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Hilalem/DS0103EN-3-3-1-From-Understanding-to-Preparation-v2.0.ipynb

Created February 6, 2020 18:09
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DS0103EN-3-3-1-From-Understanding-to-Preparation-v2.0.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"button": false,
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},
"source": [
"<a href=\"https://cognitiveclass.ai\"><img src = \"https://ibm.box.com/shared/static/9gegpsmnsoo25ikkbl4qzlvlyjbgxs5x.png\" width = 400> </a>\n",
"\n",
"<h1 align=center><font size = 5>From Understanding to Preparation</font></h1>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
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},
"source": [
"## Introduction\n",
"\n",
"In this lab, we will continue learning about the data science methodology, and focus on the **Data Understanding** and the **Data Preparation** stages."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"## Table of Contents\n",
"\n",
"<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n",
"1. [Recap](#0)<br>\n",
"2. [Data Understanding](#2)<br>\n",
"3. [Data Preparation](#4)<br>\n",
"</div>\n",
"<hr>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Recap <a id=\"0\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
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"source": [
"In Lab **From Requirements to Collection**, we learned that the data we need to answer the question developed in the business understanding stage, namely *can we automate the process of determining the cuisine of a given recipe?*, is readily available. A researcher named Yong-Yeol Ahn scraped tens of thousands of food recipes (cuisines and ingredients) from three different websites, namely:"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"<img src = \"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DS0103EN/labs/images/lab3_fig1_allrecipes.png\" width=500>\n",
"\n",
"www.allrecipes.com\n",
"\n",
"<img src = \"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DS0103EN/labs/images/lab3_fig2_epicurious.png\" width=500>\n",
"\n",
"www.epicurious.com\n",
"\n",
"<img src = \"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DS0103EN/labs/images/lab3_fig3_menupan.png\" width=500>\n",
"\n",
"www.menupan.com"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"For more information on Yong-Yeol Ahn and his research, you can read his paper on [Flavor Network and the Principles of Food Pairing](http://yongyeol.com/papers/ahn-flavornet-2011.pdf)."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"We also collected the data and placed it on an IBM server for your convenience.\n",
"\n",
"------------"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Data Understanding <a id=\"2\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"<img src=\"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DS0103EN/labs/images/lab3_fig4_flowchart_data_understanding.png\" width=500>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"<strong> Important note:</strong> Please note that you are not expected to know how to program in Python. The following code is meant to illustrate the stages of data understanding and data preparation, so it is totally fine if you do not understand the individual lines of code. We have a full course on programming in Python, <a href=\"http://cocl.us/PY0101EN_DS0103EN_LAB3_PYTHON_Coursera\"><strong>Python for Data Science</strong></a>, which is also offered on Coursera. So make sure to complete the Python course if you are interested in learning how to program in Python."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"### Using this notebook:\n",
"\n",
"To run any of the following cells of code, you can type **Shift + Enter** to excute the code in a cell."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Get the version of Python installed."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Python 3.6.7\n"
]
}
],
"source": [
"# check Python version\n",
"!python -V"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Download the library and dependencies that we will need to run this lab."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"import pandas as pd # import library to read data into dataframe\n",
"pd.set_option('display.max_columns', None)\n",
"import numpy as np # import numpy library\n",
"import re # import library for regular expression"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Download the data from the IBM server and read it into a *pandas* dataframe."
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data read into dataframe!\n"
]
}
],
"source": [
"recipes = pd.read_csv(\"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DS0103EN/labs/data/recipes.csv\")\n",
"\n",
"print(\"Data read into dataframe!\") # takes about 30 seconds"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Show the first few rows."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
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}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>country</th>\n",
" <th>almond</th>\n",
" <th>angelica</th>\n",
" <th>anise</th>\n",
" <th>anise_seed</th>\n",
" <th>apple</th>\n",
" <th>apple_brandy</th>\n",
" <th>apricot</th>\n",
" <th>armagnac</th>\n",
" <th>artemisia</th>\n",
" <th>artichoke</th>\n",
" <th>asparagus</th>\n",
" <th>avocado</th>\n",
" <th>bacon</th>\n",
" <th>baked_potato</th>\n",
" <th>balm</th>\n",
" <th>banana</th>\n",
" <th>barley</th>\n",
" <th>bartlett_pear</th>\n",
" <th>basil</th>\n",
" <th>bay</th>\n",
" <th>bean</th>\n",
" <th>beech</th>\n",
" <th>beef</th>\n",
" <th>beef_broth</th>\n",
" <th>beef_liver</th>\n",
" <th>beer</th>\n",
" <th>beet</th>\n",
" <th>bell_pepper</th>\n",
" <th>bergamot</th>\n",
" <th>berry</th>\n",
" <th>bitter_orange</th>\n",
" <th>black_bean</th>\n",
" <th>black_currant</th>\n",
" <th>black_mustard_seed_oil</th>\n",
" <th>black_pepper</th>\n",
" <th>black_raspberry</th>\n",
" <th>black_sesame_seed</th>\n",
" <th>black_tea</th>\n",
" <th>blackberry</th>\n",
" <th>blackberry_brandy</th>\n",
" <th>blue_cheese</th>\n",
" <th>blueberry</th>\n",
" <th>bone_oil</th>\n",
" <th>bourbon_whiskey</th>\n",
" <th>brandy</th>\n",
" <th>brassica</th>\n",
" <th>bread</th>\n",
" <th>broccoli</th>\n",
" <th>brown_rice</th>\n",
" <th>brussels_sprout</th>\n",
" <th>buckwheat</th>\n",
" <th>butter</th>\n",
" <th>buttermilk</th>\n",
" <th>cabbage</th>\n",
" <th>cabernet_sauvignon_wine</th>\n",
" <th>cacao</th>\n",
" <th>camembert_cheese</th>\n",
" <th>cane_molasses</th>\n",
" <th>caraway</th>\n",
" <th>cardamom</th>\n",
" <th>carnation</th>\n",
" <th>carob</th>\n",
" <th>carrot</th>\n",
" <th>cashew</th>\n",
" <th>cassava</th>\n",
" <th>catfish</th>\n",
" <th>cauliflower</th>\n",
" <th>caviar</th>\n",
" <th>cayenne</th>\n",
" <th>celery</th>\n",
" <th>celery_oil</th>\n",
" <th>cereal</th>\n",
" <th>chamomile</th>\n",
" <th>champagne_wine</th>\n",
" <th>chayote</th>\n",
" <th>cheddar_cheese</th>\n",
" <th>cheese</th>\n",
" <th>cherry</th>\n",
" <th>cherry_brandy</th>\n",
" <th>chervil</th>\n",
" <th>chicken</th>\n",
" <th>chicken_broth</th>\n",
" <th>chicken_liver</th>\n",
" <th>chickpea</th>\n",
" <th>chicory</th>\n",
" <th>chinese_cabbage</th>\n",
" <th>chive</th>\n",
" <th>cider</th>\n",
" <th>cilantro</th>\n",
" <th>cinnamon</th>\n",
" <th>citrus</th>\n",
" <th>citrus_peel</th>\n",
" <th>clam</th>\n",
" <th>clove</th>\n",
" <th>cocoa</th>\n",
" <th>coconut</th>\n",
" <th>coconut_oil</th>\n",
" <th>cod</th>\n",
" <th>coffee</th>\n",
" <th>cognac</th>\n",
" <th>concord_grape</th>\n",
" <th>condiment</th>\n",
" <th>coriander</th>\n",
" <th>corn</th>\n",
" <th>corn_flake</th>\n",
" <th>corn_grit</th>\n",
" <th>cottage_cheese</th>\n",
" <th>crab</th>\n",
" <th>cranberry</th>\n",
" <th>cream</th>\n",
" <th>cream_cheese</th>\n",
" <th>cucumber</th>\n",
" <th>cumin</th>\n",
" <th>cured_pork</th>\n",
" <th>currant</th>\n",
" <th>date</th>\n",
" <th>dill</th>\n",
" <th>durian</th>\n",
" <th>eel</th>\n",
" <th>egg</th>\n",
" <th>egg_noodle</th>\n",
" <th>elderberry</th>\n",
" <th>emmental_cheese</th>\n",
" <th>endive</th>\n",
" <th>enokidake</th>\n",
" <th>fennel</th>\n",
" <th>fenugreek</th>\n",
" <th>feta_cheese</th>\n",
" <th>fig</th>\n",
" <th>fish</th>\n",
" <th>flower</th>\n",
" <th>frankfurter</th>\n",
" <th>fruit</th>\n",
" <th>galanga</th>\n",
" <th>gardenia</th>\n",
" <th>garlic</th>\n",
" <th>gelatin</th>\n",
" <th>geranium</th>\n",
" <th>gin</th>\n",
" <th>ginger</th>\n",
" <th>goat_cheese</th>\n",
" <th>grape</th>\n",
" <th>grape_brandy</th>\n",
" <th>grape_juice</th>\n",
" <th>grapefruit</th>\n",
" <th>green_bell_pepper</th>\n",
" <th>green_tea</th>\n",
" <th>gruyere_cheese</th>\n",
" <th>guava</th>\n",
" <th>haddock</th>\n",
" <th>ham</th>\n",
" <th>hazelnut</th>\n",
" <th>herring</th>\n",
" <th>holy_basil</th>\n",
" <th>honey</th>\n",
" <th>hop</th>\n",
" <th>horseradish</th>\n",
" <th>huckleberry</th>\n",
" <th>jamaican_rum</th>\n",
" <th>japanese_plum</th>\n",
" <th>jasmine</th>\n",
" <th>jasmine_tea</th>\n",
" <th>juniper_berry</th>\n",
" <th>kaffir_lime</th>\n",
" <th>kale</th>\n",
" <th>katsuobushi</th>\n",
" <th>kelp</th>\n",
" <th>kidney_bean</th>\n",
" <th>kiwi</th>\n",
" <th>kohlrabi</th>\n",
" <th>kumquat</th>\n",
" <th>lamb</th>\n",
" <th>lard</th>\n",
" <th>laurel</th>\n",
" <th>lavender</th>\n",
" <th>leaf</th>\n",
" <th>leek</th>\n",
" <th>lemon</th>\n",
" <th>lemon_juice</th>\n",
" <th>lemon_peel</th>\n",
" <th>lemongrass</th>\n",
" <th>lentil</th>\n",
" <th>lettuce</th>\n",
" <th>licorice</th>\n",
" <th>lilac_flower_oil</th>\n",
" <th>lima_bean</th>\n",
" <th>lime</th>\n",
" <th>lime_juice</th>\n",
" <th>lime_peel_oil</th>\n",
" <th>lingonberry</th>\n",
" <th>litchi</th>\n",
" <th>liver</th>\n",
" <th>lobster</th>\n",
" <th>long_pepper</th>\n",
" <th>lovage</th>\n",
" <th>macadamia_nut</th>\n",
" <th>macaroni</th>\n",
" <th>mace</th>\n",
" <th>mackerel</th>\n",
" <th>malt</th>\n",
" <th>mandarin</th>\n",
" <th>mandarin_peel</th>\n",
" <th>mango</th>\n",
" <th>maple_syrup</th>\n",
" <th>marjoram</th>\n",
" <th>mate</th>\n",
" <th>matsutake</th>\n",
" <th>meat</th>\n",
" <th>melon</th>\n",
" <th>milk</th>\n",
" <th>milk_fat</th>\n",
" <th>mint</th>\n",
" <th>mozzarella_cheese</th>\n",
" <th>mung_bean</th>\n",
" <th>munster_cheese</th>\n",
" <th>muscat_grape</th>\n",
" <th>mushroom</th>\n",
" <th>mussel</th>\n",
" <th>mustard</th>\n",
" <th>mutton</th>\n",
" <th>nectarine</th>\n",
" <th>nira</th>\n",
" <th>nut</th>\n",
" <th>nutmeg</th>\n",
" <th>oat</th>\n",
" <th>oatmeal</th>\n",
" <th>octopus</th>\n",
" <th>okra</th>\n",
" <th>olive</th>\n",
" <th>olive_oil</th>\n",
" <th>onion</th>\n",
" <th>orange</th>\n",
" <th>orange_flower</th>\n",
" <th>orange_juice</th>\n",
" <th>orange_peel</th>\n",
" <th>oregano</th>\n",
" <th>ouzo</th>\n",
" <th>oyster</th>\n",
" <th>palm</th>\n",
" <th>papaya</th>\n",
" <th>parmesan_cheese</th>\n",
" <th>parsley</th>\n",
" <th>parsnip</th>\n",
" <th>passion_fruit</th>\n",
" <th>pea</th>\n",
" <th>peach</th>\n",
" <th>peanut</th>\n",
" <th>peanut_butter</th>\n",
" <th>peanut_oil</th>\n",
" <th>pear</th>\n",
" <th>pear_brandy</th>\n",
" <th>pecan</th>\n",
" <th>pelargonium</th>\n",
" <th>pepper</th>\n",
" <th>peppermint</th>\n",
" <th>peppermint_oil</th>\n",
" <th>pimenta</th>\n",
" <th>pimento</th>\n",
" <th>pineapple</th>\n",
" <th>pistachio</th>\n",
" <th>plum</th>\n",
" <th>popcorn</th>\n",
" <th>porcini</th>\n",
" <th>pork</th>\n",
" <th>pork_liver</th>\n",
" <th>pork_sausage</th>\n",
" <th>port_wine</th>\n",
" <th>potato</th>\n",
" <th>potato_chip</th>\n",
" <th>prawn</th>\n",
" <th>prickly_pear</th>\n",
" <th>provolone_cheese</th>\n",
" <th>pumpkin</th>\n",
" <th>quince</th>\n",
" <th>radish</th>\n",
" <th>raisin</th>\n",
" <th>rapeseed</th>\n",
" <th>raspberry</th>\n",
" <th>raw_beef</th>\n",
" <th>red_algae</th>\n",
" <th>red_bean</th>\n",
" <th>red_kidney_bean</th>\n",
" <th>red_wine</th>\n",
" <th>rhubarb</th>\n",
" <th>rice</th>\n",
" <th>roasted_almond</th>\n",
" <th>roasted_beef</th>\n",
" <th>roasted_hazelnut</th>\n",
" <th>roasted_meat</th>\n",
" <th>roasted_nut</th>\n",
" <th>roasted_peanut</th>\n",
" <th>roasted_pecan</th>\n",
" <th>roasted_pork</th>\n",
" <th>roasted_sesame_seed</th>\n",
" <th>romano_cheese</th>\n",
" <th>root</th>\n",
" <th>roquefort_cheese</th>\n",
" <th>rose</th>\n",
" <th>rosemary</th>\n",
" <th>rum</th>\n",
" <th>rutabaga</th>\n",
" <th>rye_bread</th>\n",
" <th>rye_flour</th>\n",
" <th>saffron</th>\n",
" <th>sage</th>\n",
" <th>sake</th>\n",
" <th>salmon</th>\n",
" <th>salmon_roe</th>\n",
" <th>sassafras</th>\n",
" <th>sauerkraut</th>\n",
" <th>savory</th>\n",
" <th>scallion</th>\n",
" <th>scallop</th>\n",
" <th>sea_algae</th>\n",
" <th>seaweed</th>\n",
" <th>seed</th>\n",
" <th>sesame_oil</th>\n",
" <th>sesame_seed</th>\n",
" <th>shallot</th>\n",
" <th>sheep_cheese</th>\n",
" <th>shellfish</th>\n",
" <th>sherry</th>\n",
" <th>shiitake</th>\n",
" <th>shrimp</th>\n",
" <th>smoke</th>\n",
" <th>smoked_fish</th>\n",
" <th>smoked_salmon</th>\n",
" <th>smoked_sausage</th>\n",
" <th>sour_cherry</th>\n",
" <th>sour_milk</th>\n",
" <th>soy_sauce</th>\n",
" <th>soybean</th>\n",
" <th>soybean_oil</th>\n",
" <th>spearmint</th>\n",
" <th>squash</th>\n",
" <th>squid</th>\n",
" <th>star_anise</th>\n",
" <th>starch</th>\n",
" <th>strawberry</th>\n",
" <th>strawberry_jam</th>\n",
" <th>strawberry_juice</th>\n",
" <th>sturgeon_caviar</th>\n",
" <th>sumac</th>\n",
" <th>sunflower_oil</th>\n",
" <th>sweet_potato</th>\n",
" <th>swiss_cheese</th>\n",
" <th>tabasco_pepper</th>\n",
" <th>tamarind</th>\n",
" <th>tangerine</th>\n",
" <th>tarragon</th>\n",
" <th>tea</th>\n",
" <th>tequila</th>\n",
" <th>thai_pepper</th>\n",
" <th>thyme</th>\n",
" <th>tomato</th>\n",
" <th>tomato_juice</th>\n",
" <th>truffle</th>\n",
" <th>tuna</th>\n",
" <th>turkey</th>\n",
" <th>turmeric</th>\n",
" <th>turnip</th>\n",
" <th>vanilla</th>\n",
" <th>veal</th>\n",
" <th>vegetable</th>\n",
" <th>vegetable_oil</th>\n",
" <th>vinegar</th>\n",
" <th>violet</th>\n",
" <th>walnut</th>\n",
" <th>wasabi</th>\n",
" <th>watercress</th>\n",
" <th>watermelon</th>\n",
" <th>wheat</th>\n",
" <th>wheat_bread</th>\n",
" <th>whiskey</th>\n",
" <th>white_bread</th>\n",
" <th>white_wine</th>\n",
" <th>whole_grain_wheat_flour</th>\n",
" <th>wine</th>\n",
" <th>wood</th>\n",
" <th>yam</th>\n",
" <th>yeast</th>\n",
" <th>yogurt</th>\n",
" <th>zucchini</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Vietnamese</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Vietnamese</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Vietnamese</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Vietnamese</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Vietnamese</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" country almond angelica anise anise_seed apple apple_brandy apricot \\\n",
"0 Vietnamese No No No No No No No \n",
"1 Vietnamese No No No No No No No \n",
"2 Vietnamese No No No No No No No \n",
"3 Vietnamese No No No No No No No \n",
"4 Vietnamese No No No No No No No \n",
"\n",
" armagnac artemisia artichoke asparagus avocado bacon baked_potato balm \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"\n",
" banana barley bartlett_pear basil bay bean beech beef beef_broth beef_liver \\\n",
"0 No No No Yes No No No No No No \n",
"1 No No No No No No No No No No \n",
