{"id":2144,"date":"2020-04-03T14:17:44","date_gmt":"2020-04-03T05:17:44","guid":{"rendered":"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/?page_id=2144"},"modified":"2026-04-16T17:50:42","modified_gmt":"2026-04-16T08:50:42","slug":"%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e","status":"publish","type":"page","link":"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/","title":{"rendered":"\u8a08\u7b97\u6570\u7406A\u6f14\u7fd2\u7b2c3\u30fb4\u56de"},"content":{"rendered":"\r\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u30b3\u30f3\u30c6\u30f3\u30c4<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69eb94cdcfe5e\" class=\"ez-toc-cssicon-toggle-label\"><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><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69eb94cdcfe5e\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e7%ac%ac%ef%bc%93%e3%83%bb%ef%bc%94%e5%9b%9e%ef%bc%88%e7%ac%ac%ef%bc%92%e9%80%b1%ef%bc%89\" >\u7b2c\uff13\u30fb\uff14\u56de\uff08\u7b2c\uff12\u9031\uff09<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e4%bb%8a%e9%80%b1%e3%81%ae%e7%9b%ae%e6%a8%99\" >\u4eca\u9031\u306e\u76ee\u6a19<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e3%80%90%e9%87%8d%e8%a6%81%e3%80%91%e3%82%b0%e3%83%a9%e3%83%95%e3%82%92%e5%88%a5%e3%82%a6%e3%82%a3%e3%83%b3%e3%83%89%e3%82%a6%e3%81%a7%e6%8f%8f%e7%94%bb%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%aespyder%e3%81%ae%e8%a8%ad%e5%ae%9a\" >\u3010\u91cd\u8981\u3011\u30b0\u30e9\u30d5\u3092\u5225\u30a6\u30a3\u30f3\u30c9\u30a6\u3067\u63cf\u753b\u3059\u308b\u305f\u3081\u306eSpyder\u306e\u8a2d\u5b9a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#matplotlib%e3%81%ab%e3%82%88%e3%82%8b%e3%82%b0%e3%83%a9%e3%83%95%e6%8f%8f%e7%94%bb\" >matplotlib\u306b\u3088\u308b\u30b0\u30e9\u30d5\u63cf\u753b<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e5%b0%8f%e3%83%8d%e3%82%bf%ef%bc%9a%e3%82%aa%e3%83%96%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e6%8c%87%e5%90%91%e3%81%a3%e3%81%a6%ef%bc%9f\" >\u5c0f\u30cd\u30bf\uff1a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u3063\u3066\uff1f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#matplotlib%e3%81%ae%e6%a7%8b%e9%80%a0\" >matplotlib\u306e\u69cb\u9020<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e3%82%b0%e3%83%a9%e3%83%95%e6%8f%8f%e7%94%bb%e3%81%ae2%e3%81%a4%e3%81%ae%e6%b5%81%e5%84%80%ef%bc%9a%e3%82%aa%e3%83%96%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e6%8c%87%e5%90%91%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%95%e3%82%a7%e3%83%bc%e3%82%b9_vs_pyplot%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%95%e3%82%a7%e3%83%bc%e3%82%b9\" >\u30b0\u30e9\u30d5\u63cf\u753b\u306e2\u3064\u306e\u6d41\u5100\uff1a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9 vs. pyplot\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e3%83%97%e3%83%ad%e3%82%b0%e3%83%a9%e3%83%a01%ef%bc%88pyplot%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%95%e3%82%a7%e3%83%bc%e3%82%b9%ef%bc%89\" >\u30d7\u30ed\u30b0\u30e9\u30e01\uff08pyplot\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e3%83%97%e3%83%ad%e3%82%b0%e3%83%a9%e3%83%a02%ef%bc%88%e3%82%aa%e3%83%96%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e6%8c%87%e5%90%91%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%95%e3%82%a7%e3%83%bc%e3%82%b9%ef%bc%89\" >\u30d7\u30ed\u30b0\u30e9\u30e02\uff08\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff09<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e5%b0%8f%e3%83%8d%e3%82%bf%ef%bc%9amatplotlib%ef%bc%9fpyplot%ef%bc%9f\" >\u5c0f\u30cd\u30bf\uff1amatplotlib\uff1fpyplot\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c1\" >\u8ab2\u984c1<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e3%82%aa%e3%83%96%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e6%8c%87%e5%90%91%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%95%e3%82%a7%e3%83%bc%e3%82%b9%e3%81%ab%e3%82%88%e3%82%8b%e6%8f%8f%e7%94%bb%e3%81%ae%e8%a9%b3%e7%b4%b0%e8%a8%ad%e5%ae%9a\" >\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u3088\u308b\u63cf\u753b\u306e\u8a73\u7d30\u8a2d\u5b9a<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e7%b7%9a%e3%81%ae%e8%89%b2%e3%83%bb%e7%b7%9a%e3%81%ae%e3%83%91%e3%82%bf%e3%83%bc%e3%83%b3%e3%81%ae%e5%a4%89%e6%9b%b4\" >\u7dda\u306e\u8272\u30fb\u7dda\u306e\u30d1\u30bf\u30fc\u30f3\u306e\u5909\u66f4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e3%83%9e%e3%83%bc%e3%82%ab%e3%83%bc%e3%81%ae%e3%83%97%e3%83%ad%e3%83%83%e3%83%88\" >\u30de\u30fc\u30ab\u30fc\u306e\u30d7\u30ed\u30c3\u30c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e6%8f%8f%e7%94%bb%e7%af%84%e5%9b%b2%e3%81%ae%e6%8c%87%e5%ae%9a\" >\u63cf\u753b\u7bc4\u56f2\u306e\u6307\u5b9a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c2\" >\u8ab2\u984c2<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%a4%87%e6%95%b0%e3%81%ae%e7%b7%9a%e3%82%92%e4%b8%80%e3%81%a4%e3%81%ae%e3%82%b0%e3%83%a9%e3%83%95%e3%81%ae%e4%b8%ad%e3%81%ab%e6%8f%8f%e3%81%8f\" >\u8907\u6570\u306e\u7dda\u3092\u4e00\u3064\u306e\u30b0\u30e9\u30d5\u306e\u4e2d\u306b\u63cf\u304f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e5%9b%b3%e5%bd%a2%e3%82%92%e6%8f%8f%e3%81%8f\" >\u56f3\u5f62\u3092\u63cf\u304f<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e5%86%86%e3%82%92%e6%8f%8f%e3%81%8f\" >\u5186\u3092\u63cf\u304f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c3\" >\u8ab2\u984c3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e5%a4%9a%e8%a7%92%e5%bd%a2%e3%82%92%e6%8f%8f%e3%81%8f\" >\u591a\u89d2\u5f62\u3092\u63cf\u304f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c4\" >\u8ab2\u984c4<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e3%82%88%e3%82%8a%e8%89%af%e3%81%84%e3%82%b0%e3%83%a9%e3%83%95%e3%82%92%e4%bd%9c%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ab\" >\u3088\u308a\u826f\u3044\u30b0\u30e9\u30d5\u3092\u4f5c\u308b\u305f\u3081\u306b<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e4%bb%bb%e6%84%8f%e3%81%ae%e5%a0%b4%e6%89%80%e3%81%ab%e6%96%87%e5%ad%97%e3%82%92%e6%9b%b8%e3%81%8f\" >\u4efb\u610f\u306e\u5834\u6240\u306b\u6587\u5b57\u3092\u66f8\u304f<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e3%82%b0%e3%83%a9%e3%83%95%e3%81%b8%e3%81%ae%e6%95%b0%e5%80%a4%e3%81%ae%e6%8f%8f%e7%94%bb\" >\u30b0\u30e9\u30d5\u3078\u306e\u6570\u5024\u306e\u63cf\u753b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e5%b0%8f%e3%83%8d%e3%82%bf%ef%bc%9aprint%e9%96%a2%e6%95%b0%e5%86%8d%e8%a8%aa\" >\u5c0f\u30cd\u30bf\uff1aprint\u95a2\u6570\u518d\u8a2a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%a4%87%e6%95%b0%e3%81%ae%e3%82%b0%e3%83%a9%e3%83%95%e3%82%92%e4%b8%80%e3%81%a4%e3%81%ae%e7%94%bb%e9%9d%a2%e3%81%ab%e6%8f%8f%e7%94%bb%e3%81%99%e3%82%8b\" >\u8907\u6570\u306e\u30b0\u30e9\u30d5\u3092\u4e00\u3064\u306e\u753b\u9762\u306b\u63cf\u753b\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c5\" >\u8ab2\u984c5<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e7%b0%a1%e5%8d%98%e3%81%aa%e5%b8%b8%e5%be%ae%e5%88%86%e6%96%b9%e7%a8%8b%e5%bc%8f%e3%81%a8%e3%81%9d%e3%81%ae%e8%a7%a3%e3%81%ae%e3%82%b0%e3%83%a9%e3%83%95%e5%8c%96\" >\u7c21\u5358\u306a\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\u3068\u305d\u306e