <td>sugar</td>\n",
" <td>sour</td>\n",
" <td>stir</td>\n",
" <td>knead</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>blend</td>\n",
" <td>blend</td>\n",
" <td>mix</td>\n",
" <td>beat</td>\n",
" <td>whisk</td>\n",
" <td>stir</td>\n",
" <td>add</td>\n",
" <td>mash</td>\n",
" <td>sour</td>\n",
" <td>chill</td>\n",
" <td>sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>boil</td>\n",
" <td>boil</td>\n",
" <td>simmer</td>\n",
" <td>steam</td>\n",
" <td>cook</td>\n",
" <td>thicken</td>\n",
" <td>heat</td>\n",
" <td>stir</td>\n",
" <td>parboil</td>\n",
" <td>reduc</td>\n",
" <td>poach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>braise</td>\n",
" <td>brais</td>\n",
" <td>poach</td>\n",
" <td>roast</td>\n",
" <td>simmer</td>\n",
" <td>bast</td>\n",
" <td>marin</td>\n",
" <td>carv</td>\n",
" <td>cook</td>\n",
" <td>reduc</td>\n",
" <td>remov</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>bread</td>\n",
" <td>bread</td>\n",
" <td>toast</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>fold</td>\n",
" <td>brush</td>\n",
" <td>arrang</td>\n",
" <td>sprinkl</td>\n",
" <td>cut</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>10</th>\n",
" <td>break</td>\n",
" <td>break</td>\n",
" <td>pull</td>\n",
" <td>mash</td>\n",
" <td>scrambl</td>\n",
" <td>cut</td>\n",
" <td>add</td>\n",
" <td>put</td>\n",
" <td>stir</td>\n",
" <td>dice</td>\n",
" <td>crack</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>broil</td>\n",
" <td>broil</td>\n",
" <td>grill</td>\n",
" <td>arrang</td>\n",
" <td>toast</td>\n",
" <td>cook</td>\n",
" <td>slice</td>\n",
" <td>roast</td>\n",
" <td>bast</td>\n",
" <td>fri</td>\n",
" <td>fillet</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>brown</td>\n",
" <td>brown</td>\n",
" <td>burn</td>\n",
" <td>sprinkl</td>\n",
" <td>scorch</td>\n",
" <td>melt</td>\n",
" <td>salt</td>\n",
" <td>toast</td>\n",
" <td>fri</td>\n",
" <td>flour</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>brush</td>\n",
" <td>brush</td>\n",
" <td>bast</td>\n",
" <td>sprinkl</td>\n",
" <td>rub</td>\n",
" <td>arrang</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" <td>fold</td>\n",
" <td>cut</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>build</td>\n",
" <td>build</td>\n",
" <td>rollout</td>\n",
" <td>garnish</td>\n",
" <td>serv</td>\n",
" <td>prepar</td>\n",
" <td>pickl</td>\n",
" <td>open</td>\n",
" <td>freez</td>\n",
" <td>crack</td>\n",
" <td>grill</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>burn</td>\n",
" <td>burn</td>\n",
" <td>scorch</td>\n",
" <td>brown</td>\n",
" <td>melt</td>\n",
" <td>curdl</td>\n",
" <td>toast</td>\n",
" <td>broil</td>\n",
" <td>break</td>\n",
" <td>grill</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>bury</td>\n",
" <td>buri</td>\n",
" <td>parboil</td>\n",
" <td>chop</td>\n",
" <td>arrang</td>\n",
" <td>cut</td>\n",
" <td>pickl</td>\n",
" <td>rins</td>\n",
" <td>mash</td>\n",
" <td>gut</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>carve</td>\n",
" <td>carv</td>\n",
" <td>debon</td>\n",
" <td>cut</td>\n",
" <td>brais</td>\n",
" <td>bast</td>\n",
" <td>roast</td>\n",
" <td>gut</td>\n",
" <td>pull</td>\n",
" <td>grill</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>check</td>\n",
" <td>check</td>\n",
" <td>adjust</td>\n",
" <td>correct</td>\n",
" <td>bast</td>\n",
" <td>tast</td>\n",
" <td>stir</td>\n",
" <td>skim</td>\n",
" <td>remov</td>\n",
" <td>pull</td>\n",
" <td>buri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>chill</td>\n",
" <td>chill</td>\n",
" <td>refriger</td>\n",
" <td>freez</td>\n",
" <td>cool</td>\n",
" <td>blend</td>\n",
" <td>thaw</td>\n",
" <td>marin</td>\n",
" <td>mix</td>\n",
" <td>knead</td>\n",
" <td>prepar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>chop</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>slice</td>\n",
" <td>arrang</td>\n",
" <td>grind</td>\n",
" <td>cut</td>\n",
" <td>grate</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>clarify</td>\n",
" <td>clarifi</td>\n",
" <td>melt</td>\n",
" <td>heat</td>\n",
" <td>reduc</td>\n",
" <td>sugar</td>\n",
" <td>fri</td>\n",
" <td>brais</td>\n",
" <td>beat</td>\n",
" <td>lower</td>\n",
" <td>bast</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>close</td>\n",
" <td>close</td>\n",
" <td>open</td>\n",
" <td>pull</td>\n",
" <td>cover</td>\n",
" <td>remov</td>\n",
" <td>squeez</td>\n",
" <td>grill</td>\n",
" <td>fold</td>\n",
" <td>crumpl</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>cook</td>\n",
" <td>cook</td>\n",
" <td>fri</td>\n",
" <td>simmer</td>\n",
" <td>heat</td>\n",
" <td>stir</td>\n",
" <td>grill</td>\n",
" <td>boil</td>\n",
" <td>add</td>\n",
" <td>broil</td>\n",
" <td>brais</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>cool</td>\n",
" <td>cool</td>\n",
" <td>thaw</td>\n",
" <td>chill</td>\n",
" <td>remov</td>\n",
" <td>warm</td>\n",
" <td>set</td>\n",
" <td>refriger</td>\n",
" <td>soak</td>\n",
" <td>macer</td>\n",
" <td>freez</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>correct</td>\n",
" <td>correct</td>\n",
" <td>adjust</td>\n",
" <td>check</td>\n",
" <td>tast</td>\n",
" <td>salt</td>\n",
" <td>reduc</td>\n",
" <td>flour</td>\n",
" <td>skim</td>\n",
" <td>sour</td>\n",
" <td>rollout</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>cover</td>\n",
" <td>cover</td>\n",
" <td>place</td>\n",
" <td>set</td>\n",
" <td>put</td>\n",
" <td>simmer</td>\n",
" <td>boil</td>\n",
" <td>wipe</td>\n",
" <td>prepar</td>\n",
" <td>pour</td>\n",
" <td>cook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>crack</td>\n",
" <td>crack</td>\n",
" <td>scrambl</td>\n",
" <td>break</td>\n",
" <td>curdl</td>\n",
" <td>grind</td>\n",
" <td>salt</td>\n",
" <td>set</td>\n",
" <td>open</td>\n",
" <td>pull</td>\n",
" <td>bread</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>crumple</td>\n",
" <td>crumpl</td>\n",
" <td>fold</td>\n",
" <td>rollout</td>\n",
" <td>cut</td>\n",
" <td>arrang</td>\n",
" <td>squeez</td>\n",
" <td>open</td>\n",
" <td>bread</td>\n",
" <td>buri</td>\n",
" <td>pull</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>curdle</td>\n",
" <td>curdl</td>\n",
" <td>scorch</td>\n",
" <td>thicken</td>\n",
" <td>scrambl</td>\n",
" <td>burn</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" <td>crack</td>\n",
" <td>sour</td>\n",
" <td>skim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>cut</td>\n",
" <td>cut</td>\n",
" <td>slice</td>\n",
" <td>arrang</td>\n",
" <td>dice</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>chop</td>\n",
" <td>fold</td>\n",
" <td>spread</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>debone</td>\n",
" <td>debon</td>\n",
" <td>carv</td>\n",
" <td>gut</td>\n",
" <td>rins</td>\n",
" <td>marin</td>\n",
" <td>poach</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>bast</td>\n",
" <td>fillet</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>dice</td>\n",
" <td>dice</td>\n",
" <td>chop</td>\n",
" <td>slice</td>\n",
" <td>minc</td>\n",
" <td>cut</td>\n",
" <td>add</td>\n",
" <td>arrang</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" <td>mash</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>discard</td>\n",
" <td>discard</td>\n",
" <td>add</td>\n",
" <td>strain</td>\n",
" <td>remov</td>\n",
" <td>squeez</td>\n",
" <td>peel</td>\n",
" <td>put</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>dice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>drain</td>\n",
" <td>drain</td>\n",
" <td>rins</td>\n",
" <td>strain</td>\n",
" <td>soak</td>\n",
" <td>parboil</td>\n",
" <td>remov</td>\n",
" <td>wash</td>\n",
" <td>discard</td>\n",
" <td>add</td>\n",
" <td>marin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>dress</td>\n",
" <td>dress</td>\n",
" <td>season</td>\n",
" <td>chop</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
" <td>glaze</td>\n",
" <td>marin</td>\n",
" <td>minc</td>\n",
" <td>arrang</td>\n",
" <td>grate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>fillet</td>\n",
" <td>fillet</td>\n",
" <td>season</td>\n",
" <td>grill</td>\n",
" <td>broil</td>\n",
" <td>brush</td>\n",
" <td>rub</td>\n",
" <td>gut</td>\n",
" <td>debon</td>\n",
" <td>marin</td>\n",
" <td>wipe</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>flour</td>\n",
" <td>flour</td>\n",
" <td>sugar</td>\n",
" <td>sprinkl</td>\n",
" <td>beat</td>\n",
" <td>salt</td>\n",
" <td>rub</td>\n",
" <td>knead</td>\n",
" <td>spice</td>\n",
" <td>spread</td>\n",
" <td>batter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>fold</td>\n",
" <td>fold</td>\n",
" <td>spread</td>\n",
" <td>sprinkl</td>\n",
" <td>arrang</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>add</td>\n",
" <td>cut</td>\n",
" <td>mix</td>\n",
" <td>brush</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>freeze</td>\n",
" <td>freez</td>\n",
" <td>refriger</td>\n",
" <td>chill</td>\n",
" <td>thaw</td>\n",
" <td>cool</td>\n",
" <td>marin</td>\n",
" <td>knead</td>\n",
" <td>rollout</td>\n",
" <td>steep</td>\n",
" <td>macer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>fry</td>\n",
" <td>fri</td>\n",
" <td>cook</td>\n",
" <td>grill</td>\n",
" <td>heat</td>\n",
" <td>roast</td>\n",
" <td>minc</td>\n",
" <td>scrambl</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>garnish</td>\n",
" <td>garnish</td>\n",
" <td>sprinkl</td>\n",
" <td>serv</td>\n",
" <td>arrang</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" <td>minc</td>\n",
" <td>spread</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>glaze</td>\n",
" <td>glaze</td>\n",
" <td>batter</td>\n",
" <td>bast</td>\n",
" <td>brush</td>\n",
" <td>dress</td>\n",
" <td>whip</td>\n",
" <td>sweeten</td>\n",
" <td>sugar</td>\n",
" <td>cool</td>\n",
" <td>poach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>grate</td>\n",
" <td>grate</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>slice</td>\n",
" <td>dice</td>\n",
" <td>put</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>grill</td>\n",
" <td>grill</td>\n",
" <td>broil</td>\n",
" <td>fri</td>\n",
" <td>roast</td>\n",
" <td>cook</td>\n",
" <td>bast</td>\n",
" <td>marin</td>\n",
" <td>fillet</td>\n",
" <td>brush</td>\n",
" <td>heat</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>45</th>\n",
" <td>grind</td>\n",
" <td>grind</td>\n",
" <td>chop</td>\n",
" <td>minc</td>\n",
" <td>salt</td>\n",
" <td>sprinkl</td>\n",
" <td>rub</td>\n",
" <td>add</td>\n",
" <td>put</td>\n",
" <td>spread</td>\n",
" <td>grate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>gut</td>\n",
" <td>gut</td>\n",
" <td>debon</td>\n",
" <td>rins</td>\n",
" <td>open</td>\n",
" <td>discard</td>\n",
" <td>peel</td>\n",
" <td>carv</td>\n",
" <td>buri</td>\n",
" <td>wash</td>\n",
" <td>cut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>heat</td>\n",
" <td>heat</td>\n",
" <td>cook</td>\n",
" <td>melt</td>\n",
" <td>fri</td>\n",
" <td>simmer</td>\n",
" <td>reduc</td>\n",
" <td>boil</td>\n",
" <td>lower</td>\n",
" <td>clarifi</td>\n",
" <td>warm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>knead</td>\n",
" <td>knead</td>\n",
" <td>beat</td>\n",
" <td>flour</td>\n",
" <td>blend</td>\n",
" <td>rollout</td>\n",
" <td>squeez</td>\n",
" <td>grind</td>\n",
" <td>mix</td>\n",
" <td>chill</td>\n",
" <td>fold</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>lower</td>\n",
" <td>lower</td>\n",
" <td>reduc</td>\n",
" <td>adjust</td>\n",
" <td>simmer</td>\n",