"2 No No No No No No No No No No \n",
"3 No No No Yes No Yes No No Yes No \n",
"4 No No No No No No No No No No \n",
"\n",
" beer beet bell_pepper bergamot berry bitter_orange black_bean black_currant \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"\n",
" black_mustard_seed_oil black_pepper black_raspberry black_sesame_seed \\\n",
"0 No No No No \n",
"1 No Yes No No \n",
"2 No No No No \n",
"3 No No No No \n",
"4 No No No No \n",
"\n",
" black_tea blackberry blackberry_brandy blue_cheese blueberry bone_oil \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"\n",
" bourbon_whiskey brandy brassica bread broccoli brown_rice brussels_sprout \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"\n",
" buckwheat butter buttermilk cabbage cabernet_sauvignon_wine cacao \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"\n",
" camembert_cheese cane_molasses caraway cardamom carnation carob carrot \\\n",
"0 No No No No No No Yes \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"\n",
" cashew cassava catfish cauliflower caviar cayenne celery celery_oil cereal \\\n",
"0 No No No No No Yes No No No \n",
"1 No No No No No Yes No No No \n",
"2 No No No No No No No No No \n",
"3 No No No No No Yes No No No \n",
"4 No No No No No Yes No No No \n",
"\n",
" chamomile champagne_wine chayote cheddar_cheese cheese cherry cherry_brandy \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"\n",
" chervil chicken chicken_broth chicken_liver chickpea chicory \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"\n",
" chinese_cabbage chive cider cilantro cinnamon citrus citrus_peel clam clove \\\n",
"0 No No No Yes No No No No No \n",
"1 No No No No No No No No No \n",
"2 No No No No No No No No No \n",
"3 No No No Yes No No No No No \n",
"4 No No No No No No No No No \n",
"\n",
" cocoa coconut coconut_oil cod coffee cognac concord_grape condiment \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"\n",
" coriander corn corn_flake corn_grit cottage_cheese crab cranberry cream \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 Yes No No No No No No No \n",
"\n",
" cream_cheese cucumber cumin cured_pork currant date dill durian eel egg \\\n",
"0 No Yes No No No No No No No No \n",
"1 No No No No No No No No No No \n",
"2 No No No No No No No No No No \n",
"3 No No No No No No No No No No \n",
"4 No Yes No No No No No No No No \n",
"\n",
" egg_noodle elderberry emmental_cheese endive enokidake fennel fenugreek \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"\n",
" feta_cheese fig fish flower frankfurter fruit galanga gardenia garlic \\\n",
"0 No No Yes No No No No No Yes \n",
"1 No No Yes No No No No No Yes \n",
"2 No No No No No No No No Yes \n",
"3 No No Yes No No No No No No \n",
"4 No No Yes No No No No No Yes \n",
"\n",
" gelatin geranium gin ginger goat_cheese grape grape_brandy grape_juice \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No Yes No No No No \n",
"4 No No No No No No No No \n",
"\n",
" grapefruit green_bell_pepper green_tea gruyere_cheese guava haddock ham \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"\n",
" hazelnut herring holy_basil honey hop horseradish huckleberry jamaican_rum \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"\n",
" japanese_plum jasmine jasmine_tea juniper_berry kaffir_lime kale \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"\n",
" katsuobushi kelp kidney_bean kiwi kohlrabi kumquat lamb lard laurel \\\n",
"0 No No No No No No No No No \n",
"1 No No No No No No No No No \n",
"2 No No No No No No No No No \n",
"3 No No No No No No No No No \n",
"4 No No No No No No No No No \n",
"\n",
" lavender leaf leek lemon lemon_juice lemon_peel lemongrass lentil lettuce \\\n",
"0 No No No No No No No No Yes \n",
"1 No No No No No No No No No \n",
"2 No No No No No No No No No \n",
"3 No No No No No No No No No \n",
"4 No No No Yes No No No No No \n",
"\n",
" licorice lilac_flower_oil lima_bean lime lime_juice lime_peel_oil \\\n",
"0 No No No No Yes No \n",
"1 No No No No No No \n",
"2 No No No No Yes No \n",
"3 No No No Yes Yes No \n",
"4 No No No No Yes No \n",
"\n",
" lingonberry litchi liver lobster long_pepper lovage macadamia_nut macaroni \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"\n",
" mace mackerel malt mandarin mandarin_peel mango maple_syrup marjoram mate \\\n",
"0 No No No No No No No No No \n",
"1 No No No No No No No No No \n",
"2 No No No No No No No No No \n",
"3 No No No No No No No No No \n",
"4 No No No No No No No No No \n",
"\n",
" matsutake meat melon milk milk_fat mint mozzarella_cheese mung_bean \\\n",
"0 No No No No No Yes No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No Yes No No \n",
"4 No No No No No Yes No No \n",
"\n",
" munster_cheese muscat_grape mushroom mussel mustard mutton nectarine nira \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"\n",
" nut nutmeg oat oatmeal octopus okra olive olive_oil onion orange \\\n",
"0 No No No No No No No Yes No No \n",
"1 No No No No No No No No Yes No \n",
"2 No No No No No No No No No No \n",
"3 No No No No No No No No No No \n",
"4 No No No No No No No No No No \n",
"\n",
" orange_flower orange_juice orange_peel oregano ouzo oyster palm papaya \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"\n",
" parmesan_cheese parsley parsnip passion_fruit pea peach peanut \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No Yes No No \n",
"4 No No No No No No Yes \n",
"\n",
" peanut_butter peanut_oil pear pear_brandy pecan pelargonium pepper \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"\n",
" peppermint peppermint_oil pimenta pimento pineapple pistachio plum popcorn \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"\n",
" porcini pork pork_liver pork_sausage port_wine potato potato_chip prawn \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"\n",
" prickly_pear provolone_cheese pumpkin quince radish raisin rapeseed \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"\n",
" raspberry raw_beef red_algae red_bean red_kidney_bean red_wine rhubarb rice \\\n",
"0 No No No No No No No Yes \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No Yes \n",
"4 No No No No No No No Yes \n",
"\n",
" roasted_almond roasted_beef roasted_hazelnut roasted_meat roasted_nut \\\n",
"0 No No No No No \n",
"1 No No No No No \n",
"2 No No No No No \n",
"3 No Yes No No No \n",
"4 No No No No No \n",
"\n",
" roasted_peanut roasted_pecan roasted_pork roasted_sesame_seed romano_cheese \\\n",
"0 No No No No No \n",
"1 No No No No No \n",
"2 No No No No No \n",
"3 No No No No No \n",
"4 No No No No No \n",
"\n",
" root roquefort_cheese rose rosemary rum rutabaga rye_bread rye_flour \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"\n",
" saffron sage sake salmon salmon_roe sassafras sauerkraut savory scallion \\\n",
"0 No No No No No No No No No \n",
"1 No No No No No No No No No \n",
"2 No No No No No No No No No \n",
"3 No No No No No No No No No \n",
"4 No No No No No No No No Yes \n",
"\n",
" scallop sea_algae seaweed seed sesame_oil sesame_seed shallot sheep_cheese \\\n",
"0 No No No Yes No No No No \n",
"1 No No No Yes No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No Yes No \n",
"4 No No No No No No No No \n",
"\n",
" shellfish sherry shiitake shrimp smoke smoked_fish smoked_salmon \\\n",
"0 No No Yes Yes No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No Yes No No No \n",
"\n",
" smoked_sausage sour_cherry sour_milk soy_sauce soybean soybean_oil \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No Yes No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"\n",
" spearmint squash squid star_anise starch strawberry strawberry_jam \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"\n",
" strawberry_juice sturgeon_caviar sumac sunflower_oil sweet_potato \\\n",
"0 No No No No No \n",
"1 No No No No No \n",
"2 No No No No No \n",
"3 No No No No No \n",
"4 No No No No No \n",
"\n",
" swiss_cheese tabasco_pepper tamarind tangerine tarragon tea tequila \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"\n",
" thai_pepper thyme tomato tomato_juice truffle tuna turkey turmeric turnip \\\n",
"0 No No No No No No No No No \n",
"1 No No No No No No No No No \n",
"2 Yes No No No No No No No No \n",
"3 No No No No No No No No No \n",
"4 No No No No No No No No No \n",
"\n",
" vanilla veal vegetable vegetable_oil vinegar violet walnut wasabi \\\n",
"0 No No No No Yes No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No Yes No No No No \n",
"4 No No No No Yes No No No \n",
"\n",
" watercress watermelon wheat wheat_bread whiskey white_bread white_wine \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"\n",
" whole_grain_wheat_flour wine wood yam yeast yogurt zucchini \n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"recipes.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Get the dimensions of the dataframe."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"(57691, 384)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"recipes.shape"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"So our dataset consists of 57,691 recipes. Each row represents a recipe, and for each recipe, the corresponding cuisine is documented as well as whether 384 ingredients exist in the recipe or not, beginning with almond and ending with zucchini."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"We know that a basic sushi recipe includes the ingredients:\n",
"* rice\n",
"* soy sauce\n",
"* wasabi\n",
"* some fish/vegetables"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Let's check that these ingredients exist in our dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['brown_rice', 'licorice', 'rice']\n",
"['wasabi']\n",
"['soy_sauce', 'soybean', 'soybean_oil']\n"
]
}
],
"source": [
"ingredients = list(recipes.columns.values)\n",
"\n",
"print([match.group(0) for ingredient in ingredients for match in [(re.compile(\".*(rice).*\")).search(ingredient)] if match])\n",
"print([match.group(0) for ingredient in ingredients for match in [(re.compile(\".*(wasabi).*\")).search(ingredient)] if match])\n",
"print([match.group(0) for ingredient in ingredients for match in [(re.compile(\".*(soy).*\")).search(ingredient)] if match])"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['cuisine', 'almond', 'angelica', 'anise', 'anise_seed', 'apple',\n",
" 'apple_brandy', 'apricot', 'armagnac', 'artemisia', 'artichoke',\n",
" 'asparagus', 'avocado', 'bacon', 'baked_potato', 'balm', 'banana',\n",
" 'barley', 'bartlett_pear', 'basil', 'bay', 'bean', 'beech', 'beef',\n",
" 'beef_broth', 'beef_liver', 'beer', 'beet', 'bell_pepper',\n",
" 'bergamot', 'berry', 'bitter_orange', 'black_bean',\n",
" 'black_currant', 'black_mustard_seed_oil', 'black_pepper',\n",
" 'black_raspberry', 'black_sesame_seed', 'black_tea', 'blackberry',\n",
" 'blackberry_brandy', 'blue_cheese', 'blueberry', 'bone_oil',\n",
" 'bourbon_whiskey', 'brandy', 'brassica', 'bread', 'broccoli',\n",
" 'brown_rice', 'brussels_sprout', 'buckwheat', 'butter',\n",
" 'buttermilk', 'cabbage', 'cabernet_sauvignon_wine', 'cacao',\n",
" 'camembert_cheese', 'cane_molasses', 'caraway', 'cardamom',\n",
" 'carnation', 'carob', 'carrot', 'cashew', 'cassava', 'catfish',\n",
" 'cauliflower', 'caviar', 'cayenne', 'celery', 'celery_oil',\n",
" 'cereal', 'chamomile', 'champagne_wine', 'chayote',\n",
" 'cheddar_cheese', 'cheese', 'cherry', 'cherry_brandy', 'chervil',\n",
" 'chicken', 'chicken_broth', 'chicken_liver', 'chickpea', 'chicory',\n",
" 'chinese_cabbage', 'chive', 'cider', 'cilantro', 'cinnamon',\n",
" 'citrus', 'citrus_peel', 'clam', 'clove', 'cocoa', 'coconut',\n",
" 'coconut_oil', 'cod', 'coffee', 'cognac', 'concord_grape',\n",
" 'condiment', 'coriander', 'corn', 'corn_flake', 'corn_grit',\n",
" 'cottage_cheese', 'crab', 'cranberry', 'cream', 'cream_cheese',\n",
" 'cucumber', 'cumin', 'cured_pork', 'currant', 'date', 'dill',\n",
" 'durian', 'eel', 'egg', 'egg_noodle', 'elderberry',\n",
" 'emmental_cheese', 'endive', 'enokidake', 'fennel', 'fenugreek',\n",
" 'feta_cheese', 'fig', 'fish', 'flower', 'frankfurter', 'fruit',\n",
" 'galanga', 'gardenia', 'garlic', 'gelatin', 'geranium', 'gin',\n",
" 'ginger', 'goat_cheese', 'grape', 'grape_brandy', 'grape_juice',\n",
" 'grapefruit', 'green_bell_pepper', 'green_tea', 'gruyere_cheese',\n",
" 'guava', 'haddock', 'ham', 'hazelnut', 'herring', 'holy_basil',\n",
" 'honey', 'hop', 'horseradish', 'huckleberry', 'jamaican_rum',\n",
" 'japanese_plum', 'jasmine', 'jasmine_tea', 'juniper_berry',\n",
" 'kaffir_lime', 'kale', 'katsuobushi', 'kelp', 'kidney_bean',\n",
" 'kiwi', 'kohlrabi', 'kumquat', 'lamb', 'lard', 'laurel',\n",
" 'lavender', 'leaf', 'leek', 'lemon', 'lemon_juice', 'lemon_peel',\n",
" 'lemongrass', 'lentil', 'lettuce', 'licorice', 'lilac_flower_oil',\n",
" 'lima_bean', 'lime', 'lime_juice', 'lime_peel_oil', 'lingonberry',\n",
" 'litchi', 'liver', 'lobster', 'long_pepper', 'lovage',\n",
" 'macadamia_nut', 'macaroni', 'mace', 'mackerel', 'malt',\n",
" 'mandarin', 'mandarin_peel', 'mango', 'maple_syrup', 'marjoram',\n",
" 'mate', 'matsutake', 'meat', 'melon', 'milk', 'milk_fat', 'mint',\n",
" 'mozzarella_cheese', 'mung_bean', 'munster_cheese', 'muscat_grape',\n",
" 'mushroom', 'mussel', 'mustard', 'mutton', 'nectarine', 'nira',\n",
" 'nut', 'nutmeg', 'oat', 'oatmeal', 'octopus', 'okra', 'olive',\n",
" 'olive_oil', 'onion', 'orange', 'orange_flower', 'orange_juice',\n",
" 'orange_peel', 'oregano', 'ouzo', 'oyster', 'palm', 'papaya',\n",
" 'parmesan_cheese', 'parsley', 'parsnip', 'passion_fruit', 'pea',\n",
" 'peach', 'peanut', 'peanut_butter', 'peanut_oil', 'pear',\n",
" 'pear_brandy', 'pecan', 'pelargonium', 'pepper', 'peppermint',\n",
" 'peppermint_oil', 'pimenta', 'pimento', 'pineapple', 'pistachio',\n",
" 'plum', 'popcorn', 'porcini', 'pork', 'pork_liver', 'pork_sausage',\n",
" 'port_wine', 'potato', 'potato_chip', 'prawn', 'prickly_pear',\n",
" 'provolone_cheese', 'pumpkin', 'quince', 'radish', 'raisin',\n",
" 'rapeseed', 'raspberry', 'raw_beef', 'red_algae', 'red_bean',\n",
" 'red_kidney_bean', 'red_wine', 'rhubarb', 'rice', 'roasted_almond',\n",
" 'roasted_beef', 'roasted_hazelnut', 'roasted_meat', 'roasted_nut',\n",
" 'roasted_peanut', 'roasted_pecan', 'roasted_pork',\n",
" 'roasted_sesame_seed', 'romano_cheese', 'root', 'roquefort_cheese',\n",
" 'rose', 'rosemary', 'rum', 'rutabaga', 'rye_bread', 'rye_flour',\n",
" 'saffron', 'sage', 'sake', 'salmon', 'salmon_roe', 'sassafras',\n",
" 'sauerkraut', 'savory', 'scallion', 'scallop', 'sea_algae',\n",
" 'seaweed', 'seed', 'sesame_oil', 'sesame_seed', 'shallot',\n",
" 'sheep_cheese', 'shellfish', 'sherry', 'shiitake', 'shrimp',\n",
" 'smoke', 'smoked_fish', 'smoked_salmon', 'smoked_sausage',\n",
" 'sour_cherry', 'sour_milk', 'soy_sauce', 'soybean', 'soybean_oil',\n",
" 'spearmint', 'squash', 'squid', 'star_anise', 'starch',\n",
" 'strawberry', 'strawberry_jam', 'strawberry_juice',\n",
" 'sturgeon_caviar', 'sumac', 'sunflower_oil', 'sweet_potato',\n",
" 'swiss_cheese', 'tabasco_pepper', 'tamarind', 'tangerine',\n",
" 'tarragon', 'tea', 'tequila', 'thai_pepper', 'thyme', 'tomato',\n",
" 'tomato_juice', 'truffle', 'tuna', 'turkey', 'turmeric', 'turnip',\n",
" 'vanilla', 'veal', 'vegetable', 'vegetable_oil', 'vinegar',\n",
" 'violet', 'walnut', 'wasabi', 'watercress', 'watermelon', 'wheat',\n",
" 'wheat_bread', 'whiskey', 'white_bread', 'white_wine',\n",