\u89e3\u306e\u30b0\u30e9\u30d5\u5316<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c6\" >\u8ab2\u984c6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c7\" >\u8ab2\u984c7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c8\" >\u8ab2\u984c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c9\" >\u8ab2\u984c9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c10\" >\u8ab2\u984c10<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c11%ef%bc%88%e4%bd%99%e5%8a%9b%e3%81%ae%e3%81%82%e3%82%8b%e4%ba%ba%e3%81%af%e3%83%88%e3%83%a9%e3%82%a4%ef%bc%81%ef%bc%89\" >\u8ab2\u984c11\uff08\u4f59\u529b\u306e\u3042\u308b\u4eba\u306f\u30c8\u30e9\u30a4\uff01\uff09<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#matplotlib%e3%81%a7%e3%81%ae%e3%82%a2%e3%83%8b%e3%83%a1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3\" >matplotlib\u3067\u306e\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e5%b0%8f%e3%83%8d%e3%82%bf%ef%bc%9alines%e3%81%8c%e3%83%aa%e3%82%b9%e3%83%88%e3%81%ae%e7%90%86%e7%94%b1\" >\u5c0f\u30cd\u30bf\uff1alines\u304c\u30ea\u30b9\u30c8\u306e\u7406\u7531<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c12\" >\u8ab2\u984c12<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c13\" >\u8ab2\u984c13<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e8%aa%b2%e9%a1%8c14\" >\u8ab2\u984c14<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e4%bb%98%e9%8c%b2%ef%bc%9amatplotlib%e3%81%aeanimation%e9%96%a2%e6%95%b0%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%9f%e3%82%a2%e3%83%8b%e3%83%a1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%81%ae%e6%8f%8f%e7%94%bb\" >\u4ed8\u9332\uff1amatplotlib\u306eanimation\u95a2\u6570\u3092\u4f7f\u3063\u305f\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u306e\u63cf\u753b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-42\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e6%96%b9%e6%b3%951%ef%bc%9a%e5%85%a8%e3%81%a6%e3%81%ae%e5%9b%b3%e3%82%92%e5%a4%89%e6%95%b0%e3%81%ab%e6%a0%bc%e7%b4%8d%e3%81%97%e3%80%81%e3%83%91%e3%83%a9%e3%83%91%e3%83%a9%e6%bc%ab%e7%94%bb%e7%9a%84%e3%81%ab%e6%8f%8f%e7%94%bb\" >\u65b9\u6cd51\uff1a\u5168\u3066\u306e\u56f3\u3092\u5909\u6570\u306b\u683c\u7d0d\u3057\u3001\u30d1\u30e9\u30d1\u30e9\u6f2b\u753b\u7684\u306b\u63cf\u753b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-43\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e6%96%b9%e6%b3%952%ef%bc%9a%e5%a4%89%e5%8c%96%e3%82%92%e5%ae%9a%e7%be%a9%e3%81%99%e3%82%8b%e9%96%a2%e6%95%b0%e3%82%92%e4%b8%8e%e3%81%88%e3%82%8b%e6%96%b9%e6%b3%95\" >\u65b9\u6cd52\uff1a\u5909\u5316\u3092\u5b9a\u7fa9\u3059\u308b\u95a2\u6570\u3092\u4e0e\u3048\u308b\u65b9\u6cd5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-44\" href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/#%e4%bb%98%e9%8c%b2%ef%bc%9ajupyter_notebook%e3%81%a7%e3%82%a2%e3%83%8b%e3%83%a1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%82%92%e8%a6%8b%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ae%e8%a8%ad%e5%ae%9a\" >\u4ed8\u9332\uff1aJupyter Notebook\u3067\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u898b\u308b\u305f\u3081\u306e\u8a2d\u5b9a<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%e7%ac%ac%ef%bc%93%e3%83%bb%ef%bc%94%e5%9b%9e%ef%bc%88%e7%ac%ac%ef%bc%92%e9%80%b1%ef%bc%89\"><\/span>\u7b2c\uff13\u30fb\uff14\u56de\uff08\u7b2c\uff12\u9031\uff09<span class=\"ez-toc-section-end\"><\/span><\/h1>\r\n<h2><span class=\"ez-toc-section\" id=\"%e4%bb%8a%e9%80%b1%e3%81%ae%e7%9b%ae%e6%a8%99\"><\/span>\u4eca\u9031\u306e\u76ee\u6a19<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>\u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3059\u308b<\/li>\r\n<li>\u7c21\u5358\u306a\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\u3092\u89e3\u3044\u3066\u63cf\u753b\u3059\u308b<\/li>\r\n<li>\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u63cf\u753b\u3059\u308b<\/li>\r\n<\/ul>\r\n\r\n\r\n<hr \/>\r\n<h2><span class=\"ez-toc-section\" id=\"%e3%80%90%e9%87%8d%e8%a6%81%e3%80%91%e3%82%b0%e3%83%a9%e3%83%95%e3%82%92%e5%88%a5%e3%82%a6%e3%82%a3%e3%83%b3%e3%83%89%e3%82%a6%e3%81%a7%e6%8f%8f%e7%94%bb%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%aespyder%e3%81%ae%e8%a8%ad%e5%ae%9a\"><\/span><span style=\"color: #ff0000;\"><a id=\"openwindow\"><\/a>\u3010\u91cd\u8981\u3011<\/span>\u30b0\u30e9\u30d5\u3092\u5225\u30a6\u30a3\u30f3\u30c9\u30a6\u3067\u63cf\u753b\u3059\u308b\u305f\u3081\u306eSpyder\u306e\u8a2d\u5b9a<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<p>\u7279\u306b\u4f55\u3082\u8a2d\u5b9a\u3057\u3066\u3044\u306a\u3044\u72b6\u614b\u3067\u30b0\u30e9\u30d5\u306a\u3069\u3092\u63cf\u753b\u3059\u308b\u3068\u3001iPython\u30b3\u30f3\u30bd\u30fc\u30eb\u306e\u4e2d\u306b\u63cf\u753b\u3055\u308c\u307e\u3059\u3002\u9759\u6b62\u753b\u306e\u5834\u5408\u306f\u3053\u308c\u3067\u554f\u984c\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u3046\u969b\u306b\u306f\u6b63\u3057\u304f\u52d5\u4f5c\u3057\u3066\u304f\u308c\u307e\u305b\u3093\u3002\u3053\u308c\u3067\u306f\u5c11\u3005\uff08\u6f14\u7fd2\u306e\u9032\u884c\u4e0a\uff09\u52dd\u624b\u304c\u60aa\u3044\u306e\u3067\u3001\u5225\u30a6\u30a3\u30f3\u30c9\u30a6\u3067\u958b\u304f\u3088\u3046\u306b\u8a2d\u5b9a\u3092\u5909\u3048\u307e\u3059\u3002<\/p>\r\n<ol>\r\n<li>\u4e0a\u90e8\u306b\u3042\u308b\u300c\u30c4\u30fc\u30eb\u300d\u304b\u3089\u300c\u8a2d\u5b9a\u300d\u3092\u9078\u3076<\/li>\r\n<li>\u5de6\u5074\u306e\u4e00\u89a7\u304b\u3089\u300ciPython\u30b3\u30f3\u30bd\u30fc\u30eb\u300d\u3092\u9078\u3076<\/li>\r\n<li>\u53f3\u5074\u4e0a\u90e8\u306e\u30bf\u30d6\u304b\u3089\u300c\u30b0\u30e9\u30d5\u30a3\u30af\u30b9\u300d\u3092\u9078\u3076<\/li>\r\n<li>\u53f3\u5074\u306e\u300c\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u300d\u306e\u4e2d\u306e\u300c\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u300d\u306e\u9805\u76ee\u3092\u300c\u30a4\u30f3\u30e9\u30a4\u30f3\u300d\u304b\u3089\u300c\u81ea\u52d5\u300d\u306b\u5909\u66f4<\/li>\r\n<li>\u3059\u3050\u4e0b\u306e\u300cOK\u300d<\/li>\r\n<li>spyder\u3092\u518d\u8d77\u52d5<\/li>\r\n<\/ol>\r\n<p>Jupyter Notebook\u3092\u4f7f\u3046\u4eba\u306f\u3001\u3053\u306e\u30da\u30fc\u30b8\u306e\u6700\u5f8c\u306b\u3042\u308b\u4ed8\u9332\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n\r\n<hr \/>\r\n<h2 class=\"wp-block-heading\" id=\"matplotlib_draw\"><span class=\"ez-toc-section\" id=\"matplotlib%e3%81%ab%e3%82%88%e3%82%8b%e3%82%b0%e3%83%a9%e3%83%95%e6%8f%8f%e7%94%bb\"><\/span>matplotlib\u306b\u3088\u308b\u30b0\u30e9\u30d5\u63cf\u753b<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>\u5148\u9031\u306e\u6f14\u7fd2\u3067\u306f\u57fa\u672c\u7684\u306asin\u95a2\u6570\u306e\u63cf\u753b\u3092\u884c\u3044\u3001\u307e\u305a\u63cf\u753b\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308c\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u3002 \u4eca\u9031\u306fmatplotlib\u3067\u63cf\u753b\u3059\u308b\u969b\u306b\u5fc5\u8981\u306b\u306a\u308b\u57fa\u790e\u7684\u306a\u77e5\u8b58\u306b\u3064\u3044\u3066\u5b66\u3093\u3067\u3044\u304d\u307e\u3059\u3002 \u5c11\u3057\u30cf\u30fc\u30c9\u30eb\u304c\u9ad8\u3044\u3067\u3059\u304c\u3001\u4e00\u756a\u5927\u4e8b\u306a\u60c5\u5831\u306fmatplotlib\u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8(<a