" <td>heat</td>\n",
" <td>remov</td>\n",
" <td>boil</td>\n",
" <td>cook</td>\n",
" <td>skim</td>\n",
" <td>steam</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>macerate</td>\n",
" <td>macer</td>\n",
" <td>steep</td>\n",
" <td>marin</td>\n",
" <td>soak</td>\n",
" <td>thaw</td>\n",
" <td>strain</td>\n",
" <td>cool</td>\n",
" <td>refriger</td>\n",
" <td>chill</td>\n",
" <td>freez</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>marinate</td>\n",
" <td>marin</td>\n",
" <td>soak</td>\n",
" <td>steep</td>\n",
" <td>macer</td>\n",
" <td>season</td>\n",
" <td>brais</td>\n",
" <td>bast</td>\n",
" <td>debon</td>\n",
" <td>rins</td>\n",
" <td>grill</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>mash</td>\n",
" <td>mash</td>\n",
" <td>dice</td>\n",
" <td>break</td>\n",
" <td>add</td>\n",
" <td>mix</td>\n",
" <td>put</td>\n",
" <td>stir</td>\n",
" <td>blend</td>\n",
" <td>minc</td>\n",
" <td>squeez</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>melt</td>\n",
" <td>melt</td>\n",
" <td>heat</td>\n",
" <td>clarifi</td>\n",
" <td>beat</td>\n",
" <td>burn</td>\n",
" <td>sugar</td>\n",
" <td>brown</td>\n",
" <td>set</td>\n",
" <td>grate</td>\n",
" <td>reduc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>mince</td>\n",
" <td>minc</td>\n",
" <td>chop</td>\n",
" <td>dice</td>\n",
" <td>add</td>\n",
" <td>grind</td>\n",
" <td>grate</td>\n",
" <td>put</td>\n",
" <td>sprinkl</td>\n",
" <td>place</td>\n",
" <td>arrang</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>mix</td>\n",
" <td>mix</td>\n",
" <td>blend</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" <td>stir</td>\n",
" <td>add</td>\n",
" <td>put</td>\n",
" <td>sour</td>\n",
" <td>pour</td>\n",
" <td>fold</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>open</td>\n",
" <td>open</td>\n",
" <td>close</td>\n",
" <td>gut</td>\n",
" <td>cut</td>\n",
" <td>remov</td>\n",
" <td>pull</td>\n",
" <td>buri</td>\n",
" <td>slice</td>\n",
" <td>crack</td>\n",
" <td>grill</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>parboil</td>\n",
" <td>parboil</td>\n",
" <td>buri</td>\n",
" <td>rins</td>\n",
" <td>steam</td>\n",
" <td>drain</td>\n",
" <td>wash</td>\n",
" <td>dice</td>\n",
" <td>arrang</td>\n",
" <td>soak</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>peel</td>\n",
" <td>peel</td>\n",
" <td>slice</td>\n",
" <td>discard</td>\n",
" <td>dice</td>\n",
" <td>cut</td>\n",
" <td>wash</td>\n",
" <td>squeez</td>\n",
" <td>gut</td>\n",
" <td>grate</td>\n",
" <td>mash</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>pickle</td>\n",
" <td>pickl</td>\n",
" <td>dice</td>\n",
" <td>minc</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>slice</td>\n",
" <td>buri</td>\n",
" <td>dress</td>\n",
" <td>grate</td>\n",
" <td>sour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>place</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>arrang</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>spread</td>\n",
" <td>pour</td>\n",
" <td>cut</td>\n",
" <td>fold</td>\n",
" <td>slice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>poach</td>\n",
" <td>poach</td>\n",
" <td>brais</td>\n",
" <td>simmer</td>\n",
" <td>debon</td>\n",
" <td>parboil</td>\n",
" <td>scrambl</td>\n",
" <td>boil</td>\n",
" <td>bast</td>\n",
" <td>marin</td>\n",
" <td>steam</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>pour</td>\n",
" <td>pour</td>\n",
" <td>add</td>\n",
" <td>put</td>\n",
" <td>spread</td>\n",
" <td>spoon</td>\n",
" <td>place</td>\n",
" <td>arrang</td>\n",
" <td>sprinkl</td>\n",
" <td>strain</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>prepare</td>\n",
" <td>prepar</td>\n",
" <td>spread</td>\n",
" <td>pour</td>\n",
" <td>place</td>\n",
" <td>arrang</td>\n",
" <td>put</td>\n",
" <td>serv</td>\n",
" <td>spoon</td>\n",
" <td>cover</td>\n",
" <td>brush</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>pull</td>\n",
" <td>pull</td>\n",
" <td>remov</td>\n",
" <td>break</td>\n",
" <td>fold</td>\n",
" <td>cut</td>\n",
" <td>discard</td>\n",
" <td>close</td>\n",
" <td>squeez</td>\n",
" <td>put</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>put</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" <td>add</td>\n",
" <td>arrang</td>\n",
" <td>pour</td>\n",
" <td>spread</td>\n",
" <td>sprinkl</td>\n",
" <td>cut</td>\n",
" <td>mix</td>\n",
" <td>fold</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>reduce</td>\n",
" <td>reduc</td>\n",
" <td>lower</td>\n",
" <td>thicken</td>\n",
" <td>adjust</td>\n",
" <td>simmer</td>\n",
" <td>heat</td>\n",
" <td>stir</td>\n",
" <td>cook</td>\n",
" <td>boil</td>\n",
" <td>clarifi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>refrigerate</td>\n",
" <td>refriger</td>\n",
" <td>chill</td>\n",
" <td>freez</td>\n",
" <td>cool</td>\n",
" <td>marin</td>\n",
" <td>steep</td>\n",
" <td>knead</td>\n",
" <td>macer</td>\n",
" <td>prepar</td>\n",
" <td>rollout</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>remove</td>\n",
" <td>remov</td>\n",
" <td>pull</td>\n",
" <td>discard</td>\n",
" <td>cool</td>\n",
" <td>drain</td>\n",
" <td>open</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>lower</td>\n",
" <td>break</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>rinse</td>\n",
" <td>rins</td>\n",
" <td>wash</td>\n",
" <td>drain</td>\n",
" <td>soak</td>\n",
" <td>parboil</td>\n",
" <td>add</td>\n",
" <td>arrang</td>\n",
" <td>discard</td>\n",
" <td>gut</td>\n",
" <td>dice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>roast</td>\n",
" <td>roast</td>\n",
" <td>brais</td>\n",
" <td>grill</td>\n",
" <td>bake</td>\n",
" <td>fri</td>\n",
" <td>broil</td>\n",
" <td>chop</td>\n",
" <td>cook</td>\n",
" <td>carv</td>\n",
" <td>bast</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>rollout</td>\n",
" <td>rollout</td>\n",
" <td>knead</td>\n",
" <td>crumpl</td>\n",
" <td>build</td>\n",
" <td>rollup</td>\n",
" <td>bake</td>\n",
" <td>flour</td>\n",
" <td>freez</td>\n",
" <td>refriger</td>\n",
" <td>chill</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>rollup</td>\n",
" <td>rollup</td>\n",
" <td>grill</td>\n",
" <td>bake</td>\n",
" <td>carv</td>\n",
" <td>debon</td>\n",
" <td>serv</td>\n",
" <td>rollout</td>\n",
" <td>tri</td>\n",
" <td>marin</td>\n",
" <td>gut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>rub</td>\n",
" <td>rub</td>\n",
" <td>season</td>\n",
" <td>brush</td>\n",
" <td>sprinkl</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" <td>spread</td>\n",
" <td>grind</td>\n",
" <td>salt</td>\n",
" <td>spice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>salt</td>\n",
" <td>salt</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>sugar</td>\n",
" <td>season</td>\n",
" <td>grind</td>\n",
" <td>rub</td>\n",
" <td>minc</td>\n",
" <td>mix</td>\n",
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>scoop</td>\n",
" <td>scoop</td>\n",
" <td>spoon</td>\n",
" <td>spread</td>\n",
" <td>place</td>\n",
" <td>pour</td>\n",
" <td>cut</td>\n",
" <td>put</td>\n",
" <td>arrang</td>\n",
" <td>squeez</td>\n",
" <td>slice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>scorch</td>\n",
" <td>scorch</td>\n",
" <td>burn</td>\n",
" <td>curdl</td>\n",
" <td>brown</td>\n",
" <td>thicken</td>\n",
" <td>break</td>\n",
" <td>stir</td>\n",
" <td>melt</td>\n",
" <td>steam</td>\n",
" <td>mash</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <td>scramble</td>\n",
" <td>scrambl</td>\n",
" <td>curdl</td>\n",
" <td>break</td>\n",
" <td>fri</td>\n",
" <td>crack</td>\n",
" <td>poach</td>\n",
" <td>mash</td>\n",
" <td>cook</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>season</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>sprinkl</td>\n",
" <td>spice</td>\n",
" <td>add</td>\n",
" <td>salt</td>\n",
" <td>tast</td>\n",
" <td>marin</td>\n",
" <td>dress</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>serve</td>\n",
" <td>serv</td>\n",
" <td>garnish</td>\n",
" <td>arrang</td>\n",
" <td>slice</td>\n",
" <td>cut</td>\n",
" <td>put</td>\n",
" <td>prepar</td>\n",
" <td>place</td>\n",
" <td>spoon</td>\n",
" <td>carv</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>set</td>\n",
" <td>set</td>\n",
" <td>cover</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>melt</td>\n",
" <td>cool</td>\n",
" <td>wipe</td>\n",
" <td>remov</td>\n",
" <td>crack</td>\n",
" <td>pull</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>simmer</td>\n",
" <td>simmer</td>\n",
" <td>boil</td>\n",
" <td>cook</td>\n",
" <td>stir</td>\n",
" <td>reduc</td>\n",
" <td>steam</td>\n",
" <td>brais</td>\n",
" <td>heat</td>\n",
" <td>thicken</td>\n",
" <td>poach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>skim</td>\n",
" <td>skim</td>\n",
" <td>bast</td>\n",
" <td>strain</td>\n",
" <td>thicken</td>\n",
" <td>curdl</td>\n",
" <td>whisk</td>\n",
" <td>discard</td>\n",
" <td>reduc</td>\n",
" <td>adjust</td>\n",
" <td>brais</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>slice</td>\n",
" <td>slice</td>\n",
" <td>cut</td>\n",
" <td>dice</td>\n",
" <td>arrang</td>\n",
" <td>chop</td>\n",
" <td>place</td>\n",
" <td>spread</td>\n",
" <td>add</td>\n",
" <td>peel</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>slowcook</td>\n",
" <td>slowcook</td>\n",
" <td>brais</td>\n",
" <td>carv</td>\n",
" <td>debon</td>\n",
" <td>roast</td>\n",
" <td>rollup</td>\n",
" <td>heat</td>\n",
" <td>tri</td>\n",
" <td>boil</td>\n",
" <td>gut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>soak</td>\n",
" <td>soak</td>\n",
" <td>steep</td>\n",
" <td>rins</td>\n",
" <td>drain</td>\n",
" <td>marin</td>\n",
" <td>macer</td>\n",
" <td>add</td>\n",
" <td>wash</td>\n",
" <td>parboil</td>\n",
" <td>squeez</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>sour</td>\n",
" <td>sour</td>\n",
" <td>add</td>\n",
" <td>mix</td>\n",
" <td>beat</td>\n",
" <td>whip</td>\n",
" <td>pour</td>\n",
" <td>put</td>\n",
" <td>spread</td>\n",
" <td>blend</td>\n",
" <td>fold</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>spice</td>\n",
" <td>spice</td>\n",
" <td>season</td>\n",
" <td>rub</td>\n",
" <td>add</td>\n",
" <td>mix</td>\n",
" <td>salt</td>\n",
" <td>minc</td>\n",
" <td>flour</td>\n",
" <td>sprinkl</td>\n",
" <td>grind</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>spoon</td>\n",
" <td>spoon</td>\n",
" <td>pour</td>\n",
" <td>spread</td>\n",
" <td>scoop</td>\n",
" <td>arrang</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>sprinkl</td>\n",
" <td>fold</td>\n",
" <td>mix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>spread</td>\n",
" <td>spread</td>\n",
" <td>sprinkl</td>\n",
" <td>arrang</td>\n",
" <td>pour</td>\n",
" <td>fold</td>\n",
" <td>put</td>\n",
" <td>place</td>\n",
" <td>spoon</td>\n",
" <td>add</td>\n",
" <td>scoop</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>sprinkle</td>\n",
" <td>sprinkl</td>\n",
" <td>add</td>\n",
" <td>spread</td>\n",
" <td>garnish</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" <td>arrang</td>\n",
" <td>brush</td>\n",
" <td>pour</td>\n",
" <td>rub</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>squeeze</td>\n",
" <td>squeez</td>\n",
" <td>discard</td>\n",
" <td>fold</td>\n",
" <td>spread</td>\n",
" <td>rub</td>\n",
" <td>scoop</td>\n",
" <td>put</td>\n",
" <td>mash</td>\n",
" <td>grate</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>steam</td>\n",
" <td>steam</td>\n",
" <td>parboil</td>\n",
" <td>simmer</td>\n",
" <td>boil</td>\n",