" 'whole_grain_wheat_flour', 'wine', 'wood', 'yam', 'yeast',\n",
" 'yogurt', 'zucchini'], dtype=object)"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"recipes.columns.values\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
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},
"source": [
"Yes, they do!\n",
"\n",
"* rice exists as rice.\n",
"* wasabi exists as wasabi.\n",
"* soy exists as soy_sauce.\n",
"\n",
"So maybe if a recipe contains all three ingredients: rice, wasabi, and soy_sauce, then we can confidently say that the recipe is a **Japanese** cuisine! Let's keep this in mind!\n",
"\n",
"----------------"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Data Preparation <a id=\"4\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"<img src=\"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DS0103EN/labs/images/lab3_fig5_flowchart_data_preparation.png\" width=500>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
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"new_sheet": false,
"run_control": {
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},
"source": [
"In this section, we will prepare data for the next stage in the data science methodology, which is modeling. This stage involves exploring the data further and making sure that it is in the right format for the machine learning algorithm that we selected in the analytic approach stage, which is decision trees."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"First, look at the data to see if it needs cleaning."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
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},
"outputs": [
{
"data": {
"text/plain": [
"American 40150\n",
"Mexico 1754\n",
"Italian 1715\n",
"Italy 1461\n",
"Asian 1176\n",
" ... \n",
"Indonesia 12\n",
"Belgium 11\n",
"East-African 11\n",
"Israel 9\n",
"Bangladesh 4\n",
"Name: country, Length: 69, dtype: int64"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"recipes[\"country\"].value_counts() # frequency table"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"pandas.core.series.Series"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(recipes[\"cuisine\"].value_counts())"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"By looking at the above table, we can make the following observations:\n",
"\n",
"1. Cuisine column is labeled as Country, which is inaccurate.\n",
"2. Cuisine names are not consistent as not all of them start with an uppercase first letter.\n",
"3. Some cuisines are duplicated as variation of the country name, such as Vietnam and Vietnamese.\n",
"4. Some cuisines have very few recipes."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"#### Let's fixes these problems."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Fix the name of the column showing the cuisine."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>cuisine</th>\n",
" <th>almond</th>\n",
" <th>angelica</th>\n",
" <th>anise</th>\n",
" <th>anise_seed</th>\n",
" <th>apple</th>\n",
" <th>apple_brandy</th>\n",
" <th>apricot</th>\n",
" <th>armagnac</th>\n",
" <th>artemisia</th>\n",
" <th>artichoke</th>\n",
" <th>asparagus</th>\n",
" <th>avocado</th>\n",
" <th>bacon</th>\n",
" <th>baked_potato</th>\n",
" <th>balm</th>\n",
" <th>banana</th>\n",
" <th>barley</th>\n",
" <th>bartlett_pear</th>\n",
" <th>basil</th>\n",
" <th>bay</th>\n",
" <th>bean</th>\n",
" <th>beech</th>\n",
" <th>beef</th>\n",
" <th>beef_broth</th>\n",
" <th>beef_liver</th>\n",
" <th>beer</th>\n",
" <th>beet</th>\n",
" <th>bell_pepper</th>\n",
" <th>bergamot</th>\n",
" <th>berry</th>\n",
" <th>bitter_orange</th>\n",
" <th>black_bean</th>\n",
" <th>black_currant</th>\n",
" <th>black_mustard_seed_oil</th>\n",
" <th>black_pepper</th>\n",
" <th>black_raspberry</th>\n",
" <th>black_sesame_seed</th>\n",
" <th>black_tea</th>\n",
" <th>blackberry</th>\n",
" <th>blackberry_brandy</th>\n",
" <th>blue_cheese</th>\n",
" <th>blueberry</th>\n",
" <th>bone_oil</th>\n",
" <th>bourbon_whiskey</th>\n",
" <th>brandy</th>\n",
" <th>brassica</th>\n",
" <th>bread</th>\n",
" <th>broccoli</th>\n",
" <th>brown_rice</th>\n",
" <th>brussels_sprout</th>\n",
" <th>buckwheat</th>\n",
" <th>butter</th>\n",
" <th>buttermilk</th>\n",
" <th>cabbage</th>\n",
" <th>cabernet_sauvignon_wine</th>\n",
" <th>cacao</th>\n",
" <th>camembert_cheese</th>\n",
" <th>cane_molasses</th>\n",
" <th>caraway</th>\n",
" <th>cardamom</th>\n",
" <th>carnation</th>\n",
" <th>carob</th>\n",
" <th>carrot</th>\n",
" <th>cashew</th>\n",
" <th>cassava</th>\n",
" <th>catfish</th>\n",
" <th>cauliflower</th>\n",
" <th>caviar</th>\n",
" <th>cayenne</th>\n",
" <th>celery</th>\n",
" <th>celery_oil</th>\n",
" <th>cereal</th>\n",
" <th>chamomile</th>\n",
" <th>champagne_wine</th>\n",
" <th>chayote</th>\n",
" <th>cheddar_cheese</th>\n",
" <th>cheese</th>\n",
" <th>cherry</th>\n",
" <th>cherry_brandy</th>\n",
" <th>chervil</th>\n",
" <th>chicken</th>\n",
" <th>chicken_broth</th>\n",
" <th>chicken_liver</th>\n",
" <th>chickpea</th>\n",
" <th>chicory</th>\n",
" <th>chinese_cabbage</th>\n",
" <th>chive</th>\n",
" <th>cider</th>\n",
" <th>cilantro</th>\n",
" <th>cinnamon</th>\n",
" <th>citrus</th>\n",
" <th>citrus_peel</th>\n",
" <th>clam</th>\n",
" <th>clove</th>\n",
" <th>cocoa</th>\n",
" <th>coconut</th>\n",
" <th>coconut_oil</th>\n",
" <th>cod</th>\n",
" <th>coffee</th>\n",
" <th>cognac</th>\n",
" <th>concord_grape</th>\n",
" <th>condiment</th>\n",
" <th>coriander</th>\n",
" <th>corn</th>\n",
" <th>corn_flake</th>\n",
" <th>corn_grit</th>\n",
" <th>cottage_cheese</th>\n",
" <th>crab</th>\n",
" <th>cranberry</th>\n",
" <th>cream</th>\n",
" <th>cream_cheese</th>\n",
" <th>cucumber</th>\n",
" <th>cumin</th>\n",
" <th>cured_pork</th>\n",
" <th>currant</th>\n",
" <th>date</th>\n",
" <th>dill</th>\n",
" <th>durian</th>\n",
" <th>eel</th>\n",
" <th>egg</th>\n",
" <th>egg_noodle</th>\n",
" <th>elderberry</th>\n",
" <th>emmental_cheese</th>\n",
" <th>endive</th>\n",
" <th>enokidake</th>\n",
" <th>fennel</th>\n",
" <th>fenugreek</th>\n",
" <th>feta_cheese</th>\n",
" <th>fig</th>\n",
" <th>fish</th>\n",
" <th>flower</th>\n",
" <th>frankfurter</th>\n",
" <th>fruit</th>\n",
" <th>galanga</th>\n",
" <th>gardenia</th>\n",
" <th>garlic</th>\n",
" <th>gelatin</th>\n",
" <th>geranium</th>\n",
" <th>gin</th>\n",
" <th>ginger</th>\n",
" <th>goat_cheese</th>\n",
" <th>grape</th>\n",
" <th>grape_brandy</th>\n",
" <th>grape_juice</th>\n",
" <th>grapefruit</th>\n",
" <th>green_bell_pepper</th>\n",
" <th>green_tea</th>\n",
" <th>gruyere_cheese</th>\n",
" <th>guava</th>\n",
" <th>haddock</th>\n",
" <th>ham</th>\n",
" <th>hazelnut</th>\n",
" <th>herring</th>\n",
" <th>holy_basil</th>\n",
" <th>honey</th>\n",
" <th>hop</th>\n",
" <th>horseradish</th>\n",
" <th>huckleberry</th>\n",
" <th>jamaican_rum</th>\n",
" <th>japanese_plum</th>\n",
" <th>jasmine</th>\n",
" <th>jasmine_tea</th>\n",
" <th>juniper_berry</th>\n",
" <th>kaffir_lime</th>\n",
" <th>kale</th>\n",
" <th>katsuobushi</th>\n",
" <th>kelp</th>\n",
" <th>kidney_bean</th>\n",
" <th>kiwi</th>\n",
" <th>kohlrabi</th>\n",
" <th>kumquat</th>\n",
" <th>lamb</th>\n",
" <th>lard</th>\n",
" <th>laurel</th>\n",
" <th>lavender</th>\n",
" <th>leaf</th>\n",
" <th>leek</th>\n",
" <th>lemon</th>\n",
" <th>lemon_juice</th>\n",
" <th>lemon_peel</th>\n",
" <th>lemongrass</th>\n",
" <th>lentil</th>\n",
" <th>lettuce</th>\n",
" <th>licorice</th>\n",
" <th>lilac_flower_oil</th>\n",
" <th>lima_bean</th>\n",
" <th>lime</th>\n",
" <th>lime_juice</th>\n",
" <th>lime_peel_oil</th>\n",
" <th>lingonberry</th>\n",
" <th>litchi</th>\n",
" <th>liver</th>\n",
" <th>lobster</th>\n",
" <th>long_pepper</th>\n",
" <th>lovage</th>\n",
" <th>macadamia_nut</th>\n",
" <th>macaroni</th>\n",
" <th>mace</th>\n",
" <th>mackerel</th>\n",
" <th>malt</th>\n",
" <th>mandarin</th>\n",
" <th>mandarin_peel</th>\n",
" <th>mango</th>\n",
" <th>maple_syrup</th>\n",
" <th>marjoram</th>\n",
" <th>mate</th>\n",
" <th>matsutake</th>\n",
" <th>meat</th>\n",
" <th>melon</th>\n",
" <th>milk</th>\n",
" <th>milk_fat</th>\n",
" <th>mint</th>\n",
" <th>mozzarella_cheese</th>\n",
" <th>mung_bean</th>\n",
" <th>munster_cheese</th>\n",
" <th>muscat_grape</th>\n",
" <th>mushroom</th>\n",
" <th>mussel</th>\n",
" <th>mustard</th>\n",
" <th>mutton</th>\n",
" <th>nectarine</th>\n",
" <th>nira</th>\n",
" <th>nut</th>\n",
" <th>nutmeg</th>\n",
" <th>oat</th>\n",
" <th>oatmeal</th>\n",
" <th>octopus</th>\n",
" <th>okra</th>\n",
" <th>olive</th>\n",
" <th>olive_oil</th>\n",
" <th>onion</th>\n",
" <th>orange</th>\n",
" <th>orange_flower</th>\n",
" <th>orange_juice</th>\n",
" <th>orange_peel</th>\n",
" <th>oregano</th>\n",
" <th>ouzo</th>\n",
" <th>oyster</th>\n",
" <th>palm</th>\n",
" <th>papaya</th>\n",
" <th>parmesan_cheese</th>\n",
" <th>parsley</th>\n",
" <th>parsnip</th>\n",
" <th>passion_fruit</th>\n",
" <th>pea</th>\n",
" <th>peach</th>\n",
" <th>peanut</th>\n",
" <th>peanut_butter</th>\n",
" <th>peanut_oil</th>\n",
" <th>pear</th>\n",
" <th>pear_brandy</th>\n",
" <th>pecan</th>\n",
" <th>pelargonium</th>\n",
" <th>pepper</th>\n",
" <th>peppermint</th>\n",
" <th>peppermint_oil</th>\n",
" <th>pimenta</th>\n",
" <th>pimento</th>\n",
" <th>pineapple</th>\n",
" <th>pistachio</th>\n",
" <th>plum</th>\n",
" <th>popcorn</th>\n",
" <th>porcini</th>\n",
" <th>pork</th>\n",
" <th>pork_liver</th>\n",
" <th>pork_sausage</th>\n",
" <th>port_wine</th>\n",
" <th>potato</th>\n",
" <th>potato_chip</th>\n",
" <th>prawn</th>\n",
" <th>prickly_pear</th>\n",
" <th>provolone_cheese</th>\n",
" <th>pumpkin</th>\n",
" <th>quince</th>\n",
" <th>radish</th>\n",
" <th>raisin</th>\n",
" <th>rapeseed</th>\n",
" <th>raspberry</th>\n",
" <th>raw_beef</th>\n",
" <th>red_algae</th>\n",
" <th>red_bean</th>\n",
" <th>red_kidney_bean</th>\n",
" <th>red_wine</th>\n",
" <th>rhubarb</th>\n",
" <th>rice</th>\n",
" <th>roasted_almond</th>\n",
" <th>roasted_beef</th>\n",
" <th>roasted_hazelnut</th>\n",
" <th>roasted_meat</th>\n",
" <th>roasted_nut</th>\n",
" <th>roasted_peanut</th>\n",
" <th>roasted_pecan</th>\n",
" <th>roasted_pork</th>\n",
" <th>roasted_sesame_seed</th>\n",
" <th>romano_cheese</th>\n",
" <th>root</th>\n",
" <th>roquefort_cheese</th>\n",
" <th>rose</th>\n",
" <th>rosemary</th>\n",
" <th>rum</th>\n",
" <th>rutabaga</th>\n",
" <th>rye_bread</th>\n",
" <th>rye_flour</th>\n",
" <th>saffron</th>\n",
" <th>sage</th>\n",
" <th>sake</th>\n",
" <th>salmon</th>\n",
" <th>salmon_roe</th>\n",
" <th>sassafras</th>\n",
" <th>sauerkraut</th>\n",
" <th>savory</th>\n",
" <th>scallion</th>\n",
" <th>scallop</th>\n",
" <th>sea_algae</th>\n",
" <th>seaweed</th>\n",
" <th>seed</th>\n",
" <th>sesame_oil</th>\n",
" <th>sesame_seed</th>\n",
" <th>shallot</th>\n",
" <th>sheep_cheese</th>\n",
" <th>shellfish</th>\n",
" <th>sherry</th>\n",
" <th>shiitake</th>\n",
" <th>shrimp</th>\n",
" <th>smoke</th>\n",
" <th>smoked_fish</th>\n",
" <th>smoked_salmon</th>\n",
" <th>smoked_sausage</th>\n",
" <th>sour_cherry</th>\n",
" <th>sour_milk</th>\n",
" <th>soy_sauce</th>\n",
" <th>soybean</th>\n",
" <th>soybean_oil</th>\n",
" <th>spearmint</th>\n",
" <th>squash</th>\n",
" <th>squid</th>\n",
" <th>star_anise</th>\n",
" <th>starch</th>\n",
" <th>strawberry</th>\n",
" <th>strawberry_jam</th>\n",
" <th>strawberry_juice</th>\n",
" <th>sturgeon_caviar</th>\n",
" <th>sumac</th>\n",
" <th>sunflower_oil</th>\n",
" <th>sweet_potato</th>\n",
" <th>swiss_cheese</th>\n",
" <th>tabasco_pepper</th>\n",
" <th>tamarind</th>\n",
" <th>tangerine</th>\n",
" <th>tarragon</th>\n",
" <th>tea</th>\n",
" <th>tequila</th>\n",
" <th>thai_pepper</th>\n",
" <th>thyme</th>\n",
" <th>tomato</th>\n",
" <th>tomato_juice</th>\n",
" <th>truffle</th>\n",
" <th>tuna</th>\n",
" <th>turkey</th>\n",
" <th>turmeric</th>\n",
" <th>turnip</th>\n",
" <th>vanilla</th>\n",
" <th>veal</th>\n",
" <th>vegetable</th>\n",
" <th>vegetable_oil</th>\n",
" <th>vinegar</th>\n",
" <th>violet</th>\n",
" <th>walnut</th>\n",
" <th>wasabi</th>\n",
" <th>watercress</th>\n",
" <th>watermelon</th>\n",
" <th>wheat</th>\n",
" <th>wheat_bread</th>\n",
" <th>whiskey</th>\n",
" <th>white_bread</th>\n",
" <th>white_wine</th>\n",
" <th>whole_grain_wheat_flour</th>\n",
" <th>wine</th>\n",
" <th>wood</th>\n",
" <th>yam</th>\n",
" <th>yeast</th>\n",
" <th>yogurt</th>\n",
" <th>zucchini</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Vietnamese</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Vietnamese</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Vietnamese</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Vietnamese</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Vietnamese</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57686</th>\n",
" <td>Japan</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57687</th>\n",
" <td>Japan</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57688</th>\n",
" <td>Japan</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57689</th>\n",
" <td>Japan</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57690</th>\n",
" <td>Japan</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
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" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
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" <td>No</td>\n",
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"</table>\n",
"<p>57691 rows × 384 columns</p>\n",
"</div>"
],
"text/plain": [
" cuisine almond angelica anise anise_seed apple apple_brandy apricot \\\n",
"0 Vietnamese No No No No No No No \n",
"1 Vietnamese No No No No No No No \n",
"2 Vietnamese No No No No No No No \n",
"3 Vietnamese No No No No No No No \n",
"4 Vietnamese No No No No No No No \n",
"... ... ... ... ... ... ... ... ... \n",
"57686 Japan No No No No No No No \n",
"57687 Japan No No No No No No No \n",
"57688 Japan No No No No No No No \n",
"57689 Japan No No No No No No No \n",
"57690 Japan No No No No No No No \n",
"\n",
" armagnac artemisia artichoke asparagus avocado bacon baked_potato balm \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"... ... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No No \n",
"57687 No No No No No No No No \n",
"57688 No No No No No No No No \n",
"57689 No No No No No Yes No No \n",
"57690 No No No No No No No No \n",
"\n",
" banana barley bartlett_pear basil bay bean beech beef beef_broth \\\n",
"0 No No No Yes No No No No No \n",
"1 No No No No No No No No No \n",
"2 No No No No No No No No No \n",
"3 No No No Yes No Yes No No Yes \n",
"4 No No No No No No No No No \n",
"... ... ... ... ... .. ... ... ... ... \n",
"57686 No No No No No No No No No \n",
"57687 No No No No No No No No No \n",
"57688 No Yes No No No No No No No \n",
"57689 No No No No No No No No No \n",
"57690 No Yes No No No No No No No \n",
"\n",
" beef_liver beer beet bell_pepper bergamot berry bitter_orange \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" black_bean black_currant black_mustard_seed_oil black_pepper \\\n",
"0 No No No No \n",
"1 No No No Yes \n",
"2 No No No No \n",
"3 No No No No \n",
"4 No No No No \n",
"... ... ... ... ... \n",
"57686 No No No No \n",
"57687 No No No No \n",
"57688 No No No No \n",
"57689 No No No No \n",
"57690 No No No No \n",
"\n",
" black_raspberry black_sesame_seed black_tea blackberry \\\n",
"0 No No No No \n",
"1 No No No No \n",
"2 No No No No \n",
"3 No No No No \n",
"4 No No No No \n",
"... ... ... ... ... \n",
"57686 No No No No \n",
"57687 No No No No \n",
