

{"id":2797,"date":"2022-02-23T19:14:42","date_gmt":"2022-02-23T10:14:42","guid":{"rendered":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/?p=2797"},"modified":"2022-02-23T19:14:42","modified_gmt":"2022-02-23T10:14:42","slug":"%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e7%b5%a6%e9%a3%9f%e3%81%ae%e7%8c%ae%e7%ab%8b%e6%8f%90%e6%a1%88%e5%be%8c%e5%8d%8a","status":"publish","type":"post","link":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/23\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e7%b5%a6%e9%a3%9f%e3%81%ae%e7%8c%ae%e7%ab%8b%e6%8f%90%e6%a1%88%e5%be%8c%e5%8d%8a\/","title":{"rendered":"\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u7d66\u98df\u306e\u732e\u7acb\u63d0\u6848(\u5f8c\u534a)-\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30b3\u30f3\u30c6\u30b9\u30c8"},"content":{"rendered":"<p><a href=\"https:\/\/colab.research.google.com\/github\/T-QARD\/t-wave\/blob\/main\/notebooks\/CoQ\/CoQ_SOM.ipynb\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" src=\"https:\/\/colab.research.google.com\/assets\/colab-badge.svg\" alt=\"Open in Colab\" \/><\/a><\/p>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-white ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title ez-toc-toggle\" style=\"cursor:pointer\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/23\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e7%b5%a6%e9%a3%9f%e3%81%ae%e7%8c%ae%e7%ab%8b%e6%8f%90%e6%a1%88%e5%be%8c%e5%8d%8a\/#%E6%A6%82%E8%A6%81\" >\u6982\u8981<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/23\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e7%b5%a6%e9%a3%9f%e3%81%ae%e7%8c%ae%e7%ab%8b%e6%8f%90%e6%a1%88%e5%be%8c%e5%8d%8a\/#%E5%8E%9F%E7%90%86\" >\u539f\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/23\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e7%b5%a6%e9%a3%9f%e3%81%ae%e7%8c%ae%e7%ab%8b%e6%8f%90%e6%a1%88%e5%be%8c%e5%8d%8a\/#%E8%87%AA%E5%B7%B1%E7%B5%84%E7%B9%94%E5%8C%96%E3%83%9E%E3%83%83%E3%83%97\" >\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/23\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e7%b5%a6%e9%a3%9f%e3%81%ae%e7%8c%ae%e7%ab%8b%e6%8f%90%e6%a1%88%e5%be%8c%e5%8d%8a\/#%E5%AE%9F%E9%A8%93\" >\u5b9f\u9a13<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/23\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e7%b5%a6%e9%a3%9f%e3%81%ae%e7%8c%ae%e7%ab%8b%e6%8f%90%e6%a1%88%e5%be%8c%e5%8d%8a\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%8A%A0%E5%B7%A5\" >\u30c7\u30fc\u30bf\u306e\u52a0\u5de5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/23\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e7%b5%a6%e9%a3%9f%e3%81%ae%e7%8c%ae%e7%ab%8b%e6%8f%90%e6%a1%88%e5%be%8c%e5%8d%8a\/#%E8%87%AA%E5%B7%B1%E7%B5%84%E7%B9%94%E5%8C%96%E3%83%9E%E3%83%83%E3%83%97%E3%81%B8%E3%81%AE%E6%8A%95%E5%BD%B1\" >\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\u3078\u306e\u6295\u5f71<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/23\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e7%b5%a6%e9%a3%9f%e3%81%ae%e7%8c%ae%e7%ab%8b%e6%8f%90%e6%a1%88%e5%be%8c%e5%8d%8a\/#%E3%81%82%E3%81%A8%E3%81%8C%E3%81%8D\" >\u3042\u3068\u304c\u304d<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/02\/23\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e7%b5%a6%e9%a3%9f%e3%81%ae%e7%8c%ae%e7%ab%8b%e6%8f%90%e6%a1%88%e5%be%8c%e5%8d%8a\/#%E6%9C%AC%E8%A8%98%E4%BA%8B%E3%81%AE%E6%8B%85%E5%BD%93%E8%80%85\" >\u672c\u8a18\u4e8b\u306e\u62c5\u5f53\u8005<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A6%82%E8%A6%81\"><\/span>\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>2021\/12\/19\u306b\u884c\u308f\u308c\u305f<a href=\"http:\/\/www.tfc.tohoku.ac.jp\/special\/qca\/20211218.html\">\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30b3\u30f3\u30c6\u30b9\u30c8<\/a>\u306b\u3001T-QARD-949\u3068\u3057\u3066\u53c2\u52a0\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><iframe loading=\"lazy\" title=\"YouTube video player\" src=\"https:\/\/www.youtube.com\/embed\/BqTC-FUMWc8\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>\u3053\u3061\u3089\u306e\u8a18\u4e8b\u306f\u300c<a