href=\"https:\/\/matplotlib.org\">matplotlib.org<\/a>)\u306b\u66f8\u3044\u3066\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u3053\u3068\u3092\u3057\u305f\u304f\u306a\u3063\u305f\u3089\u898b\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002 \u307e\u305f\u3001\u5b9f\u4f8b\u3092\u898b\u3066\u307f\u308b\u3053\u3068\u306b\u52dd\u308b\u6559\u79d1\u66f8\u306f\u3042\u308a\u307e\u305b\u3093\u306e\u3067\u3001\u3069\u3093\u306a\u30b0\u30e9\u30d5\u304c\u304b\u3051\u308b\u306e\u304b\u8208\u5473\u304c\u3042\u308c\u3070\u898b\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\uff08<a href=\"https:\/\/matplotlib.org\/gallery\/index.html\">https:\/\/matplotlib.org\/gallery\/index.html<\/a>\uff09\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3082\u3064\u3044\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u306e\u307e\u307e\u5b9f\u884c\u3059\u308c\u3070\u624b\u5143\u3067\u904a\u3076\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n<p>\u307e\u305a\u306f\u6b21\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nx = np.linspace(0, 2.0*np.pi, 101)\r\ny = np.sin(x)\r\nplt.plot(x, y)<\/pre>\r\n<p>1\u884c\u76ee\u306f\u524d\u56de\u5b66\u3093\u3060\u6570\u5b66\u95a2\u6570\u30fb\u5b9a\u6570\u3092\u4f7f\u3046\u305f\u3081\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3042\u308bnumpy\u306e\u8aad\u307f\u8fbc\u307f\u3067\u3059\u3002<br \/>2\u884c\u76ee\u304c\u4eca\u56de\u5b66\u3076\u3001\u30b0\u30e9\u30d5\u63cf\u753b\u306e\u305f\u3081\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3042\u308bmatplotlib\u306e\u8aad\u307f\u8fbc\u307f\u3067\u3059\u304c\u3001\u305d\u306e\u4e2d\u3067\u3082pyplot\u3068\u3044\u3046\u3082\u306e\u3092\u4f7f\u3044\u307e\u3059\u306e\u3067\u3001matplotlib.pyplot\u3092\u76f4\u63a5plt\u3068\u7565\u3059\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>4\u884c\u76ee\u3067x\u306e\u30ea\u30b9\u30c8\u3092\u30015\u884c\u76ee\u3067\u305d\u308c\u306b\u5bfe\u5fdc\u3059\u308by\u306e\u30ea\u30b9\u30c8\u3092\u4f5c\u3063\u3066\u3044\u307e\u3059\u3002<br \/>5\u884c\u76ee\u3067\u306f\u3001\u5f97\u3089\u308c\u305f\u30ea\u30b9\u30c8x\u3068\u30ea\u30b9\u30c8y\u306e\u7d44\u3092\u6298\u7dda\u3067\u7e4b\u3052\u3066\u63cf\u753b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u30b0\u30e9\u30d5\u306e\u6a2a\u8ef8\u3084\u7e26\u8ef8\u306e\u30e9\u30d9\u30eb\u3084\u3001\u51e1\u4f8b\u3092\u8ffd\u52a0\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nx = np.linspace(0, 2*np.pi, 101)\r\ny = np.sin(x)\r\nplt.plot(x, y, label=\"sin(x)\")\r\nplt.xlabel(\"x\", fontsize=20)\r\nplt.ylabel(\"y\", fontsize=20)\r\nplt.legend(loc=\"best\", fontsize=20)<\/pre>\r\n<p>5\u884c\u76ee\u307e\u3067\u306f\u540c\u3058\u3067\u3059\u30026\u884c\u76ee\u306b<code class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">label=\"sin(x)\"<\/code>\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u51e1\u4f8b\u3067\u306e\u8868\u793a\u3092\u6307\u5b9a\u3057\u3066\u304a\u304d\u307e\u3059\u30027\u884c\u76ee\u306bx\u8ef8\u306e\u30e9\u30d9\u30eb\u30018\u884c\u76ee\u306by\u8ef8\u306e\u30e9\u30d9\u30eb\u30019\u884c\u76ee\u306b\u51e1\u4f8b\u306e\u8868\u793a\u4f4d\u7f6e\u304c\u6307\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<pre>\u8a08\u7b97\u6570\u5b66\u6f14\u7fd2\u3067\u5b66\u3093\u3060gnuplot\u3068\u306f\u7570\u306a\u308a\u3001\u5148\u306bplot\u3067\u63cf\u753b\u3092\u3057\u305f\u5f8c\u306b\u30e9\u30d9\u30eb\u3084\u51e1\u4f8b\u306e\u6307\u5b9a\u3092\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u610f\uff01<\/pre>\r\n<p>\u5358\u7d14\u306b\u5fc5\u8981\u6700\u4f4e\u9650\u3092\u63cf\u753b\u3059\u308b\u3060\u3051\u3067\u3042\u308c\u3070\u3053\u308c\u3060\u3051\u3067\u6e08\u307f\u307e\u3059\u304c\u3001\u4eca\u5f8c\u306e\u305f\u3081\u306b\u3082\u3046\u5c11\u3057\u8e0f\u307f\u8fbc\u3093\u3067\u3001\u300c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u300d\u306a\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<h4><span class=\"ez-toc-section\" id=\"%e5%b0%8f%e3%83%8d%e3%82%bf%ef%bc%9a%e3%82%aa%e3%83%96%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e6%8c%87%e5%90%91%e3%81%a3%e3%81%a6%ef%bc%9f\"><\/span>\u5c0f\u30cd\u30bf\uff1a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u3063\u3066\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<div class=\"flex-col gap-1 md:gap-3\">\r\n<div class=\"flex flex-grow flex-col max-w-full\">\r\n<div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"d6408df5-69cc-45a5-aebd-9e657f4a70d0\">\r\n<div class=\"markdown prose w-full break-words dark:prose-invert dark\">\r\n<p>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u3068\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u4e00\u7a2e\u306e\u624b\u6cd5\u3067\u3042\u308a\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u5185\u306e\u30c7\u30fc\u30bf\u3068\u305d\u308c\u306b\u95a2\u9023\u3059\u308b\u64cd\u4f5c\u3092\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u3044\u3046\u5358\u4f4d\u3067\u7d44\u7e54\u5316\u3059\u308b\u8003\u3048\u65b9\u3067\u3059\u3002<\/p>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3207\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/object-4.png\" alt=\"\" width=\"4299\" height=\"2965\" srcset=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/object-4.png 4299w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/object-4-300x207.png 300w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/object-4-1024x706.png 1024w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/object-4-768x530.png 768w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/object-4-1536x1059.png 1536w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/object-4-2048x1412.png 2048w\" sizes=\"auto, (max-width: 4299px) 100vw, 4299px\" \/><\/p>\r\n<p>\u30af\u30e9\u30b9\u306b\u95a2\u3059\u308b\u5b8c\u5168\u306a\u8868\u73fe\u3067\u306f\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u5177\u4f53\u4f8b\u3092\u901a\u3057\u3066\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3042\u308b\u30b5\u30fc\u30af\u30eb\u306b10\u4eba\u306e\u4f1a\u54e1\u304c\u3044\u308b\u3068\u3057\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u4f1a\u54e1\u306e\u60c5\u5831\u3068\u3057\u3066\u3001\u540d\u524d\uff08name\uff09\u30fb\u5e74\u9f62\uff08age\uff09\u30fb\u6240\u5c5e\u5b66\u90e8\uff08faculty\uff09\u30fb\u7af6\u6280\u6b74\uff08career\uff09\u30fb\u6628\u5e74\u5ea6\u306e\u6210\u7e3e\uff08score\uff09\u306a\u3069\u306e\u9805\u76ee\u304c\u3042\u308b\u3068\u3057\u307e\u3057\u3087\u3046\u3002\u3053\u308c\u307e\u3067\u306e\u77e5\u8b58\u3092\u30d9\u30fc\u30b9\u306b\u3053\u306e\u60c5\u5831\u3092\u5909\u6570\u306e\u30bb\u30c3\u30c8\u306b\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u3001name\u30fbage\u30fb&#8230;\u306b\u3064\u3044\u3066\u3001\u305d\u308c\u305e\u308c\u4eba\u6570\u5206\u306e\u30ea\u30b9\u30c8\u3092\u7528\u610f\u3059\u308b\u3001\u3068\u3044\u3046\u65b9\u6cd5\u3092\u3068\u308b\u3068\u601d\u3044\u307e\u3059\uff08\u4e0a\u56f3\u5de6\uff09\u3002<br \/>\u3053\u308c\u306b\u5bfe\u3057\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u5909\u6570\u306a\u3069\u3092\u307e\u3068\u3081\u305fmember\u306a\u308b\u3082\u306e\u3092\u5b9a\u7fa9\u3057\u3001\u4f1a\u54e1\u3054\u3068\u306b\u3053\u306emember\u3068\u3044\u3046\u5909\u6570\u306e\u7d44\uff08\u30af\u30e9\u30b9\uff09\u3092\u5272\u308a\u5f53\u3066\u308b\u3068\u3044\u3046\u3053\u3068\u3092\u3057\u307e\u3059\uff08\u4e0a\u56f3\u53f3\uff09\u3002\u4eee\u306b\u4f1a\u54e1\u304c\u5909\u5316\u3057\u3066\u3082\u3001\u3044\u3061\u3044\u3061\u500b\u5225\u306e\u914d\u5217\u306e\u500b\u6570\u3092\u5897\u6e1b\u3059\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001member\u3055\u3048\u5897\u3084\u3057\u3066\u3057\u307e\u3048\u3070\u826f\u3044\u308f\u3051\u3067\u3059\u3002<\/p>\r\n<pre>\u5b9f\u306f\u3053\u308c\u3060\u3051\u3067\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u306e\u8aac\u660e\u3068\u3057\u3066\u306f\u4e0d\u5341\u5206\u3067\u3001\u4f8b\u3048\u3070Python\u306b\u304a\u3051\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u7406\u89e3\u3059\u308b\u306b\u306f\u3001\u300c\u30af\u30e9\u30b9\u300d\u3084\u300c\u30e1\u30bd\u30c3\u30c9\u300d\u3001\u300c\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u300d\u3084\u968e\u5c64\u69cb\u9020\u306a\u3069\u306b\u3064\u3044\u3066\u3082\u5b66\u3076\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\u3053\u306e\u6388\u696d\u3067\u306f\u305d\u3053\u307e\u3067\u5b66\u3070\u306a\u304f\u3066\u3082\u3001\u307e\u3041\u3001\u8907\u6570\u306e\u5909\u6570\u3084\u95a2\u6570\u304c\u307e\u3068\u307e\u3063\u3066\u968e\u5c64\u69cb\u9020\u3092\u4f5c\u3063\u3066\u3044\u308b\u3088\u3001\u304f\u3089\u3044\u306b\u7406\u89e3\u3057\u3066\u304a\u3051\u3070\u5341\u5206\u3067\u3059\u3002<\/pre>\r\n<p>\u305d\u308c\u3067\u306fmatplotlib\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u306a\u65b9\u6cd5\u3092\u5b66\u3093\u3067\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\" id=\"matplotlib_structure\"><span class=\"ez-toc-section\" id=\"matplotlib%e3%81%ae%e6%a7%8b%e9%80%a0\"><\/span>matplotlib\u306e\u69cb\u9020<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n\r\n\r\n\r\n<p>\u307e\u305a\u521d\u3081\u306b\uff4datplotlib\u306e\u63cf\u753b\u30b7\u30b9\u30c6\u30e0\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u69cb\u9020\u3092\u5b66\u3073\u307e\u3059\u3002 \u4e0b\u306b\u793a\u3059\u306e\u306f\u516c\u5f0f\u30ac\u30a4\u30c9\u306b\u8f09\u3063\u3066\u3044\u308bmatplotlib\u306e\u63cf\u753b\u30b7\u30b9\u30c6\u30e0\u3092\u8aac\u660e\u3059\u308b\u305f\u3081\u306e\u30b0\u30e9\u30d5\u3067\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter\"><img decoding=\"async\" class=\"wp-image-1090\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/05\/fig_map.png\" alt=\"\" \/>\r\n<figcaption>\u5f15\u7528\uff1ahttps:\/\/matplotlib.org\/1.5.1\/faq\/usage_faq.html<\/figcaption>\r\n<\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<p>\u5148\u7a0b\u306e\u4f8b\u3068\u306e\u5bfe\u5fdc\u3067\u8a00\u3046\u3068\u3001Axis\u3084Axes\u304cname\u3084age\u306b\u5bfe\u5fdc\u3057\u3001Figure\u304cmember\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3068\u601d\u3063\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\u5b9f\u969b\u306b\u306fAxis\u306e\u4e2d\u306b\u3082\u3055\u3089\u306b\u8272\u3005\u306a\u5909\u6570\u3084\u30e1\u30bd\u30c3\u30c9\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3001\u3088\u308a\u8907\u96d1\u306a\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u6700\u3082\u983b\u5ea6\u304c\u9ad8\u304f\u91cd\u8981\u306a\u8981\u7d20\u306b\u7d5e\u3063\u3066\u5b66\u3073\u307e\u3059\u3002<\/p>\r\n<p>\u65e9\u901f\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u4e0a\u3067\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import matplotlib.pyplot as plt\r\nfig = plt.figure()<\/pre>\r\n\r\n\r\n\r\n<p>\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u753b\u9762\u306b\u306a\u3063\u305f\u306f\u305a\u3067\u3059\u3002<\/p>\r\n<pre>\u203b Spyder\u306b\u304a\u3044\u3066\u3001\u56f3\u3092\u30a4\u30f3\u30e9\u30a4\u30f3\u8868\u793a\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u3053\u306e\u6bb5\u968e\u3067\u306f\u30a6\u30a3\u30f3\u30c9\u30a6\u306f\u8868\u793a\u3055\u308c\u307e\u305b\u3093\u3002\u3053\u306e\u5f8c\u306e\u8ef8\u306e\u8a2d\u5b9a\u3092\u3057\u306a\u3044\u3068\u8868\u793a\u3055\u308c\u307e\u305b\u3093\u3002\u3053\u306e\u30da\u30fc\u30b8\u306e\u6700\u521d\u306b\u8a18\u8f09\u3057\u3066\u3044\u308b\u65b9\u6cd5\u3067\u3001\u30b0\u30e9\u30d5\u3092\u5225\u30a6\u30a3\u30f3\u30c9\u30a6\u3067\u958b\u304f\u3088\u3046\u306b\u8a2d\u5b9a\u3059\u308b\u304b\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u306f\u306a\u304f\u30a8\u30c7\u30a3\u30bf\u304b\u3089\u30d5\u30a1\u30a4\u30eb\u3092\u76f4\u63a5\u7de8\u96c6\u3057\u3066\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/pre>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large wp-image-2230\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/02\/matplotlig_window-1024x638.png\" alt=\"\" width=\"474\" height=\"295\" srcset=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/02\/matplotlig_window-1024x638.png 1024w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/02\/matplotlig_window-300x187.png 300w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/02\/matplotlig_window-768x478.png 768w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/02\/matplotlig_window.png 1440w\" sizes=\"auto, (max-width: 474px) 100vw, 474px\" \/><\/p>\r\n\r\n\r\n\r\n\r\n\r\n<p>\u5de6\u4e0a\u306b\u3042\u308b\u3088\u3046\u306a\u4f55\u3082\u63cf\u304b\u308c\u3066\u3044\u306a\u3044\u771f\u3063\u767d\u306a\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u73fe\u308c\u305f\u3068\u601d\u3044\u307e\u3059\u3002\u3053\u308c\u306e\u30a6\u30a4\u30f3\u30c9\u30a6\u304cFigure\u306e\u5b9f\u4f53\u306b\u306a\u308a\u307e\u3059\u3002 \u30a6\u30a4\u30f3\u30c9\u30a6\u306e\u5927\u304d\u3055\u3092\u5909\u3048\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u3055\u304d\u307b\u3069\u306e\u30b3\u30de\u30f3\u30c9\u306b\u6bd4\u3079\u308b\u3068\u304b\u306a\u308a\u5927\u304d\u306a\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u73fe\u308c\u305f\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">fig = plt.figure(figsize=(10, 8))<\/pre>\r\n\r\n\r\n\r\n<pre>\u4e00\u898b\u3059\u308b\u3068\u305f\u3060\u306e\u4f55\u3082\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u30a6\u30a4\u30f3\u30c9\u30a6\u3067\u3059\u304c\u3001\u5909\u6570\u30a8\u30af\u30b9\u30d7\u30ed\u30fc\u30e9\u30fc\u3067fig\u306e\u4e2d\u8eab\u3092\u898b\u3066\u307f\u308b\u3068\u3001\u81a8\u5927\u306a\u5909\u6570\u3084\u30e1\u30bd\u30c3\u30c9\uff08\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u5185\u306e\u95a2\u6570\u306e\u3053\u3068\uff09\u3067\u5acc\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\uff08\u8981 \u300c\u975e\u30b5\u30dd\u30fc\u30c8\u306e\u30c7\u30fc\u30bf\u578b\u3092\u9664\u5916\u300d\u306e\u30c1\u30a7\u30c3\u30af\u3092\u5916\u3059\uff09<\/pre>\r\n<p>\u6b21\u306b\u3001\u305d\u306e\u5185\u5074\u306b\u3042\u308b\u69cb\u9020\u304cAxes\u306b\u3064\u3044\u3066\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u3092\u30b0\u30e9\u30d5\u306b\u3059\u308b\u305f\u3081\u306e\u5ea7\u6a19\u7cfb\u306b\u5f53\u305f\u308a\u307e\u3059\u3002\u65e9\u901f\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">ax = fig.add_subplot(111)<\/pre>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large