" <td>cook</td>\n",
" <td>steep</td>\n",
" <td>wash</td>\n",
" <td>brais</td>\n",
" <td>poach</td>\n",
" <td>soak</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>steep</td>\n",
" <td>steep</td>\n",
" <td>macer</td>\n",
" <td>soak</td>\n",
" <td>marin</td>\n",
" <td>strain</td>\n",
" <td>simmer</td>\n",
" <td>steam</td>\n",
" <td>cool</td>\n",
" <td>refriger</td>\n",
" <td>curdl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>stir</td>\n",
" <td>stir</td>\n",
" <td>add</td>\n",
" <td>whisk</td>\n",
" <td>mix</td>\n",
" <td>blend</td>\n",
" <td>simmer</td>\n",
" <td>beat</td>\n",
" <td>cook</td>\n",
" <td>pour</td>\n",
" <td>minc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>strain</td>\n",
" <td>strain</td>\n",
" <td>pour</td>\n",
" <td>drain</td>\n",
" <td>discard</td>\n",
" <td>steep</td>\n",
" <td>thicken</td>\n",
" <td>soak</td>\n",
" <td>skim</td>\n",
" <td>rins</td>\n",
" <td>add</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>sugar</td>\n",
" <td>sugar</td>\n",
" <td>beat</td>\n",
" <td>salt</td>\n",
" <td>whisk</td>\n",
" <td>flour</td>\n",
" <td>add</td>\n",
" <td>sprinkl</td>\n",
" <td>sweeten</td>\n",
" <td>mix</td>\n",
" <td>melt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>sweeten</td>\n",
" <td>sweeten</td>\n",
" <td>whip</td>\n",
" <td>sugar</td>\n",
" <td>beat</td>\n",
" <td>sour</td>\n",
" <td>mix</td>\n",
" <td>brown</td>\n",
" <td>melt</td>\n",
" <td>grate</td>\n",
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>taste</td>\n",
" <td>tast</td>\n",
" <td>adjust</td>\n",
" <td>season</td>\n",
" <td>salt</td>\n",
" <td>correct</td>\n",
" <td>check</td>\n",
" <td>grind</td>\n",
" <td>blend</td>\n",
" <td>spice</td>\n",
" <td>boil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>thaw</td>\n",
" <td>thaw</td>\n",
" <td>cool</td>\n",
" <td>chill</td>\n",
" <td>freez</td>\n",
" <td>wash</td>\n",
" <td>rins</td>\n",
" <td>macer</td>\n",
" <td>marin</td>\n",
" <td>drain</td>\n",
" <td>parboil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>thicken</td>\n",
" <td>thicken</td>\n",
" <td>curdl</td>\n",
" <td>reduc</td>\n",
" <td>simmer</td>\n",
" <td>boil</td>\n",
" <td>strain</td>\n",
" <td>whisk</td>\n",
" <td>scorch</td>\n",
" <td>stir</td>\n",
" <td>blend</td>\n",
" </tr>\n",
" <tr>\n",
" <th>102</th>\n",
" <td>toast</td>\n",
" <td>toast</td>\n",
" <td>bread</td>\n",
" <td>broil</td>\n",
" <td>spread</td>\n",
" <td>sprinkl</td>\n",
" <td>brown</td>\n",
" <td>grind</td>\n",
" <td>place</td>\n",
" <td>arrang</td>\n",
" <td>burn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>try</td>\n",
" <td>tri</td>\n",
" <td>gut</td>\n",
" <td>rollup</td>\n",
" <td>burn</td>\n",
" <td>close</td>\n",
" <td>tast</td>\n",
" <td>slowcook</td>\n",
" <td>open</td>\n",
" <td>carv</td>\n",
" <td>dress</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>warm</td>\n",
" <td>warm</td>\n",
" <td>cool</td>\n",
" <td>heat</td>\n",
" <td>cover</td>\n",
" <td>simmer</td>\n",
" <td>boil</td>\n",
" <td>melt</td>\n",
" <td>scorch</td>\n",
" <td>pour</td>\n",
" <td>steam</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>wash</td>\n",
" <td>wash</td>\n",
" <td>rins</td>\n",
" <td>parboil</td>\n",
" <td>arrang</td>\n",
" <td>peel</td>\n",
" <td>soak</td>\n",
" <td>add</td>\n",
" <td>chop</td>\n",
" <td>place</td>\n",
" <td>put</td>\n",
" </tr>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>whip</td>\n",
" <td>whip</td>\n",
" <td>beat</td>\n",
" <td>sour</td>\n",
" <td>whisk</td>\n",
" <td>sweeten</td>\n",
" <td>fold</td>\n",
" <td>sugar</td>\n",
" <td>spread</td>\n",
" <td>mix</td>\n",
" <td>batter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>whisk</td>\n",
" <td>whisk</td>\n",
" <td>beat</td>\n",
" <td>stir</td>\n",
" <td>mix</td>\n",
" <td>blend</td>\n",
" <td>sugar</td>\n",
" <td>whip</td>\n",
" <td>add</td>\n",
" <td>pour</td>\n",
" <td>curdl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>wipe</td>\n",
" <td>wipe</td>\n",
" <td>rub</td>\n",
" <td>brush</td>\n",
" <td>rins</td>\n",
" <td>discard</td>\n",
" <td>wash</td>\n",
" <td>set</td>\n",
" <td>remov</td>\n",
" <td>cover</td>\n",
" <td>bast</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
2019-05-15 15:13:55 +02:00
"execution_count": 16,
"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",
2019-05-15 15:13:55 +02:00
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Target</th>\n",
" <th>#1</th>\n",
" <th>#2</th>\n",
" <th>#3</th>\n",
" <th>#4</th>\n",
" <th>#5</th>\n",
" <th>#6</th>\n",
" <th>#7</th>\n",
" <th>#8</th>\n",
" <th>#9</th>\n",
" <th>#10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>61</th>\n",
" <td>Sriracha</td>\n",
" <td>sriracha</td>\n",
" <td>mirin</td>\n",
" <td>ketchup</td>\n",
" <td>vinegar</td>\n",
" <td>mustard</td>\n",
" <td>cayenn</td>\n",
" <td>chili</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mayonais</td>\n",
" <td>honey</td>\n",
" <td>gingerroot</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>137</th>\n",
" <td>allspice</td>\n",
" <td>allspic</td>\n",
" <td>nutmeg</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cayenn</td>\n",
" <td>cumin</td>\n",
" <td>cardamom</td>\n",
2019-09-19 10:19:35 +02:00
" <td>peppercorn</td>\n",
" <td>cinnamon</td>\n",
" <td>salt</td>\n",
" <td>oregano</td>\n",
" <td>paprika</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>97</th>\n",
" <td>almonds</td>\n",
" <td>almond</td>\n",
" <td>hazelnut</td>\n",
" <td>walnut</td>\n",
" <td>pecan</td>\n",
" <td>coconut</td>\n",
" <td>cinnamon</td>\n",
2019-09-19 10:19:35 +02:00
" <td>peanut</td>\n",
" <td>orang</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>vanilla</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>108</th>\n",
" <td>apples</td>\n",
" <td>appl</td>\n",
" <td>peach</td>\n",
" <td>pineappl</td>\n",
" <td>mango</td>\n",
" <td>orang</td>\n",
" <td>banana</td>\n",
" <td>beet</td>\n",
" <td>carrot</td>\n",
" <td>turnip</td>\n",
" <td>strawberri</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>106</th>\n",
" <td>arugula</td>\n",
" <td>arugula</td>\n",
" <td>watercress</td>\n",
" <td>lettuc</td>\n",
" <td>spinach</td>\n",
" <td>kale</td>\n",
" <td>basil</td>\n",
" <td>cilantro</td>\n",
2019-09-19 10:19:35 +02:00
" <td>radish</td>\n",
" <td>prosciutto</td>\n",
" <td>cucumb</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>99</th>\n",
" <td>asparagus</td>\n",
" <td>asparagu</td>\n",
" <td>broccoli</td>\n",
" <td>cauliflow</td>\n",
" <td>leek</td>\n",
2019-09-19 10:19:35 +02:00
" <td>kale</td>\n",
" <td>spinach</td>\n",
" <td>pea</td>\n",
" <td>watercress</td>\n",
" <td>zucchini</td>\n",
" <td>veget</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>18</th>\n",
" <td>avocado</td>\n",
" <td>avocado</td>\n",
" <td>cucumb</td>\n",
" <td>mango</td>\n",
" <td>guacamol</td>\n",
" <td>lettuc</td>\n",
" <td>radish</td>\n",
" <td>tomato</td>\n",
" <td>salsa</td>\n",
" <td>lime</td>\n",
" <td>cilantro</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>35</th>\n",
" <td>bacon</td>\n",
" <td>bacon</td>\n",
" <td>pancetta</td>\n",
" <td>prosciutto</td>\n",
" <td>sausag</td>\n",
" <td>ham</td>\n",
" <td>shallot</td>\n",
" <td>onion</td>\n",
" <td>celeri</td>\n",
2019-09-19 10:19:35 +02:00
" <td>scallion</td>\n",
" <td>leek</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>77</th>\n",
" <td>baguette</td>\n",
" <td>baguett</td>\n",
" <td>bread</td>\n",
" <td>prosciutto</td>\n",
" <td>eggplant</td>\n",
" <td>avocado</td>\n",
" <td>tortilla</td>\n",
" <td>banana</td>\n",
" <td>dough</td>\n",
" <td>chees</td>\n",
" <td>cucumb</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>82</th>\n",
" <td>bananas</td>\n",
" <td>banana</td>\n",
" <td>strawberri</td>\n",
" <td>peach</td>\n",
" <td>pineappl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mango</td>\n",
" <td>appl</td>\n",
" <td>orang</td>\n",
" <td>almond</td>\n",
" <td>coconut</td>\n",
" <td>avocado</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>76</th>\n",
" <td>basil</td>\n",
" <td>basil</td>\n",
" <td>parsley</td>\n",
" <td>rosemari</td>\n",
" <td>oregano</td>\n",
" <td>thyme</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cilantro</td>\n",
" <td>marjoram</td>\n",
" <td>chive</td>\n",
" <td>mint</td>\n",
" <td>coriand</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>159</th>\n",
" <td>beans</td>\n",
" <td>bean</td>\n",
" <td>pea</td>\n",
" <td>chickpea</td>\n",
" <td>tomato</td>\n",
" <td>chile</td>\n",
" <td>chili</td>\n",
" <td>peppercorn</td>\n",
" <td>carrot</td>\n",
" <td>potato</td>\n",
" <td>zucchini</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>41</th>\n",
" <td>beansprouts</td>\n",
" <td>beansprout</td>\n",
" <td>kimchi</td>\n",
" <td>watercress</td>\n",
" <td>fettucin</td>\n",
" <td>daikon</td>\n",
" <td>radish</td>\n",
" <td>cabbag</td>\n",
" <td>linguin</td>\n",
" <td>shiitak</td>\n",
" <td>kale</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>beef</td>\n",
" <td>beef</td>\n",
" <td>meat</td>\n",
" <td>pork</td>\n",
" <td>chicken</td>\n",
" <td>sausag</td>\n",
" <td>ham</td>\n",
" <td>mushroom</td>\n",
" <td>bacon</td>\n",
" <td>veget</td>\n",
" <td>potato</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>beer</td>\n",
" <td>beer</td>\n",
" <td>tequila</td>\n",
" <td>molass</td>\n",
2019-09-19 10:19:35 +02:00
" <td>ketchup</td>\n",
" <td>vinegar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>water</td>\n",
" <td>buttermilk</td>\n",
" <td>milk</td>\n",
2019-09-19 10:19:35 +02:00
" <td>brandi</td>\n",
" <td>allspic</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>144</th>\n",
" <td>beets</td>\n",
" <td>beet</td>\n",
" <td>turnip</td>\n",
" <td>radish</td>\n",
2019-09-19 10:19:35 +02:00
" <td>potato</td>\n",
" <td>cabbag</td>\n",
" <td>cucumb</td>\n",
" <td>carrot</td>\n",
" <td>appl</td>\n",
" <td>cauliflow</td>\n",
" <td>watercress</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>117</th>\n",
" <td>brandy</td>\n",
" <td>brandi</td>\n",
" <td>tequila</td>\n",
" <td>honey</td>\n",
2019-09-19 10:19:35 +02:00
" <td>raisin</td>\n",
" <td>nutmeg</td>\n",
" <td>molass</td>\n",
" <td>sake</td>\n",
" <td>orang</td>\n",
" <td>cinnamon</td>\n",
" <td>vanilla</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>102</th>\n",
" <td>bread</td>\n",
" <td>bread</td>\n",
" <td>baguett</td>\n",
" <td>prosciutto</td>\n",
" <td>tortilla</td>\n",
" <td>eggplant</td>\n",
" <td>avocado</td>\n",
" <td>chees</td>\n",
" <td>banana</td>\n",
" <td>butter</td>\n",
" <td>ham</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>86</th>\n",
" <td>broccoli</td>\n",
" <td>broccoli</td>\n",
" <td>cauliflow</td>\n",
" <td>asparagu</td>\n",
" <td>pea</td>\n",
" <td>spinach</td>\n",
" <td>kale</td>\n",
" <td>cabbag</td>\n",
" <td>mushroom</td>\n",
" <td>celeri</td>\n",
2019-09-19 10:19:35 +02:00
" <td>leek</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>5</th>\n",
" <td>butter</td>\n",
" <td>butter</td>\n",
" <td>margarin</td>\n",
" <td>shorten</td>\n",
" <td>cinnamon</td>\n",
" <td>lard</td>\n",
" <td>oil</td>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" <td>almond</td>\n",
" <td>flour</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>buttermilk</td>\n",
" <td>buttermilk</td>\n",
" <td>milk</td>\n",
" <td>molass</td>\n",
" <td>egg</td>\n",
" <td>honey</td>\n",
" <td>flour</td>\n",
" <td>margarin</td>\n",
" <td>shorten</td>\n",
" <td>sugar</td>\n",
