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@rb-roomba
Created June 29, 2016 04:31
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 国旗の色相分布"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. 必要なライブラリのインポート"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import urllib\n",
"import cv2\n",
"import os\n",
"import json\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from bs4 import BeautifulSoup\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. 関数"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def maybe_download(url, name):\n",
" \"\"\" ファイルが存在しない場合のみダウンロードしてくる \"\"\" \n",
" if not os.path.exists(name):\n",
" urllib.urlretrieve(url, name)\n",
" print \"File \" + name + \" downloaded!\"\n",
" else:\n",
" print \"File \" + name + \" already exists!\"\n",
" return name"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. 国旗の画像をWikipediaからダウンロード\n",
"\n",
"以下のURLから取得できる↓\n",
"\n",
"https://ja.wikipedia.org/wiki/%E5%9B%BD%E6%97%97%E3%81%AE%E4%B8%80%E8%A6%A7"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"File flag_list.html already exists!\n",
"File ./figs/Flag_of_Iceland.png already exists!\n",
"File ./figs/Flag_of_Ireland.png already exists!\n",
"File ./figs/Flag_of_Azerbaijan.png already exists!\n",
"File ./figs/Flag_of_Afghanistan.png already exists!\n",
"File ./figs/Flag_of_Abkhazia.png already exists!\n",
"File ./figs/Flag_of_the_United_States.png already exists!\n",
"File ./figs/Flag_of_the_United_Arab_Emirates.png already exists!\n",
"File ./figs/Flag_of_Algeria.png already exists!\n",
"File ./figs/Flag_of_Argentina.png already exists!\n",
"File ./figs/Flag_of_Albania.png already exists!\n",
"File ./figs/Flag_of_Armenia.png already exists!\n",
"File ./figs/Flag_of_Angola.png already exists!\n",
"File ./figs/Flag_of_Antigua_and_Barbuda.png already exists!\n",
"File ./figs/Flag_of_Andorra.png already exists!\n",
"File ./figs/Flag_of_Yemen.png already exists!\n",
"File ./figs/Flag_of_the_United_Kingdom.png already exists!\n",
"File ./figs/Flag_of_Israel.png already exists!\n",
"File ./figs/Flag_of_Italy.png already exists!\n",
"File ./figs/Flag_of_Iraq.png already exists!\n",
"File ./figs/Flag_of_Iran.png already exists!\n",
"File ./figs/Flag_of_India.png already exists!\n",
"File ./figs/Flag_of_Indonesia.png already exists!\n",
"File ./figs/Flag_of_Uganda.png already exists!\n",
"File ./figs/Flag_of_Ukraine.png already exists!\n",
"File ./figs/Flag_of_Uzbekistan.png already exists!\n",
"File ./figs/Flag_of_Uruguay.png already exists!\n",
"File ./figs/Flag_of_Ecuador.png already exists!\n",
"File ./figs/Flag_of_Egypt.png already exists!\n",
"File ./figs/Flag_of_Estonia.png already exists!\n",
"File ./figs/Flag_of_Ethiopia.png already exists!\n",
"File ./figs/Flag_of_Eritrea.png already exists!\n",
"File ./figs/Flag_of_El_Salvador.png already exists!\n",
"File ./figs/Flag_of_Transnistria_%28state%29.png already exists!\n",
"File ./figs/Flag_of_Australia.png already exists!\n",
"File ./figs/Flag_of_Austria.png already exists!\n",
"File ./figs/Flag_of_Oman.png already exists!\n",
"File ./figs/Flag_of_the_Netherlands.png already exists!\n",
"File ./figs/Flag_of_Ghana.png already exists!\n",
"File ./figs/Flag_of_Cape_Verde.png already exists!\n",
"File ./figs/Flag_of_Guyana.png already exists!\n",
"File ./figs/Flag_of_Kazakhstan.png already exists!\n",
"File ./figs/Flag_of_Qatar.png already exists!\n",
"File ./figs/Flag_of_Canada.png already exists!\n",
"File ./figs/Flag_of_Gabon.png already exists!\n",
"File ./figs/Flag_of_Cameroon.png already exists!\n",
"File ./figs/Flag_of_The_Gambia.png already exists!\n",
"File ./figs/Flag_of_Cambodia.png already exists!\n",
"File ./figs/Flag_of_the_Turkish_Republic_of_Northern_Cyprus.png already exists!\n",
"File ./figs/Flag_of_Guinea.png already exists!\n",
"File ./figs/Flag_of_Guinea-Bissau.png already exists!\n",
"File ./figs/Flag_of_Cyprus.png already exists!\n",
"File ./figs/Flag_of_Cuba.png already exists!\n",
"File ./figs/Flag_of_Greece.png already exists!\n",
"File ./figs/Flag_of_Kiribati.png already exists!\n",
"File ./figs/Flag_of_Kyrgyzstan.png already exists!\n",
"File ./figs/Flag_of_Guatemala.png already exists!\n",
"File ./figs/Flag_of_Kuwait.png already exists!\n",
"File ./figs/Flag_of_the_Cook_Islands.png already exists!\n",
"File ./figs/Flag_of_Georgia.png already exists!\n",
"File ./figs/Flag_of_Grenada.png already exists!\n",
"File ./figs/Flag_of_Croatia.png already exists!\n",