"57688 No No No No \n",
"57689 No No No No \n",
"57690 No No No No \n",
"\n",
" blackberry_brandy blue_cheese blueberry bone_oil bourbon_whiskey brandy \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"... ... ... ... ... ... ... \n",
"57686 No No No No No No \n",
"57687 No No No No No No \n",
"57688 No No No No No No \n",
"57689 No No No No No No \n",
"57690 No No No No No No \n",
"\n",
" brassica bread broccoli brown_rice brussels_sprout buckwheat butter \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" buttermilk cabbage cabernet_sauvignon_wine cacao camembert_cheese \\\n",
"0 No No No No No \n",
"1 No No No No No \n",
"2 No No No No No \n",
"3 No No No No No \n",
"4 No No No No No \n",
"... ... ... ... ... ... \n",
"57686 No No No No No \n",
"57687 No No No No No \n",
"57688 No No No No No \n",
"57689 No Yes No No No \n",
"57690 No No No No No \n",
"\n",
" cane_molasses caraway cardamom carnation carob carrot cashew cassava \\\n",
"0 No No No No No Yes No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"... ... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No No \n",
"57687 No No No No No No No No \n",
"57688 No No No No No No No No \n",
"57689 No No No No No No No No \n",
"57690 No No No No No No No No \n",
"\n",
" catfish cauliflower caviar cayenne celery celery_oil cereal chamomile \\\n",
"0 No No No Yes No No No No \n",
"1 No No No Yes No No No No \n",
"2 No No No No No No No No \n",
"3 No No No Yes No No No No \n",
"4 No No No Yes No No No No \n",
"... ... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No No \n",
"57687 No No No No No No No No \n",
"57688 No No No No No No No No \n",
"57689 No No No No No No No No \n",
"57690 No No No No No No No No \n",
"\n",
" champagne_wine chayote cheddar_cheese cheese cherry cherry_brandy \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"... ... ... ... ... ... ... \n",
"57686 No No No No No No \n",
"57687 No No No No No No \n",
"57688 No No No No No No \n",
"57689 No No No No No No \n",
"57690 No No No No No No \n",
"\n",
" chervil chicken chicken_broth chicken_liver chickpea chicory \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"... ... ... ... ... ... ... \n",
"57686 No No No No No No \n",
"57687 No Yes No No No No \n",
"57688 No No No No No No \n",
"57689 No No No No No No \n",
"57690 No No No No No No \n",
"\n",
" chinese_cabbage chive cider cilantro cinnamon citrus citrus_peel clam \\\n",
"0 No No No Yes No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No Yes No No No No \n",
"4 No No No No No No No No \n",
"... ... ... ... ... ... ... ... ... \n",
"57686 No Yes No No No No No No \n",
"57687 No No No No No No No No \n",
"57688 No No No No No No No No \n",
"57689 No No No No No No No No \n",
"57690 No No No No No No No No \n",
"\n",
" clove cocoa coconut coconut_oil cod coffee cognac concord_grape \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"... ... ... ... ... .. ... ... ... \n",
"57686 No No No No No No No No \n",
"57687 No No No No No No No No \n",
"57688 No No No No No No No No \n",
"57689 No No No No No No No No \n",
"57690 No No No No No No No No \n",
"\n",
" condiment coriander corn corn_flake corn_grit cottage_cheese crab \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No Yes No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No Yes No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" cranberry cream cream_cheese cucumber cumin cured_pork currant date \\\n",
"0 No No No Yes No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No Yes No No No No \n",
"... ... ... ... ... ... ... ... ... \n",
"57686 No Yes Yes Yes No No No No \n",
"57687 No No No No No No No No \n",
"57688 No No No No No No No No \n",
"57689 No No No No No No No No \n",
"57690 No No No No No No No No \n",
"\n",
" dill durian eel egg egg_noodle elderberry emmental_cheese endive \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"... ... ... .. ... ... ... ... ... \n",
"57686 No No No Yes No No No No \n",
"57687 No No No Yes No No No No \n",
"57688 No No No No No No No No \n",
"57689 No No No Yes No No No No \n",
"57690 No No No Yes No No No No \n",
"\n",
" enokidake fennel fenugreek feta_cheese fig fish flower frankfurter \\\n",
"0 No No No No No Yes No No \n",
"1 No No No No No Yes No No \n",
"2 No No No No No No No No \n",
"3 No No No No No Yes No No \n",
"4 No No No No No Yes No No \n",
"... ... ... ... ... .. ... ... ... \n",
"57686 No No No No No No No No \n",
"57687 No No No No No No No No \n",
"57688 No No No No No Yes No No \n",
"57689 No No No No No No No No \n",
"57690 No No No No No No No No \n",
"\n",
" fruit galanga gardenia garlic gelatin geranium gin ginger goat_cheese \\\n",
"0 No No No Yes No No No No No \n",
"1 No No No Yes No No No No No \n",
"2 No No No Yes No No No No No \n",
"3 No No No No No No No Yes No \n",
"4 No No No Yes No No No No No \n",
"... ... ... ... ... ... ... .. ... ... \n",
"57686 No No No No No No No No No \n",
"57687 No No No No No No No No No \n",
"57688 No No No Yes No No No Yes No \n",
"57689 No No No No No No No Yes No \n",
"57690 No No No No No No No No No \n",
"\n",
" grape grape_brandy grape_juice grapefruit green_bell_pepper green_tea \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"... ... ... ... ... ... ... \n",
"57686 No No No No No No \n",
"57687 No No No No No No \n",
"57688 No No No No No No \n",
"57689 No No No No No No \n",
"57690 No No No No No No \n",
"\n",
" gruyere_cheese guava haddock ham hazelnut herring holy_basil honey hop \\\n",
"0 No No No No No No No No No \n",
"1 No No No No No No No No No \n",
"2 No No No No No No No No No \n",
"3 No No No No No No No No No \n",
"4 No No No No No No No No No \n",
"... ... ... ... .. ... ... ... ... .. \n",
"57686 No No No No No No No No No \n",
"57687 No No No No No No No No No \n",
"57688 No No No No No No No No No \n",
"57689 No No No No No No No No No \n",
"57690 No No No No No No No No No \n",
"\n",
" horseradish huckleberry jamaican_rum japanese_plum jasmine jasmine_tea \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"... ... ... ... ... ... ... \n",
"57686 No No No No No No \n",
"57687 No No No No No No \n",
"57688 No No No No No No \n",
"57689 No No No No No No \n",
"57690 No No No No No No \n",
"\n",
" juniper_berry kaffir_lime kale katsuobushi kelp kidney_bean kiwi \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" kohlrabi kumquat lamb lard laurel lavender leaf leek lemon lemon_juice \\\n",
"0 No No No No No No No No No No \n",
"1 No No No No No No No No No No \n",
"2 No No No No No No No No No No \n",
"3 No No No No No No No No No No \n",
"4 No No No No No No No No Yes No \n",
"... ... ... ... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No No No No \n",
"57687 No No No No No No No No No No \n",
"57688 No No No No No No No No No No \n",
"57689 No No No No No No No No No No \n",
"57690 No No No No No No No No No No \n",
"\n",
" lemon_peel lemongrass lentil lettuce licorice lilac_flower_oil \\\n",
"0 No No No Yes No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"... ... ... ... ... ... ... \n",
"57686 No No No No No No \n",
"57687 No No No No No No \n",
"57688 No No No No No No \n",
"57689 No No No No No No \n",
"57690 No No No No No No \n",
"\n",
" lima_bean lime lime_juice lime_peel_oil lingonberry litchi liver \\\n",
"0 No No Yes No No No No \n",
"1 No No No No No No No \n",
"2 No No Yes No No No No \n",
"3 No Yes Yes No No No No \n",
"4 No No Yes No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" lobster long_pepper lovage macadamia_nut macaroni mace mackerel malt \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"... ... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No No \n",
"57687 No No No No No No No No \n",
"57688 No No No No No No No No \n",
"57689 No No No No No No No No \n",
"57690 No No No No No No No No \n",
"\n",
" mandarin mandarin_peel mango maple_syrup marjoram mate matsutake meat \\\n",
"0 No No No No No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No No No No No No \n",
"... ... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No No \n",
"57687 No No No No No No No No \n",
"57688 No No No No No No No No \n",
"57689 No No No No No No No No \n",
"57690 No No No No No No No No \n",
"\n",
" melon milk milk_fat mint mozzarella_cheese mung_bean munster_cheese \\\n",
"0 No No No Yes No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No Yes No No No \n",
"4 No No No Yes No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No Yes No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No Yes No No No No No \n",
"\n",
" muscat_grape mushroom mussel mustard mutton nectarine nira nut nutmeg \\\n",
"0 No No No No No No No No No \n",
"1 No No No No No No No No No \n",
"2 No No No No No No No No No \n",
"3 No No No No No No No No No \n",
"4 No No No No No No No No No \n",
"... ... ... ... ... ... ... ... ... ... \n",
"57686 No No No Yes No No No No No \n",
"57687 No No No No No No No Yes No \n",
"57688 No No No No No No No No No \n",
"57689 No No No No No No No No No \n",
"57690 No No No No No No No No No \n",
"\n",
" oat oatmeal octopus okra olive olive_oil onion orange orange_flower \\\n",
"0 No No No No No Yes No No No \n",
"1 No No No No No No Yes No No \n",
"2 No No No No No No No No No \n",
"3 No No No No No No No No No \n",
"4 No No No No No No No No No \n",
"... .. ... ... ... ... ... ... ... ... \n",
"57686 No No No No No No Yes No No \n",
"57687 No No No No No No No No No \n",
"57688 No No No No No No No No No \n",
"57689 No No No No No No No No No \n",
"57690 No No No No No No Yes No No \n",
"\n",
" orange_juice orange_peel oregano ouzo oyster palm papaya \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" parmesan_cheese parsley parsnip passion_fruit pea peach peanut \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No Yes No No \n",
"4 No No No No No No Yes \n",
"... ... ... ... ... ... ... ... \n",
"57686 No Yes No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" peanut_butter peanut_oil pear pear_brandy pecan pelargonium pepper \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No Yes \n",
"57689 No No No No No No No \n",
"57690 No No No No No No Yes \n",
"\n",
" peppermint peppermint_oil pimenta pimento pineapple pistachio plum \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" popcorn porcini pork pork_liver pork_sausage port_wine potato \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No Yes No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" potato_chip prawn prickly_pear provolone_cheese pumpkin quince radish \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" raisin rapeseed raspberry raw_beef red_algae red_bean red_kidney_bean \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" red_wine rhubarb rice roasted_almond roasted_beef roasted_hazelnut \\\n",
"0 No No Yes No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No Yes No Yes No \n",
"4 No No Yes No No No \n",
"... ... ... ... ... ... ... \n",
"57686 No No No No No No \n",
"57687 No No No No No No \n",
"57688 No No Yes No No No \n",
"57689 No No No No No No \n",
"57690 No No Yes No No No \n",
"\n",
" roasted_meat roasted_nut roasted_peanut roasted_pecan roasted_pork \\\n",
"0 No No No No No \n",
"1 No No No No No \n",
"2 No No No No No \n",
"3 No No No No No \n",
"4 No No No No No \n",
"... ... ... ... ... ... \n",
"57686 No No No No No \n",
"57687 No No No No No \n",
"57688 No No No No No \n",
"57689 No No No No No \n",
"57690 No No No No No \n",
"\n",
" roasted_sesame_seed romano_cheese root roquefort_cheese rose rosemary \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"... ... ... ... ... ... ... \n",
"57686 No No No No No No \n",
"57687 No No No No No No \n",
"57688 No No No No No No \n",
"57689 No No No No No No \n",
"57690 No No No No No No \n",
"\n",
" rum rutabaga rye_bread rye_flour saffron sage sake salmon salmon_roe \\\n",
"0 No No No No No No No No No \n",
"1 No No No No No No No No No \n",
"2 No No No No No No No No No \n",
"3 No No No No No No No No No \n",
"4 No No No No No No No No No \n",
"... .. ... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No No No \n",
"57687 No No No No No No No No No \n",
"57688 No No No No No No Yes No No \n",
"57689 No No No No No No No No No \n",
"57690 No No No No No No No No No \n",
"\n",
" sassafras sauerkraut savory scallion scallop sea_algae seaweed seed \\\n",
"0 No No No No No No No Yes \n",
"1 No No No No No No No Yes \n",
"2 No No No No No No No No \n",
"3 No No No No No No No No \n",
"4 No No No Yes No No No No \n",
"... ... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No No \n",
"57687 No No No Yes No No Yes No \n",
"57688 No No No No No No No No \n",
"57689 No No No No No No No No \n",
"57690 No No No No No No No No \n",
"\n",
" sesame_oil sesame_seed shallot sheep_cheese shellfish sherry shiitake \\\n",
"0 No No No No No No Yes \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No Yes No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 Yes No No No No No No \n",
"57688 No No Yes No No No No \n",
"57689 No No No No No No No \n",
"57690 No Yes No No No No No \n",
"\n",
" shrimp smoke smoked_fish smoked_salmon smoked_sausage sour_cherry \\\n",
"0 Yes No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 Yes No No No No No \n",
"... ... ... ... ... ... ... \n",
"57686 No No No No No No \n",
"57687 No No No No No No \n",
"57688 No No No No No No \n",
"57689 No No No No No No \n",
"57690 No No No No No No \n",
"\n",
" sour_milk soy_sauce soybean soybean_oil spearmint squash squid \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No Yes No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No Yes Yes No No No No \n",
"57689 No No No No No No No \n",
"57690 No Yes Yes No No No No \n",
"\n",
" star_anise starch strawberry strawberry_jam strawberry_juice \\\n",
"0 No No No No No \n",
"1 No No No No No \n",
"2 No No No No No \n",
"3 No No No No No \n",
"4 No No No No No \n",
"... ... ... ... ... ... \n",
"57686 No Yes No No No \n",
"57687 No No No No No \n",
"57688 No No No No No \n",
"57689 No No No No No \n",
"57690 No No No No No \n",
"\n",
" sturgeon_caviar sumac sunflower_oil sweet_potato swiss_cheese \\\n",
"0 No No No No No \n",
"1 No No No No No \n",
"2 No No No No No \n",
"3 No No No No No \n",
"4 No No No No No \n",
"... ... ... ... ... ... \n",
"57686 No No No No No \n",
"57687 No No No No No \n",
"57688 No No No No No \n",
"57689 No No No No No \n",
"57690 No No No No No \n",
"\n",
" tabasco_pepper tamarind tangerine tarragon tea tequila thai_pepper \\\n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No Yes \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... ... .. ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
" thyme tomato tomato_juice truffle tuna turkey turmeric turnip vanilla \\\n",
"0 No No No No No No No No No \n",
"1 No No No No No No No No No \n",
"2 No No No No No No No No No \n",
"3 No No No No No No No No No \n",
"4 No No No No No No No No No \n",
"... ... ... ... ... ... ... ... ... ... \n",
"57686 No No No No No No No No No \n",
"57687 No No No No No No No No No \n",
"57688 No No No No No No No No No \n",
"57689 No No No No No No No No No \n",
"57690 No No No No Yes No No No No \n",
"\n",
" veal vegetable vegetable_oil vinegar violet walnut wasabi watercress \\\n",
"0 No No No Yes No No No No \n",
"1 No No No No No No No No \n",
"2 No No No No No No No No \n",