" <td>vanilla</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>56</th>\n",
" <td>cabbage</td>\n",
" <td>cabbag</td>\n",
" <td>turnip</td>\n",
" <td>radish</td>\n",
" <td>kale</td>\n",
" <td>leek</td>\n",
" <td>carrot</td>\n",
" <td>broccoli</td>\n",
" <td>lettuc</td>\n",
" <td>celeri</td>\n",
" <td>daikon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>capers</td>\n",
" <td>caper</td>\n",
" <td>shallot</td>\n",
" <td>parsley</td>\n",
" <td>chive</td>\n",
" <td>basil</td>\n",
" <td>rosemari</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
2019-09-19 10:19:35 +02:00
" <td>scallion</td>\n",
" <td>garlic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>152</th>\n",
" <td>cardamom</td>\n",
" <td>cardamom</td>\n",
" <td>allspic</td>\n",
" <td>cinnamon</td>\n",
" <td>cumin</td>\n",
" <td>nutmeg</td>\n",
" <td>tumer</td>\n",
" <td>peppercorn</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cayenn</td>\n",
" <td>coriand</td>\n",
" <td>saffron</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>9</th>\n",
" <td>carrots</td>\n",
" <td>carrot</td>\n",
" <td>celeri</td>\n",
" <td>turnip</td>\n",
" <td>zucchini</td>\n",
" <td>scallion</td>\n",
2019-09-19 10:19:35 +02:00
" <td>radish</td>\n",
" <td>onion</td>\n",
" <td>leek</td>\n",
" <td>shallot</td>\n",
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>98</th>\n",
" <td>cauliflower</td>\n",
" <td>cauliflow</td>\n",
2019-09-19 10:19:35 +02:00
" <td>broccoli</td>\n",
" <td>asparagu</td>\n",
" <td>turnip</td>\n",
" <td>kale</td>\n",
" <td>cabbag</td>\n",
2019-09-19 10:19:35 +02:00
" <td>carrot</td>\n",
" <td>potato</td>\n",
" <td>leek</td>\n",
2019-09-19 10:19:35 +02:00
" <td>zucchini</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>44</th>\n",
" <td>cayenne</td>\n",
" <td>cayenn</td>\n",
" <td>paprika</td>\n",
" <td>cumin</td>\n",
" <td>allspic</td>\n",
" <td>salt</td>\n",
" <td>nutmeg</td>\n",
" <td>oregano</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
" <td>garlic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>celery</td>\n",
" <td>celeri</td>\n",
" <td>onion</td>\n",
" <td>carrot</td>\n",
" <td>scallion</td>\n",
" <td>shallot</td>\n",
" <td>thyme</td>\n",
" <td>parsley</td>\n",
" <td>garlic</td>\n",
" <td>cilantro</td>\n",
" <td>chive</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>47</th>\n",
" <td>cheese</td>\n",
" <td>chees</td>\n",
" <td>ricotta</td>\n",
" <td>butter</td>\n",
" <td>prosciutto</td>\n",
" <td>mascarpon</td>\n",
" <td>chive</td>\n",
" <td>mushroom</td>\n",
" <td>basil</td>\n",
" <td>avocado</td>\n",
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>27</th>\n",
" <td>chicken</td>\n",
" <td>chicken</td>\n",
" <td>beef</td>\n",
" <td>meat</td>\n",
" <td>pork</td>\n",
" <td>ham</td>\n",
" <td>shrimp</td>\n",
" <td>veget</td>\n",
" <td>mushroom</td>\n",
" <td>sausag</td>\n",
" <td>cauliflow</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>59</th>\n",
" <td>chickpeas</td>\n",
" <td>chickpea</td>\n",
" <td>quinoa</td>\n",
" <td>bean</td>\n",
" <td>pea</td>\n",
" <td>couscou</td>\n",
" <td>cauliflow</td>\n",
" <td>caper</td>\n",
" <td>tomato</td>\n",
" <td>kale</td>\n",
" <td>tomatillo</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>67</th>\n",
" <td>chiles</td>\n",
" <td>chile</td>\n",
" <td>chili</td>\n",
" <td>chilli</td>\n",
" <td>garlic</td>\n",
" <td>cumin</td>\n",
2019-09-19 10:19:35 +02:00
" <td>onion</td>\n",
" <td>coriand</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cayenn</td>\n",
" <td>tomato</td>\n",
" <td>oregano</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>chili</td>\n",
" <td>chili</td>\n",
" <td>chile</td>\n",
" <td>chilli</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cayenn</td>\n",
" <td>oregano</td>\n",
" <td>garlic</td>\n",
" <td>cumin</td>\n",
" <td>onion</td>\n",
" <td>mustard</td>\n",
" <td>paprika</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>135</th>\n",
" <td>chillies</td>\n",
" <td>chilli</td>\n",
" <td>chili</td>\n",
" <td>chile</td>\n",
" <td>onion</td>\n",
2019-09-19 10:19:35 +02:00
" <td>coriand</td>\n",
" <td>garlic</td>\n",
" <td>oregano</td>\n",
" <td>cumin</td>\n",
" <td>ginger</td>\n",
" <td>basil</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>chives</td>\n",
" <td>chive</td>\n",
" <td>parsley</td>\n",
" <td>scallion</td>\n",
2019-09-19 10:19:35 +02:00
" <td>basil</td>\n",
" <td>cilantro</td>\n",
" <td>thyme</td>\n",
" <td>marjoram</td>\n",
" <td>rosemari</td>\n",
" <td>caper</td>\n",
" <td>oregano</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>cilantro</td>\n",
" <td>cilantro</td>\n",
" <td>coriand</td>\n",
" <td>basil</td>\n",
" <td>parsley</td>\n",
" <td>chive</td>\n",
" <td>scallion</td>\n",
" <td>thyme</td>\n",
" <td>oregano</td>\n",
" <td>mint</td>\n",
" <td>celeri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>cinnamon</td>\n",
" <td>cinnamon</td>\n",
" <td>allspic</td>\n",
" <td>nutmeg</td>\n",
" <td>cardamom</td>\n",
" <td>sugar</td>\n",
" <td>vanilla</td>\n",
" <td>honey</td>\n",
" <td>butter</td>\n",
" <td>cayenn</td>\n",
" <td>molass</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>40</th>\n",
" <td>clove</td>\n",
" <td>clove</td>\n",
" <td>peppercorn</td>\n",
" <td>rosemari</td>\n",
" <td>allspic</td>\n",
" <td>cumin</td>\n",
" <td>ginger</td>\n",
" <td>thyme</td>\n",
" <td>coriand</td>\n",
" <td>oregano</td>\n",
" <td>garlic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>114</th>\n",
" <td>coconut</td>\n",
" <td>coconut</td>\n",
" <td>almond</td>\n",
" <td>peanut</td>\n",
" <td>hazelnut</td>\n",
" <td>vanilla</td>\n",
" <td>cinnamon</td>\n",
" <td>butter</td>\n",
" <td>banana</td>\n",
" <td>margarin</td>\n",
" <td>walnut</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>coriander</td>\n",
" <td>coriand</td>\n",
" <td>cilantro</td>\n",
" <td>cumin</td>\n",
" <td>oregano</td>\n",
" <td>thyme</td>\n",
" <td>basil</td>\n",
" <td>marjoram</td>\n",
" <td>parsley</td>\n",
" <td>garlic</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>68</th>\n",
" <td>corn</td>\n",
" <td>corn</td>\n",
" <td>onion</td>\n",
2019-09-19 10:19:35 +02:00
" <td>potato</td>\n",
" <td>chili</td>\n",
" <td>celeri</td>\n",
2019-09-19 10:19:35 +02:00
" <td>scallion</td>\n",
" <td>cilantro</td>\n",
" <td>carrot</td>\n",
" <td>garlic</td>\n",
" <td>oregano</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>157</th>\n",
" <td>cornflour</td>\n",
" <td>cornflour</td>\n",
" <td>mirin</td>\n",
" <td>sake</td>\n",
" <td>dashi</td>\n",
2019-09-19 10:19:35 +02:00
" <td>flour</td>\n",
" <td>ghee</td>\n",
" <td>tumer</td>\n",
" <td>brandi</td>\n",
" <td>cornmeal</td>\n",
" <td>sugar</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>48</th>\n",
" <td>cornmeal</td>\n",
" <td>cornmeal</td>\n",
" <td>flour</td>\n",
" <td>yeast</td>\n",
" <td>buttermilk</td>\n",
" <td>cinnamon</td>\n",
" <td>salt</td>\n",
" <td>shorten</td>\n",
" <td>cornflour</td>\n",
" <td>butter</td>\n",
" <td>egg</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>124</th>\n",
" <td>cotija</td>\n",
" <td>cotija</td>\n",
" <td>guacamol</td>\n",
" <td>salsa</td>\n",
" <td>pimento</td>\n",
" <td>ricotta</td>\n",
" <td>pinenut</td>\n",
" <td>mascarpon</td>\n",
" <td>chees</td>\n",
" <td>cream</td>\n",
" <td>avocado</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>103</th>\n",
" <td>couscous</td>\n",
" <td>couscou</td>\n",
2019-09-19 10:19:35 +02:00
" <td>quinoa</td>\n",
" <td>rice</td>\n",
" <td>pinenut</td>\n",
" <td>chickpea</td>\n",
2019-09-19 10:19:35 +02:00
" <td>linguin</td>\n",
" <td>pasta</td>\n",
2019-09-19 10:19:35 +02:00
" <td>penn</td>\n",
" <td>grit</td>\n",
" <td>saffron</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>139</th>\n",
" <td>crawfish</td>\n",
" <td>crawfish</td>\n",
" <td>shrimp</td>\n",
" <td>mussel</td>\n",
" <td>okra</td>\n",
" <td>linguin</td>\n",
" <td>penn</td>\n",
" <td>fettucin</td>\n",
" <td>beansprout</td>\n",
" <td>grit</td>\n",
" <td>meat</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>88</th>\n",
" <td>cream</td>\n",
" <td>cream</td>\n",
" <td>mascarpon</td>\n",
" <td>milk</td>\n",
" <td>margarin</td>\n",
" <td>ricotta</td>\n",
" <td>vanilla</td>\n",
" <td>sugar</td>\n",
" <td>nutmeg</td>\n",
2019-09-19 10:19:35 +02:00
" <td>honey</td>\n",
" <td>butter</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>30</th>\n",
" <td>cucumber</td>\n",
" <td>cucumb</td>\n",
" <td>radish</td>\n",
" <td>avocado</td>\n",
" <td>zucchini</td>\n",
" <td>mango</td>\n",
" <td>lettuc</td>\n",
" <td>daikon</td>\n",
" <td>scallion</td>\n",
" <td>carrot</td>\n",
" <td>celeri</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>24</th>\n",
" <td>cumin</td>\n",
" <td>cumin</td>\n",
" <td>cayenn</td>\n",
" <td>coriand</td>\n",
2019-09-19 10:19:35 +02:00
" <td>oregano</td>\n",
" <td>allspic</td>\n",
" <td>paprika</td>\n",
" <td>garlic</td>\n",
" <td>thyme</td>\n",
" <td>pepper</td>\n",
" <td>peppercorn</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>122</th>\n",
" <td>daikon</td>\n",
" <td>daikon</td>\n",
" <td>radish</td>\n",
" <td>cucumb</td>\n",
" <td>turnip</td>\n",
" <td>cabbag</td>\n",
" <td>shiitak</td>\n",
" <td>kimchi</td>\n",
" <td>carrot</td>\n",
" <td>beet</td>\n",
" <td>beansprout</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>133</th>\n",
" <td>dashi</td>\n",
" <td>dashi</td>\n",
" <td>mirin</td>\n",
" <td>sake</td>\n",
" <td>cornflour</td>\n",
2019-09-19 10:19:35 +02:00
" <td>tumer</td>\n",
" <td>saffron</td>\n",
" <td>water</td>\n",
" <td>daikon</td>\n",
" <td>milk</td>\n",
" <td>shiitak</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>153</th>\n",
" <td>dough</td>\n",
" <td>dough</td>\n",
" <td>tortilla</td>\n",
" <td>polenta</td>\n",
" <td>baguett</td>\n",
" <td>yeast</td>\n",
" <td>ice</td>\n",
" <td>bread</td>\n",
" <td>flour</td>\n",
" <td>pesto</td>\n",
" <td>cornmeal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>eggplant</td>\n",
" <td>eggplant</td>\n",
" <td>zucchini</td>\n",
" <td>potato</td>\n",
" <td>leek</td>\n",
" <td>cucumb</td>\n",
" <td>tomato</td>\n",
" <td>avocado</td>\n",
" <td>baguett</td>\n",
" <td>mushroom</td>\n",
" <td>okra</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>7</th>\n",
" <td>eggs</td>\n",
" <td>egg</td>\n",
" <td>buttermilk</td>\n",
" <td>molass</td>\n",
" <td>milk</td>\n",
" <td>margarin</td>\n",
" <td>butter</td>\n",
" <td>almond</td>\n",
" <td>honey</td>\n",
" <td>coconut</td>\n",
" <td>cream</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>115</th>\n",
" <td>fettucine</td>\n",
" <td>fettucin</td>\n",
" <td>linguin</td>\n",
" <td>penn</td>\n",
" <td>pasta</td>\n",
" <td>spaghetti</td>\n",
" <td>noodl</td>\n",
" <td>beansprout</td>\n",
" <td>mussel</td>\n",
" <td>couscou</td>\n",
" <td>quinoa</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>13</th>\n",
" <td>flour</td>\n",
" <td>flour</td>\n",
" <td>cornmeal</td>\n",
" <td>cinnamon</td>\n",
" <td>sugar</td>\n",
" <td>buttermilk</td>\n",
" <td>butter</td>\n",
" <td>milk</td>\n",
" <td>shorten</td>\n",
" <td>nutmeg</td>\n",
" <td>margarin</td>\n",
2019-09-19 10:19:35 +02:00
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>garlic</td>\n",
" <td>garlic</td>\n",
" <td>oregano</td>\n",
" <td>shallot</td>\n",
" <td>cumin</td>\n",
" <td>thyme</td>\n",
" <td>cayenn</td>\n",
" <td>coriand</td>\n",
" <td>onion</td>\n",
" <td>rosemari</td>\n",
" <td>pepper</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>ghee</td>\n",