"File ./figs/Flag_of_Kenya.png already exists!\n",
"File ./figs/Flag_of_C%C3%B4te_d%27Ivoire.png already exists!\n",
"File ./figs/Flag_of_Costa_Rica.png already exists!\n",
"File ./figs/Flag_of_Kosovo.png already exists!\n",
"File ./figs/Flag_of_the_Comoros.png already exists!\n",
"File ./figs/Flag_of_Colombia.png already exists!\n",
"File ./figs/Flag_of_the_Republic_of_the_Congo.png already exists!\n",
"File ./figs/Flag_of_the_Democratic_Republic_of_the_Congo.png already exists!\n",
"File ./figs/Flag_of_Saudi_Arabia.png already exists!\n",
"File ./figs/Flag_of_Samoa.png already exists!\n",
"File ./figs/Flag_of_Sao_Tome_and_Principe.png already exists!\n",
"File ./figs/Flag_of_Zambia.png already exists!\n",
"File ./figs/Flag_of_San_Marino.png already exists!\n",
"File ./figs/Flag_of_Sierra_Leone.png already exists!\n",
"File ./figs/Flag_of_Djibouti.png already exists!\n",
"File ./figs/Flag_of_Jamaica.png already exists!\n",
"File ./figs/Flag_of_Syria.png already exists!\n",
"File ./figs/Flag_of_Singapore.png already exists!\n",
"File ./figs/Flag_of_Zimbabwe.png already exists!\n",
"File ./figs/Flag_of_Switzerland.png already exists!\n",
"File ./figs/Flag_of_Sweden.png already exists!\n",
"File ./figs/Flag_of_Sudan.png already exists!\n",
"File ./figs/Flag_of_Spain.png already exists!\n",
"File ./figs/Flag_of_Suriname.png already exists!\n",
"File ./figs/Flag_of_Sri_Lanka.png already exists!\n",
"File ./figs/Flag_of_Slovakia.png already exists!\n",
"File ./figs/Flag_of_Slovenia.png already exists!\n",
"File ./figs/Flag_of_Swaziland.png already exists!\n",
"File ./figs/Flag_of_Seychelles.png already exists!\n",
"File ./figs/Flag_of_Equatorial_Guinea.png already exists!\n",
"File ./figs/Flag_of_Senegal.png already exists!\n",
"File ./figs/Flag_of_Serbia.png already exists!\n",
"File ./figs/Flag_of_Saint_Kitts_and_Nevis.png already exists!\n",
"File ./figs/Flag_of_Saint_Vincent_and_the_Grenadines.png already exists!\n",
"File ./figs/Flag_of_Saint_Lucia.png already exists!\n",
"File ./figs/Flag_of_Somalia.png already exists!\n",
"File ./figs/Flag_of_Somaliland.png already exists!\n",
"File ./figs/Flag_of_the_Solomon_Islands.png already exists!\n",
"File ./figs/Flag_of_Thailand.png already exists!\n",
"File ./figs/Flag_of_South_Korea.png already exists!\n",
"File ./figs/Flag_of_Tajikistan.png already exists!\n",
"File ./figs/Flag_of_Tanzania.png already exists!\n",
"File ./figs/Flag_of_the_Czech_Republic.png already exists!\n",
"File ./figs/Flag_of_Chad.png already exists!\n",
"File ./figs/Flag_of_the_Central_African_Republic.png already exists!\n",
"File ./figs/Flag_of_the_People%27s_Republic_of_China.png already exists!\n",
"File ./figs/Flag_of_the_Republic_of_China.png already exists!\n",
"File ./figs/Flag_of_Tunisia.png already exists!\n",
"File ./figs/Flag_of_North_Korea.png already exists!\n",
"File ./figs/Flag_of_Chile.png already exists!\n",
"File ./figs/Flag_of_Tuvalu.png already exists!\n",
"File ./figs/Flag_of_Denmark.png already exists!\n",
"File ./figs/Flag_of_Germany.png already exists!\n",
"File ./figs/Flag_of_Togo.png already exists!\n",
"File ./figs/Flag_of_the_Dominican_Republic.png already exists!\n",
"File ./figs/Flag_of_Dominica.png already exists!\n",
"File ./figs/Flag_of_Trinidad_and_Tobago.png already exists!\n",
"File ./figs/Flag_of_Turkmenistan.png already exists!\n",
"File ./figs/Flag_of_Turkey.png already exists!\n",
"File ./figs/Flag_of_Tonga.png already exists!\n",
"File ./figs/Flag_of_Nigeria.png already exists!\n",
"File ./figs/Flag_of_Nauru.png already exists!\n",
"File ./figs/Flag_of_Nagorno-Karabakh.png already exists!\n",
"File ./figs/Flag_of_Namibia.png already exists!\n",
"File ./figs/Flag_of_Niue.png already exists!\n",
"File ./figs/Flag_of_Nicaragua.png already exists!\n",
"File ./figs/Flag_of_Niger.png already exists!\n",
"File ./figs/Flag_of_the_Sahrawi_Arab_Democratic_Republic.png already exists!\n",
"File ./figs/Flag_of_Japan.png already exists!\n",
"File ./figs/Flag_of_New_Zealand.png already exists!\n",
"File ./figs/Flag_of_Nepal.png already exists!\n",
"File ./figs/Flag_of_Norway.png already exists!\n",
"File ./figs/Flag_of_Bahrain.png already exists!\n",
"File ./figs/Flag_of_Haiti.png already exists!\n",
"File ./figs/Flag_of_Pakistan.png already exists!\n",
"File ./figs/Flag_of_the_Vatican_City.png already exists!\n",
"File ./figs/Flag_of_Panama.png already exists!\n",
"File ./figs/Flag_of_Vanuatu.png already exists!\n",