"3 No No Yes No No No No No \n",
"4 No No No Yes No No No No \n",
"... ... ... ... ... ... ... ... ... \n",
"57686 No No Yes No No No No No \n",
"57687 No No No No No No No No \n",
"57688 No No Yes Yes No No No No \n",
"57689 No No No Yes No No No No \n",
"57690 No No Yes No No No Yes No \n",
"\n",
" watermelon wheat wheat_bread whiskey white_bread white_wine \\\n",
"0 No No No No No No \n",
"1 No No No No No No \n",
"2 No No No No No No \n",
"3 No No No No No No \n",
"4 No No No No No No \n",
"... ... ... ... ... ... ... \n",
"57686 No Yes No No No No \n",
"57687 No No No No No No \n",
"57688 No No No No No No \n",
"57689 No Yes No No No No \n",
"57690 No Yes No No No No \n",
"\n",
" whole_grain_wheat_flour wine wood yam yeast yogurt zucchini \n",
"0 No No No No No No No \n",
"1 No No No No No No No \n",
"2 No No No No No No No \n",
"3 No No No No No No No \n",
"4 No No No No No No No \n",
"... ... ... ... .. ... ... ... \n",
"57686 No No No No No No No \n",
"57687 No No No No No No No \n",
"57688 No No No No No No No \n",
"57689 No No No No No No No \n",
"57690 No No No No No No No \n",
"\n",
"[57691 rows x 384 columns]"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"column_names = recipes.columns.values\n",
"column_names[0] = \"cuisine\"\n",
"recipes.columns = column_names\n",
"\n",
"recipes"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"numpy.ndarray"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(recipes.columns.values)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Make all the cuisine names lowercase."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"button": false,
"collapsed": true,
"deletable": true,
"jupyter": {
"outputs_hidden": true
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"recipes[\"cuisine\"] = recipes[\"cuisine\"].str.lower()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Make the cuisine names consistent."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"button": false,
"collapsed": true,
"deletable": true,
"jupyter": {
"outputs_hidden": true
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"recipes.loc[recipes[\"cuisine\"] == \"austria\", \"cuisine\"] = \"austrian\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"belgium\", \"cuisine\"] = \"belgian\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"china\", \"cuisine\"] = \"chinese\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"canada\", \"cuisine\"] = \"canadian\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"netherlands\", \"cuisine\"] = \"dutch\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"france\", \"cuisine\"] = \"french\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"germany\", \"cuisine\"] = \"german\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"india\", \"cuisine\"] = \"indian\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"indonesia\", \"cuisine\"] = \"indonesian\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"iran\", \"cuisine\"] = \"iranian\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"italy\", \"cuisine\"] = \"italian\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"japan\", \"cuisine\"] = \"japanese\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"israel\", \"cuisine\"] = \"jewish\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"korea\", \"cuisine\"] = \"korean\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"lebanon\", \"cuisine\"] = \"lebanese\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"malaysia\", \"cuisine\"] = \"malaysian\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"mexico\", \"cuisine\"] = \"mexican\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"pakistan\", \"cuisine\"] = \"pakistani\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"philippines\", \"cuisine\"] = \"philippine\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"scandinavia\", \"cuisine\"] = \"scandinavian\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"spain\", \"cuisine\"] = \"spanish_portuguese\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"portugal\", \"cuisine\"] = \"spanish_portuguese\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"switzerland\", \"cuisine\"] = \"swiss\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"thailand\", \"cuisine\"] = \"thai\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"turkey\", \"cuisine\"] = \"turkish\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"vietnam\", \"cuisine\"] = \"vietnamese\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"uk-and-ireland\", \"cuisine\"] = \"uk-and-irish\"\n",
"recipes.loc[recipes[\"cuisine\"] == \"irish\", \"cuisine\"] = \"uk-and-irish\"\n",
"\n",
"recipes"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Remove cuisines with < 50 recipes."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"# get list of cuisines to keep\n",
"recipes_counts = recipes[\"cuisine\"].value_counts()\n",
"cuisines_indices = recipes_counts > 50\n",
"\n",
"#cuisines_to_keep = list(np.array(recipes_counts.index.values)[np.array(cuisines_indices)])\n",
"cuisines_to_keep = list((recipes_counts.index.values)[(cuisines_indices)])"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of rows of original dataframe is 57691.\n",
"Number of rows of processed dataframe is 57251.\n",
"440 rows removed!\n"
]
}
],
"source": [
"rows_before = recipes.shape[0] # number of rows of original dataframe\n",
"print(\"Number of rows of original dataframe is {}.\".format(rows_before))\n",
"\n",
"recipes = recipes.loc[recipes['cuisine'].isin(cuisines_to_keep)]\n",
"\n",
"rows_after = recipes.shape[0] # number of rows of processed dataframe\n",
"print(\"Number of rows of processed dataframe is {}.\".format(rows_after))\n",
"\n",
"print(\"{} rows removed!\".format(rows_before - rows_after))"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['American', 'Mexico', 'Italian', 'Italy', 'Asian', 'French',\n",
" 'east_asian', 'Canada', 'korean', 'Mexican', 'western',\n",
" 'Southern_SoulFood', 'India', 'Jewish', 'Spanish_Portuguese',\n",
" 'Mediterranean', 'UK-and-Ireland', 'Indian', 'France',\n",
" 'MiddleEastern', 'Central_SouthAmerican', 'Germany',\n",
" 'Eastern-Europe', 'Chinese', 'Greek', 'English_Scottish',\n",
" 'Caribbean', 'Thai', 'Scandinavia', 'EasternEuropean_Russian',\n",
" 'Cajun_Creole', 'Moroccan', 'Japanese', 'China', 'Thailand',\n",
" 'African', 'Southwestern', 'South-America', 'japanese',\n",
" 'Scandinavian', 'chinese', 'Irish', 'Japan', 'Spain', 'italian',\n",
" 'Vietnamese', 'North-African', 'German'], dtype=object)"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"recipes_counts.index.values\n",
"#type(cuisines_indices)\n",
"#z=np.array(cuisines_indices)\n",
"#z"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"list"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(cuisines_to_keep)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Convert all Yes's to 1's and the No's to 0's"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"recipes = recipes.replace(to_replace=\"Yes\", value=1)\n",
"recipes = recipes.replace(to_replace=\"No\", value=0)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"#### Let's analyze the data a little more in order to learn the data better and note any interesting preliminary observations."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Run the following cell to get the recipes that contain **rice** *and* **soy** *and* **wasabi** *and* **seaweed**."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"pandas.core.frame.DataFrame"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(recipes.iloc[:, 1:])"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>cuisine</th>\n",
" <th>almond</th>\n",
" <th>angelica</th>\n",
" <th>anise</th>\n",
" <th>anise_seed</th>\n",
" <th>apple</th>\n",
" <th>apple_brandy</th>\n",
" <th>apricot</th>\n",
" <th>armagnac</th>\n",
" <th>artemisia</th>\n",
" <th>artichoke</th>\n",
" <th>asparagus</th>\n",
" <th>avocado</th>\n",
" <th>bacon</th>\n",
" <th>baked_potato</th>\n",
" <th>balm</th>\n",
" <th>banana</th>\n",
" <th>barley</th>\n",
" <th>bartlett_pear</th>\n",
" <th>basil</th>\n",
" <th>bay</th>\n",
" <th>bean</th>\n",
" <th>beech</th>\n",
" <th>beef</th>\n",
" <th>beef_broth</th>\n",
" <th>beef_liver</th>\n",
" <th>beer</th>\n",
" <th>beet</th>\n",
" <th>bell_pepper</th>\n",
" <th>bergamot</th>\n",
" <th>berry</th>\n",
" <th>bitter_orange</th>\n",
" <th>black_bean</th>\n",
" <th>black_currant</th>\n",
" <th>black_mustard_seed_oil</th>\n",
" <th>black_pepper</th>\n",
" <th>black_raspberry</th>\n",
" <th>black_sesame_seed</th>\n",
" <th>black_tea</th>\n",
" <th>blackberry</th>\n",
" <th>blackberry_brandy</th>\n",
" <th>blue_cheese</th>\n",
" <th>blueberry</th>\n",
" <th>bone_oil</th>\n",
" <th>bourbon_whiskey</th>\n",
" <th>brandy</th>\n",
" <th>brassica</th>\n",
" <th>bread</th>\n",
" <th>broccoli</th>\n",
" <th>brown_rice</th>\n",
" <th>brussels_sprout</th>\n",
" <th>buckwheat</th>\n",
" <th>butter</th>\n",
" <th>buttermilk</th>\n",
" <th>cabbage</th>\n",
" <th>cabernet_sauvignon_wine</th>\n",
" <th>cacao</th>\n",
" <th>camembert_cheese</th>\n",
" <th>cane_molasses</th>\n",
" <th>caraway</th>\n",
" <th>cardamom</th>\n",
" <th>carnation</th>\n",
" <th>carob</th>\n",
" <th>carrot</th>\n",
" <th>cashew</th>\n",
" <th>cassava</th>\n",
" <th>catfish</th>\n",
" <th>cauliflower</th>\n",
" <th>caviar</th>\n",
" <th>cayenne</th>\n",
" <th>celery</th>\n",
" <th>celery_oil</th>\n",
" <th>cereal</th>\n",
" <th>chamomile</th>\n",
" <th>champagne_wine</th>\n",
" <th>chayote</th>\n",
" <th>cheddar_cheese</th>\n",
" <th>cheese</th>\n",
" <th>cherry</th>\n",
" <th>cherry_brandy</th>\n",
" <th>chervil</th>\n",
" <th>chicken</th>\n",
" <th>chicken_broth</th>\n",
" <th>chicken_liver</th>\n",
" <th>chickpea</th>\n",
" <th>chicory</th>\n",
" <th>chinese_cabbage</th>\n",
" <th>chive</th>\n",
" <th>cider</th>\n",
" <th>cilantro</th>\n",
" <th>cinnamon</th>\n",
" <th>citrus</th>\n",
" <th>citrus_peel</th>\n",
" <th>clam</th>\n",
" <th>clove</th>\n",
" <th>cocoa</th>\n",
" <th>coconut</th>\n",
" <th>coconut_oil</th>\n",
" <th>cod</th>\n",
" <th>coffee</th>\n",
" <th>cognac</th>\n",
" <th>concord_grape</th>\n",
" <th>condiment</th>\n",
" <th>coriander</th>\n",
" <th>corn</th>\n",
" <th>corn_flake</th>\n",
" <th>corn_grit</th>\n",
" <th>cottage_cheese</th>\n",
" <th>crab</th>\n",
" <th>cranberry</th>\n",
" <th>cream</th>\n",
" <th>cream_cheese</th>\n",
" <th>cucumber</th>\n",
" <th>cumin</th>\n",
" <th>cured_pork</th>\n",
" <th>currant</th>\n",
" <th>date</th>\n",
" <th>dill</th>\n",
" <th>durian</th>\n",
" <th>eel</th>\n",
" <th>egg</th>\n",
" <th>egg_noodle</th>\n",
" <th>elderberry</th>\n",
" <th>emmental_cheese</th>\n",
" <th>endive</th>\n",
" <th>enokidake</th>\n",
" <th>fennel</th>\n",
" <th>fenugreek</th>\n",
" <th>feta_cheese</th>\n",
" <th>fig</th>\n",
" <th>fish</th>\n",
" <th>flower</th>\n",
" <th>frankfurter</th>\n",
" <th>fruit</th>\n",
" <th>galanga</th>\n",
" <th>gardenia</th>\n",
" <th>garlic</th>\n",
" <th>gelatin</th>\n",
" <th>geranium</th>\n",
" <th>gin</th>\n",
" <th>ginger</th>\n",
" <th>goat_cheese</th>\n",
" <th>grape</th>\n",
" <th>grape_brandy</th>\n",
" <th>grape_juice</th>\n",
" <th>grapefruit</th>\n",
" <th>green_bell_pepper</th>\n",
" <th>green_tea</th>\n",
" <th>gruyere_cheese</th>\n",
" <th>guava</th>\n",
" <th>haddock</th>\n",
" <th>ham</th>\n",
" <th>hazelnut</th>\n",
" <th>herring</th>\n",
" <th>holy_basil</th>\n",
" <th>honey</th>\n",
" <th>hop</th>\n",
" <th>horseradish</th>\n",
" <th>huckleberry</th>\n",
" <th>jamaican_rum</th>\n",
" <th>japanese_plum</th>\n",
" <th>jasmine</th>\n",
" <th>jasmine_tea</th>\n",
" <th>juniper_berry</th>\n",
" <th>kaffir_lime</th>\n",
" <th>kale</th>\n",
" <th>katsuobushi</th>\n",
" <th>kelp</th>\n",
" <th>kidney_bean</th>\n",
" <th>kiwi</th>\n",
" <th>kohlrabi</th>\n",
" <th>kumquat</th>\n",
" <th>lamb</th>\n",
" <th>lard</th>\n",
" <th>laurel</th>\n",
" <th>lavender</th>\n",
" <th>leaf</th>\n",
" <th>leek</th>\n",
" <th>lemon</th>\n",
" <th>lemon_juice</th>\n",
" <th>lemon_peel</th>\n",
" <th>lemongrass</th>\n",
" <th>lentil</th>\n",
" <th>lettuce</th>\n",
" <th>licorice</th>\n",
" <th>lilac_flower_oil</th>\n",
" <th>lima_bean</th>\n",
" <th>lime</th>\n",
" <th>lime_juice</th>\n",
" <th>lime_peel_oil</th>\n",
" <th>lingonberry</th>\n",
" <th>litchi</th>\n",
" <th>liver</th>\n",
" <th>lobster</th>\n",
" <th>long_pepper</th>\n",
" <th>lovage</th>\n",
" <th>macadamia_nut</th>\n",
" <th>macaroni</th>\n",
" <th>mace</th>\n",
" <th>mackerel</th>\n",
" <th>malt</th>\n",
" <th>mandarin</th>\n",
" <th>mandarin_peel</th>\n",
" <th>mango</th>\n",
" <th>maple_syrup</th>\n",
" <th>marjoram</th>\n",
" <th>mate</th>\n",
" <th>matsutake</th>\n",
" <th>meat</th>\n",
" <th>melon</th>\n",
" <th>milk</th>\n",
" <th>milk_fat</th>\n",
" <th>mint</th>\n",
" <th>mozzarella_cheese</th>\n",
" <th>mung_bean</th>\n",
" <th>munster_cheese</th>\n",
" <th>muscat_grape</th>\n",
" <th>mushroom</th>\n",
" <th>mussel</th>\n",
" <th>mustard</th>\n",
" <th>mutton</th>\n",
" <th>nectarine</th>\n",
" <th>nira</th>\n",
" <th>nut</th>\n",
" <th>nutmeg</th>\n",
" <th>oat</th>\n",
" <th>oatmeal</th>\n",
" <th>octopus</th>\n",
" <th>okra</th>\n",
" <th>olive</th>\n",
" <th>olive_oil</th>\n",
" <th>onion</th>\n",
" <th>orange</th>\n",
" <th>orange_flower</th>\n",
" <th>orange_juice</th>\n",
" <th>orange_peel</th>\n",
" <th>oregano</th>\n",
" <th>ouzo</th>\n",
" <th>oyster</th>\n",
" <th>palm</th>\n",
" <th>papaya</th>\n",
" <th>parmesan_cheese</th>\n",
" <th>parsley</th>\n",
" <th>parsnip</th>\n",
" <th>passion_fruit</th>\n",
" <th>pea</th>\n",
" <th>peach</th>\n",
" <th>peanut</th>\n",
" <th>peanut_butter</th>\n",
" <th>peanut_oil</th>\n",
" <th>pear</th>\n",
" <th>pear_brandy</th>\n",
" <th>pecan</th>\n",
" <th>pelargonium</th>\n",
" <th>pepper</th>\n",
" <th>peppermint</th>\n",
" <th>peppermint_oil</th>\n",
" <th>pimenta</th>\n",
" <th>pimento</th>\n",
" <th>pineapple</th>\n",
" <th>pistachio</th>\n",
" <th>plum</th>\n",
" <th>popcorn</th>\n",
" <th>porcini</th>\n",
" <th>pork</th>\n",
" <th>pork_liver</th>\n",
" <th>pork_sausage</th>\n",
" <th>port_wine</th>\n",
" <th>potato</th>\n",
" <th>potato_chip</th>\n",
" <th>prawn</th>\n",
" <th>prickly_pear</th>\n",
" <th>provolone_cheese</th>\n",
" <th>pumpkin</th>\n",
" <th>quince</th>\n",
" <th>radish</th>\n",
" <th>raisin</th>\n",
" <th>rapeseed</th>\n",
" <th>raspberry</th>\n",
" <th>raw_beef</th>\n",
" <th>red_algae</th>\n",
" <th>red_bean</th>\n",
" <th>red_kidney_bean</th>\n",
" <th>red_wine</th>\n",
" <th>rhubarb</th>\n",
" <th>rice</th>\n",
" <th>roasted_almond</th>\n",
" <th>roasted_beef</th>\n",
" <th>roasted_hazelnut</th>\n",
" <th>roasted_meat</th>\n",
" <th>roasted_nut</th>\n",
" <th>roasted_peanut</th>\n",
" <th>roasted_pecan</th>\n",
" <th>roasted_pork</th>\n",
" <th>roasted_sesame_seed</th>\n",
" <th>romano_cheese</th>\n",
" <th>root</th>\n",
" <th>roquefort_cheese</th>\n",
" <th>rose</th>\n",
" <th>rosemary</th>\n",
" <th>rum</th>\n",
" <th>rutabaga</th>\n",
" <th>rye_bread</th>\n",
" <th>rye_flour</th>\n",
" <th>saffron</th>\n",
" <th>sage</th>\n",
" <th>sake</th>\n",
" <th>salmon</th>\n",
" <th>salmon_roe</th>\n",
" <th>sassafras</th>\n",
" <th>sauerkraut</th>\n",
" <th>savory</th>\n",
" <th>scallion</th>\n",
" <th>scallop</th>\n",
" <th>sea_algae</th>\n",
" <th>seaweed</th>\n",
" <th>seed</th>\n",
" <th>sesame_oil</th>\n",