href=\"\/T-Wave\/?p=2761\">\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u7d66\u98df\u306e\u732e\u7acb\u63d0\u6848(\u524d\u534a)-\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30b3\u30f3\u30c6\u30b9\u30c8<\/a>\u300d\u306e\u5f8c\u534a\u90e8\u306b\u306a\u308a\u307e\u3059\u3002\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u5168\u4f53\u50cf\u306b\u3064\u3044\u3066\u306f\u3001\u524d\u534a\u306e\u8a18\u4e8b\u3092\u304a\u8aad\u307f\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h2><span class=\"ez-toc-section\" id=\"%E5%8E%9F%E7%90%86\"><\/span>\u539f\u7406<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h2><span class=\"ez-toc-section\" id=\"%E8%87%AA%E5%B7%B1%E7%B5%84%E7%B9%94%E5%8C%96%E3%83%9E%E3%83%83%E3%83%97\"><\/span>\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\uff08Self-Organizing Map, SOM\uff09\u306f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u624b\u6cd5\u306e\u4e00\u3064\u3067\u3001\u9ad8\u6b21\u5143\u306e\u30c7\u30fc\u30bf\u3092\u4e8c\u6b21\u5143\u306e\u30de\u30c3\u30d7\u306b\u843d\u3068\u3057\u8fbc\u3080\u3053\u3068\u3067\u3001\u8996\u899a\u7684\u306b\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u4eca\u56de\u306f\u98df\u6750\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u9ad8\u6b21\u5143\u306e\u30c7\u30fc\u30bf\u3068\u306a\u308a\u307e\u3059\u3002\u3082\u3068\u3082\u3068\u732e\u7acb\u306b\u5165\u3063\u3066\u3044\u308b\u6599\u7406\u3068\u91cf\u5b50\u30a2\u30cb\u30fc\u30e9\u304b\u3089\u5f97\u3089\u308c\u305f\u98df\u6750\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u540c\u6642\u306b\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\u306b\u6295\u5f71\u3059\u308b\u3053\u3068\u3067\u3001\u30e1\u30cb\u30e5\u30fc\u3092\u63d0\u6848\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-2793\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/fig4-1024x451.png\" alt=\"\" width=\"665\" height=\"293\" \/><\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u4eca\u56de\u306f\u4e3b\u83dc\u306e\u90e8\u5206\u3092\u5b9f\u88c5\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3068\u526f\u83dc\u3001\u6c41\u7269\u306b\u3064\u3044\u3066\u3082\u540c\u69d8\u306b\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\u306b\u6295\u5f71\u3059\u308b\u3053\u3068\u3067\u30013\u3064\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u732e\u7acb\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5177\u4f53\u7684\u306a\u898b\u65b9\u306f\u306e\u3061\u307b\u3069\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93\"><\/span>\u5b9f\u9a13<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4eca\u56de\u306e\u30b3\u30fc\u30c9\u306f<a href=\"https:\/\/www.haya-programming.com\/entry\/2018\/04\/07\/161249\">\u3053\u3061\u3089<\/a>\u3092\u53c2\u8003\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u306f\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"o\">!<\/span>pip install numpy\n<span class=\"o\">!<\/span>pip install matplotlib\n<span class=\"o\">!<\/span>pip install pandas\n<span class=\"o\">!<\/span>pip install scikit-learn\n<span class=\"o\">!<\/span>pip install somoclu\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"kn\">import<\/span> <span class=\"nn\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">np<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">plt<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">pd<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">somoclu<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Somoclu<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.decomposition<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">PCA<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%8A%A0%E5%B7%A5\"><\/span>\u30c7\u30fc\u30bf\u306e\u52a0\u5de5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u524d\u534a\u306e\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u65b9\u6cd5\u306b\u3088\u308a\u5f97\u3089\u308c\u305f\u98df\u6750\u306e\u30ea\u30b9\u30c8\u3068\u3001\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\u306b\u6295\u5f71\u3059\u308b\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u51fa\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u4ed9\u53f0\u5e02\u306e4\u6708\u306e\u732e\u7acb\u306e\u3046\u3061\u3001\u4e3b\u98df\u306e\u307f\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"o\">!