"File ./figs/Flag_of_the_Bahamas.png already exists!\n",
"File ./figs/Flag_of_Papua_New_Guinea.png already exists!\n",
"File ./figs/Flag_of_Palau.png already exists!\n",
"File ./figs/Flag_of_Paraguay.png already exists!\n",
"File ./figs/Flag_of_Barbados.png already exists!\n",
"File ./figs/Flag_of_Palestine.png already exists!\n",
"File ./figs/Flag_of_Hungary.png already exists!\n",
"File ./figs/Flag_of_Bangladesh.png already exists!\n",
"File ./figs/Flag_of_East_Timor.png already exists!\n",
"File ./figs/Flag_of_Fiji.png already exists!\n",
"File ./figs/Flag_of_the_Philippines.png already exists!\n",
"File ./figs/Flag_of_Finland.png already exists!\n",
"File ./figs/Flag_of_Bhutan.png already exists!\n",
"File ./figs/Flag_of_Brazil.png already exists!\n",
"File ./figs/Flag_of_France.png already exists!\n",
"File ./figs/Flag_of_Bulgaria.png already exists!\n",
"File ./figs/Flag_of_Burkina_Faso.png already exists!\n",
"File ./figs/Flag_of_Brunei.png already exists!\n",
"File ./figs/Flag_of_Burundi.png already exists!\n",
"File ./figs/Flag_of_Vietnam.png already exists!\n",
"File ./figs/Flag_of_Benin.png already exists!\n",
"File ./figs/Flag_of_Venezuela.png already exists!\n",
"File ./figs/Flag_of_Belarus.png already exists!\n",
"File ./figs/Flag_of_Belize.png already exists!\n",
"File ./figs/Flag_of_Peru.png already exists!\n",
"File ./figs/Flag_of_Belgium.png already exists!\n",
"File ./figs/Flag_of_Poland.png already exists!\n",
"File ./figs/Flag_of_Bosnia_and_Herzegovina.png already exists!\n",
"File ./figs/Flag_of_Botswana.png already exists!\n",
"File ./figs/Flag_of_Bolivia.png already exists!\n",
"File ./figs/Flag_of_Portugal.png already exists!\n",
"File ./figs/Flag_of_Honduras.png already exists!\n",
"File ./figs/Flag_of_the_Marshall_Islands.png already exists!\n",
"File ./figs/Flag_of_Macedonia.png already exists!\n",
"File ./figs/Flag_of_Madagascar.png already exists!\n",
"File ./figs/Flag_of_Malawi.png already exists!\n",
"File ./figs/Flag_of_Mali.png already exists!\n",
"File ./figs/Flag_of_Malta.png already exists!\n",
"File ./figs/Flag_of_Malaysia.png already exists!\n",
"File ./figs/Flag_of_the_Federated_States_of_Micronesia.png already exists!\n",
"File ./figs/Flag_of_South_Africa.png already exists!\n",
"File ./figs/Flag_of_South_Ossetia.png already exists!\n",
"File ./figs/Flag_of_South_Sudan.png already exists!\n",
"File ./figs/Flag_of_Myanmar.png already exists!\n",
"File ./figs/Flag_of_Mexico.png already exists!\n",
"File ./figs/Flag_of_Mauritius.png already exists!\n",
"File ./figs/Flag_of_Mauritania.png already exists!\n",
"File ./figs/Flag_of_Mozambique.png already exists!\n",
"File ./figs/Flag_of_Monaco.png already exists!\n",
"File ./figs/Flag_of_Maldives.png already exists!\n",
"File ./figs/Flag_of_Moldova.png already exists!\n",
"File ./figs/Flag_of_Morocco.png already exists!\n",
"File ./figs/Flag_of_Mongolia.png already exists!\n",
"File ./figs/Flag_of_Montenegro.png already exists!\n",
"File ./figs/Flag_of_Jordan.png already exists!\n",
"File ./figs/Flag_of_Laos.png already exists!\n",
"File ./figs/Flag_of_Latvia.png already exists!\n",
"File ./figs/Flag_of_Lithuania.png already exists!\n",
"File ./figs/Flag_of_Libya.png already exists!\n",
"File ./figs/Flag_of_Liechtenstein.png already exists!\n",
"File ./figs/Flag_of_Liberia.png already exists!\n",
"File ./figs/Flag_of_Romania.png already exists!\n",
"File ./figs/Flag_of_Luxembourg.png already exists!\n",
"File ./figs/Flag_of_Rwanda.png already exists!\n",
"File ./figs/Flag_of_Lesotho.png already exists!\n",
"File ./figs/Flag_of_Lebanon.png already exists!\n",
"File ./figs/Flag_of_Russia.png already exists!\n"
]
}
],
"source": [
"def parse_html(name):\n",
" \"\"\" Wikipedia「国旗の一覧」から国旗画像のURLを取り出す \"\"\"\n",
" soup = BeautifulSoup(open(name,'r').read(), \"lxml\")\n",
" img = soup.find_all(\"img\")[:206]\n",
" return [\"https:\"+i.attrs[\"src\"] for i in img]\n",
"\n",
"# URL of 国旗の一覧\n",
"url = \"https://ja.wikipedia.org/wiki/%E5%9B%BD%E6%97%97%E3%81%AE%E4%B8%80%E8%A6%A7\"\n",
"# download html\n",
"html_name = maybe_download(url, \"flag_list.html\")\n",
"# parse html\n",
"flag_urls = parse_html(html_name)\n",
"# download figs\n",
"for u in flag_urls:\n",
" png_name = u.split(\"px-\")[-1].split(\".\")[0] + \".png\"\n",
" maybe_download(u, os.path.join(\"./figs\", png_name))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. 国旗画像をNumPyのArrayとして取り込む(OpenCV)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"flag_list = []\n",