" <td>ghee</td>\n",
" <td>lard</td>\n",
" <td>margarin</td>\n",
" <td>oil</td>\n",
" <td>butter</td>\n",
" <td>shorten</td>\n",
2019-09-19 10:19:35 +02:00
" <td>oliv</td>\n",
" <td>tumer</td>\n",
" <td>cornflour</td>\n",
" <td>peanut</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>15</th>\n",
" <td>ginger</td>\n",
2019-09-19 10:19:35 +02:00
" <td>ginger</td>\n",
" <td>gingerroot</td>\n",
" <td>coriand</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cumin</td>\n",
" <td>thyme</td>\n",
" <td>shallot</td>\n",
2019-09-19 10:19:35 +02:00
" <td>clove</td>\n",
" <td>garlic</td>\n",
" <td>cayenn</td>\n",
" <td>allspic</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>138</th>\n",
" <td>gingerroot</td>\n",
" <td>gingerroot</td>\n",
" <td>ginger</td>\n",
" <td>lemongrass</td>\n",
" <td>shallot</td>\n",
" <td>mirin</td>\n",
" <td>onion</td>\n",
" <td>scallion</td>\n",
" <td>carrot</td>\n",
" <td>vinegar</td>\n",
" <td>celeri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>111</th>\n",
" <td>grits</td>\n",
" <td>grit</td>\n",
" <td>polenta</td>\n",
" <td>quinoa</td>\n",
" <td>couscou</td>\n",
" <td>linguin</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pasta</td>\n",
" <td>penn</td>\n",
" <td>noodl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cornmeal</td>\n",
" <td>fettucin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>guacamole</td>\n",
" <td>guacamol</td>\n",
" <td>salsa</td>\n",
" <td>avocado</td>\n",
" <td>cotija</td>\n",
" <td>pesto</td>\n",
2019-09-19 10:19:35 +02:00
" <td>lettuc</td>\n",
" <td>kalamata</td>\n",
" <td>mayonais</td>\n",
" <td>cilantro</td>\n",
" <td>tomatillo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>ham</td>\n",
" <td>ham</td>\n",
" <td>prosciutto</td>\n",
" <td>bacon</td>\n",
" <td>pork</td>\n",
" <td>beef</td>\n",
" <td>sausag</td>\n",
2019-09-19 10:19:35 +02:00
" <td>meat</td>\n",
" <td>chicken</td>\n",
" <td>pancetta</td>\n",
" <td>pimento</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>158</th>\n",
" <td>hazelnuts</td>\n",
" <td>hazelnut</td>\n",
" <td>walnut</td>\n",
" <td>almond</td>\n",
" <td>pecan</td>\n",
" <td>peanut</td>\n",
" <td>coconut</td>\n",
" <td>cinnamon</td>\n",
" <td>vanilla</td>\n",
" <td>sugar</td>\n",
" <td>mint</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>17</th>\n",
" <td>honey</td>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" <td>molass</td>\n",
" <td>vinegar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cinnamon</td>\n",
" <td>lemon</td>\n",
" <td>milk</td>\n",
" <td>mustard</td>\n",
" <td>ginger</td>\n",
" <td>allspic</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>147</th>\n",
" <td>ice</td>\n",
" <td>ice</td>\n",
" <td>strawberri</td>\n",
" <td>mascarpon</td>\n",
" <td>vanilla</td>\n",
" <td>coconut</td>\n",
" <td>shorten</td>\n",
" <td>cornflour</td>\n",
" <td>cream</td>\n",
" <td>butter</td>\n",
" <td>yeast</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>juice</td>\n",
" <td>juic</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
" <td>lime</td>\n",
" <td>vinegar</td>\n",
" <td>ginger</td>\n",
" <td>shallot</td>\n",
" <td>thyme</td>\n",
2019-09-19 10:19:35 +02:00
" <td>garlic</td>\n",
" <td>caper</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>90</th>\n",
" <td>kalamata</td>\n",
" <td>kalamata</td>\n",
" <td>caper</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pimento</td>\n",
" <td>pinenut</td>\n",
" <td>arugula</td>\n",
" <td>avocado</td>\n",
" <td>guacamol</td>\n",
" <td>tomato</td>\n",
2019-09-19 10:19:35 +02:00
" <td>oliv</td>\n",
" <td>cucumb</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>118</th>\n",
" <td>kale</td>\n",
" <td>kale</td>\n",
" <td>spinach</td>\n",
" <td>watercress</td>\n",
" <td>arugula</td>\n",
" <td>cabbag</td>\n",
" <td>broccoli</td>\n",
" <td>cauliflow</td>\n",
" <td>asparagu</td>\n",
" <td>leek</td>\n",
" <td>turnip</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>45</th>\n",
" <td>ketchup</td>\n",
2019-09-19 10:19:35 +02:00
" <td>ketchup</td>\n",
" <td>sriracha</td>\n",
" <td>vinegar</td>\n",
" <td>mustard</td>\n",
2019-09-19 10:19:35 +02:00
" <td>molass</td>\n",
" <td>honey</td>\n",
" <td>chili</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mirin</td>\n",
" <td>sauc</td>\n",
" <td>mayonais</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>148</th>\n",
" <td>kimchi</td>\n",
" <td>kimchi</td>\n",
" <td>beansprout</td>\n",
" <td>daikon</td>\n",
2019-09-19 10:19:35 +02:00
" <td>radish</td>\n",
" <td>salsa</td>\n",
" <td>sriracha</td>\n",
" <td>cabbag</td>\n",
" <td>ketchup</td>\n",
" <td>mayonais</td>\n",
" <td>guacamol</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>116</th>\n",
" <td>lard</td>\n",
" <td>lard</td>\n",
" <td>shorten</td>\n",
" <td>ghee</td>\n",
" <td>margarin</td>\n",
" <td>butter</td>\n",
" <td>peanut</td>\n",
" <td>molass</td>\n",
2019-09-19 10:19:35 +02:00
" <td>oil</td>\n",
" <td>sugar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>buttermilk</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>38</th>\n",
" <td>leeks</td>\n",
" <td>leek</td>\n",
" <td>shallot</td>\n",
" <td>scallion</td>\n",
" <td>mushroom</td>\n",
" <td>onion</td>\n",
" <td>turnip</td>\n",
" <td>carrot</td>\n",
" <td>celeri</td>\n",
" <td>zucchini</td>\n",
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>19</th>\n",
" <td>lemon</td>\n",
" <td>lemon</td>\n",
" <td>lime</td>\n",
" <td>orang</td>\n",
" <td>juic</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mint</td>\n",
" <td>ginger</td>\n",
" <td>honey</td>\n",
" <td>vinegar</td>\n",
" <td>basil</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>54</th>\n",
" <td>lemongrass</td>\n",
" <td>lemongrass</td>\n",
" <td>gingerroot</td>\n",
" <td>ginger</td>\n",
" <td>coriand</td>\n",
" <td>scallion</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mirin</td>\n",
" <td>chilli</td>\n",
" <td>cilantro</td>\n",
2019-09-19 10:19:35 +02:00
" <td>lime</td>\n",
" <td>shallot</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>112</th>\n",
" <td>lettuce</td>\n",
" <td>lettuc</td>\n",
" <td>arugula</td>\n",
" <td>watercress</td>\n",
" <td>cucumb</td>\n",
2019-09-19 10:19:35 +02:00
" <td>avocado</td>\n",
" <td>cabbag</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spinach</td>\n",
" <td>radish</td>\n",
" <td>cilantro</td>\n",
" <td>prosciutto</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>14</th>\n",
" <td>lime</td>\n",
" <td>lime</td>\n",
" <td>lemon</td>\n",
" <td>orang</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mint</td>\n",
" <td>mango</td>\n",
" <td>juic</td>\n",
" <td>ginger</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cilantro</td>\n",
" <td>pineappl</td>\n",
" <td>avocado</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>81</th>\n",
" <td>linguine</td>\n",
" <td>linguin</td>\n",
" <td>penn</td>\n",
" <td>fettucin</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pasta</td>\n",
" <td>spaghetti</td>\n",
" <td>noodl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mussel</td>\n",
" <td>couscou</td>\n",
2019-09-19 10:19:35 +02:00
" <td>quinoa</td>\n",
" <td>beansprout</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>79</th>\n",
" <td>mango</td>\n",
" <td>mango</td>\n",
" <td>pineappl</td>\n",
" <td>peach</td>\n",
" <td>avocado</td>\n",
" <td>lime</td>\n",
" <td>strawberri</td>\n",
" <td>cucumb</td>\n",
" <td>orang</td>\n",
" <td>appl</td>\n",
" <td>banana</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>95</th>\n",
" <td>margarine</td>\n",
" <td>margarin</td>\n",
" <td>butter</td>\n",
" <td>shorten</td>\n",
2019-09-19 10:19:35 +02:00
" <td>lard</td>\n",
" <td>sugar</td>\n",
" <td>molass</td>\n",
" <td>peanut</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cinnamon</td>\n",
" <td>honey</td>\n",
" <td>milk</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>155</th>\n",
" <td>marjoram</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
" <td>oregano</td>\n",
" <td>rosemari</td>\n",
" <td>parsley</td>\n",
" <td>basil</td>\n",
" <td>cayenn</td>\n",
" <td>coriand</td>\n",
" <td>paprika</td>\n",
" <td>chive</td>\n",
" </tr>\n",
" <tr>\n",
" <th>121</th>\n",
" <td>mascarpone</td>\n",
" <td>mascarpon</td>\n",
" <td>ricotta</td>\n",
" <td>cream</td>\n",
" <td>chees</td>\n",
" <td>strawberri</td>\n",
" <td>butter</td>\n",
" <td>ice</td>\n",
" <td>cotija</td>\n",
" <td>egg</td>\n",
" <td>yoghurt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>mayonaise</td>\n",
" <td>mayonais</td>\n",
" <td>sriracha</td>\n",
" <td>ketchup</td>\n",
" <td>pimento</td>\n",
" <td>yoghurt</td>\n",
" <td>guacamol</td>\n",
" <td>pesto</td>\n",
" <td>kimchi</td>\n",
" <td>salsa</td>\n",
" <td>cotija</td>\n",
" </tr>\n",
" <tr>\n",
" <th>128</th>\n",
" <td>meat</td>\n",
" <td>meat</td>\n",
2019-09-19 10:19:35 +02:00
" <td>beef</td>\n",
" <td>pork</td>\n",
" <td>chicken</td>\n",
" <td>sausag</td>\n",
" <td>ham</td>\n",
" <td>bacon</td>\n",
2019-09-19 10:19:35 +02:00
" <td>shrimp</td>\n",
" <td>veget</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>10</th>\n",
" <td>milk</td>\n",
" <td>milk</td>\n",
" <td>buttermilk</td>\n",
" <td>cream</td>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" <td>water</td>\n",
" <td>margarin</td>\n",
" <td>nutmeg</td>\n",
" <td>molass</td>\n",
" <td>vanilla</td>\n",
" </tr>\n",
" <tr>\n",
" <th>123</th>\n",
" <td>mint</td>\n",
" <td>mint</td>\n",
" <td>basil</td>\n",
" <td>cilantro</td>\n",
2019-09-19 10:19:35 +02:00
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" <td>coriand</td>\n",
2019-09-19 10:19:35 +02:00
" <td>lime</td>\n",
" <td>oregano</td>\n",
" <td>lemon</td>\n",
" <td>parsley</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>39</th>\n",
" <td>mirin</td>\n",
" <td>mirin</td>\n",
" <td>sake</td>\n",
" <td>vinegar</td>\n",
" <td>sriracha</td>\n",
" <td>gingerroot</td>\n",
" <td>dashi</td>\n",
" <td>ketchup</td>\n",
" <td>lemongrass</td>\n",
" <td>honey</td>\n",
" <td>ginger</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>154</th>\n",
" <td>molasses</td>\n",
" <td>molass</td>\n",
" <td>honey</td>\n",
" <td>sugar</td>\n",
" <td>vanilla</td>\n",
" <td>buttermilk</td>\n",
" <td>vinegar</td>\n",
" <td>ketchup</td>\n",
" <td>cinnamon</td>\n",
" <td>margarin</td>\n",
" <td>shorten</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>33</th>\n",
" <td>mushrooms</td>\n",
" <td>mushroom</td>\n",
" <td>leek</td>\n",
" <td>shiitak</td>\n",
" <td>onion</td>\n",
" <td>celeri</td>\n",
" <td>shallot</td>\n",
" <td>scallion</td>\n",
" <td>tomato</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spinach</td>\n",
" <td>carrot</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>113</th>\n",
" <td>mussels</td>\n",
" <td>mussel</td>\n",
" <td>shrimp</td>\n",
" <td>linguin</td>\n",
2019-09-19 10:19:35 +02:00
" <td>crawfish</td>\n",
" <td>pasta</td>\n",
" <td>penn</td>\n",
" <td>fettucin</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spaghetti</td>\n",
" <td>asparagu</td>\n",
" <td>grit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>141</th>\n",
" <td>mustard</td>\n",
" <td>mustard</td>\n",
" <td>oregano</td>\n",
" <td>paprika</td>\n",
" <td>cayenn</td>\n",
" <td>cumin</td>\n",
" <td>thyme</td>\n",
" <td>chili</td>\n",
" <td>garlic</td>\n",
" <td>rosemari</td>\n",
" <td>peppercorn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>noodles</td>\n",
" <td>noodl</td>\n",
" <td>pasta</td>\n",
" <td>spaghetti</td>\n",
2019-09-19 10:19:35 +02:00
" <td>linguin</td>\n",
" <td>fettucin</td>\n",
" <td>penn</td>\n",
" <td>broccoli</td>\n",
" <td>rice</td>\n",
" <td>asparagu</td>\n",
" <td>quinoa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>nutmeg</td>\n",
" <td>nutmeg</td>\n",
" <td>allspic</td>\n",
" <td>cayenn</td>\n",
" <td>salt</td>\n",
" <td>cinnamon</td>\n",
" <td>paprika</td>\n",
" <td>cardamom</td>\n",
" <td>cumin</td>\n",
" <td>oregano</td>\n",
" <td>thyme</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>11</th>\n",
" <td>oil</td>\n",
" <td>oil</td>\n",
" <td>oliv</td>\n",
" <td>butter</td>\n",
" <td>paprika</td>\n",
" <td>cumin</td>\n",
" <td>honey</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cayenn</td>\n",
" <td>salt</td>\n",
" <td>shallot</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>78</th>\n",
" <td>okra</td>\n",
" <td>okra</td>\n",
" <td>zucchini</td>\n",
" <td>pea</td>\n",
2019-09-19 10:19:35 +02:00
" <td>asparagu</td>\n",
" <td>broccoli</td>\n",
" <td>eggplant</td>\n",
" <td>cabbag</td>\n",
" <td>leek</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mushroom</td>\n",
" <td>cauliflow</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>119</th>\n",
" <td>olives</td>\n",
" <td>oliv</td>\n",
" <td>oil</td>\n",
" <td>caper</td>\n",
" <td>shallot</td>\n",
" <td>oregano</td>\n",
" <td>garlic</td>\n",
" <td>rosemari</td>\n",
" <td>parsley</td>\n",
" <td>scallion</td>\n",
" <td>chive</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>2</th>\n",
" <td>onions</td>\n",
" <td>onion</td>\n",
" <td>shallot</td>\n",
" <td>scallion</td>\n",
" <td>celeri</td>\n",
" <td>garlic</td>\n",
" <td>chilli</td>\n",
" <td>leek</td>\n",
" <td>chili</td>\n",
" <td>carrot</td>\n",
" <td>mushroom</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>52</th>\n",
" <td>orange</td>\n",
" <td>orang</td>\n",
" <td>lemon</td>\n",
" <td>lime</td>\n",
" <td>pineappl</td>\n",
" <td>juic</td>\n",
" <td>mango</td>\n",
" <td>appl</td>\n",
" <td>peach</td>\n",
" <td>ginger</td>\n",
" <td>honey</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>46</th>\n",
" <td>oregano</td>\n",
" <td>oregano</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" <td>basil</td>\n",
" <td>parsley</td>\n",
" <td>cayenn</td>\n",
" <td>paprika</td>\n",
" <td>coriand</td>\n",
" <td>cumin</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>110</th>\n",
" <td>pancetta</td>\n",
" <td>pancetta</td>\n",
" <td>bacon</td>\n",
" <td>prosciutto</td>\n",
" <td>shallot</td>\n",
" <td>sausag</td>\n",
" <td>leek</td>\n",
" <td>mushroom</td>\n",
2019-09-19 10:19:35 +02:00
" <td>ham</td>\n",
" <td>onion</td>\n",
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>150</th>\n",
" <td>paneer</td>\n",
" <td>paneer</td>\n",
" <td>tofu</td>\n",
" <td>cotija</td>\n",
" <td>eggplant</td>\n",
" <td>beansprout</td>\n",
" <td>daikon</td>\n",
" <td>tumer</td>\n",
" <td>okra</td>\n",
" <td>kimchi</td>\n",
" <td>potato</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>20</th>\n",
" <td>paprika</td>\n",
" <td>paprika</td>\n",
" <td>cayenn</td>\n",
" <td>oregano</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cumin</td>\n",
" <td>marjoram</td>\n",
" <td>salt</td>\n",
" <td>thyme</td>\n",
" <td>pepper</td>\n",
" <td>nutmeg</td>\n",
" <td>coriand</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>parsley</td>\n",
" <td>parsley</td>\n",
" <td>chive</td>\n",
" <td>basil</td>\n",
" <td>thyme</td>\n",
" <td>marjoram</td>\n",
2019-09-19 10:19:35 +02:00
" <td>oregano</td>\n",
" <td>rosemari</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cilantro</td>\n",
" <td>coriand</td>\n",
2019-09-19 10:19:35 +02:00
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>pasta</td>\n",
" <td>pasta</td>\n",
" <td>spaghetti</td>\n",
" <td>linguin</td>\n",
" <td>penn</td>\n",
" <td>fettucin</td>\n",
" <td>noodl</td>\n",
" <td>quinoa</td>\n",
" <td>couscou</td>\n",
" <td>broccoli</td>\n",
" <td>asparagu</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>80</th>\n",
" <td>peaches</td>\n",
" <td>peach</td>\n",
2019-09-19 10:19:35 +02:00
" <td>strawberri</td>\n",
" <td>appl</td>\n",
" <td>mango</td>\n",
" <td>pineappl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>banana</td>\n",
" <td>orang</td>\n",
2019-09-19 10:19:35 +02:00
" <td>lemon</td>\n",
" <td>lime</td>\n",
2019-09-19 10:19:35 +02:00
" <td>tomato</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>53</th>\n",
" <td>peanuts</td>\n",
" <td>peanut</td>\n",
2019-09-19 10:19:35 +02:00
" <td>margarin</td>\n",
" <td>almond</td>\n",
" <td>walnut</td>\n",
" <td>pecan</td>\n",
2019-09-19 10:19:35 +02:00
" <td>honey</td>\n",
" <td>hazelnut</td>\n",
" <td>coconut</td>\n",
2019-09-19 10:19:35 +02:00
" <td>shorten</td>\n",
" <td>sugar</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>109</th>\n",
" <td>peas</td>\n",
" <td>pea</td>\n",
" <td>broccoli</td>\n",
2019-09-19 10:19:35 +02:00
" <td>bean</td>\n",
" <td>carrot</td>\n",
" <td>spinach</td>\n",
2019-09-19 10:19:35 +02:00
" <td>celeri</td>\n",
" <td>chickpea</td>\n",
" <td>scallion</td>\n",
2019-09-19 10:19:35 +02:00
" <td>turnip</td>\n",
" <td>mushroom</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>120</th>\n",
" <td>pecans</td>\n",
" <td>pecan</td>\n",
" <td>walnut</td>\n",
" <td>almond</td>\n",
" <td>hazelnut</td>\n",
" <td>peanut</td>\n",
" <td>raisin</td>\n",
" <td>cinnamon</td>\n",
" <td>appl</td>\n",
" <td>coconut</td>\n",
" <td>butter</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>143</th>\n",
" <td>penne</td>\n",
" <td>penn</td>\n",
" <td>linguin</td>\n",
2019-09-19 10:19:35 +02:00
" <td>fettucin</td>\n",
" <td>pasta</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spaghetti</td>\n",
" <td>noodl</td>\n",
" <td>broccoli</td>\n",
" <td>mussel</td>\n",
" <td>couscou</td>\n",
" <td>quinoa</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>6</th>\n",
" <td>pepper</td>\n",
" <td>pepper</td>\n",
" <td>cumin</td>\n",
" <td>paprika</td>\n",
" <td>garlic</td>\n",
" <td>cayenn</td>\n",
" <td>oregano</td>\n",
" <td>peppercorn</td>\n",
" <td>onion</td>\n",
" <td>celeri</td>\n",
" <td>chili</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>126</th>\n",
" <td>peppercorns</td>\n",
" <td>peppercorn</td>\n",
" <td>allspic</td>\n",
" <td>cumin</td>\n",
" <td>clove</td>\n",
" <td>pepper</td>\n",
" <td>cayenn</td>\n",
" <td>cardamom</td>\n",
" <td>coriand</td>\n",
" <td>oregano</td>\n",
" <td>marjoram</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>134</th>\n",
" <td>pesto</td>\n",
" <td>pesto</td>\n",
" <td>ricotta</td>\n",
" <td>guacamol</td>\n",
" <td>salsa</td>\n",
" <td>arugula</td>\n",
2019-09-19 10:19:35 +02:00
" <td>oliv</td>\n",
" <td>avocado</td>\n",
" <td>basil</td>\n",
2019-09-19 10:19:35 +02:00
" <td>caper</td>\n",
" <td>prosciutto</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>129</th>\n",
" <td>pimentos</td>\n",
" <td>pimento</td>\n",
" <td>caper</td>\n",
" <td>celeri</td>\n",
" <td>tomato</td>\n",
" <td>chive</td>\n",
" <td>scallion</td>\n",
" <td>parsley</td>\n",
" <td>onion</td>\n",
" <td>garlic</td>\n",
" <td>ham</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>132</th>\n",
" <td>pineapple</td>\n",
" <td>pineappl</td>\n",
" <td>mango</td>\n",
2019-09-19 10:19:35 +02:00
" <td>peach</td>\n",
" <td>appl</td>\n",
" <td>orang</td>\n",
" <td>strawberri</td>\n",
2019-09-19 10:19:35 +02:00
" <td>lime</td>\n",
" <td>banana</td>\n",
" <td>tomato</td>\n",
" <td>lemon</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>62</th>\n",
" <td>pinenuts</td>\n",
" <td>pinenut</td>\n",
" <td>walnut</td>\n",
" <td>couscou</td>\n",
" <td>kalamata</td>\n",
" <td>caper</td>\n",
" <td>cotija</td>\n",
" <td>quinoa</td>\n",
" <td>hazelnut</td>\n",
" <td>arugula</td>\n",
" <td>chickpea</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>127</th>\n",
" <td>polenta</td>\n",
" <td>polenta</td>\n",
" <td>grit</td>\n",
" <td>couscou</td>\n",
" <td>dough</td>\n",
" <td>eggplant</td>\n",
" <td>cornmeal</td>\n",
" <td>pasta</td>\n",
" <td>baguett</td>\n",
" <td>tofu</td>\n",
" <td>noodl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>pork</td>\n",
" <td>pork</td>\n",
" <td>beef</td>\n",
" <td>meat</td>\n",
" <td>chicken</td>\n",
" <td>ham</td>\n",
" <td>sausag</td>\n",
" <td>pancetta</td>\n",
" <td>bacon</td>\n",
2019-09-19 10:19:35 +02:00
" <td>veget</td>\n",
" <td>prosciutto</td>\n",
2019-09-19 10:19:35 +02:00
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>potatoes</td>\n",
" <td>potato</td>\n",
" <td>turnip</td>\n",
" <td>zucchini</td>\n",
" <td>eggplant</td>\n",
" <td>beet</td>\n",
" <td>carrot</td>\n",
" <td>cauliflow</td>\n",
" <td>cabbag</td>\n",
" <td>leek</td>\n",
2019-09-19 10:19:35 +02:00
" <td>radish</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>prosciutto</td>\n",
" <td>prosciutto</td>\n",
" <td>pancetta</td>\n",
" <td>bacon</td>\n",
" <td>ham</td>\n",
2019-09-19 10:19:35 +02:00
" <td>arugula</td>\n",
" <td>shallot</td>\n",
" <td>baguett</td>\n",
" <td>lettuc</td>\n",
" <td>scallion</td>\n",
2019-09-19 10:19:35 +02:00
" <td>watercress</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>142</th>\n",
" <td>quinoa</td>\n",
" <td>quinoa</td>\n",
" <td>couscou</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chickpea</td>\n",
" <td>rice</td>\n",
" <td>pasta</td>\n",
2019-09-19 10:19:35 +02:00
" <td>kale</td>\n",
" <td>linguin</td>\n",
" <td>noodl</td>\n",
2019-09-19 10:19:35 +02:00
" <td>spinach</td>\n",
" <td>grit</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>70</th>\n",
" <td>radishes</td>\n",
" <td>radish</td>\n",
" <td>cucumb</td>\n",
2019-09-19 10:19:35 +02:00
" <td>daikon</td>\n",
" <td>scallion</td>\n",
" <td>carrot</td>\n",
" <td>cabbag</td>\n",
2019-09-19 10:19:35 +02:00
" <td>turnip</td>\n",
" <td>beet</td>\n",
" <td>watercress</td>\n",
" <td>zucchini</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>43</th>\n",
" <td>raisins</td>\n",
" <td>raisin</td>\n",
" <td>walnut</td>\n",
" <td>honey</td>\n",
" <td>pecan</td>\n",
" <td>almond</td>\n",
" <td>cinnamon</td>\n",
2019-09-19 10:19:35 +02:00
" <td>orang</td>\n",
" <td>molass</td>\n",
2019-09-19 10:19:35 +02:00
" <td>brandi</td>\n",
" <td>appl</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>42</th>\n",
" <td>rice</td>\n",
" <td>rice</td>\n",
" <td>quinoa</td>\n",
" <td>couscou</td>\n",
" <td>noodl</td>\n",
" <td>potato</td>\n",
" <td>bean</td>\n",
" <td>chickpea</td>\n",
" <td>tumer</td>\n",
" <td>pea</td>\n",
" <td>pasta</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>156</th>\n",
" <td>ricotta</td>\n",
" <td>ricotta</td>\n",
" <td>mascarpon</td>\n",
" <td>chees</td>\n",
" <td>pesto</td>\n",
" <td>cream</td>\n",
" <td>cotija</td>\n",
" <td>spinach</td>\n",
2019-09-19 10:19:35 +02:00
" <td>egg</td>\n",
" <td>basil</td>\n",
" <td>arugula</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>146</th>\n",
" <td>rosemary</td>\n",
" <td>rosemari</td>\n",
2019-09-19 10:19:35 +02:00
" <td>thyme</td>\n",
" <td>marjoram</td>\n",
" <td>oregano</td>\n",
" <td>basil</td>\n",
" <td>parsley</td>\n",
" <td>chive</td>\n",
2019-09-19 10:19:35 +02:00
" <td>coriand</td>\n",
" <td>garlic</td>\n",
" <td>shallot</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>93</th>\n",
" <td>saffron</td>\n",
" <td>saffron</td>\n",
" <td>tumer</td>\n",
" <td>cardamom</td>\n",
" <td>cumin</td>\n",