<\/span>wget <span class=\"s2\">\"https:\/\/raw.githubusercontent.com\/T-QARD\/t-wave\/main\/notebooks\/CoQ\/school_lunch_sendai.csv\"<\/span>\n<span class=\"o\">!<\/span>wget <span class=\"s2\">\"https:\/\/raw.githubusercontent.com\/T-QARD\/t-wave\/main\/notebooks\/CoQ\/samples.csv\"<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"c1\"># \u4f7f\u7528\u3059\u308b\u98df\u6750\u306e\u30ea\u30b9\u30c8<\/span>\n<span class=\"n\">df_ans<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"s1\">'samples.csv'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># \u4e3b\u98df\u306b\u4f7f\u3046\u90e8\u5206\u3060\u3051\u3092\u53d6\u308a\u51fa\u3059<\/span>\n<span class=\"n\">dropped_columns<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"n\">df_ans<\/span><span class=\"o\">.<\/span><span class=\"n\">iloc<\/span><span class=\"p\">[:,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">:<\/span><span class=\"mi\">13<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">columns<\/span><span class=\"p\">)<\/span> <span class=\"o\">+<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"n\">df_ans<\/span><span class=\"o\">.<\/span><span class=\"n\">iloc<\/span><span class=\"p\">[:,<\/span> <span class=\"mi\">37<\/span><span class=\"p\">:]<\/span><span class=\"o\">.<\/span><span class=\"n\">columns<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">df_ans<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"n\">dropped_columns<\/span><span class=\"p\">,<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">df_ans<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"output_html rendered_html output_subarea output_execute_result\">\n<div id=\"df-1f539ce7-2ebd-461c-b101-5225ef837b45\">\n<div class=\"colab-df-container\">\n<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {<br \/>        vertical-align: middle;<br \/>    }<\/p>\n<p>    .dataframe tbody tr th {<br \/>        vertical-align: top;<br \/>    }<\/p>\n<p>    .dataframe thead th {<br \/>        text-align: right;<br \/>    }<br \/><\/style>\n<table class=\"dataframe\" border=\"1\">\n<thead>\n<tr style=\"text-align: right;\">\n<th><\/th>\n<th>\u713c\u304f<\/th>\n<th>\u7092\u3081\u308b<\/th>\n<th>\u63da\u3052\u308b<\/th>\n<th>\u716e\u308b<\/th>\n<th>\u3054\u306f\u3093<\/th>\n<th>\u9ea6\u3054\u306f\u3093<\/th>\n<th>\u30d1\u30f3<\/th>\n<th>\u9eba\u985e<\/th>\n<th>\u9d8f\u8089<\/th>\n<th>\u8c5a\u8089<\/th>\n<th>\u725b\u8089<\/th>\n<th>\u30d9\u30fc\u30b3\u30f3<\/th>\n<th>\u30a6\u30a4\u30f3\u30ca\u30fc<\/th>\n<th>\u304b\u3058\u304d<\/th>\n<th>\u3048\u3073<\/th>\n<th>\u30db\u30ad<\/th>\n<th>\u3055\u308f\u3089<\/th>\n<th>\u3061\u304f\u308f<\/th>\n<th>\u8d64\u9b5a<\/th>\n<th>\u307e\u3050\u308d<\/th>\n<th>\u304b\u3064\u304a<\/th>\n<th>\u3042\u3055\u308a<\/th>\n<th>\u5375<\/th>\n<th>\u3046\u305a\u3089\u5375<\/th>\n<th>\u307f\u305d<\/th>\n<th>\u5927\u8c46<\/th>\n<th>\u8c46\u8150<\/th>\n<th>\u6cb9\u63da\u3052<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<th>0<\/th>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/td>\n<td>0<\/td>\n<td>1<\/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<\/tr>\n<tr>\n<th>1<\/th>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/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>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<th>2<\/th>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<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>1<\/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<\/tr>\n<tr>\n<th>3<\/th>\n<td>1<\/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>1<\/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<\/tr>\n<tr>\n<th>4<\/th>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/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<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<style>\n    .colab-df-container {<br \/>      display:flex;<br \/>      flex-wrap:wrap;<br \/>      gap: 12px;<br \/>    }<\/p>\n<p>    .colab-df-convert {<br \/>      background-color: #E8F0FE;<br \/>      border: none;<br \/>      border-radius: 50%;<br \/>      cursor: pointer;<br \/>      display: none;<br \/>      fill: #1967D2;<br \/>      height: 32px;<br \/>      