wp-image-2252\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-10-20.31.32-1024x638.png\" alt=\"\" width=\"474\" height=\"295\" srcset=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-10-20.31.32-1024x638.png 1024w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-10-20.31.32-300x187.png 300w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-10-20.31.32-768x478.png 768w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-10-20.31.32.png 1440w\" sizes=\"auto, (max-width: 474px) 100vw, 474px\" \/><\/figure>\r\n\r\n\r\n\r\n<p>\u5148\u307b\u3069\u5b9a\u7fa9\u3057\u305ffig\u306e\u30e1\u30bd\u30c3\u30c9\u3067\u3042\u308badd_subplot\u306b\u3088\u308a\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u306e\u4e2d\u306b\u56db\u89d2\u3044\u67a0\u3068\u7e26\u8ef8\u3001\u6a2a\u8ef8\u306b[0,1]\u533a\u9593\u306e\u76ee\u76db\u304c\u52a0\u3048\u3089\u308c\u3001\u305d\u308c\u3089\u3092\u542b\u3093\u3060\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092ax\u3068\u7f6e\u304d\u307e\u3057\u305f\u3002\u6e96\u5099\u3055\u308c\u305fFigure\u306b\u5ea7\u6a19\u7cfb\u3092\u4e0e\u3048\u308b\u3053\u3068\u3067\u3001\u6570\u5024\u3092\u56f3\u793a\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u308b\u308f\u3051\u3067\u3059\u3002\u5b9f\u306fFigure\u306e\u4e2d\u306b\u306f\u8907\u6570\u306e\u5ea7\u6a19\u7cfb\u3092\u7528\u610f\u3057\u305f\u308a\u3001\u4ed6\u306e\u5b57\u3092\u63cf\u304f\u305f\u3081\u306e\u69cb\u9020\u3092\u66f8\u304f\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n<pre><code class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">fig.add_subplot(111)<\/code>\u306e\u5f15\u6570\u306e\u610f\u5473\u306f\u3001100\u306e\u4f4d\u304c\u7e26\u65b9\u5411\u306e\u30b0\u30e9\u30d5\u306e\u5206\u5272\u6570\u300110\u306e\u4f4d\u304c\u6a2a\u65b9\u5411\u306e\u30b0\u30e9\u30d5\u306e\u5206\u5272\u6570\u3067\u30011\u306e\u4f4d\u304c\u305d\u306e\u4f55\u756a\u76ee\u304b\u3092\u8868\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001<code class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">fig.add_subplot(211)<\/code>\u3068\u3059\u308c\u3070\u3001\u4e0a\u4e0b\u306b2\u5206\u5272\u3055\u308c\u305f\u3046\u3061\u306e\u4e0a\u534a\u5206\u306b\u30b0\u30e9\u30d5\u304c\u73fe\u308c\u307e\u3059\u3002\u8a73\u7d30\u306f\u3053\u306e\u4e0b\u306e\u300c\u8907\u6570\u306e\u30b0\u30e9\u30d5\u3092\u4e00\u3064\u306e\u753b\u9762\u306b\u63cf\u753b\u3059\u308b\u300d\u306b\u3042\u308a\u307e\u3059\u3002<\/pre>\r\n\r\n\r\n\r\n<p>\u6700\u5f8c\u306b\u7dd1\u8272\u306e\u5186\u3067\u56f2\u307e\u308c\u3066\u3044\u308b\u306e\u304c\u3001axis\u3068\u3044\u3046\u69cb\u9020\u3067\u3059\u3002\u3053\u308c\u306f\u3001Axes\u306e\u305d\u308c\u305e\u308c\u306e\u8ef8\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002Axes\u306fAxis\u306e\u8907\u6570\u5f62\u3067\u3001\u5148\u306b\u3082\u5ea7\u6a19\u7cfb\u3068\u66f8\u304d\u307e\u3057\u305f\u304c\u3001\u4e8c\u6b21\u5143\u304b\u4e09\u6b21\u5143\u306e\u30b0\u30e9\u30d5\u3057\u304b\u63cf\u753b\u3057\u306a\u3044matplotlib\u3067\u306f\u30012\u3064\u304b3\u3064\u306e\u8ef8\u304c\u5fc5\u8981\u306b\u306a\u308b\u306e\u3067\u5ea7\u6a19\u7cfb\u306b\u5f53\u305f\u308b\u69cb\u9020\u304cAxes\u3068\u306a\u308b\u308f\u3051\u3067\u3059\u3002 \u30b0\u30e9\u30d5\u3092\u63cf\u304f\u969b\u306b\u306f\u3001\u8ef8\u306e\u5e45\u3084\u7bc4\u56f2\u306a\u3069\u69d8\u3005\u306a\u60c5\u5831\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u3068\u304d\u306b\u6700\u3082\u3088\u304f\u5229\u7528\u3057\u3066\u5236\u5fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u69cb\u9020\u304c\u3001\u3053\u306eAxis\u306b\u306a\u308b\u308f\u3051\u3067\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<p>\u6b21\u306b\u30b5\u30f3\u30d7\u30eb\u306e\u305f\u3081\u306e\u4e09\u89d2\u95a2\u6570\u306e\u6570\u5024\u3092\u6e96\u5099\u3057\u3066\u3001\u30b0\u30e9\u30d5\u3092\u63cf\u304f\u305f\u3081\u306b\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">x = np.linspace(0, 2.0*np.pi, 101)\r\ny = np.sin(x)\r\nax.plot(x, y)\r\nplt.show()<\/pre>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large wp-image-2251\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-10-16.32.52-1024x638.png\" alt=\"\" width=\"474\" height=\"295\" srcset=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-10-16.32.52-1024x638.png 1024w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-10-16.32.52-300x187.png 300w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-10-16.32.52-768x478.png 768w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-10-16.32.52.png 1440w\" sizes=\"auto, (max-width: 474px) 100vw, 474px\" \/><\/figure>\r\n\r\n\r\n\r\n<p>\u6e96\u5099\u3055\u308c\u305fFigure\u306b\u5ea7\u6a19\u7cfb\u3092\u4e0e\u3048\u308b\u3053\u3068\u3067\u3001\u6570\u5024\u3092\u56f3\u793a\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u308b\u308f\u3051\u3067\u3059\u3002\u5b9f\u306fFigure\u3068\u3044\u3046\u30ad\u30e3\u30f3\u30d0\u30b9\u306e\u4e2d\u306b\u306f\u8907\u6570\u306e\u5ea7\u6a19\u7cfb\u3092\u7528\u610f\u3057\u305f\u308a\u3001\u4ed6\u306e\u5b57\u3092\u63cf\u304f\u305f\u3081\u306e\u69cb\u9020\u3092\u66f8\u304f\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n\r\n\r\n<hr \/>\r\n\r\n\r\n<h4 class=\"wp-block-heading\" id=\"drawing_pyplot\"><span class=\"ez-toc-section\" id=\"%e3%82%b0%e3%83%a9%e3%83%95%e6%8f%8f%e7%94%bb%e3%81%ae2%e3%81%a4%e3%81%ae%e6%b5%81%e5%84%80%ef%bc%9a%e3%82%aa%e3%83%96%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e6%8c%87%e5%90%91%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%95%e3%82%a7%e3%83%bc%e3%82%b9_vs_pyplot%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%95%e3%82%a7%e3%83%bc%e3%82%b9\"><\/span>\u30b0\u30e9\u30d5\u63cf\u753b\u306e2\u3064\u306e\u6d41\u5100\uff1a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9 vs. pyplot\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>\u3053\u308c\u307e\u3067\u4f5c\u6210\u3057\u305f\u306e2\u3064\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u884c\u3057\u3066\u6bd4\u8f03\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<h5><span class=\"ez-toc-section\" id=\"%e3%83%97%e3%83%ad%e3%82%b0%e3%83%a9%e3%83%a01%ef%bc%88pyplot%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%95%e3%82%a7%e3%83%bc%e3%82%b9%ef%bc%89\"><\/span>\u30d7\u30ed\u30b0\u30e9\u30e01\uff08pyplot\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff09<span class=\"ez-toc-section-end\"><\/span><\/h5>\r\n<p>\r\n\r\n<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nx = np.linspace(0, 2*np.pi, 101)\r\ny = np.sin(x)\r\nplt.plot(x, y, label=\"sin(x)\")\r\nplt.xlabel(\"x\", fontsize=20)\r\nplt.ylabel(\"y\", fontsize=20)\r\nplt.legend(loc=\"best\", fontsize=20)<\/pre>\r\n<h5><span class=\"ez-toc-section\" id=\"%e3%83%97%e3%83%ad%e3%82%b0%e3%83%a9%e3%83%a02%ef%bc%88%e3%82%aa%e3%83%96%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e6%8c%87%e5%90%91%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%95%e3%82%a7%e3%83%bc%e3%82%b9%ef%bc%89\"><\/span>\u30d7\u30ed\u30b0\u30e9\u30e02\uff08\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff09<span class=\"ez-toc-section-end\"><\/span><\/h5>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nfig = plt.figure(figsize=(10, 8))\r\nax = fig.add_subplot(111)\r\n\r\nx = np.linspace(0, 2*np.pi, 101)\r\ny = np.sin(x)\r\n\r\nax.plot(x,y, label=\"sin(x)\")\r\nax.set_xlabel(\"x\", fontsize=20)\r\nax.set_ylabel(\"y\", fontsize=20)\r\nax.legend(loc=\"best\", fontsize=20)\r\nplt.show()<\/pre>\r\n<p>\u5b9f\u884c\u3057\u3066\u307f\u308b\u3068\u3001\u3069\u3061\u3089\u3082\u540c\u3058sin\u6ce2\u304c\u73fe\u308c\u305f\u3068\u601d\u3044\u307e\u3059\u3002 2\u3064\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u6bd4\u3079\u308b\u3068\u3001\u5927\u304d\u306a\u9055\u3044\u306f2\u70b9\u3067\u3059\u3002<\/p>\r\n<p>\u307e\u305a\u30d7\u30ed\u30b0\u30e9\u30e02\u3067\u306f\u3001<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">fig = plt.figure(figsize=(10,8))\r\nax = fig.add_subplot(111)\r\nax.plot(x, y)<\/pre>\r\n<p>\u306e\u3088\u3046\u306bfig\u3084ax\u3068\u3044\u3046\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u5b9a\u7fa9\u3057\u3001\u305d\u308c\u3089\u3092\u5229\u7528\u3057\u3066plot\u3084\u8a2d\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002\u4e00\u65b9\u30d7\u30ed\u30b0\u30e9\u30e01\u3067\u306f\u3001\u3059\u3079\u3066plt\u3092\u5229\u7528\u3057\u3066\u304a\u308a\u3001\u4e0a\u3067\u8aac\u660e\u3057\u305f\u3088\u3046\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u6709\u52b9\u306b\u5229\u7528\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\r\n<p>\u307e\u305f\u3001\u30d7\u30ed\u30b0\u30e9\u30e01\u306b\u306fplt.figure\u3084ax.add_subplot\u306b\u76f8\u5f53\u3059\u308b\u3082\u306e\u304c\u660e\u793a\u7684\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3067\u3059\u304c\u3001\u554f\u984c\u306a\u304f\u30b0\u30e9\u30d5\u304c\u51fa\u3066\u304d\u305f\u3068\u601d\u3044\u307e\u3059\u3002 \u3053\u308c\u306fplt.plot\u3068\u3044\u3046\u95a2\u6570\u304c\u3001\u3072\u3068\u305f\u3073\u547c\u3073\u51fa\u3055\u308c\u308c\u3070\u3001\u7d30\u304b\u3044\u3053\u3068\u3092\u6c17\u306b\u3057\u306a\u3044\u4ee3\u308f\u308a\u306b\u57fa\u672c\u8a2d\u5b9a\u306e\u307e\u307e\u3001\u7a7a\u6c17\u3092\u8aad\u3093\u3067\u30b0\u30e9\u30d5\u3092\u63cf\u3044\u3066\u304f\u308c\u308b\u95a2\u6570\u3060\u304b\u3089\u3067\u3059\u3002 \u3053\u308c\u306b\u3088\u3063\u3066\u3001plt.figure\u3084ax.add_subplot\u306a\u3057\u306b\u30c7\u30fc\u30bf\u3092\u3059\u3050\u306b\u53ef\u8996\u5316\u3057\u3066\u304f\u308c\u308b\u308f\u3051\u3067\u3059\u3002<\/p>\r\n<p>\u4eca\u5f8c\u306e\u6388\u696d\u3067\u306f\u3001\u3069\u3061\u3089\u306e\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3082\u7d39\u4ecb\u3059\u308b\u4e88\u5b9a\u3067\u306f\u3044\u307e\u3059\u304c\u3001<strong><span style=\"color: #ff0000;\">\u3067\u304d\u308b\u3060\u3051\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u306b\u6163\u308c\u3066\u304f\u3060\u3055<\/span><\/strong>\u3044\u3002<\/p>\r\n<pre>\u3053\u308c\u3089\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u63cf\u304b\u308c\u305f\u30b0\u30e9\u30d5\u306b\u306f\u3001\u81ea\u7136\u79d1\u5b66\u306e\u5b9f\u9a13\u3084\u30c7\u30fc\u30bf\u89e3\u6790\u3067\u5fc5\u8981\u306a\u5fc5\u8981\u6700\u4f4e\u9650\u306e\u60c5\u5831\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<span style=\"color: #ff0000;\"><strong>\u4eca\u5f8c\u30ec\u30dd\u30fc\u30c8\u8ab2\u984c\u7b49\u306f\u3053\u306e\u3088\u3046\u306b\u5fc5\u8981\u306a\u60c5\u5831\u304c\u8f09\u3063\u305f\u30b0\u30e9\u30d5\u306e\u63d0\u51fa\u3092\u5fc3\u304c\u3051\u3066\u304f\u3060\u3055\u3044<\/strong><\/span>\u3002\r\n\r\n<\/pre>\r\n<h4><span class=\"ez-toc-section\" id=\"%e5%b0%8f%e3%83%8d%e3%82%bf%ef%bc%9amatplotlib%ef%bc%9fpyplot%ef%bc%9f\"><\/span>\u5c0f\u30cd\u30bf\uff1amatplotlib\uff1fpyplot\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>matplotlib\u3068\u306f\u3001Matlab\u3068\u3044\u3046\u79d1\u5b66\u6280\u8853\u8a08\u7b97\u30bd\u30d5\u30c8\u306e\u63cf\u753b\u30b7\u30b9\u30c6\u30e0\u3092\u771f\u4f3c\u3066\u4f5c\u3089\u308c\u305f\u3082\u306e\u3001\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u306e\u4f8b\u306e\u5834\u5408\u3001Matlab\u3067\u306f\u3001plt.\u3007\u3007\u306e\u300cplt.\u300d\u3092\u53d6\u308a\u9664\u3051\u3070\u305d\u306e\u307e\u307e\u4f7f\u3048\u308b\u307b\u3069\u3001\u4f7f\u3044\u65b9\u306f\u8fd1\u3044\u3067\u3059\u3002\u3068\u3053\u308d\u3067\u6700\u8fd1\u3067\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u304c\u4e3b\u6d41\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u3001Matlab\u3067\u3082\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u3067\u306e\u8a18\u8ff0\u304c\u6a19\u6e96\u4ed5\u69d8\u306b\u306a\u308a\u307e\u3057\u305f\uff08\u73fe\u72b6\u306f\u3001\u5f93\u6765\u5f0f\u3067\u3082\u53ef\uff09\u3002\u30b0\u30e9\u30d5\u306e\u8a73\u7d30\u8a2d\u5b9a\u306b\u95a2\u3057\u3066\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u65b9\u304c\u3001\u5f93\u6765\u5f0f\u3088\u308a\u6709\u7528\u3067\u3042\u308b\u3053\u3068\u306f\u3001Matlab\u3067\u3082Python\u3067\u3082\u540c\u69d8\u3067\u3059\u3002\u304a\u305d\u3089\u304f\u4eca\u5f8c\u306f\u3001\u69d8\u3005\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u5834\u9762\u306b\u304a\u3044\u3066\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u4e3b\u7fa9\u304c\u5b8c\u5168\u306a\u4e3b\u6d41\u306b\u306a\u308a\u307e\u3059\u3002\u65e9\u3044\u6bb5\u968e\u304b\u3089\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u8eab\u306b\u3064\u3051\u3066\u3044\u304f\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c1\"><\/span><span style=\"text-decoration: underline;\"><strong>\u8ab2\u984c1<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>\u4e0a\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u66f8\u304d\u63db\u3048\u3001\u5a92\u4ecb\u5909\u6570\u8868\u793a(x(\u03b8), y(\u03b8)) = (cos\u03b8, sin\u03b8)\u30010&lt;\u03b8&lt;2\u03c0\u3068\u3057\u3066\u3001\u5186\u3092\u63cf\u304f\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u304b\u3051\u3002<\/p>\r\n\r\n\r\n<hr \/>\r\n<h3 class=\"wp-block-heading\" id=\"drawing_OOA\"><span class=\"ez-toc-section\" id=\"%e3%82%aa%e3%83%96%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e6%8c%87%e5%90%91%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%95%e3%82%a7%e3%83%bc%e3%82%b9%e3%81%ab%e3%82%88%e3%82%8b%e6%8f%8f%e7%94%bb%e3%81%ae%e8%a9%b3%e7%b4%b0%e8%a8%ad%e5%ae%9a\"><\/span>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u3088\u308b\u63cf\u753b\u306e\u8a73\u7d30\u8a2d\u5b9a<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n\r\n\r\n\r\n<p>\u3053\u3053\u304b\u3089\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u306e\u3053\u306e\u3084\u308a\u65b9\u306f\u3001\u5148\u306ematplotlib\u306e\u69cb\u9020\u3092\u8aac\u660e\u3092\u884c\u3046\u3068\u304d\u306b\u7528\u3044\u305f\u65b9\u6cd5\u3067\u3001\u3053\u306e\u3084\u308a\u65b9\u304cmatplotlib\u306e\u57fa\u672c\u7684\u306a\u30b0\u30e9\u30d5\u63cf\u753b\u65b9\u6cd5\u3060\u3068\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002 \u5927\u307e\u304b\u306a\u6d41\u308c\u306f\u3001\u5148\u307b\u3069\u8aac\u660e\u3057\u305f\u3088\u3046\u306bFigure\u3092\u4f5c\u308a\u3001\u5ea7\u6a19\u7cfb\u3068\u306a\u308bAxes\u3092\u6e96\u5099\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u63cf\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u4ee5\u4e0b\u3067\u306f\u3001\u6b21\u306e\u30d9\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u6539\u5909\u3092\u3057\u3066\u3044\u304f\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\r\n<p><span