" <td>allspic</td>\n",
" <td>cayenn</td>\n",
" <td>oregano</td>\n",
" <td>marjoram</td>\n",
" <td>rosemari</td>\n",
" <td>coriand</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>57</th>\n",
" <td>sake</td>\n",
" <td>sake</td>\n",
" <td>mirin</td>\n",
" <td>dashi</td>\n",
" <td>vinegar</td>\n",
" <td>cornflour</td>\n",
" <td>gingerroot</td>\n",
" <td>sriracha</td>\n",
" <td>brandi</td>\n",
" <td>water</td>\n",
" <td>lemongrass</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>22</th>\n",
" <td>salsa</td>\n",
" <td>salsa</td>\n",
" <td>guacamol</td>\n",
" <td>avocado</td>\n",
" <td>cilantro</td>\n",
2019-09-19 10:19:35 +02:00
" <td>pesto</td>\n",
" <td>lettuc</td>\n",
" <td>tomato</td>\n",
" <td>ketchup</td>\n",
" <td>cucumb</td>\n",
" <td>tomatillo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>salt</td>\n",
" <td>salt</td>\n",
" <td>cayenn</td>\n",
" <td>paprika</td>\n",
" <td>nutmeg</td>\n",
" <td>allspic</td>\n",
" <td>oregano</td>\n",
" <td>cumin</td>\n",
" <td>marjoram</td>\n",
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>49</th>\n",
" <td>sauce</td>\n",
" <td>sauc</td>\n",
" <td>ketchup</td>\n",
" <td>juic</td>\n",
" <td>salsa</td>\n",
2019-09-19 10:19:35 +02:00
" <td>sriracha</td>\n",
" <td>scallion</td>\n",
" <td>chili</td>\n",
" <td>vinegar</td>\n",
" <td>shallot</td>\n",
" <td>onion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>sausages</td>\n",
" <td>sausag</td>\n",
" <td>bacon</td>\n",
" <td>pancetta</td>\n",
" <td>beef</td>\n",
" <td>meat</td>\n",
" <td>ham</td>\n",
" <td>pork</td>\n",
" <td>mushroom</td>\n",
" <td>leek</td>\n",
" <td>prosciutto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>scallions</td>\n",
" <td>scallion</td>\n",
" <td>onion</td>\n",
" <td>shallot</td>\n",
" <td>chive</td>\n",
" <td>cilantro</td>\n",
" <td>celeri</td>\n",
" <td>leek</td>\n",
" <td>parsley</td>\n",
" <td>radish</td>\n",
" <td>garlic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>125</th>\n",
" <td>seasoning</td>\n",
" <td>season</td>\n",
" <td>paprika</td>\n",
" <td>pepper</td>\n",
" <td>oregano</td>\n",
" <td>cayenn</td>\n",
" <td>mustard</td>\n",
" <td>spice</td>\n",
" <td>marjoram</td>\n",
" <td>cumin</td>\n",
" <td>parsley</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>136</th>\n",
" <td>seeds</td>\n",
" <td>seed</td>\n",
" <td>coriand</td>\n",
" <td>ginger</td>\n",
" <td>garlic</td>\n",
" <td>clove</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cumin</td>\n",
" <td>cardamom</td>\n",
2019-09-19 10:19:35 +02:00
" <td>allspic</td>\n",
" <td>chile</td>\n",
" <td>peppercorn</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>16</th>\n",
" <td>shallots</td>\n",
" <td>shallot</td>\n",
" <td>onion</td>\n",
" <td>scallion</td>\n",
" <td>garlic</td>\n",
" <td>leek</td>\n",
" <td>celeri</td>\n",
" <td>caper</td>\n",
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" <td>gingerroot</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>63</th>\n",
" <td>shiitake</td>\n",
" <td>shiitak</td>\n",
" <td>mushroom</td>\n",
" <td>leek</td>\n",
" <td>daikon</td>\n",
" <td>scallion</td>\n",
" <td>turnip</td>\n",
" <td>shallot</td>\n",
" <td>broccoli</td>\n",
" <td>asparagu</td>\n",
" <td>kale</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>shortening</td>\n",
" <td>shorten</td>\n",
" <td>margarin</td>\n",
" <td>lard</td>\n",
" <td>butter</td>\n",
" <td>molass</td>\n",
" <td>vanilla</td>\n",
" <td>peanut</td>\n",
" <td>cinnamon</td>\n",
" <td>sugar</td>\n",
" <td>buttermilk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>shrimp</td>\n",
" <td>shrimp</td>\n",
" <td>crawfish</td>\n",
" <td>mussel</td>\n",
" <td>chicken</td>\n",
2019-09-19 10:19:35 +02:00
" <td>asparagu</td>\n",
" <td>mushroom</td>\n",
" <td>spinach</td>\n",
" <td>broccoli</td>\n",
" <td>okra</td>\n",
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>spaghetti</td>\n",
" <td>spaghetti</td>\n",
" <td>pasta</td>\n",
" <td>linguin</td>\n",
" <td>penn</td>\n",
" <td>fettucin</td>\n",
" <td>noodl</td>\n",
" <td>broccoli</td>\n",
" <td>pesto</td>\n",
" <td>couscou</td>\n",
" <td>sausag</td>\n",
2019-09-19 10:19:35 +02:00
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>spices</td>\n",
" <td>spice</td>\n",
" <td>allspic</td>\n",
" <td>cumin</td>\n",
" <td>season</td>\n",
" <td>cinnamon</td>\n",
" <td>mustard</td>\n",
" <td>peppercorn</td>\n",
" <td>paprika</td>\n",
" <td>cardamom</td>\n",
" <td>cayenn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>spinach</td>\n",
" <td>spinach</td>\n",
" <td>arugula</td>\n",
" <td>kale</td>\n",
" <td>watercress</td>\n",
" <td>broccoli</td>\n",
" <td>basil</td>\n",
" <td>lettuc</td>\n",
" <td>mushroom</td>\n",
" <td>parsley</td>\n",
" <td>cabbag</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>94</th>\n",
" <td>strawberries</td>\n",
" <td>strawberri</td>\n",
" <td>peach</td>\n",
" <td>banana</td>\n",
" <td>mango</td>\n",
" <td>pineappl</td>\n",
" <td>orang</td>\n",
" <td>appl</td>\n",
" <td>lime</td>\n",
" <td>ice</td>\n",
" <td>mint</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>sugar</td>\n",
" <td>sugar</td>\n",
" <td>honey</td>\n",
" <td>molass</td>\n",
" <td>cinnamon</td>\n",
" <td>nutmeg</td>\n",
" <td>margarin</td>\n",
" <td>vanilla</td>\n",
" <td>milk</td>\n",
" <td>cardamom</td>\n",
" <td>allspic</td>\n",
" </tr>\n",
" <tr>\n",
" <th>130</th>\n",
" <td>tequila</td>\n",
" <td>tequila</td>\n",
" <td>lime</td>\n",
" <td>brandi</td>\n",
" <td>vinegar</td>\n",
" <td>orang</td>\n",
" <td>mango</td>\n",
" <td>juic</td>\n",
" <td>honey</td>\n",
" <td>beer</td>\n",
" <td>lemon</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>60</th>\n",
" <td>thyme</td>\n",
" <td>thyme</td>\n",
" <td>rosemari</td>\n",
" <td>marjoram</td>\n",
" <td>oregano</td>\n",
" <td>parsley</td>\n",
" <td>basil</td>\n",
" <td>coriand</td>\n",
" <td>chive</td>\n",
" <td>garlic</td>\n",
" <td>cayenn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131</th>\n",
" <td>tofu</td>\n",
" <td>tofu</td>\n",
" <td>paneer</td>\n",
" <td>eggplant</td>\n",
" <td>daikon</td>\n",
" <td>shiitak</td>\n",
" <td>zucchini</td>\n",
" <td>chicken</td>\n",
" <td>avocado</td>\n",
" <td>mango</td>\n",
" <td>beef</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>69</th>\n",
" <td>tomatillos</td>\n",
" <td>tomatillo</td>\n",
" <td>tomato</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chile</td>\n",
" <td>cilantro</td>\n",
" <td>mango</td>\n",
" <td>salsa</td>\n",
" <td>avocado</td>\n",
2019-09-19 10:19:35 +02:00
" <td>chickpea</td>\n",
" <td>gingerroot</td>\n",
" <td>lemongrass</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>8</th>\n",
" <td>tomatoes</td>\n",
" <td>tomato</td>\n",
" <td>chile</td>\n",
2019-09-19 10:19:35 +02:00
" <td>mushroom</td>\n",
" <td>cilantro</td>\n",
" <td>caper</td>\n",
" <td>tomatillo</td>\n",
" <td>avocado</td>\n",
" <td>cucumb</td>\n",
" <td>pimento</td>\n",
" <td>pineappl</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>96</th>\n",
" <td>tortillas</td>\n",
" <td>tortilla</td>\n",
" <td>dough</td>\n",
" <td>bread</td>\n",
" <td>baguett</td>\n",
" <td>lettuc</td>\n",
" <td>prosciutto</td>\n",
" <td>salsa</td>\n",
" <td>guacamol</td>\n",
" <td>noodl</td>\n",
" <td>avocado</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>32</th>\n",
" <td>tumeric</td>\n",
" <td>tumer</td>\n",
" <td>cumin</td>\n",
" <td>cardamom</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cayenn</td>\n",
" <td>allspic</td>\n",
" <td>coriand</td>\n",
" <td>paprika</td>\n",
2019-09-19 10:19:35 +02:00
" <td>saffron</td>\n",
" <td>salt</td>\n",
" <td>chilli</td>\n",
" </tr>\n",
" <tr>\n",
" <th>140</th>\n",
" <td>turnips</td>\n",
" <td>turnip</td>\n",
" <td>beet</td>\n",
" <td>carrot</td>\n",
" <td>leek</td>\n",
" <td>potato</td>\n",
" <td>cabbag</td>\n",
" <td>radish</td>\n",
" <td>daikon</td>\n",
" <td>celeri</td>\n",
" <td>cauliflow</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>64</th>\n",
" <td>vanilla</td>\n",
" <td>vanilla</td>\n",
" <td>cinnamon</td>\n",
" <td>molass</td>\n",
" <td>sugar</td>\n",
" <td>honey</td>\n",
" <td>cardamom</td>\n",
" <td>shorten</td>\n",
" <td>orang</td>\n",
" <td>coconut</td>\n",
" <td>almond</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>91</th>\n",
" <td>vegetables</td>\n",
" <td>veget</td>\n",
" <td>oliv</td>\n",
" <td>asparagu</td>\n",
" <td>chicken</td>\n",
" <td>broccoli</td>\n",
2019-09-19 10:19:35 +02:00
" <td>carrot</td>\n",
" <td>leek</td>\n",
" <td>mushroom</td>\n",
" <td>zucchini</td>\n",
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>66</th>\n",
" <td>vinegar</td>\n",
" <td>vinegar</td>\n",
" <td>mirin</td>\n",
" <td>honey</td>\n",
" <td>ginger</td>\n",
" <td>juic</td>\n",
" <td>mustard</td>\n",
" <td>thyme</td>\n",
" <td>ketchup</td>\n",
" <td>cayenn</td>\n",
" <td>oregano</td>\n",
" </tr>\n",
" <tr>\n",
" <th>145</th>\n",
" <td>walnuts</td>\n",
" <td>walnut</td>\n",
" <td>pecan</td>\n",
" <td>hazelnut</td>\n",
" <td>almond</td>\n",
" <td>raisin</td>\n",
" <td>peanut</td>\n",
" <td>pinenut</td>\n",
" <td>cinnamon</td>\n",
" <td>coconut</td>\n",
" <td>rosemari</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>3</th>\n",
" <td>water</td>\n",
" <td>water</td>\n",
" <td>milk</td>\n",
" <td>vinegar</td>\n",
2019-09-19 10:19:35 +02:00
" <td>juic</td>\n",
" <td>sake</td>\n",
" <td>sugar</td>\n",
" <td>mirin</td>\n",
" <td>salt</td>\n",
" <td>oil</td>\n",
" <td>beer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>151</th>\n",
" <td>watercress</td>\n",
" <td>watercress</td>\n",
" <td>arugula</td>\n",
" <td>lettuc</td>\n",
" <td>spinach</td>\n",
" <td>kale</td>\n",
" <td>cilantro</td>\n",
" <td>radish</td>\n",
" <td>basil</td>\n",
" <td>cucumb</td>\n",
" <td>scallion</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>149</th>\n",
" <td>yeast</td>\n",
" <td>yeast</td>\n",
" <td>molass</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cornmeal</td>\n",
" <td>shorten</td>\n",
" <td>buttermilk</td>\n",
2019-09-19 10:19:35 +02:00
" <td>vanilla</td>\n",
" <td>egg</td>\n",
" <td>milk</td>\n",
" <td>flour</td>\n",
" <td>vinegar</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>84</th>\n",
" <td>yoghurt</td>\n",
" <td>yoghurt</td>\n",
" <td>mayonais</td>\n",
" <td>buttermilk</td>\n",
" <td>honey</td>\n",
" <td>mascarpon</td>\n",
2019-09-19 10:19:35 +02:00
" <td>milk</td>\n",
" <td>cornflour</td>\n",
2019-09-19 10:19:35 +02:00
" <td>ricotta</td>\n",
" <td>cream</td>\n",
" <td>lemon</td>\n",
" </tr>\n",
" <tr>\n",
2019-09-19 10:19:35 +02:00
" <th>29</th>\n",
" <td>zucchini</td>\n",
" <td>zucchini</td>\n",
" <td>eggplant</td>\n",
" <td>carrot</td>\n",
2019-09-19 10:19:35 +02:00
" <td>cucumb</td>\n",
" <td>potato</td>\n",
2019-09-19 10:19:35 +02:00
" <td>leek</td>\n",
" <td>celeri</td>\n",
" <td>onion</td>\n",
" <td>scallion</td>\n",
" <td>radish</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
2019-05-15 15:13:55 +02:00
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"HTML(find_most_similar_to_given_elementwise(model_ingredients, stemmed_ingredients).to_html())"
]
2019-09-19 10:19:35 +02:00
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## more experiments"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def highlight_words_in_string(string, stemmed_key_set, bg_color=41, stemmer=porter):\n",
" word_tokens = nltk.tokenize.word_tokenize(string)\n",
" i = 0\n",
" for word in word_tokens:\n",