padding: 0 0 0 0;<br \/>      width: 32px;<br \/>    }<\/p>\n<p>    .colab-df-convert:hover {<br \/>      background-color: #E2EBFA;<br \/>      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);<br \/>      fill: #174EA6;<br \/>    }<\/p>\n<p>    [theme=dark] .colab-df-convert {<br \/>      background-color: #3B4455;<br \/>      fill: #D2E3FC;<br \/>    }<\/p>\n<p>    [theme=dark] .colab-df-convert:hover {<br \/>      background-color: #434B5C;<br \/>      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);<br \/>      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));<br \/>      fill: #FFFFFF;<br \/>    }<br \/>  <\/style>\n<p><script>\n        const buttonEl =\n          document.querySelector('#df-1f539ce7-2ebd-461c-b101-5225ef837b45 button.colab-df-convert');\n        buttonEl.style.display =\n          google.colab.kernel.accessAllowed ? 'block' : 'none';<\/p>\n<p>        async function convertToInteractive(key) {\n          const element = document.querySelector('#df-1f539ce7-2ebd-461c-b101-5225ef837b45');\n          const dataTable =\n            await google.colab.kernel.invokeFunction('convertToInteractive',\n                                                     [key], {});\n          if (!dataTable) return;<\/p>\n<p>          const docLinkHtml = 'Like what you see? Visit the ' +\n            '<a target=\"_blank\" href=https:\/\/colab.research.google.com\/notebooks\/data_table.ipynb>data table notebook<\/a>'\n            + ' to learn more about interactive tables.';\n          element.innerHTML = '';\n          dataTable['output_type'] = 'display_data';\n          await google.colab.output.renderOutput(dataTable, element);\n          const docLink = document.createElement('div');\n          docLink.innerHTML = docLinkHtml;\n          element.appendChild(docLink);\n        }\n      <\/script><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"c1\"># \u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\u306b\u6295\u5f71\u3059\u308b\u30c7\u30fc\u30bf<\/span>\n<span class=\"n\">df_data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"s1\">'school_lunch_sendai.csv'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">df_data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_data<\/span><span class=\"p\">[<\/span><span class=\"n\">df_ans<\/span><span class=\"o\">.<\/span><span class=\"n\">columns<\/span><span class=\"p\">]<\/span>  <span class=\"c1\"># \u4e3b\u98df\u306b\u4f7f\u3046\u90e8\u5206\u3060\u3051\u3092\u53d6\u308a\u51fa\u3059<\/span>\n<span class=\"n\">df_data<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"output_html rendered_html output_subarea output_execute_result\">\n<div id=\"df-213c0e08-8bb8-4ff5-8017-8b28a32ca8a6\">\n<div class=\"colab-df-container\">\n<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {<br \/>        vertical-align: middle;<br \/>    }<\/p>\n<p>    .dataframe tbody tr th {<br \/>        vertical-align: top;<br \/>    }<\/p>\n<p>    .dataframe thead th {<br \/>        text-align: right;<br \/>    }<br \/><\/style>\n<table class=\"dataframe\" border=\"1\">\n<thead>\n<tr style=\"text-align: right;\">\n<th><\/th>\n<th>\u713c\u304f<\/th>\n<th>\u7092\u3081\u308b<\/th>\n<th>\u63da\u3052\u308b<\/th>\n<th>\u716e\u308b<\/th>\n<th>\u3054\u306f\u3093<\/th>\n<th>\u9ea6\u3054\u306f\u3093<\/th>\n<th>\u30d1\u30f3<\/th>\n<th>\u9eba\u985e<\/th>\n<th>\u9d8f\u8089<\/th>\n<th>\u8c5a\u8089<\/th>\n<th>\u725b\u8089<\/th>\n<th>\u30d9\u30fc\u30b3\u30f3<\/th>\n<th>\u30a6\u30a4\u30f3\u30ca\u30fc<\/th>\n<th>\u304b\u3058\u304d<\/th>\n<th>\u3048\u3073<\/th>\n<th>\u30db\u30ad<\/th>\n<th>\u3055\u308f\u3089<\/th>\n<th>\u3061\u304f\u308f<\/th>\n<th>\u8d64\u9b5a<\/th>\n<th>\u307e\u3050\u308d<\/th>\n<th>\u304b\u3064\u304a<\/th>\n<th>\u3042\u3055\u308a<\/th>\n<th>\u5375<\/th>\n<th>\u3046\u305a\u3089\u5375<\/th>\n<th>\u307f\u305d<\/th>\n<th>\u5927\u8c46<\/th>\n<th>\u8c46\u8150<\/th>\n<th>\u6cb9\u63da\u3052<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<th>0<\/th>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>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>1<\/td>\n<td>1<\/td>\n<td>1<\/td>\n<td>0<\/td>\n<\/tr>\n<tr>\n<th>1<\/th>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