"for fig_name in os.listdir(\"./figs\"):\n",
" img = cv2.imread(os.path.join(\"./figs\", fig_name))\n",
" img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) # default: BGR\n",
" flag_list.append(img)\n",
"flag_list = np.array(flag_list)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. 国旗を全て表示してみる"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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aPGipyrLJTq/VTHOW333Gl/v6Gp+X6Zs6hQsm8SVpS707akhKkxn6QhZ5BTKbd2cx+i3I\n+9ePA4u90USnlFonOU1GE53ClBfdeeY+V/p301Kw049WQ9OJP2MsmkbA0XekozNFsmgrh9Y8Td+R\n35OQnE1evgGTyZzEFxQaSE3Ppcdwc4t74r8T2Lb7LHeM+VHJcIVayMvDhfQ9rwGQ8ftGTjzwDGpP\nPR47NhI5YBp0K7+0f0GhASlyIjqthvzDE80VJmWZvUFt2AQ037Ga4Lvmk5GVX2K9oycSydj7Gh56\nF96ftbnasZ88l8q7z/dnwmO9SiWegm1c+2l+2/HOrGi6s8Rrf2QEAvBPVvW6/yllfL1LvBdyvuhx\nh7tTOBBnqPJ2Ll++zE033VTiOcO+oOJ/p0kcvtO7WjE2/iq6WuvVZJHeYTA8XukwhFrmYPJIGui3\n4+d6nAvpkTTwjsdVZ+5p1qHTjeTk5ODv749Go+H06dOkpaWhnbkPX089aSnJaPVeuGUkk5WexrHV\ni4iY+jduz1Q8VZGlLErcLpj8OGlqQBPpfOULW2CL77P0Sp2OGhOTPObwn7EBrTUny1z2nCmQ9zy+\nplfqdAB2+j1B55RZNomjrrqaWNW7MZXht7gQ3VyNu7vEk1emAKioK5ksw7iPc5j+Ux5Hl/mgVsPR\nZd4lphBwdBol0jbb8PN2IzLcn/mfDOXmh+eV+GEqy+DX6X0AvD1dOBifwPdLd+Pn7VZiDFBt4D2q\n4jFwgn2l73nNnLCNfJp6Lz1J4P6thPb6FAZMs3gbVxM4gPN/v1Q8p9v9T7Hp3Caa71iN200lu/VH\n9p9KQrJlLRvlGT0sGlXURIL8RfVje9HGFldKXJMeyI5sH7ro00q9BrA+I4B+XjW7R05z1zwOtDpU\n9L1bWbfIysiyzKFDhwDbjWUTBKFYak59NN59yfF9lLPJyXh4JWBq3h/DgSh0WhNpi2eiv+MxLl26\nhNFopFGjRhgMBs6dO0dSWgYanRtkp+PmG4CsUtP6rodwvdey6YwsYVHittcQSW/tPrYWtrV6h8Gq\nVPJkHfe6rufnvH4MT3uDxpqL/OP7VJnLP5rxAgcNEQCMcF0npguwBcn8Q1yWoXGIim37DTwz3Fw5\ncsy72Xz5mr7STZw4Z0LXyTyFwG9TPIumEFBkCJS7FxrRjcMq77/Yn1c+WcfTk1Yxe2HFo9DTM/Pp\nO7K4OMOI29vyw/L99g7RZkSir6z4gSPI3rmPVvv/wuPGWRR8XX5BGkuE9PiYUXd1YM6HQ2j840yy\nd+7laJeBpaYDuJyUbdV+AL79JfbKtjIrWVKojnUZpXvW9DjavdzxbDfHd6nRY92au+ZxsNWhosfW\nJm1X+XlJXN4cWJS0pW/RcvqNyr+3BUEoX0peJF5tV3DhyC7cPRoQ2jCMQoMRvT6EU6dO4+G/nPws\n8Kh3gktHD+ASHIqvry9nz55F/0xXfKZvIcUg4TZpKEHJVxqjJMnmhQgsStzC1RcJU10mXG195R1f\nKZNIzXl+9HqHRXn9SJK9meC6kEzZDU+p5J37gekfcIP2MH8WmCd/nu/1HvHGUBqokkTXSSvIcnGr\n2ohBOloOSWdoPx1aDUSEVK1CpCzD7eMyMe72A5yj8ENdc/yvcYQ18GHt5uOVJm3Xi+kczoJPh/Hm\nM/2IGjC18hWESklDra86VRE51UETkJfzYRAV3wR8mkDvmWW+XrR65MSSydcD5VdynLt0D3OXXlNg\noIw53OT4yRiNMprmb5Z6rSqMxyahUkmVTvANIL86wKp91RieQ5CqWNSzOj681KTUc/J1/y/rtZpG\njUxqx724X5lo98gJA22GlB5+UB3H1/gT3sD8PW1Iv9Itsqb+IQShFvFzjSc7L4eAoKZoNBqSkpLw\n9vamsLAQvV6Ph2c9NO55+DZvRfqpUwCkpqaiUqnwk/MxPnsDJo07foXX3NizQ2uGRYmbK4WsKOxh\nkyIhx4xhBEqpaBL+ornmDEcNYbRUnyQXF3wTVvCU228AzMgdwpeeUwhSmeczyQwcyJvZD/OSfqFI\n2mxg4doCjLv9COhj/vtO+SGP02t8CPa3fBbfjs017PyxeF6YyV/lMukrx3ebi47OcPg+ncm1kw5X\n1aadp+h+79f8s/usDSMSBNtqHRUMgEpt3Z0lrUaFpJKubDOIg3GVT2QsWO7PqH/RXNcdMrblVmKz\nfYjWpyFRMkfZ3Pwfh8ZniU3Nj9FDb64HYDSBSwfbvEe+fMOTR4e5FT0+MtSLwmTLv68FQajYmbxh\nBKhc8PPzQJIg9djruMz6lYL+r+IacyeyLJN9Ko78/Eao1WpycnJQqVS47vsLALVsLJm02YlFiVtj\n9UV8TZn42KA4iQx0Tv2K+qpkThrrsdlnLL3TpiEh00JzhqX5PcmRXWmhOc2Tmc8hAxt9x+GZuJqb\ndLt4MmOc1TEIMOLVLCbPVpO00ReAOcvzGfJ8Ftvmell0865gpx/qK41z+QWg75YibvrVQp56FzKz\n8ytfsAJXk7Zj68bSrL/l45SqKmOuZfOvWbqcUiQbzOMmVM3BuMv8u+883YZ9ZdV2Cg0mVJET2bH0\ncZG02cmfUdsZENcNMJe9bueWgSZ2IP80/5t/W/xNlyM9ipbtri89UbWSCqOLi3PZMmkr2BOE6poc\nTYxlEwTbSvT8hrCWNyLLMufOnaNhZm8Cp2fDJSP6716A714gXeOOfuhz0KgpOp2OrKwsTCYTwd++\n5NBYLUrcnsocy4Nuv7Mg2zbdPg4bGrHM53XuTHuHmLSpTNJ/z5vZD3PJ5Fc0hi3VYP7/2/pv6Zs6\nBRUm1vhMQJ3wl01iEODYKSPqjikMv0XHD+958NDtLhhNoOtUdpeO+gEqzv1R/IWx+M8C7p1wXTL/\n+Y04vKxkYBTcE+vgndZ+LjoNabtfQ92s8i5flZEkiGrkj06rpqDQaIPoBMG2Xv9sHQArZo/gtsd+\nqNY2Vn49gsGP/sCrn/xpy9CEa/T1LP7+KYheXXRD8IajPTBEr+YW7wTWpgfR29M2XQ9tIb3DHvQq\nU9FjbbsEZGDTpk08+OCDnD5tngx+6NChbNmyhYQEyxK6Pp11rPum+Dt3fz8fMFWwgpVCkm1Trrwm\nCTYVImpKCpUJzHyUI4d+ISAojMLCQnglg6wvY0lZ8hVh62YD4G3IgUXvkpibRcHND5Oamoo24XSJ\n7RTKarS/XebC0/1ocM4+Y/8tStxMSAzQxjIn9xab7fjOtHfY7/8/2iZ/y5vZD/OY20qGuGyhn24P\nGSZ3jhgbcVPqx7yR/T8k4C6XzSJps5Nrh6KUl7SlbfHFU1+8oCY6pWTX3QdbQtf6dopQsIfH7o2m\n/6jvbLItWQZV1ESeHNGVmQv+tck2BcGW1m37Dzl+MsdOJKFWqzAaq/YLWK1WMahPM+T4yRaNbxOq\nr6dHCluzzOOmhxzvVOK1FU13oY0dyPqo7UqEVoIEJHXYW5S0xZ020ur25KJk8+GHH+bUqVNMmDCB\n559/nuDgYCQLB4LHrfKncai5W4spR+LgYG+7Jm0AW149YN8dKEATmUeY0kEINd4lt5l4u9RHpVKZ\nr1FJwqNBOAUde5O/azkuaZeKlnW5cTiunp7oXFxJ9/Dg8PM/4nd6P/rfv8XzhyOcfvsR9Ha8WC1K\n3LykXMI1F/EqY5Jsa7RN/rbo37NzBxNnCOWdnAf4u6B10fOBqjSSTN4szo+x6b6FYj+tKeCnNaUT\nNledRNZ236IGtNgjBrqMuG482ZQ+oKtaQROhZpgx37YJliwjkjZnJMOlt2dSb2LZlX9riz3Ln2Ts\nO2uYMe8fZBkahfhw+nyaReteXTYnr5BXPvmTPcvH0OH2L+0ccd21sdl2/s7yY1e