" if stemmer.stem(word) in stemmed_key_set:\n",
" word_tokens[i] = f\"\\x1b[{bg_color}m{word}\\x1b[0m\"\n",
" i += 1\n",
" return \"\".join([word + ' ' for word in word_tokens])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"recipe 1:\n",
"\n",
"Preheat the oven to 350 F. \u001b[106mButter\u001b[0m or \u001b[106moil\u001b[0m an 8-inch \u001b[106mbaking\u001b[0m dish . \n",
"\u001b[106mCook\u001b[0m the \u001b[106mpenne\u001b[0m 2 minutes less than package directions . \n",
"( It will finish \u001b[106mcooking\u001b[0m in the oven . ) \n",
"\u001b[106mRinse\u001b[0m the \u001b[106mpasta\u001b[0m in cold \u001b[106mwater\u001b[0m and \u001b[106mset\u001b[0m aside . \n",
"Combine the \u001b[106mcooked\u001b[0m \u001b[106mpasta\u001b[0m and the \u001b[106msauce\u001b[0m in a medium bowl and \u001b[106mmix\u001b[0m carefully but thoroughly . \n",
"Scrape the \u001b[106mpasta\u001b[0m into the \u001b[106mprepared\u001b[0m \u001b[106mbaking\u001b[0m dish . \n",
"\u001b[106mSprinkle\u001b[0m the top with the \u001b[106mcheeses\u001b[0m and then the \u001b[106mchili\u001b[0m powder . \n",
"\u001b[106mBake\u001b[0m , uncovered , for 20 minutes . \n",
"Let the mac and \u001b[106mcheese\u001b[0m sit for 5 minutes before \u001b[106mserving\u001b[0m . \n",
"\u001b[106mMelt\u001b[0m the \u001b[106mbutter\u001b[0m in a heavy-bottomed saucepan over medium \u001b[106mheat\u001b[0m and \u001b[106mwhisk\u001b[0m in the \u001b[106mflour\u001b[0m . \n",
"Continue \u001b[106mwhisking\u001b[0m and \u001b[106mcooking\u001b[0m for 2 minutes . \n",
"Slowly \u001b[106madd\u001b[0m the \u001b[106mmilk\u001b[0m , \u001b[106mwhisking\u001b[0m constantly . \n",
"\u001b[106mCook\u001b[0m until the \u001b[106msauce\u001b[0m \u001b[106mthickens\u001b[0m , about 10 minutes , \u001b[106mstirring\u001b[0m frequently . \n",
"\u001b[106mRemove\u001b[0m from the \u001b[106mheat\u001b[0m . \n",
"\u001b[106mAdd\u001b[0m the \u001b[106mcheeses\u001b[0m , \u001b[106msalt\u001b[0m , \u001b[106mchili\u001b[0m powder , and \u001b[106mgarlic\u001b[0m powder . \n",
"\u001b[106mStir\u001b[0m until the \u001b[106mcheese\u001b[0m is \u001b[106mmelted\u001b[0m and all ingredients are incorporated , about 3 minutes . \n",
"Use immediately , or \u001b[106mrefrigerate\u001b[0m for up to 3 days . \n",
"This \u001b[106msauce\u001b[0m reheats nicely on the stove in a saucepan over low \u001b[106mheat\u001b[0m . \n",
"\u001b[106mStir\u001b[0m frequently so the \u001b[106msauce\u001b[0m doesnt \u001b[106mscorch\u001b[0m . \n",
"This recipe can be assembled before \u001b[106mbaking\u001b[0m and frozen for up to 3 monthsjust be sure to use a freezer-to-oven pan and increase the \u001b[106mbaking\u001b[0m time to 50 minutes . \n",
"One-half teaspoon of chipotle \u001b[106mchili\u001b[0m powder makes a spicy mac , so make sure your family and friends can handle it ! \n",
"The proportion of \u001b[106mpasta\u001b[0m to \u001b[106mcheese\u001b[0m \u001b[106msauce\u001b[0m is crucial to the success of the dish . \n",
"It will look like a lot of \u001b[106msauce\u001b[0m for the \u001b[106mpasta\u001b[0m , but some of the liquid will be absorbed . \n",
"\n",
"recipe 2:\n",
"\n",
"\u001b[106mCook\u001b[0m macaroni according to package directions ; \u001b[106mdrain\u001b[0m well . \n",
"Cold . \n",
"Combine macaroni , \u001b[106mcheese\u001b[0m cubes , \u001b[106mcelery\u001b[0m , green \u001b[106mpepper\u001b[0m and \u001b[106mpimento\u001b[0m . \n",
"\u001b[106mBlend\u001b[0m together mayonnaise or possibly salad \u001b[106mdressing\u001b[0m , \u001b[106mvinegar\u001b[0m , \u001b[106msalt\u001b[0m and dill weed ; \u001b[106madd\u001b[0m in to macaroni \u001b[106mmix\u001b[0m . \n",
"Toss lightly . \n",
"\u001b[106mCover\u001b[0m and refrigeratewell . \n",
"\u001b[106mServe\u001b[0m salad in \u001b[106mlettuce\u001b[0m lined bowl if you like . \n",
"Makes 6 \u001b[106mservings\u001b[0m . \n",
"\n",
"recipe 3:\n",
"\n",
"\u001b[106mAdd\u001b[0m the \u001b[106mtomatoes\u001b[0m to a food processor with a pinch of \u001b[106msalt\u001b[0m and puree until smooth . \n",
"Combine the \u001b[106monions\u001b[0m , bell \u001b[106mpeppers\u001b[0m and \u001b[106mcucumbers\u001b[0m with the \u001b[106mtomato\u001b[0m puree in a large bowl . \n",
"\u001b[106mChill\u001b[0m at least 1 hour . \n",
"Drizzle with \u001b[106molive\u001b[0m \u001b[106moil\u001b[0m , \u001b[106mgarnish\u001b[0m with \u001b[106mchopped\u001b[0m \u001b[106mbasil\u001b[0m and \u001b[106mserve\u001b[0m . \n",
"\n",
"recipe 4:\n",
"\n",
"Preheat oven to 350 degrees Fahrenheit . \n",
"Spray pan with non stick \u001b[106mcooking\u001b[0m spray . \n",
"\u001b[106mHeat\u001b[0m \u001b[106mmilk\u001b[0m , \u001b[106mwater\u001b[0m and \u001b[106mbutter\u001b[0m to \u001b[106mboiling\u001b[0m ; \u001b[106mstir\u001b[0m in contents of both pouches of \u001b[106mpotatoes\u001b[0m ; let stand one minute . \n",
"\u001b[106mStir\u001b[0m in \u001b[106mcorn\u001b[0m . \n",
"\u001b[106mSpoon\u001b[0m half the \u001b[106mpotato\u001b[0m mixture in pan . \n",
"\u001b[106mSprinkle\u001b[0m half each of \u001b[106mcheese\u001b[0m and \u001b[106monions\u001b[0m ; top with remaining \u001b[106mpotatoes\u001b[0m . \n",
"\u001b[106mSprinkle\u001b[0m with remaining \u001b[106mcheese\u001b[0m and \u001b[106monions\u001b[0m . \n",
"\u001b[106mBake\u001b[0m 10 to 15 minutes until \u001b[106mcheese\u001b[0m is \u001b[106mmelted\u001b[0m . \n",
"Enjoy ! \n",
"\n",
"recipe 5:\n",
"\n",
"Dissolve Jello in \u001b[106mboiling\u001b[0m \u001b[106mwater\u001b[0m . \n",
"Allow to \u001b[106mcool\u001b[0m to room temp . \n",
"\u001b[106mWhisk\u001b[0m in \u001b[106mCool\u001b[0m \u001b[106mWhip\u001b[0m . \n",
"\u001b[106mFold\u001b[0m in watermelon . \n",
"\u001b[106mSpoon\u001b[0m into crust . \n",
"\u001b[106mChill\u001b[0m for 2-3 hours or overnight . \n",
"Yum ! \n",
"\n",
"recipe 6:\n",
"\n",
"In a large skillet , \u001b[106mtoast\u001b[0m the \u001b[106mcoconut\u001b[0m over medium \u001b[106mheat\u001b[0m , until golden and crisp ; \u001b[106mset\u001b[0m aside . \n",
"\u001b[106mBrown\u001b[0m ground \u001b[106mbeef\u001b[0m and \u001b[106mgarlic\u001b[0m in the same skillet ; \u001b[106mdrain\u001b[0m well . \n",
"\u001b[106mAdd\u001b[0m \u001b[106msalt\u001b[0m , \u001b[106mpepper\u001b[0m \u001b[106mlemon\u001b[0m \u001b[106mjuice\u001b[0m and soy \u001b[106msauce\u001b[0m . \n",
"In a small bowl combine the cornstarch with reserved \u001b[106mpineapple\u001b[0m and mandarin \u001b[106morange\u001b[0m liquids ; \u001b[106mstir\u001b[0m well until smooth then \u001b[106madd\u001b[0m to ground \u001b[106mbeef\u001b[0m and \u001b[106mcook\u001b[0m over medium \u001b[106mheat\u001b[0m for 5 mins , \u001b[106mstirring\u001b[0m constantly , until mixture is \u001b[106mthickened\u001b[0m . \n",
"\u001b[106mStir\u001b[0m in the \u001b[106mpineapple\u001b[0m and mandarin \u001b[106moranges\u001b[0m ; \u001b[106mcook\u001b[0m 2-3 mins , or until thoroughly \u001b[106mheated\u001b[0m . \n",
"\u001b[106mServe\u001b[0m over \u001b[106mnoodles\u001b[0m or \u001b[106mrice\u001b[0m , and \u001b[106msprinkle\u001b[0m with more \u001b[106mtoasted\u001b[0m \u001b[106mcoconut\u001b[0m and cashew nuts . \n",
"\n",
"recipe 7:\n",
"\n",
"Pierce the skin of the \u001b[106mchicken\u001b[0m with a fork or knife . \n",
"\u001b[106mSprinkle\u001b[0m with kombu tea evenly on both sides of the \u001b[106mchicken\u001b[0m , about 1 teaspoon per \u001b[106mchicken\u001b[0m thigh . \n",
"\u001b[106mBrown\u001b[0m the skin side of the \u001b[106mchicken\u001b[0m first over high \u001b[106mheat\u001b[0m until golden \u001b[106mbrown\u001b[0m . \n",
"\u001b[106mSprinkle\u001b[0m some \u001b[106mpepper\u001b[0m on the \u001b[106mmeat\u001b[0m just before flipping over . \n",
"Then \u001b[106mbrown\u001b[0m the other side until golden \u001b[106mbrown\u001b[0m . \n",
"\n",
"recipe 8:\n",
"\n",
"\u001b[106mPut\u001b[0m ingredients in a \u001b[106mbuttered\u001b[0m 9 x 12 x 2-inch pan in even layers in the order that they are given - DO NOT \u001b[106mMIX\u001b[0m . \n",
"\u001b[106mBake\u001b[0m in a 350 oven for 1 hour . \n",
"\n",
"recipe 9:\n",
"\n",
"Layer all ingredients in a \u001b[106mserving\u001b[0m dish . \n",
"\n",
"recipe 10:\n",
"\n",
"Sift dry ingredients . \n",
"\u001b[106mbeat\u001b[0m \u001b[106meggs\u001b[0m untill frothy , \u001b[106madd\u001b[0m \u001b[106msugar\u001b[0m , \u001b[106moil\u001b[0m and \u001b[106mvanilla\u001b[0m . \n",
"\u001b[106mBeat\u001b[0m untillthick . \n",
"\u001b[106mStir\u001b[0m in \u001b[106mzucchini\u001b[0m . \n",
"\u001b[106mblend\u001b[0m in sifted dry ingredients . \n",
"\u001b[106mFold\u001b[0m in nuts . \n",
"\u001b[106mpour\u001b[0m in greased loaf pan and \u001b[106mbake\u001b[0m at 350 degrees for 1 1/2 hours . \n",
"\n",
"recipe 11:\n",
"\n",
"\u001b[106mChop\u001b[0m green \u001b[106monions\u001b[0m ; \u001b[106mchop\u001b[0m red \u001b[106mpeppers\u001b[0m ; \u001b[106mpeel\u001b[0m and \u001b[106mgrate\u001b[0m \u001b[106mcarrots\u001b[0m ( save two \u001b[106mgrated\u001b[0m \u001b[106mcarrots\u001b[0m for salads ) ; \u001b[106mplace\u001b[0m all in a medium bowl and toss to \u001b[106mmix\u001b[0m . \n",
"Preheat oven to 450 degrees Fahrenheit . \n",
"\u001b[106mPlace\u001b[0m salmon \u001b[106mfillet\u001b[0m in middle of a large piece of heavy aluminum foil . \n",
"\u001b[106mSprinkle\u001b[0m salmon with \u001b[106mginger\u001b[0m and freshly ground black \u001b[106mpepper\u001b[0m if you wish . \n",
"\u001b[106mArrange\u001b[0m bowl of veggies on top of salmon , and seal foil tightly to create a tightly sealed pocket . \n",
"\u001b[106mPlace\u001b[0m in oven and \u001b[106mbake\u001b[0m for 20 minutes . \n",
"The veggies will give up some of their liquid , creating more than enough to \u001b[106mcook\u001b[0m the fish . \n",
"\u001b[106mCook\u001b[0m \u001b[106mrice\u001b[0m per package instructions . \n",
"While fish \u001b[106mbakes\u001b[0m , \u001b[106mprepare\u001b[0m Salad a La SPORTZ by \u001b[106marranging\u001b[0m crackers in single layer on cookie sheet ; \u001b[106msprinkle\u001b[0m with Parmesan topping . \n",
"\u001b[106mBake\u001b[0m for 1 to 2 minutes in oven with fish , just until lightly \u001b[106mbrowned\u001b[0m . \n",
"\u001b[106mCool\u001b[0m . \n",
"Toss greens ( 1/2 pound = 8 cups ) , \u001b[106mcarrots\u001b[0m ( \u001b[106mgrated\u001b[0m ) , \u001b[106mtomatoes\u001b[0m ( halved ) , and green \u001b[106monions\u001b[0m ( \u001b[106msliced\u001b[0m ) in large sized bowl . \n",
"Toss with \u001b[106mdressing\u001b[0m . \n",
"\u001b[106mSprinkle\u001b[0m with crackers just before \u001b[106mserving\u001b[0m . \n",
"\u001b[106mSlice\u001b[0m \u001b[106mbanana\u001b[0m and kiwi and toss gently ; divide between four dessert cups . \n",
"\u001b[106mBlend\u001b[0m \u001b[106mcinnamon\u001b[0m and \u001b[106msugar\u001b[0m into yogurt , and \u001b[106mplace\u001b[0m one-fourth of mixture on each bowl of fruit . \n"
]
}
],
"source": [
"i = 0\n",
"for recipe in JSON_br(settings.one_million_recipes_file):\n",
" print(f\"\\nrecipe {i+1}:\\n\")\n",
" for instruction in recipe[\"instructions\"]:\n",
" action_highlighted = highlight_words_in_string(instruction['text'], stemmed_actions + stemmed_ingredients, 106)\n",
" print(action_highlighted)\n",
" i += 1\n",
" if i > 10:\n",
" break"
]
}
],
"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
}