" <th>sesame_seed</th>\n",
" <th>shallot</th>\n",
" <th>sheep_cheese</th>\n",
" <th>shellfish</th>\n",
" <th>sherry</th>\n",
" <th>shiitake</th>\n",
" <th>shrimp</th>\n",
" <th>smoke</th>\n",
" <th>smoked_fish</th>\n",
" <th>smoked_salmon</th>\n",
" <th>smoked_sausage</th>\n",
" <th>sour_cherry</th>\n",
" <th>sour_milk</th>\n",
" <th>soy_sauce</th>\n",
" <th>soybean</th>\n",
" <th>soybean_oil</th>\n",
" <th>spearmint</th>\n",
" <th>squash</th>\n",
" <th>squid</th>\n",
" <th>star_anise</th>\n",
" <th>starch</th>\n",
" <th>strawberry</th>\n",
" <th>strawberry_jam</th>\n",
" <th>strawberry_juice</th>\n",
" <th>sturgeon_caviar</th>\n",
" <th>sumac</th>\n",
" <th>sunflower_oil</th>\n",
" <th>sweet_potato</th>\n",
" <th>swiss_cheese</th>\n",
" <th>tabasco_pepper</th>\n",
" <th>tamarind</th>\n",
" <th>tangerine</th>\n",
" <th>tarragon</th>\n",
" <th>tea</th>\n",
" <th>tequila</th>\n",
" <th>thai_pepper</th>\n",
" <th>thyme</th>\n",
" <th>tomato</th>\n",
" <th>tomato_juice</th>\n",
" <th>truffle</th>\n",
" <th>tuna</th>\n",
" <th>turkey</th>\n",
" <th>turmeric</th>\n",
" <th>turnip</th>\n",
" <th>vanilla</th>\n",
" <th>veal</th>\n",
" <th>vegetable</th>\n",
" <th>vegetable_oil</th>\n",
" <th>vinegar</th>\n",
" <th>violet</th>\n",
" <th>walnut</th>\n",
" <th>wasabi</th>\n",
" <th>watercress</th>\n",
" <th>watermelon</th>\n",
" <th>wheat</th>\n",
" <th>wheat_bread</th>\n",
" <th>whiskey</th>\n",
" <th>white_bread</th>\n",
" <th>white_wine</th>\n",
" <th>whole_grain_wheat_flour</th>\n",
" <th>wine</th>\n",
" <th>wood</th>\n",
" <th>yam</th>\n",
" <th>yeast</th>\n",
" <th>yogurt</th>\n",
" <th>zucchini</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>11306</th>\n",
" <td>Japanese</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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"</div>"
],
"text/plain": [
" cuisine almond angelica anise anise_seed apple apple_brandy \\\n",
"11306 Japanese 0 0 0 0 0 0 \n",
"11321 Japanese 0 0 0 0 0 0 \n",
"11361 Japanese 0 0 0 0 0 0 \n",
"12171 Asian 0 0 0 0 0 0 \n",
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"13010 Asian 0 0 0 0 0 0 \n",
"13159 Asian 0 0 0 0 0 0 \n",
"13513 japanese 0 0 0 0 0 0 \n",
"13586 japanese 0 0 0 0 0 0 \n",
"13625 east_asian 0 0 0 0 0 0 \n",
"14495 east_asian 0 0 0 0 0 0 \n",
"\n",
" apricot armagnac artemisia artichoke asparagus avocado bacon \\\n",
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"\n",
" baked_potato balm banana barley bartlett_pear basil bay bean \\\n",
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"\n",
" beech beef beef_broth beef_liver beer beet bell_pepper bergamot \\\n",
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"\n",
" berry bitter_orange black_bean black_currant \\\n",
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" black_mustard_seed_oil black_pepper black_raspberry \\\n",
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" black_sesame_seed black_tea blackberry blackberry_brandy \\\n",
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"\n",
" blue_cheese blueberry bone_oil bourbon_whiskey brandy brassica \\\n",
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" bread broccoli brown_rice brussels_sprout buckwheat butter \\\n",
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" buttermilk cabbage cabernet_sauvignon_wine cacao camembert_cheese \\\n",
"11306 0 0 0 0 0 \n",
"11321 0 0 0 0 0 \n",
"11361 0 0 0 0 0 \n",
"12171 0 0 0 0 0 \n",
"12385 0 0 0 0 0 \n",
"13010 0 0 0 0 0 \n",
"13159 0 0 0 0 0 \n",
"13513 0 0 0 0 0 \n",
"13586 0 1 0 0 0 \n",
"13625 0 0 0 0 0 \n",
"14495 0 1 0 0 0 \n",
"\n",
" cane_molasses caraway cardamom carnation carob carrot cashew \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 1 0 \n",
"11361 0 0 0 0 0 1 0 \n",
"12171 0 0 0 0 0 1 0 \n",
"12385 0 0 0 0 0 1 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 1 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 1 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 1 0 \n",
"\n",
" cassava catfish cauliflower caviar cayenne celery celery_oil \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" cereal chamomile champagne_wine chayote cheddar_cheese cheese \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" cherry cherry_brandy chervil chicken chicken_broth chicken_liver \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" chickpea chicory chinese_cabbage chive cider cilantro cinnamon \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" citrus citrus_peel clam clove cocoa coconut coconut_oil cod \\\n",
"11306 0 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 0 \n",
"\n",
" coffee cognac concord_grape condiment coriander corn corn_flake \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" corn_grit cottage_cheese crab cranberry cream cream_cheese \\\n",
"11306 0 0 1 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 1 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 1 0 0 0 \n",
"13010 0 0 1 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" cucumber cumin cured_pork currant date dill durian eel egg \\\n",
"11306 1 0 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 0 1 \n",
"11361 1 0 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 0 1 \n",
"12385 1 0 0 0 0 0 0 0 0 \n",
"13010 1 0 0 0 0 0 0 0 0 \n",
"13159 1 0 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 0 1 \n",
"13586 1 0 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 0 1 \n",
"14495 1 0 0 0 0 0 0 0 0 \n",
"\n",
" egg_noodle elderberry emmental_cheese endive enokidake fennel \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" fenugreek feta_cheese fig fish flower frankfurter fruit galanga \\\n",
"11306 0 0 0 0 0 0 0 0 \n",
"11321 0 0 0 1 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 0 \n",
"12171 0 0 0 1 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 0 \n",
"13513 0 0 0 1 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 0 \n",
"13625 0 0 0 1 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 0 \n",
"\n",
" gardenia garlic gelatin geranium gin ginger goat_cheese grape \\\n",
"11306 0 0 0 0 0 1 0 0 \n",
"11321 0 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 1 0 0 \n",
"12171 0 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 1 0 0 \n",
"13010 0 0 0 0 0 1 0 0 \n",
"13159 0 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 1 0 0 \n",
"13586 0 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 1 0 0 \n",
"14495 0 0 0 0 0 0 0 0 \n",
"\n",
" grape_brandy grape_juice grapefruit green_bell_pepper green_tea \\\n",
"11306 0 0 0 0 0 \n",
"11321 0 0 0 0 0 \n",
"11361 0 0 0 0 0 \n",
"12171 0 0 0 0 0 \n",
"12385 0 0 0 0 0 \n",
"13010 0 0 0 0 0 \n",
"13159 0 0 0 0 0 \n",
"13513 0 0 0 0 0 \n",
"13586 0 0 0 0 0 \n",
"13625 0 0 0 0 0 \n",
"14495 0 0 0 0 0 \n",
"\n",
" gruyere_cheese guava haddock ham hazelnut herring holy_basil \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" honey hop horseradish huckleberry jamaican_rum japanese_plum \\\n",
"11306 0 0 1 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 1 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 1 0 0 0 \n",
"13010 0 0 1 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" jasmine jasmine_tea juniper_berry kaffir_lime kale katsuobushi \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 1 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 1 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" kelp kidney_bean kiwi kohlrabi kumquat lamb lard laurel \\\n",
"11306 0 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 0 \n",
"\n",
" lavender leaf leek lemon lemon_juice lemon_peel lemongrass \\\n",
"11306 0 0 0 0 1 0 0 \n",
"11321 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 1 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" lentil lettuce licorice lilac_flower_oil lima_bean lime \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 1 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 1 0 0 0 0 \n",
"\n",
" lime_juice lime_peel_oil lingonberry litchi liver lobster \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" long_pepper lovage macadamia_nut macaroni mace mackerel malt \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" mandarin mandarin_peel mango maple_syrup marjoram mate matsutake \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" meat melon milk milk_fat mint mozzarella_cheese mung_bean \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" munster_cheese muscat_grape mushroom mussel mustard mutton \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" nectarine nira nut nutmeg oat oatmeal octopus okra olive \\\n",
"11306 0 0 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 1 0 0 \n",
"13586 0 0 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 1 0 0 \n",
"14495 0 0 0 0 0 0 0 0 0 \n",
"\n",
" olive_oil onion orange orange_flower orange_juice orange_peel \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 1 0 0 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 1 0 0 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" oregano ouzo oyster palm papaya parmesan_cheese parsley parsnip \\\n",
"11306 0 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 0 \n",
"\n",
" passion_fruit pea peach peanut peanut_butter peanut_oil pear \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" pear_brandy pecan pelargonium pepper peppermint peppermint_oil \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 1 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 1 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" pimenta pimento pineapple pistachio plum popcorn porcini pork \\\n",
"11306 0 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 0 \n",
"\n",
" pork_liver pork_sausage port_wine potato potato_chip prawn \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" prickly_pear provolone_cheese pumpkin quince radish raisin \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 1 0 \n",
"13586 0 0 0 0 1 0 \n",
"13625 0 0 0 0 1 0 \n",
"14495 0 0 0 0 1 0 \n",
"\n",
" rapeseed raspberry raw_beef red_algae red_bean red_kidney_bean \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" red_wine rhubarb rice roasted_almond roasted_beef \\\n",
"11306 0 0 1 0 0 \n",
"11321 0 0 1 0 0 \n",
"11361 0 0 1 0 0 \n",
"12171 0 0 1 0 0 \n",
"12385 0 0 1 0 0 \n",
"13010 0 0 1 0 0 \n",
"13159 0 0 1 0 0 \n",
"13513 0 0 1 0 0 \n",
"13586 0 0 1 0 0 \n",
"13625 0 0 1 0 0 \n",
"14495 0 0 1 0 0 \n",
"\n",
" roasted_hazelnut roasted_meat roasted_nut roasted_peanut \\\n",
"11306 0 0 0 0 \n",
"11321 0 0 0 0 \n",
"11361 0 0 0 0 \n",
"12171 0 0 0 0 \n",
"12385 0 0 0 0 \n",
"13010 0 0 0 0 \n",
"13159 0 0 0 0 \n",
"13513 0 0 0 0 \n",
"13586 0 0 0 0 \n",
"13625 0 0 0 0 \n",
"14495 0 0 0 0 \n",
"\n",
" roasted_pecan roasted_pork roasted_sesame_seed romano_cheese root \\\n",
"11306 0 0 0 0 0 \n",
"11321 0 0 0 0 0 \n",
"11361 0 0 0 0 0 \n",
"12171 0 0 0 0 0 \n",
"12385 0 0 0 0 0 \n",
"13010 0 0 0 0 0 \n",
"13159 0 0 0 0 1 \n",
"13513 0 0 0 0 0 \n",
"13586 0 0 0 0 0 \n",
"13625 0 0 0 0 0 \n",
"14495 0 0 0 0 0 \n",
"\n",
" roquefort_cheese rose rosemary rum rutabaga rye_bread rye_flour \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" saffron sage sake salmon salmon_roe sassafras sauerkraut savory \\\n",
"11306 0 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 0 \n",
"\n",
" scallion scallop sea_algae seaweed seed sesame_oil sesame_seed \\\n",
"11306 0 0 0 1 1 0 0 \n",
"11321 0 0 0 1 0 0 0 \n",
"11361 1 0 0 1 0 0 1 \n",
"12171 0 0 0 1 0 0 0 \n",
"12385 1 0 0 1 0 0 1 \n",
"13010 0 0 0 1 1 0 0 \n",
"13159 0 0 0 1 0 0 0 \n",
"13513 0 0 0 1 0 0 0 \n",
"13586 0 0 0 1 0 0 0 \n",
"13625 0 0 0 1 0 0 0 \n",
"14495 0 0 0 1 0 0 0 \n",
"\n",
" shallot sheep_cheese shellfish sherry shiitake shrimp smoke \\\n",
"11306 0 0 0 1 0 0 0 \n",
"11321 0 0 0 0 1 1 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 1 1 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 1 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 1 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 1 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" smoked_fish smoked_salmon smoked_sausage sour_cherry sour_milk \\\n",
"11306 0 0 0 0 0 \n",
"11321 0 0 0 0 0 \n",
"11361 0 0 0 0 0 \n",
"12171 0 0 0 0 0 \n",
"12385 0 0 0 0 0 \n",
"13010 0 0 0 0 0 \n",
"13159 0 0 0 0 0 \n",
"13513 0 0 0 0 0 \n",
"13586 0 1 0 0 0 \n",
"13625 0 0 0 0 0 \n",
"14495 0 1 0 0 0 \n",
"\n",
" soy_sauce soybean soybean_oil spearmint squash squid star_anise \\\n",
"11306 1 0 0 0 0 0 0 \n",
"11321 1 0 0 0 0 0 0 \n",
"11361 1 0 0 0 0 0 0 \n",
"12171 1 0 0 0 0 0 0 \n",
"12385 1 0 0 0 0 0 0 \n",
"13010 1 0 0 0 0 0 0 \n",
"13159 1 0 0 0 0 0 0 \n",
"13513 1 0 0 0 0 1 0 \n",
"13586 1 0 0 0 0 0 0 \n",
"13625 1 0 0 0 0 1 0 \n",
"14495 1 0 0 0 0 0 0 \n",
"\n",
" starch strawberry strawberry_jam strawberry_juice sturgeon_caviar \\\n",
"11306 0 0 0 0 0 \n",
"11321 1 0 0 0 0 \n",
"11361 0 0 0 0 0 \n",
"12171 1 0 0 0 0 \n",
"12385 0 0 0 0 0 \n",
"13010 0 0 0 0 0 \n",
"13159 0 0 0 0 0 \n",
"13513 0 0 0 0 0 \n",
"13586 0 0 0 0 0 \n",
"13625 0 0 0 0 0 \n",
"14495 0 0 0 0 0 \n",
"\n",
" sumac sunflower_oil sweet_potato swiss_cheese tabasco_pepper \\\n",
"11306 0 0 0 0 0 \n",
"11321 0 0 0 0 0 \n",
"11361 0 0 0 0 0 \n",
"12171 0 0 0 0 0 \n",
"12385 0 0 0 0 0 \n",
"13010 0 0 0 0 0 \n",
"13159 0 0 0 0 0 \n",
"13513 0 0 0 0 0 \n",
"13586 0 0 0 0 0 \n",
"13625 0 0 0 0 0 \n",
"14495 0 0 0 0 0 \n",
"\n",
" tamarind tangerine tarragon tea tequila thai_pepper thyme \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" tomato tomato_juice truffle tuna turkey turmeric turnip vanilla \\\n",
"11306 0 0 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 0 \n",
"13513 0 0 0 1 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 0 \n",
"13625 0 0 0 1 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 0 \n",
"\n",
" veal vegetable vegetable_oil vinegar violet walnut wasabi \\\n",
"11306 0 0 0 1 0 0 1 \n",
"11321 0 0 1 1 0 0 1 \n",
"11361 0 0 1 1 0 0 1 \n",
"12171 0 0 1 1 0 0 1 \n",
"12385 0 0 1 1 0 0 1 \n",
"13010 0 0 0 1 0 0 1 \n",
"13159 0 0 0 1 0 0 1 \n",
"13513 0 0 0 1 0 0 1 \n",
"13586 0 0 0 1 0 0 1 \n",
"13625 0 0 0 1 0 0 1 \n",
"14495 0 0 0 1 0 0 1 \n",
"\n",
" watercress watermelon wheat wheat_bread whiskey white_bread \\\n",
"11306 0 0 0 0 0 0 \n",
"11321 0 0 0 0 0 0 \n",
"11361 0 0 0 0 0 0 \n",
"12171 0 0 0 0 0 0 \n",
"12385 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 \n",
"\n",
" white_wine whole_grain_wheat_flour wine wood yam yeast yogurt \\\n",
"11306 0 0 0 0 0 0 0 \n",
"11321 0 0 1 0 0 0 0 \n",
"11361 0 0 0 0 0 0 0 \n",
"12171 0 0 1 0 0 0 0 \n",
"12385 0 0 0 0 0 0 0 \n",
"13010 0 0 0 0 0 0 0 \n",
"13159 0 0 0 0 0 0 0 \n",
"13513 0 0 0 0 0 0 0 \n",
"13586 0 0 0 0 0 0 0 \n",
"13625 0 0 0 0 0 0 0 \n",
"14495 0 0 0 0 0 0 0 \n",
"\n",
" zucchini \n",
"11306 0 \n",
"11321 0 \n",
"11361 0 \n",
"12171 0 \n",
"12385 0 \n",
"13010 0 \n",
"13159 0 \n",
"13513 0 \n",
"13586 0 \n",
"13625 0 \n",
"14495 0 "
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"check_recipes = recipes.loc[\n",
" (recipes[\"rice\"] == 1) &\n",
" (recipes[\"soy_sauce\"] == 1) &\n",
" (recipes[\"wasabi\"] == 1) &\n",
" (recipes[\"seaweed\"] == 1)\n",
"]\n",
"\n",
"check_recipes"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Based on the results of the above code, can we classify all recipes that contain **rice** *and* **soy** *and* **wasabi** *and* **seaweed** as **Japanese** recipes? Why?"