2DyvTi+co08UO\npCB6NSuaVq2Ikj2siYxngJf5+9BkAt/uiWTnlhwwcOLECQA+/PBDwFzKvzLXj2U7ep8XBRfFWDZB\nsKesggg0UgFarRYXFxcKfr6ADvDrcSv0uAXuKK6t4TX2BgA8AbegCC4+P480Dx/qPWjuMqkfOQHj\n0V0w6xm7xGpR4uYu5TIn92b0kv0KT0RqzvOnz0t0TC0eg2AM6gfAezkjeSNrtN32LZT230ofwhsU\nf1noOqdgvLYH3MAIGNTY8YFZyJIvyNqmvDu1e9KWOjgS+wjM9aSiwvBeYv41ReQdjidx6txan7h1\nuP2LEo/j/nwWl5aTLVr36rLHTiQxfe52ps9VvrXH2fXwSCk1b5sJ2J/jxa3eyo4vvHYsm8kEunLG\nsv38888lHlfW2lYqabtfJG2O0HtB7foO9XbXAN2UDsMpnMroRUr67YS09yUrOQn0ejIyMvD39UGW\ntUiSRGZmFuVNROaRcJLIl3uZH/yWzH+/zaPJHQ9CRJSyidtdrpvxl7K403Urqwvs82aJN4QQnLwU\nbymbzpqjuEqFqBPW22VfQvkMsX5FXScvJpkIvem6O9Jv9wA/V8cHJgiCw+Tuj+d4nxHmB7IMMhzw\n62J+rFbTJrHmVfOzlCRB7sE30WnV5B16E9dWk+gZ3YitsSXHKvTu3Igtu06Td8i8bO7BN3FrPUmh\nqOumsm6/jT3bkg3NlEmck9rvxUddfAfz6li2640dO5YpU6aUmajJssz06dMZO3Zs0XOdW2v55wff\nosfnP3UneYXOprELgmCWV6Dmgn4pwQ2akHXyJG7eauRd62gy+1mOdL0H3b0v4jK84ZWlJTwtLL1X\nWFAAWeaCScnJyfjbKX6LbuX01B7ES8qit2afncIwSzF5ctJYj52G5mwpbGPXfQklbfrOC+Pu4qTN\np1dqyaStYxDMvFEkbYJQB7i1jSRiyYySc9DIMpogP9ok1N6kDcyHFNl/Cs+/t5ZmN5mroH4xeTAF\nR94qWqbgyFtMnzgYWYYWN0/n+ffW0qTfZwpFXHf18CjdhV+ppA0oStrOXjKWm7QBTJs2DZVKhUql\nYvjw4QDMmzcPlUqFv78/M2bMKFp23xK/Eknb/n4+ImkTBDv4L30QiZ5zOFvwADn5Ks6cOUNISAgt\nWrSg3uxnAYia8Dk6nY6zjbteWcvy3lvau+vjqzKRcuki8mH7DRuxqMVNliVSZC8aSNbP4ybULIW7\n/IrKDOcVyHh0Sy35Nn0+GpqI0sOC8oZ0CVE6BJuYV0umA/Do2xV9t/Zkb99bVCm2xdG1ygZlI2cv\nZjDl+20AvPdifxrW80arMX8QSpjna2vUwJvBfZqxcuOxomUFx9rUbHuJed3WRO5QMBqzgJ6JpGVa\n9mNOlmUWLVrEwoULGTVqFAApKSmkpKTw3lgPxo92L1r22Egv8s+JbpGCYA8p0p2Etn8VF7dAAhvG\ncHLJt7j9No3cvvfhu+yTouXUdwWR1agr6qencnrN17ge2Exw4nGL9+O38B1Y+I49DqGIRYnbnLxb\nGen2B/NsWFVSUNaiDz0YNqD4rl6TwWmcunBNFZyGnvByFwUiE4SyzX2qs9Ih2MS8p5WOwHLZ2/cC\noPb2xJhu/4lFlfDqJ+tYtSGObbFniGxk7tyiinqTbu1D+WePmFheaSsjdzI43nztD/BS9uaxpl31\nxtZlZ2eXeHx90hY3SiRtgmAvcak34+N2How6UlbOxeub8QTIKjwphGuSNoAcV28Cx35KQJMoknxf\nAmkC/K+ZQpGXzaLErbP2CJOyRnG/6zp7xyPYWfpWXzzczbfPZRm0nURZf0EQyhbx60w8+ly5gSPL\nJM5YQOAzI5UNyg7+jj0DQPzp5KLnRNJWM9zilQiYpwiorXx8zL1WOrTQsHOhX9Hzl2a7kvCjGH4g\nCPbk7dID7RfTcElsgsuVPmXlFRu58PLPuBcakWWZwpRE6o/v7bhALWRR4nZ3+ltIwJL8mncAQtVc\nTdpiRmewda+h+AUvnbnwiEbc9RMEwawoaQOQJKdM2oSar4s+jY0Kjm2zlsFgYPcvfrSNKv7JdaC/\nN7LBsjndBEGopkmZBOeNs3jxwCkP4T3vICkpKeTp3CtfQQGVJm7h7s45SPaU0gEoRNspBdO18wLW\n8LL+gnDVQzN3Kh2CYAPhoc43ZjbY30PpEJzatua1d4xhqbFsD3uSf7Jmzn2qCQ9XOgSb04SGQny8\n0mEIjpZhgvezqryad/pFLq76gfqDRqB6+VY7BGa9yhK3Tadubu+sM19vUjoAJRQlbRoVTOoOPi6K\nxiMIllpbYqjNAAAgAElEQVS647zSIQjW23Rq4wtO951yaiNQR79ThPKNH+1ecizb6JqbtAGbwk6d\ncrprk1OnQFybdcucHDhmqHy5ctSf/SzMfpaaeouxssStjyOCEByoYxD8T0y1IAiCIvooHYAg2Fvz\nCDUHlvkXTdJdS8ay9VE6AEGwyo4C+DVP6SjszqIxboLzeHLKa0qHYHNhHkHE8qXSYQiCIAh1XPMI\nNQeXFU+9e2CAN3KhGMsmCHZVR5I2obSNmGfbc4b/Njr58VV0vM56nNceo7Mea1nH6GzHWd4x1qXj\nrAs2ovw5cMT5dKbjLO8Y69Jx1jUbUf582Osc1tZjq+oxO9NxlneMgiAIgiAIgiAIglPRt2qgdAbq\nkGw2WuuudGwia7eRmJgYpf/+4nzaiZukUvpciPMnCHVMF3dXpT9DxOeRIAhY2vFabr70sVJPfrTg\nECcLPAkOTsWYqibbuzkdBt3OpWNxXOwQStQ73/PEixG2jdhKR++aDeUft7zbN8qB0dhPx9Q4sPz8\nOiNZlmVk4OkVl5SOxSo6tcTUQfWgbp/Pa8m36byYpK+ndBwWE9ej4Gy8vb3l9PR0pcOwl02ULtYh\nx0U2VCAU24uKPwvXfx65NJPJP6ZIPA5Q1vkUhFrJquIkB/Hm4WFn0LvK9M7rwssZ7Xl/8xye/TeT\n7G0ywXO+hIOf2ipWQagyCZh5Wz0W7EvnnzO5Socj2MiKggxWFmTwt08krpLIhwTB0Zw4aQOIUToA\nh8s/BuHfKx2FzUWGexG/cWjdO5+C01JZs3K6i0Ru63lk91jOjC/PYtp9kCDJgzHjwtE070qDPXeV\nu24Dd/9yXxPsxLOp0t0zFOv6MbKdNzNvq4eLxjl+5Ddv3VLpv7fi3XhkoHtaPO/mXLbwr2YjdngL\ndWvUROm/uUPOZ8NmHZWOxe7H2b1de6XjcMi5FITaKDg4WOlryO7XZ8uWzv85C9CxSaTSsTjkOK9n\nVYtbTMNLTJs2kc7Z3sh6F9LTTvB6r0t0+smHyEE72TOlPowve922vuFcyEmmo38Tdif/B8CC3i8x\ncvPH1oQkVCTzOHSbUelibi4acvOrP3mho3wSNZ8hwTvQhUTTcFxsjCXrfHZrMCbg9T8TSM8zVbp8\nTXX04GFoGQB3tlA6FNt7b4tF5/KqJfnpdNW401/naa+IikR8kM3Jl/U23+720/+x36eTzberNJW3\nJ61Pbyg6n2eP7UZ1xzwlQ7KLmzs2YM2b/WMAtu3by9Zm7azepgz0bvmE1dsB2HJ4lk220/PYvipd\nm4JQ01y+fBmdJFEgy0qHYlMPPPAA8+fPjwE4fHg3EqWHN9nLTr522L46IRd9Bu3+L55Y3yiizUMR\nnE25n7VWJW4FORJ3nMpBX5DPO4Prc8uhZNakerKlYSBtvnMjvVVmueuuPR8LwMtt7uHl2O85kXmJ\nBzZ/QkufMA6nnbEmLMFKXVsFs3H3eaXDKFdcz2dRS9X/0FUB7w0IQqaWj387nASHt8CQFtAiQOlo\nFDU++yJkX8SeY1TbbkwDoN5jeVyabfvJdNuOzublf3Xcf0hr820LgiAIZut9GrA4P5upOWlKh6Ko\nG7ucZ1j/E+w8FMj3y5tT3Vw2YsF82wZWkZEjSzyUgN2+UcjAc1nn2VyY7bhYFGJV4iafcUV1azLy\nb4G8sfKi+cmTHrQji8SeKYSFFZRaJ9DVm8S8dD7qNJpXYudwz8b3i7eHzJK+r9Hi18etCUuwUtum\nATUucWvtcZbfOnxk021eHf82dtVlDKZafPft1yPwK/BqL6UjUVzH1Dime4TQU2vbVjFtYHHrbNIi\nF5tu+1ofdC3gg64F7P/O9q16Qs1R//ZELi4PVDoMQaizhrnoiS3MY0th3Zu02bhzNleHhnv0HE1O\nXulUoEVEGkdO+li0Pb8RI2wZXsWuS9yukoCpHiEAjHPyBM6qxM2kk5FWB6BC4ggGjMEFuCZrKTRI\ntNjqx9nG2XBNESaVJPFV92e4a/07jN/1nbWxCzbWItyXI6dSaRjsgUolYaohycy8Np/Tw8d+1a6m\nDQrGKMOrfySQVVB7u0/y3hYY1w3c63aLzbNZ54nWuPG1p+0qwKnciq8FY46EpJGRDfYbL9l2dLZI\n3pyYa8M8JLWMbHSOMbeCbQS9mUrCJF+lw6gz3vcw11romVqzblTbU9yyhUVJm6pT6e6U7z29g1c/\n78JT9xzk6Q978sLI/Xy6oG2F28xYu9YeoVbbVI8QZHDWLpTWJW4Nzrkxo5kLj9W/yK8NOzHwj4Os\nvD2UrupTPG2ox91rSv4INskyd61/B4CNt3zIjb+/glGuWT+Ud+ksu8PgbJ4b3p6pi/bSJMSbdk0D\n2PndPUQ/tEixeLr7HGNem88dVj9dLcGHNztB98mp20GvhbHdlI5EUbGGXKJT44i1outk0y8ycW9p\nJGmJCymrdUXPt/nT3L1GNkocuNHb6ljL03Z0NhFpKn5b6ma3fSjBuOwBpUOwC+lNC5dTy+h8DLSd\nFse+p5vZNyihVvEekSUSNwVs9Q1hfFYy25y89a1dZApNQzPIzNbiHfNwmcu88WVnLv85n0DfXJZt\niChK2sLqZXHmkkeZ68TfOtBuMVfXtV0onS2BsypxU8sShzv68N+yTAZujscn0sRtp+JIO6BnoH8q\nm1uXf8e43+8vY7quQ22/+u1Quo3nMd+OCkdgI5d3WLxoPX93pizcy+29Ilj24SASUnN5ccZWCraM\nodm9P3DyQoYdAy3pRr+DzG71lUXL6oJbEfrCAUCCcbZJ8a52nzyTXsiHm5Ntsk2Hyy40t745a/ES\nC8mYu0520bgzyzO0Suu6tzZw7hN38k6qabshjYCh+aWWkdQybTemsb+P/W72nPQxOV3rW0rD5kqH\nYHPaPpZ3U5aNEl5tsjg6qbEdIxJqG5W7+deP5CYj54qWWEf7yMOfVNnEbWkXlQ7Fbvb8tBig3KTN\n3bWQ1I1z0WrMDSp/fLEKWYZZS1ry1Ac9y91u++Qk2wdbHv+qVaS/msCB83ShtK6rJNB8bzpNu2Ux\nJawzg/84wIbmTenS5BQrqce9KxKIv7Gcda9L2lYNmExjj2CnHd/m5qpl6YwniAwLJP50AkOe+Yq8\n/EKlw+LF+zvyyY+7MWx9CrVaIjk9j2A/N27pFsaoyeu4u19Tvlp2kF7tQ1i59aTd4pCQie/1rEUt\nbLp6rQl9fj/2nM84zFvLzNvq8fyay+QblL6dUE1Xi5fU8bFvOww5VWp9i5qXiWuY0eLtR3yUzcnx\n9k2s2o7O5pdlbjRLsWoGF6EGUOlMIINvpwwyjzhPQi5Yp/EOc3e9JjvOc7xN1W40CbbhK6nY6htS\np7pOXtWpZRL/zl3K9dOiShI8MfQwKpXMmPfK/i2h9vNzQITWc5YxcFYlbmebZjHmuAm3w/7cSTyG\nYIlBq89RUKDjC5K4HFH+hMcS8G2PcdwQZG4R+CbudwYdWmpNODXSbX3bsvyLMSWeaxIWSO7e6QAM\nemImqzcdVCI0GtXz5JMfdyNJoFKZr1Z/b3O1vPtuimJwj3BUKhUfLdjNyq0ncdGqyS+0/AetJYYE\n7eDjZvMrTcEkrTsR72Zhz2StLFenD3imNneffK/uJm/t2rVj3759yECX1Hi2+0ZWOHmlvo2hSkkb\ngGcXx9yAufvOXAac0vDpevsVR6np3N+YgOujDwGQ99V35Lxb+6aPiZ53CIDgQUmcmV9f4WiEmkLS\nXWlxc5GR1CDb9qtWqIKtviE8lZnIPkPpAnvOatfhADRdHsO4c3ap1wL7jyIlvfzvnbPjnrNnaDZX\n28fAWZW4aTO0qAcnYloaREvUcNm96LVL3VNoGlm6e9FVMjD676nW7L7G+3TCUJ5/qH+Fy6ya9RQf\nffMHEz791UFRFTt9KZMW4b5smDmEtKx8fD2LL0yVJOGlNz+e9lwvxk3dYvOkbUPntwhzrbg7oqR1\np8GYTbiEKjfHlQpz98laPf7tvS3m/9eRBG7ZsmX06tULX19fUlNTad++PWfPnqVTahxj3QIY5Vr2\nHUKfAYUkLnYhcGg+CQtdKbwsETKu7BtQaRu0ePcyUHBJReCwfBIX2z+h+jPcQLvRBvY5UddJS/j9\ntx905nGGclo6qFW4PvE/XJ/4H+Tnk9LU+nnTHMLJesD9p3QAdtLE0Tu87n0R+FoqCZPFWDclzfQ0\nV309P+szhSOxTKNGjZg/v3pl+d1dDfTtdIHLKe4YTRJqVXEvo4vJ7oTXz6Rv9AV+3RiOyVT6Qyxh\n2rRqx62U2jyNgHXTAYTkUbAykE866Rm/K4fvm7mws5MvX/xwiXrb/IhLy4DbbBVq7eKi01SatF01\n/pGbeH3acgoN9r/F5umuo0/HEBrV86RdZADtIwNQqaQSSdtVV5vMB/UIp1Vjf/bFJ7EvPonTlzLZ\ntKd6XQlcVIUc7vF8pcuFT05F5eqYQjHHwprS7MzxSpe7Ov4tIdvIpPWJ9g/MDuR3NysdQqWk96z/\ndXvnnXdy+fJlJEkiPDyczMziOSWn5SYxMzeZf30jS/2OPv+ZuRDIxc+LC4KUlbjt7+MDEnj3KsT/\nNsckbVfJmLtOpr37L96u9p903GrX972pIr+zR0s8TuscAyoJ32N7zE+4uOB35ggpYTV/PGfQgGSO\nT2lE0+dOY8xTETwwicur6/YcjAIETCg5n5j3yCynSdxMJx4q9dy42yYzdcXEEs+9/GEsH311wEFR\nWS5kzAv0SD6rdBg2UWhQodWY8PEsIC2zuOBWTp6GVVvD2LlgKf59HyJt0/dFr8U8chtHFv+Mtuuj\n5W432uTA5mGVbYcLXDuNQOOfZuF9c1+bbr+6pAq+N61K3PR+BtJVap6OzWZWC1cM9Qw0P2VkRns3\nBu/PJvKwV51N3A6vtLDE2BUHV7xBs1vfsk8w18jMKWDFNWPVYufcy3crjhDRwIu7+zUp9Wa55bnl\nPD2sLVk5hbwwfWu19/t4wz8ZH768wmVCnt1ZrZa1xesrT7oqIueW36W3LEF6NdMH16v90wc4OY1G\nw5AhQ5g2bRqjR48u8ZoBmejUOIsm7D58pzctl6WXfkGG/EsqND7KjIH0ea0rEhKmTw8psn9HUDcO\nL/WcnFdG5TdJwu/kQVIiWts/KCskb/al45xDIIPa1UTiutoxNkSwXuTRs1TYT/v65ePKSRaMEN/C\ndlOd2Nu1PykWbl3KO8s/IbdZDqmzLjIs+nZu73JrqeVqFFnmb79Qup0+gtqz8htlqX/8xeHho7jh\nwnFUrq4OCNByrt0ewbhrNikb5hDQbxQpGSVvOHYeeRc3dTtH23vu5u85y/Dp/TAuOmOFSRtQg09e\n1Zy47wkA9J07EPX7QoWjKZ9ViZvPX/4kekBuoYmOZ/Np1CEd/9V6Nmjy+ba/H4/+7bhqhDWJJEk0\nbli1u6hR4cF2iqZi0Q8t4q1HurBkw3EGdGlYquXtxfs7MOiFlRRY0U1yZ7dX8NNmlfu6V9fHCBhq\nWSXJqzKyC3jkvfX8sv440c2tmMhWrt6PbqeZPsCJ+V+pPrVs2bJyl+mYGsdCr0ZEqctvMTOkSezv\n64NblBGvHoUEP5iHR0cDWbs15MWpydqvQeMrY0h1/JeXjIz7yx3J+WC3w/ftCPovp5LzzkegVpd6\nLef9T4sfGI3ImeV/xtQUxjwVO4e3IXhwEkl/+WEqEMVm6or45g1Bgshj1W+9iY+qPQnb9XKy0hje\n8y5a1ovi3flj+PbR6Wg1tWfO0e2NWhBw5200++7L8heSZQ4PH0XrZYtQubpy4pWJNH5/suOCrIQM\nbNjZgL6dL5C0fm6Z87i1i0rmj+2hzFtp7kZ4/63xfPdbxZWADzarmZWCVS4umPLLH7JVnuyde9jj\n35wOyUcrX1gBViVuAG4GyFLJ5GlVNGjzIdKP75ESZe5m5Gqsm60RXdo2qtZ60a3CiD10xsbRVO6t\nb3Yw4YGOqK8UKCkoNDJg7G+8/lBnOjYLoKDQSICPK0lpls9x4qPJIfaGCeW+7hLSgZCxsVRl0Meo\nyeuYv/ZodXOtImfvvo/sTVfGfF3Z2NHAkKK7Ri7NoojYst6ibV3tPnkh08C7Gx1YElewmeEZpwEq\nbn2TIfeYmtxjahJ/cKXR5Gyydps/Pt0ijTSdlcHRe+03p1tFcgvzkF5oybQ7X+XZXiMVicFeNC2b\no2nRrMxukHlffF3076vdKfN//NlhsVVF54XmLmA7h7chICaNsJEXaXBbInseb0HIsMs0GJZA5mE9\nRyeLKQKcmgzxzRrS9NA5JI3lX2SyQeJ4q9pdaXLO0CcZnxTNts90TIy8zOHY3+nx1DG+75HF3dOq\n1kNJKUnLVpD028pyu04euG0YSBJ5p89wafQCkpatQM43Fzhp8tkHjgy1XDeOGUy7qGT2/LgE067Z\nFBpUvDi1G8lpruQXqvh4nnm88DMf9QCoNGkDyI+reUU+PHp2JfK3uQDs8a9GYinL7PFrBpJE4x+/\nrDFdKMHKxO1i+3Skoz74Far4Jcqds3+9w6W2erQmE/23pBJYdwrylODvU73CAdVdz1qe7jpmLjnA\nR/N3M/2F3nRrVY8n7mzD7S+tIq/AQO/2Ddi894JF25rYZDGjGmwq8zWVzoPwdzKwNFlb+fcpbn9p\npdWJ2vUa/vITcCVZu5Ys02T3v2gbVv0LsoGnhoHRh3hw+1hbhFiC3uRcEzArbceOHXTp0qXU85ZO\nGWDKh5MTiq9VfWsD8U8qP9Zs7LL3nCtxu9r9RpLwO3uUtJ43YTpd8saWOjwM7y1/KBBc9Xi1yaIg\nRcOxdyOKHgt1jAzHW4aiH5BLg5mV3+y78GQA2esc8x2wL22mHbb6ENnpl5mQ1I6uTTI5u2QNzbqm\n8fXQGbTvcgOpxixyspIZm/cP96fNtfnedZlh2HT0qyyTc/go7i1LJwMFF8xzwAU/cB/+A28madkK\nLi9YSPeEU7aMwGr74vzLbG2rrmjZgY00lnTLlCQaz51RtKzaxwtjWjV7AMoyJ+4fU6Na36xK3FyD\nCjGdKGB9fXde/zeLn5q6caaDBzN/SQQkLjWuPVVabGnbnurNd/bPXvvNk1aRzJwCHri1GQvWHuOZ\nTzez+P1b0WpV5BUY8HDTWpy0HekxDp2qdJfKqiZsvZ9YwpZ99p8Es3nCOY4GFSdpbl06VStp+yJ+\nLm8cqH1lyZ3JiBEjaNasGRMnTix3mejoaAA6d+5c9O/Y2Nii169O2H2bzotJ+noV7i/4wTyCH84j\ne6+G/f18UOmVneuvfUhz9jzvZNOpXHfHxmPKB2TcdX+J5/RTP3JkRFZr9lrpz/gLi4MUiERQWvaf\nbsS3bEjk4fK7Tmavd3NY0gb2KXqal5mB3juI6Xf8zInLGurRnItJCdwwOA5fTRKeoRLuHp9g+S+E\nqrH1NnuknCv3tZY/zWH3Df0AOP/5LDpsXceenpYVqRNsSJbZ36QLkSvmk7xgcfWTNiDq90XoO7e3\nYXDWsypxk7b44NY/hbtXaCkEBh/Po+/xHEBN4g2phITXzSa3tIycKq8jy5CZbXlXRFubv+YYejct\n2bmFHDiezKRvdwCQlVvxHFURbgms6/R2ma+Fv52OysWr0n1P/3kf46ZusXnLWmVyd+wCQO3rgzE1\njdydsZWsUdo9fz/BX5erX7RFsN64ceOYMmUKAN7e3owdW3arZ2xsLFFR5ha1ixcvcuFC2TckVhRk\nsLIgo8LWt8vzXLk8r3jgeYufMzg0SJmuksdeWU1UQLgi+7a3vFnfmkv+Q6mkDSBjyH34nTni6LCq\nbefwNvjdkE6TsWc4MrEJWXHuhAy7rHRYgkK8h1Xc4qrvW7XCWTWRq6cX+/75hUMXPWjV8CRZS06Q\nlajBN8hAaCBIEQM5sGMZVoxUd5jKqku6NTN/Z+yNuZmwV17EvWVzeiSXn+jZ0w6+rnwhG4lVfeOw\nfVVF/G0PVHvdmpiwXWVV4patN+K5MohDGDAAUrc82O5KAgY0/3ihPWyCJ2wUaS0z+rX5fPeu5W+a\nB1/+vvKF7Cz7SpK2/3jl3Te+bvUV/fxKTxwe+sJBdMGtKlx39rJDvDBjK1k5jpm4uDynB99J04O7\n0QQHY8rJIa5RpMXrxvw1lIPpx+wYnWCpqVOnFiVu5SVtV8XExPDWW2/RpUuXCouWyECvtONs8Wla\n4fYkFbRanUb8GMd3lXTKVrbr5Lz7cVHiBqCOaIT35t8BSO91E8ZTxV0nU9vd4PD4qqrVh8dxb5TL\n+V+CqTc4EZeAQtJ2K9/NVlBG4FtpFS/gBMX6uj4fCB7teOORV8lKyOAH763kkoe/1pdWnlFk19My\nZtVX9MjxpKZ29Fa56Ljh4gmLlu2Rco4j9z3Emfc+xu+WAYqdQ4fu1tF33e2oQ/LRGl8l06rETZ2k\n4xwmFt4aCJKKwasvkxbiw44WGk41dWf8LOeY+6I6vl+6zeLETQYWLN9h34Cq4Mzl8u8CtvE8w9L2\nn6Ci5IXq02cCfgPLH3xrMJp4ccbfTF+0j5pyiTdPLJ6LTuXuTvPE8xjTM1B7l99K+MOpX3l29xuO\nCE+wkCRJRdNY6HQ6CgrKb+n/+uuvi9apTLZsomNqHB/p69NfV/aPa9kEB29xzHyD1zr68iqaBUY4\nfL9KSGnUEq/lP5eaz+3q2DbD/kNkDBqqRGhV5t7I3ILiE52JvnEOyIjErY5SeZqQrpnoGBmOt2pI\n00NnS/zqVullTNk1+4dkRUYn9EZKgPNTZgNQPOFPEibikYEHcSf0RCVJrEIi3n2TBmMqKYd/nRY/\nzbFPMFXg0HFnjmSnpKo2JGxXWZW4ZWLi7QlNmXwikawT7nz7ZCjPJOXR8KiKD6Jd+OyRBraKs1ZS\nt3oKw8HPK/yRaJJlNC2fdGBUlYs9mlDquQ5ep1jc7tMSzwWP/Bl922GUd2/n5S+28dGC3bXqZkx5\nSdu7h6fz2dHZDo7Gtj7U1zdXSXIy8jVvsIqStvLWqcz47It45lxmUyWtbw6z4hzNP6sd1Qd9fGyQ\n1JpMZL/yJt6rl5T5cvZLr1m/Dwe5uCqQggSteT637w9xcUVt6CBWPv0ApSOwkz/tv4uQ2SV7tsQ3\na1j0/9D5Cbh1zb+yXCJnR9TecZDdVzm+UrYtGFUSfR+PwHRuPrw2X+lwKvVA+5uVDqFWeuguX/YH\n6+D1GKVDsZhViVsDNxOvfnic5Z29uBAOI1erWFNPwisvh9u2JdFhi8zkCTXkx44CTCYTqpZP0iyi\nHtsXjcfHs3iQcWpGDt3u/ZC4U6WTpJrk53ZTiPYq7iJgbll7n7KStdijCXR95BeMxlqUqVnglo0j\n2JmyT+kwqm2AzpMP9fWVDkNRixcvZtiwYdVeP1M28WDmGeZ5htkwqirKN8HMutk913jgECkNzVXc\nVCHmG4Km85YVTapJzs2vh9bLQOuP4zn5RShJm31r9Ri34A+VjsBOHJC4uUabE7P/okMwZZacz+/c\nA0GoPE00iT2Pa+eqz0MlWOebzr7M6eSrdBhWiVWVnvtSKFaUsNVC1rW4+RhonuuGX+EF+A9+aBfE\n/acTkNwhdYsHoSoxuSjAsZOX8O3y/JVWWAmQa3wr1I1+B/mq1VdF6ZlaH0CjNxMoK2G757W1LN5w\nvMYfU1WtuvCXXcr7O1Ksb5QzDJOw2tXJuK1x0JBHx9Q4fvduTKDK6ikwq2bFOYjPdOw+a6jamLBd\ndXU+N4CIJ88RMeYcF5bU3tYUwTpnBtUvlbRdZcpUEd+soVUTdgtVF/NEBMZa0mWuQs72g8xGoscE\n15jhOtVl1a8PTXgelyPy8N7pjWuhiuf25gPmymqFHdLJcnfSPrbVZL6OavZbZkjQDj5pdqVbgCQR\n8W4Oksa1xDK/rD/Ova+vddrPhZnxc5h44BOlw7DKOp8m+EnijttVffvabvLMm9NP0EnjxmzPhjbb\nZoU+qz1VEy3h/rbzjRFVhdSHBZVXVju3KJjQe4pb2M4trIdKK74n6xpdhIH4KAs+P2SIj2qILtxA\nwSkH3yyqY2Sg15ja0QXdEmKMW7EtjVwYN9Cnhv/6tpxVnwT5WWrkfAnXQhU7/dSc7FAIgTdw0+Id\neMfpSfEpgJ62CtUxdl9er3QINtGxistv6DSJMDdzn/uGLx1FG1g8Fmrl36d49rPNnLxQ/bkwaoOU\ngjQiV9ayN2wZRNJmf7sMuXRKjWOXBRN2W2V6zZn001Y+cm2jdAg216Sc4jXXu/hrEBeXBdH5pwMc\nndSYzCP6Wt1VUqiegpNV++klkjb7c6akTSj28BA/9tXTKh2GTVn1aaAPKmT98frUf/9hGi/5iKBj\nkUiekNWrK0F3DED/0ju2ilOwk4dCNvJ64yVIlE7YPpy/m1e+2OY0dykq0mPdnRzNOK50GFb5UF+f\nARb+gKwrxowZw5dffmmXbZswT9i9yzcKm3cK35MCG5zzB/2khbV3vGh5bu5YcSGuncOvSVblko/P\nLw7m/OJge4UmCEIFDgW78PhdIUqHYXOxUt0equSMCdtVViVuPn/5cyrahcI0FYXte+GS0gCjLNMw\nciOpf24nxcUJ+gk7qccb/sn48OVXKkP+AkhM/3kfL3/xJbn5RqXDc5gFp5YydvdEpcOw2m57t/zU\nMkFBQVy+bE58Zs6cicqO4207pcahQWKHr+XzAFZo+lEw1IXbJYIgCMrpKVrZnI4zjGGrjPXt7ypQ\nFeyhXsMenFm7mIIODdClnqdBsAvJcvnzYQnK2N3jVRr1exK/gcu4lJxL8N3zyM6dqXRYDpdtyCFs\neRelw7AJkbSVlpCQQFxcHFFRUeh09q8cZUBmYPoJVntb+UPAycazCYIg1DTxAToevjtU6TDsKtrk\npDfgy7kJO3qIH3udtIXtetYlbhK8lZpAxpRMZvc+Sf+7WsGFFfywP5Shx/Lo2a9mTqhYl3X4JJ03\nZu/g3e4znba4SEXO5Vyk3VrnmHwoNqCFqBhZgaeeeoq//vqLf//9ly5d7J+kXzIZ6Jgax1zPMNpc\nV3Vr81YAACAASURBVNDHEuppcaB2rrGJ6jKOR61yvnet6voB8zY6jzb7WznZ+0oQrOHsSRtQayaT\nttajQwOLEjZn+pSrKO22LnGTwSOsgIzjbjy2+TJsvgx40pQ8JLWMpHbSqja12I1P/wZA347O88EV\nFeZDrAXLLTm7msd2jrd7PA6yKTrpSO2ZMbJqNtliI+vWrQNwSNJ2rVGZZ2ig0rLSO6Iqq20yGo1O\ndz6Tk5Oh5PncVPjrA053nKt+BYqPc1PPw7ttc4yHn7DJZmxYcskm16YgKGgT721xus+g+WyBaz6D\nJElyumO8osT3Sew3f9eF4yzB6q6ShWka9KEFZJ8r2R0puEsWSbEeVS9vKNjTpvUzhzjdm/xKHdBy\n3+TT475j0sHPHBWOo/RROgChfBdMhbyYdYFPPCouWnGNPnYMpybpo3QADtBH6QAEQShXH6UDcIA+\nSgfgIH2UDkAJViduibv11OuZgXfTXAx5KtQ6Ga3eyPn13hjz63ZVmxqoj9IBOFJyQSpRK3spHYZQ\nR60vzKJjahxbfZoqHYog2IfXbUpHYCcrlA5AEZ63ON/3pbZeIMQuVToMQXC4jZjnJ3SG/zaK46wT\nNqL8ORDn0z42ovz5EOdPqOs2ovx15cjr1ZmO19mPz5LjFQRBEARBEARBEARBEAQbcA0PU/rul0Pv\npMXExCgdo7hLKFgkpqur0u858f61ofAmnZQ+Bw47l64BzZWO0a7H2NE/UOn4HHo+hdqva1Co0u8z\nh7xvb3D1UDouh16bdaNeqHA9+Y2ut/J290ZKx2EVjUqF4dMvoPL3sSzXwrkPJHM5X3GN1i2y/J/S\nIdiG1MT8P4XDUJpMvYXVXtn0z3BbRMD+jt2rvXrQcw/Q4M0xYMHnLN2+rNK25X/MVTOPtmhR4vnm\nR8zzGUo3zKrS9qpr+ICmLHx7AFR8jPK2Ljasz6mg7ju2grg26wJ5v08npWOwCb9RQwid9hqU/b6V\nL+Lv4Ijsoz7JUMm1KaqH1FF3H0ukx/kMpcMQBEEQBEFwjPq+SreoKNpaI9R+VleVFGqvL/+IA6Dt\nw85xR0YQBEEQaiqjRiY/tAD3Uy5Kh1J3XUyFJ262ejPyl2ttEAycfHgsab9Zvy3fe+8gYtbHMTYI\nSajhKmxx6+zrVH26y70zEdNG8VgUvQOz//tdrFl8oLLFhBqka/2GSr+vHPKe1Xk1UzoWRa9NZ3MD\nGqX/5uJ8CoqJd1OxrqGf0mGUqXe04tePuDYFwQIVtrjtTE3k7MUUUm64CWN6Bo1/moX3zX2RZZg0\ncyWTZq4qWlaSIOOrh4i/40EAIpfPx/PR70ts762nBzP6+L8kzV2E9819afyTuf/6uUuphPV7jce/\neN3Wx1euWX1DYq7+e9MBkNc4bNcOJd1KTOVLQUhmPu9sPsnrvSPsHZLT2L1lCUaTkc4x9zh83/9e\nPMvZi+noFv3MhXem0viHmXjdZD7Vb03fwKQZG4qWlSTI+G4wx4eMBqDpsu/xfKjkPEU+Xq5cXj6a\nw+3743VTDI0XfA6SxLlLGYT1/oT7n3dcq+wPY+4oes8WZByDJjMtXleSIHnXaPyivwPARVtI7vxx\ntg/yOqrhlsdY5L+nLLo2nck/GHCWsQjX0t1yI/5rf65z51OoXFbnDvjfO4iTmz9Ab8xjSOhFTnv5\n4BnWjUDfzhS8N03pEAHYHAumfeW/LgPqHdUfK2kPMV4ZbGh+sOKFdJGoWsSLa1NwGpV2lWzY91Ue\nH/UcX7xwO/saRaPvFk3U6h956+nBPDOyDwE3vGTRjpL++ZizLW4gKb+AqDU/oe/aEYBRL89l3m/b\na8Qw2T5rOrDpkk+5r8vaDeW+Rlvzf2fj3Jn5oysjHkjlz0+a2z7ICmTps+k+7AI75jTh1VnHqrz+\n7f8lc9t/yXR6MJpCdQ04ITVcNkFodFrF9t+w1ye46DTknNjO/sbd0HftSOTKebz1bF+eebArTfpN\nJT0zr9LtJO18mezX3uZw+/5ErpqPvksHAEaNX8q8X/fa9Ri8tWmkF5Z/zVVF/pEn0GnNnQhM8U/i\n0/5rMrJhVWxrBkVX8uUuCIJgQyZZJndoBj5t9aQufYUG2/SkNC3ArSmErjIB29C+40Jy41z8Rj1M\n4ZvVL2LjCBJg6rKNvkdbsynDS+lwWN/iEH080ytd7sHXHBCMIDiQRWPcvlq0ha8WbcGl4c1kL3yX\nPX7NQJLokHwU+ciXJKVmEXnLxFLreXu6cWnROI52H8SZxv9n77zDo6jaPnzPbja995AEAiSQUEPv\nJBQBUVRUBLsvfhbAAiiKFVCUpiCggKKIqCCoYAFEEUgA6b2FEmqA9N7L7nx/LAkEQhKS3Z3d5NzX\ntVd2Zs6c+U12dnaec57SgXapJ/VD4oBt25cpLCo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qBM8OyVipwN0Zxj9azPhPbQiopdH2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OdnvkuHX7/l6Jj/0Hb5Io4/OlmxeGyRDLxypAWLzwVz5t5oHCTT7poUyBIt/oggJruK471VU6fj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\ngkJfzsvmAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa51756d9d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12, 15))\n",
"fig.subplots_adjust(left=0, right=1, bottom=0, top=0.5, hspace=0.05, wspace=0.05)\n",
"\n",
"for i in xrange(206):\n",
" ax = fig.add_subplot(15, 15, i + 1, xticks=[], yticks=[])\n",
" ax.imshow(flag_list[i], interpolation=\"none\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6. 各色の出現頻度を調べる"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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9qH6++qOldQ5t6+eaTsysaTz3FePxnzwe+5Mn+PwAAGDbHW94yQVNJzl+35g+0BSKv1h9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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa5110a9990>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hue_list = np.array([cv2.cvtColor(f, cv2.COLOR_RGB2HSV)[:,:,0] for f in flag_list])\n",
"\n",
"hist = np.zeros(180)\n",
"for h in hue_list:\n",
" hist += np.histogram(h, bins=np.arange(181))[0]\n",
"\n",
"fig = plt.figure(figsize=(12, 5))\n",
"plt.bar(np.arange(180)+1, hist)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 7. JSONで色相の頻度を保存"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"nhist = hist / np.max(hist) # normalize\n",
"\n",
"f = open(\"hue.js\", \"w\")\n",
"f.write(\"data=\")\n",
"json.dump(dict(zip(np.arange(180), nhist)), f)\n",
"f.close()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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