/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>1<\/td>\n<td>1<\/td>\n<td>1<\/td>\n<td>0<\/td>\n<\/tr>\n<tr>\n<th>2<\/th>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<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>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<\/tr>\n<tr>\n<th>3<\/th>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/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<\/tr>\n<tr>\n<th>4<\/th>\n<td>1<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>0<\/td>\n<td>1<\/td>\n<td>1<\/td>\n<td>0<\/td>\n<td>1<\/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<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<style>\n    .colab-df-container {<br \/>      display:flex;<br \/>      flex-wrap:wrap;<br \/>      gap: 12px;<br \/>    }<\/p>\n<p>    .colab-df-convert {<br \/>      background-color: #E8F0FE;<br \/>      border: none;<br \/>      border-radius: 50%;<br \/>      cursor: pointer;<br \/>      display: none;<br \/>      fill: #1967D2;<br \/>      height: 32px;<br \/>      padding: 0 0 0 0;<br \/>      width: 32px;<br \/>    }<\/p>\n<p>    .colab-df-convert:hover {<br \/>      background-color: #E2EBFA;<br \/>      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);<br \/>      fill: #174EA6;<br \/>    }<\/p>\n<p>    [theme=dark] .colab-df-convert {<br \/>      background-color: #3B4455;<br \/>      fill: #D2E3FC;<br \/>    }<\/p>\n<p>    [theme=dark] .colab-df-convert:hover {<br \/>      background-color: #434B5C;<br \/>      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);<br \/>      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));<br \/>      fill: #FFFFFF;<br \/>    }<br \/>  <\/style>\n<p><script>\n        const buttonEl =\n          document.querySelector('#df-213c0e08-8bb8-4ff5-8017-8b28a32ca8a6 button.colab-df-convert');\n        buttonEl.style.display =\n          google.colab.kernel.accessAllowed ? 'block' : 'none';<\/p>\n<p>        async function convertToInteractive(key) {\n          const element = document.querySelector('#df-213c0e08-8bb8-4ff5-8017-8b28a32ca8a6');\n          const dataTable =\n            await google.colab.kernel.invokeFunction('convertToInteractive',\n                                                     [key], {});\n          if (!dataTable) return;<\/p>\n<p>          const docLinkHtml = 'Like what you see? Visit the ' +\n            '<a target=\"_blank\" href=https:\/\/colab.research.google.com\/notebooks\/data_table.ipynb>data table notebook<\/a>'\n            + ' to learn more about interactive tables.';\n          element.innerHTML = '';\n          dataTable['output_type'] = 'display_data';\n          await google.colab.output.renderOutput(dataTable, element);\n          const docLink = document.createElement('div');\n          docLink.innerHTML = docLinkHtml;\n          element.appendChild(docLink);\n        }\n      <\/script><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u6b21\u306b\u3001\u7d66\u98df\u306e\u732e\u7acb\u30c7\u30fc\u30bf\u3068\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30de\u30b7\u30f3\u304b\u3089\u5f97\u3089\u308c\u305f\u89e3\u3092\u4e00\u3064\u306b\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"n\">ans<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_ans<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"mi\">2<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">values<\/span>  <span class=\"c1\"># \u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30de\u30b7\u30f3\u304b\u3089\u5f97\u3089\u308c\u305f\u89e3\u304b\u3089\u4e00\u3064\u9078\u3076<\/span>\n<span class=\"n\">X<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">vstack<\/span><span class=\"p\">([<\/span><span class=\"n\">df_data<\/span><span class=\"o\">.