style=\"text-decoration: underline;\"><strong>\u30d9\u30fc\u30b9\u30b3\u30fc\u30c9<\/strong><\/span><\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\nfig = plt.figure(figsize=(10,8))\r\nax = fig.add_subplot(111)\r\n\r\nx = np.linspace(0, 2.0*np.pi, 101)\r\ny = np.sin(x)\r\n\r\nax.plot(x, y, label=\"sin(x)\")\r\nax.set_xlabel(\"x\", fontsize=20)\r\nax.set_ylabel(\"y\", fontsize=20)\r\nax.legend(loc=\"best\", fontsize=20)\r\nplt.show()<\/pre>\r\n\r\n\r\n\r\n<h4 class=\"wp-block-heading\" id=\"drawing_lines\"><span class=\"ez-toc-section\" id=\"%e7%b7%9a%e3%81%ae%e8%89%b2%e3%83%bb%e7%b7%9a%e3%81%ae%e3%83%91%e3%82%bf%e3%83%bc%e3%83%b3%e3%81%ae%e5%a4%89%e6%9b%b4\"><\/span>\u7dda\u306e\u8272\u30fb\u7dda\u306e\u30d1\u30bf\u30fc\u30f3\u306e\u5909\u66f4<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>matplotlib\u3067\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30b0\u30e9\u30d5\u306e\u8272\u3068\u3057\u3066\u3001\u9752\u8272\u304c\u9078\u629e\u3055\u308c\u3001\u7dda\u3067\u7d50\u3070\u308c\u3066\u30b0\u30e9\u30d5\u304c\u63cf\u753b\u3055\u308c\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u4efb\u610f\u306e\u8272\u306b\u5909\u66f4\u3057\u305f\u308a\u3001\u70b9\u7dda\u306b\u3057\u305f\u308a\u3057\u3066\u307f\u307e\u3059\u3002 \u5909\u66f4\u65b9\u6cd5\u306f\u3068\u3066\u3082\u7c21\u5358\u3067\u3001\u4e0a\u306e\u30d9\u30fc\u30b9\u30b3\u30fc\u30c97\u884c\u76ee\u306eax.plot\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8ffd\u52a0\u3059\u308b\u3060\u3051\u3067\u5909\u66f4\u3067\u304d\u307e\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">ax.plot(x, y, \"r--\", label=\"sin(x)\")<\/pre>\r\n\r\n\r\n\r\n<p>\u3053\u306e\u4f8b\u306b\u3042\u308b\u3088\u3046\u306b\u3057\u3066\u3082\u3046\u4e00\u5ea6\u30b0\u30e9\u30d5\u3092\u63cf\u304f\u3068\u3001\u8d64\u3044\u70b9\u7dda\u3067\u30b0\u30e9\u30d5\u304c\u63cf\u304b\u308c\u305f\u3068\u601d\u3044\u307e\u3059\u3002matplotlib\u306eplot\u95a2\u6570\u3067\u306f\u3001\u30c7\u30fc\u30bf\u3068\u306a\u308b\u4e8c\u3064\u306e\u914d\u5217\u3092\u4e0e\u3048\u305f\u5f8c\u306b\u3001\u6587\u5b57\u5217\u3092\u66f8\u304d\u8fbc\u3080\u3053\u3068\u3067\u30b0\u30e9\u30d5\u306e\u8272\u3068\u7dda\u306e\u7a2e\u985e\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002 \u8272\u306f\u6b21\u306b\u793a\u3059\u7701\u7565\u3057\u305f\u6587\u5b57\u3067\u6307\u5b9a\u3057\u3001\u7dda\u306e\u7a2e\u985e\u306f\u8a18\u53f7\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u6307\u5b9a\u3057\u307e\u3059\u3002 \u57fa\u672c\u7684\u306b\u306f\u3001&#8221;[\u8272][\u7dda\u306e\u7a2e\u985e]&#8221;\u3068\u3044\u3046\u69cb\u9020\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002 \u4e00\u6587\u5b57\u306e\u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\u3067\u6307\u5b9a\u3067\u304d\u308b\u8272\u306b\u306f\u3001 &#8216;b&#8217;\uff08\u9752\uff09, &#8216;g&#8217;\uff08\u7dd1\uff09, &#8216;r&#8217;\uff08\u8d64\uff09, &#8216;c&#8217;\uff08\u30b7\u30a2\u30f3\uff09, &#8216;m&#8217;\uff08\u30de\u30bc\u30f3\u30c0\uff09, &#8216;y&#8217;\uff08\u9ec4\uff09, &#8216;k&#8217;\uff08\u9ed2\uff09, &#8216;w&#8217;\uff08\u767d\uff09 \u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<p>\u6b21\u306b\u7dda\u306e\u7a2e\u985e\u3092\u5909\u66f4\u3059\u308b\u306b\u306f\u3001\u4e00\u6587\u5b57\u306e\u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\u306e\u3042\u3068\u306b\u8a18\u53f7\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u6307\u5b9a\u3067\u304d\u308b\u306e\u3067\u3059\u304c\u3001\u7c21\u5358\u306b\u6307\u5b9a\u3067\u304d\u308b\u3082\u306e\u3068\u3057\u3066 \u3000&#8217;-&#8216;, &#8216;&#8211;&#8216;, &#8216;-.&#8217;, &#8216;:&#8217; \u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u8a66\u3057\u3066\u307f\u3066\u7dda\u306e\u7a2e\u985e\u3092\u898b\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002 \uff08<a href=\"https:\/\/matplotlib.org\/gallery\/lines_bars_and_markers\/line_styles_reference.html\">https:\/\/matplotlib.org\/gallery\/lines_bars_and_markers\/line_styles_reference.html<\/a>\uff09<\/p>\r\n\r\n\r\n\r\n<p>\u8272\u3082\u7a2e\u985e\u3082\u3088\u308a\u9ad8\u5ea6\u306a\u65b9\u6cd5\u3092\u7528\u3044\u308c\u3070\u7d30\u304b\u306a\u8a2d\u5b9a\u304c\u53ef\u80fd\u3067\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u3042\u307e\u308a\u9ad8\u5ea6\u306a\u5185\u5bb9\u306f\u5fc5\u8981\u306a\u3044\u306e\u3067\u3001\u8208\u5473\u304c\u3042\u308b\u4eba\u306f\u30de\u30cb\u30e5\u30a2\u30eb\u30da\u30fc\u30b8\u3092\u898b\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<p style=\"padding-left: 40px;\">\u53c2\u8003\uff1a Specifying Colors (<a href=\"https:\/\/matplotlib.org\/tutorials\/colors\/colors.html#sphx-glr-tutorials-colors-colors-py\">https:\/\/matplotlib.org\/tutorials\/colors\/colors.html#sphx-glr-tutorials-colors-colors-py<\/a>) Linestyles (<a href=\"https:\/\/matplotlib.org\/gallery\/lines_bars_and_markers\/linestyles.html\">https:\/\/matplotlib.org\/gallery\/lines_bars_and_markers\/linestyles.html<\/a>)<\/p>\r\n\r\n\r\n\r\n<h4 class=\"wp-block-heading\" id=\"drawing_marker\"><span class=\"ez-toc-section\" id=\"%e3%83%9e%e3%83%bc%e3%82%ab%e3%83%bc%e3%81%ae%e3%83%97%e3%83%ad%e3%83%83%e3%83%88\"><\/span>\u30de\u30fc\u30ab\u30fc\u306e\u30d7\u30ed\u30c3\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>\u7dda\u306e\u7a2e\u985e\u306f\u30c7\u30fc\u30bf\u9593\u3092\u3064\u306a\u3044\u3067\u53ef\u8996\u5316\u3057\u307e\u3057\u305f\u3002\u3053\u3053\u3067\u306f\u3001\u305d\u306e\u30c7\u30fc\u30bf\u70b9\u81ea\u4f53\u3092\u63cf\u753b\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002\u6563\u5e03\u56f3\u306a\u3069\u3092\u63cf\u753b\u3059\u308b\u969b\u306b\u306f\u975e\u5e38\u306b\u91cd\u5b9d\u3057\u307e\u3059\u3002<br \/>\u5148\u307b\u3069\u3068\u540c\u69d8\u306b\u3001\u30d9\u30fc\u30b9\u30b3\u30fc\u30c97\u884c\u76ee\u306eax.plot\u306e\u90e8\u5206\u3092\u6b21\u306e\u3088\u3046\u306b\u5909\u66f4\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">ax.plot(x, y, \"o\", label=\"sin(x)\")\r\n<\/pre>\r\n\r\n\r\n\r\n<p>\u5148\u307b\u3069\u307e\u3067\u3064\u306a\u304c\u308c\u3066\u3044\u305f\u7dda\u304c\u6d88\u3048\u3066\u3001\u30c7\u30fc\u30bf\u3068\u3057\u3066x\u3068y\u306b\u3042\u308b\u30c7\u30fc\u30bf\u81ea\u4f53\u304c\u70b9\u3068\u3057\u3066\u63cf\u304b\u308c\u3066\u3044\u307e\u3059\u3002x\u8ef8\u65b9\u5411\u306f\u7b49\u9593\u9694\u3067\u3082y\u8ef8\u306e\u30c7\u30fc\u30bf\u304c\u5c71\u306e\u9802\u70b9\u306b\u8fd1\u3065\u304f\u306b\u3064\u308c\u3066\u8a70\u307e\u3063\u3066\u3044\u308b\u306e\u304c\u3088\u304f\u308f\u304b\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u30bf\u30a4\u30d7\u3068\u3057\u3066&#8221;o&#8221;\uff08\u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\u306e\u30aa\u30fc\uff09\u3092\u6307\u5b9a\u3057\u307e\u3057\u305f\u3002\u7dda\u306e\u7a2e\u985e\u3068\u540c\u69d8\u306b\u4ed6\u306b\u3082\u30d7\u30ed\u30c3\u30c8\u306e\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002 \u7a2e\u985e\u304c\u304b\u306a\u308a\u591a\u3044\u306e\u3067\u3001\u30ea\u30f3\u30af\u5148\u306ematplotlib\u306e\u30de\u30cb\u30e5\u30a2\u30eb\u30da\u30fc\u30b8\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002\uff08<a