]
},
{
"cell_type": "raw",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Your Answer:no"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Double-click __here__ for the solution.\n",
"<!-- The correct answer is:\n",
"No, because other recipes such as Asian and East_Asian recipes also contain these ingredients.\n",
"-->\n",
"# sum each column\n",
"ing = recipes.iloc[:, 1:].sum(axis=0)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Let's count the ingredients across all recipes."
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"almond 2306\n",
"angelica 1\n",
"anise 223\n",
"anise_seed 87\n",
"apple 2419\n",
" ... \n",
"wood 33\n",
"yam 85\n",
"yeast 3377\n",
"yogurt 1031\n",
"zucchini 1100\n",
"Length: 383, dtype: int64"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# sum each column\n",
"ing = recipes.iloc[:, 1:].sum(axis=0)\n",
"ing"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [],
"source": [
"# sum each column\n",
"ing = recipes.iloc[:, 1:]\n",
"ing\n",
"ing=ing.sum(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"pandas.core.frame.DataFrame"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# define each column as a pandas series\n",
"ingredient = pd.Series(ing.index.values, index = np.arange(len(ing)))\n",
"count = pd.Series(list(ing), index = np.arange(len(ing)))\n",
"\n",
"# create the dataframe\n",
"ing_df = pd.DataFrame(dict(ingredient = ingredient, count = count))\n",
"\n",
"ing_df2 = ing_df[[\"ingredient\", \"count\"]]\n",
"type(ing_df2)\n",
"#print(ing_df.to_string())"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Now we have a dataframe of ingredients and their total counts across all recipes. Let's sort this dataframe in descending order."
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" ingredient count\n",
"0 egg 20994\n",
"1 wheat 20753\n",
"2 butter 20693\n",
"3 onion 18015\n",
"4 garlic 17275\n",
".. ... ...\n",
"378 jamaican_rum 1\n",
"379 durian 0\n",
"380 pimenta 0\n",
"381 kaffir_lime 0\n",
"382 long_pepper 0\n",
"\n",
"[383 rows x 2 columns]\n"
]
}
],
"source": [
"ing_df.sort_values([\"count\"], ascending=False, inplace=True)\n",
"ing_df.reset_index(inplace=True, drop=True)\n",
"\n",
"print(ing_df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"#### What are the 3 most popular ingredients?"
]
},
{
"cell_type": "raw",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Your Answer:\n",
"1.\n",
"\n",
"2.\n",
"\n",
"3."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Double-click __here__ for the solution.\n",
"<!-- The correct answer is:\n",
"// 1. Egg with 21,025 occurrences. \n",
"// 2. Wheat with 20,781 occurrences. \n",
"// 3. Butter with 20,719 occurrences.\n",
"-->"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"However, note that there is a problem with the above table. There are ~40,000 American recipes in our dataset, which means that the data is biased towards American ingredients."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Therefore**, let's compute a more objective summary of the ingredients by looking at the ingredients per cuisine."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"#### Let's create a *profile* for each cuisine.\n",
"\n",
"In other words, let's try to find out what ingredients Chinese people typically use, and what is **Canadian** food for example."
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>almond</th>\n",
" <th>angelica</th>\n",
" <th>anise</th>\n",
" <th>anise_seed</th>\n",
" <th>apple</th>\n",
" <th>apple_brandy</th>\n",
" <th>apricot</th>\n",
" <th>armagnac</th>\n",
" <th>artemisia</th>\n",
" <th>artichoke</th>\n",
" <th>asparagus</th>\n",
" <th>avocado</th>\n",
" <th>bacon</th>\n",
" <th>baked_potato</th>\n",
" <th>balm</th>\n",
" <th>banana</th>\n",
" <th>barley</th>\n",
" <th>bartlett_pear</th>\n",
" <th>basil</th>\n",
" <th>bay</th>\n",
" <th>bean</th>\n",
" <th>beech</th>\n",
" <th>beef</th>\n",
" <th>beef_broth</th>\n",
" <th>beef_liver</th>\n",
" <th>beer</th>\n",
" <th>beet</th>\n",
" <th>bell_pepper</th>\n",
" <th>bergamot</th>\n",
" <th>berry</th>\n",
" <th>bitter_orange</th>\n",
" <th>black_bean</th>\n",
" <th>black_currant</th>\n",
" <th>black_mustard_seed_oil</th>\n",
" <th>black_pepper</th>\n",
" <th>black_raspberry</th>\n",
" <th>black_sesame_seed</th>\n",
" <th>black_tea</th>\n",
" <th>blackberry</th>\n",
" <th>blackberry_brandy</th>\n",
" <th>blue_cheese</th>\n",
" <th>blueberry</th>\n",
" <th>bone_oil</th>\n",
" <th>bourbon_whiskey</th>\n",
" <th>brandy</th>\n",
" <th>brassica</th>\n",
" <th>bread</th>\n",
" <th>broccoli</th>\n",
" <th>brown_rice</th>\n",
" <th>brussels_sprout</th>\n",
" <th>buckwheat</th>\n",
" <th>butter</th>\n",
" <th>buttermilk</th>\n",
" <th>cabbage</th>\n",
" <th>cabernet_sauvignon_wine</th>\n",
" <th>cacao</th>\n",
" <th>camembert_cheese</th>\n",
" <th>cane_molasses</th>\n",
" <th>caraway</th>\n",
" <th>cardamom</th>\n",
" <th>carnation</th>\n",
" <th>carob</th>\n",
" <th>carrot</th>\n",
" <th>cashew</th>\n",
" <th>cassava</th>\n",
" <th>catfish</th>\n",
" <th>cauliflower</th>\n",
" <th>caviar</th>\n",
" <th>cayenne</th>\n",
" <th>celery</th>\n",
" <th>celery_oil</th>\n",
" <th>cereal</th>\n",
" <th>chamomile</th>\n",
" <th>champagne_wine</th>\n",
" <th>chayote</th>\n",
" <th>cheddar_cheese</th>\n",
" <th>cheese</th>\n",
" <th>cherry</th>\n",
" <th>cherry_brandy</th>\n",
" <th>chervil</th>\n",
" <th>chicken</th>\n",
" <th>chicken_broth</th>\n",
" <th>chicken_liver</th>\n",
" <th>chickpea</th>\n",
" <th>chicory</th>\n",
" <th>chinese_cabbage</th>\n",
" <th>chive</th>\n",
" <th>cider</th>\n",
" <th>cilantro</th>\n",
" <th>cinnamon</th>\n",
" <th>citrus</th>\n",
" <th>citrus_peel</th>\n",
" <th>clam</th>\n",
" <th>clove</th>\n",
" <th>cocoa</th>\n",
" <th>coconut</th>\n",
" <th>coconut_oil</th>\n",
" <th>cod</th>\n",
" <th>coffee</th>\n",
" <th>cognac</th>\n",
" <th>concord_grape</th>\n",
" <th>condiment</th>\n",
" <th>coriander</th>\n",
" <th>corn</th>\n",
" <th>corn_flake</th>\n",
" <th>corn_grit</th>\n",
" <th>cottage_cheese</th>\n",
" <th>crab</th>\n",
" <th>cranberry</th>\n",
" <th>cream</th>\n",
" <th>cream_cheese</th>\n",
" <th>cucumber</th>\n",
" <th>cumin</th>\n",
" <th>cured_pork</th>\n",
" <th>currant</th>\n",
" <th>date</th>\n",
" <th>dill</th>\n",
" <th>durian</th>\n",
" <th>eel</th>\n",
" <th>egg</th>\n",
" <th>egg_noodle</th>\n",
" <th>elderberry</th>\n",
" <th>emmental_cheese</th>\n",
" <th>endive</th>\n",
" <th>enokidake</th>\n",
" <th>fennel</th>\n",
" <th>fenugreek</th>\n",
" <th>feta_cheese</th>\n",
" <th>fig</th>\n",
" <th>fish</th>\n",
" <th>flower</th>\n",
" <th>frankfurter</th>\n",
" <th>fruit</th>\n",
" <th>galanga</th>\n",
" <th>gardenia</th>\n",
" <th>garlic</th>\n",
" <th>gelatin</th>\n",
" <th>geranium</th>\n",
" <th>gin</th>\n",
" <th>ginger</th>\n",
" <th>goat_cheese</th>\n",
" <th>grape</th>\n",
" <th>grape_brandy</th>\n",
" <th>grape_juice</th>\n",
" <th>grapefruit</th>\n",
" <th>green_bell_pepper</th>\n",
" <th>green_tea</th>\n",
" <th>gruyere_cheese</th>\n",
" <th>guava</th>\n",
" <th>haddock</th>\n",
" <th>ham</th>\n",
" <th>hazelnut</th>\n",
" <th>herring</th>\n",
" <th>holy_basil</th>\n",
" <th>honey</th>\n",
" <th>hop</th>\n",
" <th>horseradish</th>\n",
" <th>huckleberry</th>\n",
" <th>jamaican_rum</th>\n",
" <th>japanese_plum</th>\n",
" <th>jasmine</th>\n",
" <th>jasmine_tea</th>\n",
" <th>juniper_berry</th>\n",
" <th>kaffir_lime</th>\n",
" <th>kale</th>\n",
" <th>katsuobushi</th>\n",
" <th>kelp</th>\n",
" <th>kidney_bean</th>\n",
" <th>kiwi</th>\n",
" <th>kohlrabi</th>\n",
" <th>kumquat</th>\n",
" <th>lamb</th>\n",
" <th>lard</th>\n",
" <th>laurel</th>\n",
" <th>lavender</th>\n",
" <th>leaf</th>\n",
" <th>leek</th>\n",
" <th>lemon</th>\n",
" <th>lemon_juice</th>\n",
" <th>lemon_peel</th>\n",
" <th>lemongrass</th>\n",
" <th>lentil</th>\n",
" <th>lettuce</th>\n",
" <th>licorice</th>\n",
" <th>lilac_flower_oil</th>\n",
" <th>lima_bean</th>\n",
" <th>lime</th>\n",
" <th>lime_juice</th>\n",
" <th>lime_peel_oil</th>\n",
" <th>lingonberry</th>\n",
" <th>litchi</th>\n",
" <th>liver</th>\n",
" <th>lobster</th>\n",
" <th>long_pepper</th>\n",
" <th>lovage</th>\n",
" <th>macadamia_nut</th>\n",
" <th>macaroni</th>\n",
" <th>mace</th>\n",
" <th>mackerel</th>\n",
" <th>malt</th>\n",
" <th>mandarin</th>\n",
" <th>mandarin_peel</th>\n",
" <th>mango</th>\n",
" <th>maple_syrup</th>\n",
" <th>marjoram</th>\n",
" <th>mate</th>\n",
" <th>matsutake</th>\n",
" <th>meat</th>\n",
" <th>melon</th>\n",
" <th>milk</th>\n",
" <th>milk_fat</th>\n",
" <th>mint</th>\n",
" <th>mozzarella_cheese</th>\n",
" <th>mung_bean</th>\n",
" <th>munster_cheese</th>\n",
" <th>muscat_grape</th>\n",
" <th>mushroom</th>\n",
" <th>mussel</th>\n",
" <th>mustard</th>\n",
" <th>mutton</th>\n",
" <th>nectarine</th>\n",
" <th>nira</th>\n",
" <th>nut</th>\n",
" <th>nutmeg</th>\n",
" <th>oat</th>\n",
" <th>oatmeal</th>\n",
" <th>octopus</th>\n",
" <th>okra</th>\n",
" <th>olive</th>\n",
" <th>olive_oil</th>\n",
" <th>onion</th>\n",
" <th>orange</th>\n",
" <th>orange_flower</th>\n",
" <th>orange_juice</th>\n",
" <th>orange_peel</th>\n",
" <th>oregano</th>\n",
" <th>ouzo</th>\n",
" <th>oyster</th>\n",
" <th>palm</th>\n",
" <th>papaya</th>\n",
" <th>parmesan_cheese</th>\n",
" <th>parsley</th>\n",
" <th>parsnip</th>\n",
" <th>passion_fruit</th>\n",
" <th>pea</th>\n",
" <th>peach</th>\n",
" <th>peanut</th>\n",
" <th>peanut_butter</th>\n",
" <th>peanut_oil</th>\n",
" <th>pear</th>\n",
" <th>pear_brandy</th>\n",
" <th>pecan</th>\n",
" <th>pelargonium</th>\n",
" <th>pepper</th>\n",
" <th>peppermint</th>\n",
" <th>peppermint_oil</th>\n",
" <th>pimenta</th>\n",
" <th>pimento</th>\n",
" <th>pineapple</th>\n",
" <th>pistachio</th>\n",
" <th>plum</th>\n",
" <th>popcorn</th>\n",
" <th>porcini</th>\n",
" <th>pork</th>\n",
" <th>pork_liver</th>\n",
" <th>pork_sausage</th>\n",
" <th>port_wine</th>\n",
" <th>potato</th>\n",
" <th>potato_chip</th>\n",
" <th>prawn</th>\n",
" <th>prickly_pear</th>\n",
" <th>provolone_cheese</th>\n",
" <th>pumpkin</th>\n",
" <th>quince</th>\n",
" <th>radish</th>\n",
" <th>raisin</th>\n",
" <th>rapeseed</th>\n",
" <th>raspberry</th>\n",
" <th>raw_beef</th>\n",
" <th>red_algae</th>\n",
" <th>red_bean</th>\n",
" <th>red_kidney_bean</th>\n",
" <th>red_wine</th>\n",
" <th>rhubarb</th>\n",
" <th>rice</th>\n",
" <th>roasted_almond</th>\n",
" <th>roasted_beef</th>\n",
" <th>roasted_hazelnut</th>\n",
" <th>roasted_meat</th>\n",
" <th>roasted_nut</th>\n",
" <th>roasted_peanut</th>\n",
" <th>roasted_pecan</th>\n",
" <th>roasted_pork</th>\n",
" <th>roasted_sesame_seed</th>\n",
" <th>romano_cheese</th>\n",
" <th>root</th>\n",
" <th>roquefort_cheese</th>\n",
" <th>rose</th>\n",
" <th>rosemary</th>\n",
" <th>rum</th>\n",
" <th>rutabaga</th>\n",
" <th>rye_bread</th>\n",
" <th>rye_flour</th>\n",
" <th>saffron</th>\n",
" <th>sage</th>\n",
" <th>sake</th>\n",
" <th>salmon</th>\n",
" <th>salmon_roe</th>\n",
" <th>sassafras</th>\n",
" <th>sauerkraut</th>\n",
" <th>savory</th>\n",
" <th>scallion</th>\n",
" <th>scallop</th>\n",
" <th>sea_algae</th>\n",
" <th>seaweed</th>\n",
" <th>seed</th>\n",
" <th>sesame_oil</th>\n",
" <th>sesame_seed</th>\n",
" <th>shallot</th>\n",
" <th>sheep_cheese</th>\n",
" <th>shellfish</th>\n",
" <th>sherry</th>\n",
" <th>shiitake</th>\n",
" <th>shrimp</th>\n",
" <th>smoke</th>\n",
" <th>smoked_fish</th>\n",
" <th>smoked_salmon</th>\n",
" <th>smoked_sausage</th>\n",
" <th>sour_cherry</th>\n",
" <th>sour_milk</th>\n",
" <th>soy_sauce</th>\n",
" <th>soybean</th>\n",
" <th>soybean_oil</th>\n",
" <th>spearmint</th>\n",
" <th>squash</th>\n",
" <th>squid</th>\n",
" <th>star_anise</th>\n",
" <th>starch</th>\n",
" <th>strawberry</th>\n",
" <th>strawberry_jam</th>\n",
" <th>strawberry_juice</th>\n",
" <th>sturgeon_caviar</th>\n",
" <th>sumac</th>\n",
" <th>sunflower_oil</th>\n",
" <th>sweet_potato</th>\n",
" <th>swiss_cheese</th>\n",
" <th>tabasco_pepper</th>\n",
" <th>tamarind</th>\n",
" <th>tangerine</th>\n",
" <th>tarragon</th>\n",
" <th>tea</th>\n",
" <th>tequila</th>\n",
" <th>thai_pepper</th>\n",
" <th>thyme</th>\n",
" <th>tomato</th>\n",
" <th>tomato_juice</th>\n",
" <th>truffle</th>\n",
" <th>tuna</th>\n",
" <th>turkey</th>\n",
" <th>turmeric</th>\n",
" <th>turnip</th>\n",
" <th>vanilla</th>\n",
" <th>veal</th>\n",
" <th>vegetable</th>\n",
" <th>vegetable_oil</th>\n",
" <th>vinegar</th>\n",
" <th>violet</th>\n",
" <th>walnut</th>\n",
" <th>wasabi</th>\n",
" <th>watercress</th>\n",
" <th>watermelon</th>\n",
" <th>wheat</th>\n",
" <th>wheat_bread</th>\n",
" <th>whiskey</th>\n",
" <th>white_bread</th>\n",
" <th>white_wine</th>\n",
" <th>whole_grain_wheat_flour</th>\n",
" <th>wine</th>\n",
" <th>wood</th>\n",
" <th>yam</th>\n",
" <th>yeast</th>\n",
" <th>yogurt</th>\n",
" <th>zucchini</th>\n",
" </tr>\n",
" <tr>\n",
" <th>cuisine</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>African</th>\n",
" <td>0.156522</td>\n",
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" <tr>\n",
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" <td>0.016912</td>\n",
" <td>0.018630</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Asian</th>\n",
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" <td>0.000850</td>\n",
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" <td>0.000850</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>Cajun_Creole</th>\n",
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" <td>0.006460</td>\n",
" <td>0.001292</td>\n",
" <td>0.001292</td>\n",
" <td>0.002584</td>\n",
" <td>0.000000</td>\n",
" <td>0.014212</td>\n",
" <td>0.003876</td>\n",
" <td>0.015504</td>\n",
" <td>0.000000</td>\n",
" <td>0.001292</td>\n",
" <td>0.002584</td>\n",
" <td>0.012920</td>\n",
" <td>0.054264</td>\n",
" <td>0.003876</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.027132</td>\n",
" <td>0.015504</td>\n",
" <td>0.011628</td>\n",
" <td>0.005168</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.007752</td>\n",
" <td>0.001292</td>\n",
" <td>0.019380</td>\n",
" <td>0.006460</td>\n",
" <td>0.000000</td>\n",
" <td>0.002584</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.073643</td>\n",
" <td>0.011628</td>\n",
" <td>0.00000</td>\n",
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" <td>0.006460</td>\n",
" <td>0.001292</td>\n",
" <td>0.000000</td>\n",
" <td>0.063307</td>\n",
" <td>0.019380</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.006460</td>\n",
" <td>0.009044</td>\n",
" <td>0.031008</td>\n",
" <td>0.046512</td>\n",
" <td>0.000000</td>\n",
" <td>0.005168</td>\n",
" <td>0.006460</td>\n",
" <td>0.000000</td>\n",
" <td>0.003876</td>\n",
" <td>0.062016</td>\n",
" <td>0.170543</td>\n",
" <td>0.003876</td>\n",
" <td>0.000000</td>\n",
" <td>0.005168</td>\n",
" <td>0.006460</td>\n",
" <td>0.038760</td>\n",
" <td>0.006460</td>\n",
" <td>0.178295</td>\n",
" <td>0.002584</td>\n",
" <td>0.020672</td>\n",
" <td>0.187339</td>\n",
" <td>0.156331</td>\n",
" <td>0.000000</td>\n",
" <td>0.041344</td>\n",
" <td>0.000000</td>\n",
" <td>0.001292</td>\n",
" <td>0.000000</td>\n",
" <td>0.395349</td>\n",
" <td>0.005168</td>\n",
" <td>0.002584</td>\n",
" <td>0.003876</td>\n",
" <td>0.029716</td>\n",
" <td>0.020672</td>\n",
" <td>0.003876</td>\n",
" <td>0.000000</td>\n",
" <td>0.001292</td>\n",
" <td>0.067183</td>\n",
" <td>0.019380</td>\n",
" <td>0.011628</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Caribbean</th>\n",
" <td>0.016393</td>\n",
" <td>0.000000</td>\n",
" <td>0.010929</td>\n",
" <td>0.000000</td>\n",
" <td>0.010929</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.027322</td>\n",
" <td>0.049180</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.060109</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.021858</td>\n",
" <td>0.054645</td>\n",
" <td>0.054645</td>\n",
" <td>0.000000</td>\n",
" <td>0.109290</td>\n",
" <td>0.016393</td>\n",
" <td>0.000000</td>\n",
" <td>0.027322</td>\n",
" <td>0.000000</td>\n",
" <td>0.218579</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.054645</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.311475</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.010929</td>\n",
" <td>0.000000</td>\n",
" <td>0.043716</td>\n",
" <td>0.005464</td>\n",
" <td>0.027322</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.147541</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.185792</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.049180</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.245902</td>\n",
" <td>0.043716</td>\n",
" <td>0.043716</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.027322</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.202186</td>\n",
" <td>0.043716</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.010929</td>\n",
" <td>0.158470</td>\n",
" <td>0.153005</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.153005</td>\n",
" <td>0.000000</td>\n",
" <td>0.016393</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.060109</td>\n",
" <td>0.092896</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.032787</td>\n",
" <td>0.010929</td>\n",
" <td>0.038251</td>\n",
" <td>0.010929</td>\n",
" <td>0.000000</td>\n",
" <td>0.180328</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.010929</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.180328</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.043716</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.032787</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.508197</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.120219</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.016393</td>\n",