<\/span><span class=\"n\">values<\/span><span class=\"p\">,<\/span> <span class=\"n\">ans<\/span><span class=\"p\">])<\/span>\n\n<span class=\"c1\"># \u5404\u30c7\u30fc\u30bf(\u6599\u7406)\u306b\u30e9\u30d9\u30eb\u3068\u3057\u3066\u6570\u5b57\u3092\u5272\u308a\u632f\u308b<\/span>\n<span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">arange<\/span><span class=\"p\">(<\/span><span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">))<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3><span class=\"ez-toc-section\" id=\"%E8%87%AA%E5%B7%B1%E7%B5%84%E7%B9%94%E5%8C%96%E3%83%9E%E3%83%83%E3%83%97%E3%81%B8%E3%81%AE%E6%8A%95%E5%BD%B1\"><\/span>\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\u3078\u306e\u6295\u5f71<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6700\u5f8c\u306b\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\u306b\u6295\u5f71\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"n\">som<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Somoclu<\/span><span class=\"p\">(<\/span><span class=\"n\">n_rows<\/span><span class=\"o\">=<\/span><span class=\"mi\">16<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_columns<\/span><span class=\"o\">=<\/span><span class=\"mi\">24<\/span><span class=\"p\">,<\/span> <span class=\"n\">initialization<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"pca\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">verbose<\/span><span class=\"o\">=<\/span><span class=\"mi\">3<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">som<\/span><span class=\"o\">.<\/span><span class=\"n\">train<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">epochs<\/span><span class=\"o\">=<\/span><span class=\"mi\">1000<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">som<\/span><span class=\"o\">.<\/span><span class=\"n\">view_umatrix<\/span><span class=\"p\">(<\/span><span class=\"n\">labels<\/span><span class=\"o\">=<\/span><span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">bestmatches<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">filename<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"umatrix.png\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_png output_subarea \"><img decoding=\"async\" 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\" 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class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3053\u306e\u7d50\u679c\u306e\u5834\u5408\u3001\u30ab\u30ec\u30fc\u3084\u30b7\u30c1\u30e5\u30fc\u3068\u3044\u3063\u305f\u716e\u8fbc\u3080\u7cfb\u306e\u6599\u7406\u304c\u30af\u30e9\u30b9\u30bf\u30fc\u3068\u3057\u3066\u540c\u3058\u3068\u3053\u308d\u306b\u5c5e\u3057\u3066\u304a\u308a\u3001\u6b63\u3057\u304f\u6295\u5f71\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u4eca\u56de\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30de\u30b7\u30f3\u304b\u3089\u5f97\u3089\u308c\u305f\u89e3\u3068\u3057\u3066\u7528\u3044\u305f\u306e\u306f\u30ea\u30b9\u30c8\u306e\u6700\u5f8c\u306b\u52a0\u3048\u305f24\u756a\u3067\u3042\u308b\u306e\u3067\u3001\u30dd\u30fc\u30af\u30ab\u30ec\u30fc\u3084\u30d3\u30fc\u30d5\u30b7\u30c1\u30e5\u30fc\u304c\u4f5c\u308c\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u98df\u6750\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u5f97\u3089\u308c\u305f\u7d50\u679c\u306f\u5de6\u4e0a\u306b\u30c7\u30fc\u30bf\u304c\u96c6\u307e\u3063\u3066\u3044\u305f\u306e\u3067\u3001\u305d\u306e\u539f\u56e0\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u6700\u7d42\u7684\u306b\u306f\u3053\u308c\u3092\u526f\u83dc\u3001\u6c41\u7269\u306b\u3064\u3044\u3066\u3082\u304a\u3053\u306a\u3046\u3053\u3068\u3067\u7d66\u98df\u5168\u4f53\u306e\u732e\u7acb\u3092\u63d0\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u306e\u5074\u9762\u304b\u3089\u898b\u308b\u3068\u3001\u4eca\u56de\u306f\u6570\u5b57\u3068\u3057\u3066\u3057\u304b\u51fa\u529b\u3067\u304d\u306a\u304b\u3063\u305f\u306e\u3067\u3001\u6599\u7406\u540d\u3092\u8868\u793a\u3059\u308b\u3053\u3068\u3067\u30e1\u30cb\u30e5\u30fc\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\u306e\u898b\u65b9\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u78ba\u304b\u3081\u308b\u305f\u3081\u306b\u3001\u985e\u4f3c\u5ea6\u306e\u884c\u5217\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"n\">som<\/span><span class=\"o\">.<\/span><span class=\"n\">view_similarity_matrix<\/span><span class=\"p\">(<\/span><span class=\"n\">labels<\/span><span class=\"o\">=<\/span><span class=\"n\">y<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_png output_subarea \"><img loading=\"lazy\" decoding=\"async\" class=\"\" 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