" <td>0.010929</td>\n",
" <td>0.191257</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.027322</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.038251</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.016393</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.027322</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.054645</td>\n",
" <td>0.087432</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.016393</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.098361</td>\n",
" <td>0.158470</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.0</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.054645</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.054645</td>\n",
" <td>0.000000</td>\n",
" <td>0.109290</td>\n",
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" <td>0.016393</td>\n",
" <td>0.016393</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.021858</td>\n",
" <td>0.000000</td>\n",
" <td>0.032787</td>\n",
" <td>0.000000</td>\n",
" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.092896</td>\n",
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" <td>0.021858</td>\n",
" <td>0.060109</td>\n",
" <td>0.267760</td>\n",
" <td>0.513661</td>\n",
" <td>0.027322</td>\n",
" <td>0.000000</td>\n",
" <td>0.071038</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.065574</td>\n",
" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
" <td>0.016393</td>\n",
" <td>0.000000</td>\n",
" <td>0.251366</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.021858</td>\n",
" <td>0.076503</td>\n",
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" <td>0.076503</td>\n",
" <td>0.000000</td>\n",
" <td>0.016393</td>\n",
" <td>0.000000</td>\n",
" <td>0.071038</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.021858</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.131148</td>\n",
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" <td>0.010929</td>\n",
" <td>0.010929</td>\n",
" <td>0.016393</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.103825</td>\n",
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" <td>0.005464</td>\n",
" <td>0.005464</td>\n",
" <td>0.027322</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.038251</td>\n",
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" <td>0.005464</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.087432</td>\n",
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" <td>0.00000</td>\n",
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" <td>0.021858</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.021858</td>\n",
" <td>0.010929</td>\n",
" <td>0.027322</td>\n",
" <td>0.027322</td>\n",
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" <td>0.131148</td>\n",
" <td>0.300546</td>\n",
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" <td>0.005464</td>\n",
" <td>0.071038</td>\n",
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" <td>0.311475</td>\n",
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" <td>0.010929</td>\n",
" <td>0.016393</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Central_SouthAmerican</th>\n",
" <td>0.053942</td>\n",
" <td>0.000000</td>\n",
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" <td>0.020747</td>\n",
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" <td>0.132780</td>\n",
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" <td>0.058091</td>\n",
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" <td>0.012448</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>Chinese</th>\n",
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" <td>0.000000</td>\n",
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" <td>0.017699</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.008850</td>\n",
" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
" <td>0.119469</td>\n",
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" <td>0.101770</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.128319</td>\n",
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" <td>0.039823</td>\n",
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" <td>0.199115</td>\n",
" <td>0.000000</td>\n",
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" <td>0.017699</td>\n",
" <td>0.022124</td>\n",
" <td>0.163717</td>\n",
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" <td>0.004425</td>\n",
" <td>0.000000</td>\n",
" <td>0.004425</td>\n",
" <td>0.000000</td>\n",
" <td>0.008850</td>\n",
" <td>0.013274</td>\n",
" <td>0.000000</td>\n",
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" <td>0.004425</td>\n",
" <td>0.004425</td>\n",
" <td>0.000000</td>\n",
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" <td>0.084071</td>\n",
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" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.008850</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
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" <td>0.154867</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.022124</td>\n",
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" <td>0.000000</td>\n",
" <td>0.0</td>\n",
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" <td>0.004425</td>\n",
" <td>0.000000</td>\n",
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" <td>0.097345</td>\n",
" <td>0.000000</td>\n",
" <td>0.101770</td>\n",
" <td>0.017699</td>\n",
" <td>0.159292</td>\n",
" <td>0.004425</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.278761</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.230088</td>\n",
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" <td>0.022124</td>\n",
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" <td>0.013274</td>\n",
" <td>0.000000</td>\n",
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" <td>0.380531</td>\n",
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" <td>0.013274</td>\n",
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" <td>0.004425</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.008850</td>\n",
" <td>0.004425</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
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" <td>0.004425</td>\n",
" <td>0.473451</td>\n",
" <td>0.030973</td>\n",
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" <td>0.017699</td>\n",
" <td>0.420354</td>\n",
" <td>0.053097</td>\n",
" <td>0.048673</td>\n",
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" <td>0.000000</td>\n",
" <td>0.119469</td>\n",
" <td>0.101770</td>\n",
" <td>0.106195</td>\n",
" <td>0.008850</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
" <td>0.663717</td>\n",
" <td>0.159292</td>\n",
" <td>0.00000</td>\n",
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" <td>0.066372</td>\n",
" <td>0.256637</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
" <td>0.013274</td>\n",
" <td>0.008850</td>\n",
" <td>0.013274</td>\n",
" <td>0.004425</td>\n",
" <td>0.004425</td>\n",
" <td>0.000000</td>\n",
" <td>0.044248</td>\n",
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" <td>0.035398</td>\n",
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" <td>0.008850</td>\n",
" <td>0.008850</td>\n",
" <td>0.013274</td>\n",
" <td>0.004425</td>\n",
" <td>0.000000</td>\n",
" <td>0.079646</td>\n",
" <td>0.300885</td>\n",
" <td>0.292035</td>\n",
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" <td>0.017699</td>\n",
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" <td>0.128319</td>\n",
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" <td>0.004425</td>\n",
" <td>0.300885</td>\n",
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" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Eastern-Europe</th>\n",
" <td>0.025532</td>\n",
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" <td>0.085106</td>\n",
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" <td>0.008511</td>\n",
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" <td>0.000000</td>\n",
" <td>0.017021</td>\n",
" <td>0.046809</td>\n",
" <td>0.012766</td>\n",
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" <td>0.153191</td>\n",
" <td>0.038298</td>\n",
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" <td>0.046809</td>\n",
" <td>0.140426</td>\n",
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" <tr>\n",
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" <tr>\n",
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" <td>0.001749</td>\n",
" <td>0.001166</td>\n",
" <td>0.001749</td>\n",
" <td>0.016910</td>\n",
" <td>0.001749</td>\n",
" <td>0.011079</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
" <td>0.056560</td>\n",
" <td>0.001166</td>\n",
" <td>0.053644</td>\n",
" <td>0.000583</td>\n",
" <td>0.002915</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.001749</td>\n",
" <td>0.000583</td>\n",
" <td>0.050729</td>\n",
" <td>0.002915</td>\n",
" <td>0.000000</td>\n",
" <td>0.000583</td>\n",
" <td>0.082799</td>\n",
" <td>0.007580</td>\n",
" <td>0.000000</td>\n",
" <td>0.000583</td>\n",
" <td>0.001749</td>\n",
" <td>0.007580</td>\n",
" <td>0.051895</td>\n",
" <td>0.000000</td>\n",
" <td>0.001749</td>\n",
" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
" <td>0.003499</td>\n",
" <td>0.027405</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.074052</td>\n",
" <td>0.302041</td>\n",
" <td>0.000000</td>\n",
" <td>0.009329</td>\n",
" <td>0.011079</td>\n",
" <td>0.018659</td>\n",
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" <td>0.002332</td>\n",
" <td>0.068222</td>\n",
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" <td>0.002915</td>\n",
" <td>0.029155</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Italy</th>\n",
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" <td>0.000684</td>\n",
" <td>0.004107</td>\n",
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" <td>0.013689</td>\n",
" <td>0.002053</td>\n",
" <td>0.034908</td>\n",
" <td>0.000000</td>\n",
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" <td>0.001369</td>\n",
" <td>0.000000</td>\n",
" <td>0.440110</td>\n",
" <td>0.032854</td>\n",
" <td>0.042437</td>\n",
" <td>0.000000</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>Japan</th>\n",
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" <td>0.007353</td>\n",
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" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.022059</td>\n",
" <td>0.397059</td>\n",
" <td>0.352941</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.102941</td>\n",
" <td>0.014706</td>\n",
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" <td>0.007353</td>\n",
" <td>0.007353</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Jewish</th>\n",
" <td>0.096875</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.087500</td>\n",
" <td>0.000000</td>\n",
" <td>0.065625</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.015625</td>\n",
" <td>0.025000</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.009375</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.012500</td>\n",
" <td>0.043750</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.071875</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.021875</td>\n",
" <td>0.056250</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.196875</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.012500</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.012500</td>\n",
" <td>0.000000</td>\n",
" <td>0.034375</td>\n",
" <td>0.000000</td>\n",
" <td>0.025000</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.306250</td>\n",
" <td>0.000000</td>\n",
" <td>0.015625</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.062500</td>\n",
" <td>0.003125</td>\n",
" <td>0.009375</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.125000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.009375</td>\n",
" <td>0.000000</td>\n",
" <td>0.065625</td>\n",
" <td>0.062500</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.012500</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.084375</td>\n",
" <td>0.081250</td>\n",
" <td>0.009375</td>\n",
" <td>0.015625</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.028125</td>\n",
" <td>0.009375</td>\n",
" <td>0.056250</td>\n",
" <td>0.200000</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.065625</td>\n",
" <td>0.015625</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.021875</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.046875</td>\n",
" <td>0.012500</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.018750</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.087500</td>\n",
" <td>0.025000</td>\n",
" <td>0.025000</td>\n",
" <td>0.062500</td>\n",
" <td>0.000000</td>\n",
" <td>0.009375</td>\n",
" <td>0.037500</td>\n",
" <td>0.078125</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.593750</td>\n",
" <td>0.025000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.021875</td>\n",
" <td>0.012500</td>\n",
" <td>0.009375</td>\n",
" <td>0.018750</td>\n",
" <td>0.043750</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.187500</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.062500</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.018750</td>\n",
" <td>0.000000</td>\n",
" <td>0.009375</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.028125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.081250</td>\n",
" <td>0.000000</td>\n",
" <td>0.028125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.021875</td>\n",
" <td>0.018750</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.056250</td>\n",
" <td>0.150000</td>\n",
" <td>0.159375</td>\n",
" <td>0.050000</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.009375</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.003125</td>\n",
" <td>0.009375</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.006250</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.021875</td>\n",
" <td>0.000000</td>\n",
" <td>0.050000</td>\n",
" <td>0.015625</td>\n",
" <td>0.043750</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.012500</td>\n",
" <td>0.000000</td>\n",
" <td>0.012500</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.025000</td>\n",
" <td>0.025000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.025000</td>\n",
" <td>0.250000</td>\n",
" <td>0.303125</td>\n",
" <td>0.078125</td>\n",
" <td>0.000000</td>\n",
" <td>0.100000</td>\n",
" <td>0.037500</td>\n",
" <td>0.018750</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.012500</td>\n",
" <td>0.134375</td>\n",
" <td>0.025000</td>\n",
" <td>0.000000</td>\n",
" <td>0.009375</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.012500</td>\n",
" <td>0.000000</td>\n",
" <td>0.031250</td>\n",
" <td>0.000000</td>\n",
" <td>0.143750</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.012500</td>\n",
" <td>0.034375</td>\n",
" <td>0.000000</td>\n",
" <td>0.012500</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.103125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.071875</td>\n",
" <td>0.000000</td>\n",
" <td>0.021875</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.062500</td>\n",
" <td>0.006250</td>\n",
" <td>0.009375</td>\n",
" <td>0.000000</td>\n",
" <td>0.009375</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.043750</td>\n",
" <td>0.009375</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.009375</td>\n",
" <td>0.015625</td>\n",
" <td>0.000000</td>\n",
" <td>0.012500</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.068750</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.031250</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.018750</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.009375</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.009375</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.071875</td>\n",
" <td>0.043750</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.003125</td>\n",
" <td>0.037500</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.009375</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.053125</td>\n",
" <td>0.093750</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.021875</td>\n",
" <td>0.015625</td>\n",
" <td>0.121875</td>\n",
" <td>0.018750</td>\n",
" <td>0.037500</td>\n",
" <td>0.271875</td>\n",
" <td>0.056250</td>\n",
" <td>0.000000</td>\n",
" <td>0.081250</td>\n",
" <td>0.000000</td>\n",
" <td>0.006250</td>\n",
" <td>0.000000</td>\n",
" <td>0.487500</td>\n",
" <td>0.000000</td>\n",
" <td>0.003125</td>\n",
" <td>0.000000</td>\n",
" <td>0.037500</td>\n",
" <td>0.003125</td>\n",
" <td>0.018750</td>\n",
" <td>0.000000</td>\n",
" <td>0.015625</td>\n",
" <td>0.028125</td>\n",
" <td>0.018750</td>\n",
" <td>0.040625</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mediterranean</th>\n",
" <td>0.069204</td>\n",
" <td>0.000000</td>\n",
" <td>0.010381</td>\n",
" <td>0.010381</td>\n",
" <td>0.003460</td>\n",
" <td>0.000000</td>\n",
" <td>0.006920</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.031142</td>\n",
" <td>0.003460</td>\n",
" <td>0.000000</td>\n",
" <td>0.006920</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003460</td>\n",
" <td>0.000000</td>\n",
" <td>0.083045</td>\n",
" <td>0.055363</td>\n",
" <td>0.034602</td>\n",
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