href=\"https:\/\/matplotlib.org\/gallery\/lines_bars_and_markers\/marker_reference.html\">https:\/\/matplotlib.org\/gallery\/lines_bars_and_markers\/marker_reference.html<\/a>\uff09 \u307e\u305f\u3001\u3053\u308c\u306f\u30c7\u30fc\u30bf\u70b9\u81ea\u4f53\u306e\u3042\u308b\u5834\u6240\u306b\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u3044\u308b\u3060\u3051\u306a\u306e\u3067\u3001\u30c7\u30fc\u30bf\u9593\u3092\u3064\u306a\u3050\u7dda\u306f\u72ec\u7acb\u306b\u63cf\u304f\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">ax.plot(x, y, \"o-\", label=\"sin(x)\")\r\n<\/pre>\r\n\r\n\r\n\r\n<h4 class=\"wp-block-heading\" id=\"drawing_region\"><span class=\"ez-toc-section\" id=\"%e6%8f%8f%e7%94%bb%e7%af%84%e5%9b%b2%e3%81%ae%e6%8c%87%e5%ae%9a\"><\/span>\u63cf\u753b\u7bc4\u56f2\u306e\u6307\u5b9a<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>\u305d\u308c\u3067\u306f\u6b21\u306b\u30b0\u30e9\u30d5\u3092\u63cf\u304f\u7bc4\u56f2\u306e\u6307\u5b9a\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002 \u7279\u306b\u6307\u5b9a\u3057\u306a\u3051\u308c\u3070\u3001\u30d9\u30fc\u30b9\u30b3\u30fc\u30c9\u3067\u5b9f\u884c\u3057\u305f\u3088\u3046\u306b\u30c7\u30fc\u30bf\u3092\u5168\u3066\u63cf\u3051\u308b\u7bc4\u56f2\u3092\u81ea\u52d5\u3067\u53d6\u3063\u3066\u304f\u308c\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u3042\u3048\u3066\u63cf\u753b\u3059\u308b\u7bc4\u56f2\u3092\u7d5e\u3063\u3066\u898b\u307e\u3059\u3002\u6b21\u306e2\u884c\u30928\u884c\u76ee\u4ee5\u964d\uff08ax.plot(~)\u3092\u5b9f\u884c\u3057\u305f\u3042\u3068\uff09\u306b\u8ffd\u52a0\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">ax.set_xlim([0, 2.0*np.pi])\r\nax.set_ylim([-1.0, 1.0])\r\n<\/pre>\r\n\r\n\r\n\r\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001\u63cf\u753b\u3059\u308b\u30b5\u30a4\u30f3\u95a2\u6570\u304c\u3074\u3063\u305f\u308a\u306f\u307e\u308b\u3088\u3046\u306b\u7bc4\u56f2\u3092\u6307\u5b9a\u3057\u307e\u3057\u305f\u3002\u305d\u308c\u305e\u308cax.set_xlim\u3068ax.set_ylim\u304c\u3001x\u8ef8\u3068y\u8ef8\u306e\u7bc4\u56f2\u3092\u5236\u9650\u3057\u3066\u3044\u307e\u3059\u3002x\u8ef8y\u8ef8\u3069\u3061\u3089\u3092\u6307\u5b9a\u3059\u308b\u304b\u306f\u898b\u3066\u306e\u901a\u308axlim\u304bylim\u304b\u306e\u9055\u3044\u3067\u4f7f\u3044\u65b9\u306f\u5168\u304f\u540c\u3058\u3067\u3059\u3002 \u95a2\u6570\u306e\u5f15\u6570\u306b\u4e0e\u3048\u308b\u30ea\u30b9\u30c8[a, b]\u3067a\u304c\u8ef8\u306e\u4e0b\u9650\u5024\u3001b\u304c\u4e0a\u9650\u5024\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002 \u3063\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u30d9\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u7d50\u679c\u306b\u306f\u3042\u3063\u305f\u4f59\u767d\u304c\u306a\u304f\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\r\n\r\n\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c2\"><\/span><span style=\"text-decoration: underline;\"><strong>\u8ab2\u984c2<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>\u30d9\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u6539\u826f\u3057\u3001\u7dda\u306e\u8272\u3092\u8d64\u304f\u304b\u3064\u30de\u30fc\u30ab\u30fc\u3092\u6253\u3061\u3001x\u8ef8\u306e\u7bc4\u56f2\u3092[0, 1]\u306b\u62e1\u5927\u3057\u3066\u76f4\u7dda\u7684\u306b\u898b\u3048\u308b\u69d8\u5b50\u3092\u78ba\u8a8d\u305b\u3088\u3002<\/p>\r\n\r\n\r\n<hr \/>\r\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%e8%a4%87%e6%95%b0%e3%81%ae%e7%b7%9a%e3%82%92%e4%b8%80%e3%81%a4%e3%81%ae%e3%82%b0%e3%83%a9%e3%83%95%e3%81%ae%e4%b8%ad%e3%81%ab%e6%8f%8f%e3%81%8f\"><\/span><a id=\"multilines\"><\/a>\u8907\u6570\u306e\u7dda\u3092\u4e00\u3064\u306e\u30b0\u30e9\u30d5\u306e\u4e2d\u306b\u63cf\u304f<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<p>\u8907\u6570\u306e\u30b0\u30e9\u30d5\u3092\u63cf\u304f\u306b\u306f\u30012\u3064\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p><span style=\"text-decoration: underline;\"><strong>\u65b9\u6cd51<\/strong><\/span><\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nfig = plt.figure(figsize=(10, 8))\r\nax = fig.add_subplot(111)\r\n\r\nx = np.linspace(0, 2.0 * np.pi, 101)\r\ny = np.sin(x)\r\nax.plot(x, y)\r\ny = np.cos(x)\r\nax.plot(x, y)\r\nplt.show()<\/pre>\r\n<p>1\u3064\u76ee\u306e\u65b9\u6cd5\u306f\u3001ax.plot\u3092\u4f55\u56de\u3082\u66f8\u304f\u65b9\u6cd5\u3067\u3059\u3002for\u6587\u306a\u3069\u3067\u8907\u6570\u306e\u7dda\u3092\u7e70\u308a\u8fd4\u3057\u63cf\u304f\u5834\u5408\u306b\u91cd\u5b9d\u3057\u307e\u3059\u3002<\/p>\r\n<p><strong><span style=\"text-decoration: underline;\">\u65b9\u6cd52<\/span><\/strong><\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nfig = plt.figure(figsize=(10, 8))\r\nax = fig.add_subplot(111)\r\n\r\nx = np.linspace(0, 2.0 * np.pi, 101)\r\ny1 = np.sin(x)\r\ny2 = np.cos(x)\r\nax.plot(x, y1, x, y2)\r\nplt.show()<\/pre>\r\n<p>2\u3064\u76ee\u306e\u65b9\u6cd5\u306f\u3001ax.plot\u306e\u4e2d\u306b\u7e70\u308a\u8fd4\u3057\u3066\u63cf\u304f\u65b9\u6cd5\u3067\u3059\u3002<br \/>\u76f4\u63a5\u66f8\u304f\u5206\u3001\u3042\u307e\u308a\u306b\u3082\u7dda\u306e\u6570\u304c\u591a\u3044\u5834\u5408\u306b\u306f\u5411\u3044\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u7dda\u304c\u5c11\u306a\u3044\u5834\u5408\u306f\u7c21\u6f54\u306b\u63cf\u3051\u307e\u3059\u3002<\/p>\r\n<p>\u3069\u3061\u3089\u306e\u4f7f\u3044\u65b9\u3082\u5229\u70b9\u30fb\u6b20\u70b9\u306f\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u3069\u3061\u3089\u3082\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u304a\u304f\u3068\u826f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\r\n<h3 id=\"drawing_figures\"><span class=\"ez-toc-section\" id=\"%e5%9b%b3%e5%bd%a2%e3%82%92%e6%8f%8f%e3%81%8f\"><\/span>\u56f3\u5f62\u3092\u63cf\u304f<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<h4><span class=\"ez-toc-section\" id=\"%e5%86%86%e3%82%92%e6%8f%8f%e3%81%8f\"><\/span>\u5186\u3092\u63cf\u304f<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>\u56f3\u5f62\u3092\u63cf\u304f\u3053\u3068\u306f\u3044\u308d\u3044\u308d\u306a\u5834\u9762\u3067\u5fc5\u8981\u306b\u306a\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u304c\u3001matplotlib\u306b\u306f\u57fa\u672c\u7684\u306a\u56f3\u5f62\u3092\u63cf\u3051\u308b\u3088\u3046\u306b\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3092\u4f7f\u3048\u3070\u8272\u3005\u3068\u56f3\u5f62\u3092\u63cf\u304f\u3053\u3068\u304c\u7c21\u5358\u306b\u3067\u304d\u308b\u306e\u3067\u3059\u304c\u3001\u7c21\u5358\u306a\u5186\u3092\u63cf\u304f\u3060\u3051\u3067\u3042\u308c\u3070plot\u95a2\u6570\u3092\u7528\u3044\u3066\u51fa\u6765\u307e\u3059\u306e\u3067\u3001\u305d\u306e\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002\u307e\u305f\u591a\u89d2\u5f62\u306e\u67a0\u306e\u4f5c\u308a\u65b9\u3082\u5b66\u3073\u307e\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nfig = plt.figure(figsize=(10,8))\r\nax = fig.add_subplot(111)\r\n\r\ncx = 0.0\r\ncy = 0.0\r\n\r\nax.plot(cx, cy, 'o', markersize=200.0)\r\nax.set_xlim([-0.5, 0.5])\r\nax.set_ylim([-0.5, 0.5])\r\nax.set_xlabel(\"x\", fontsize=20)\r\nax.set_ylabel(\"y\")\r\nax.legend(loc=\"best\")\r\nplt.show()<\/pre>\r\n\r\n\r\n\r\n<p>\u3053\u308c\u307e\u3067\u306eplot\u95a2\u6570\u306b\u4e0e\u3048\u308b\u30c7\u30fc\u30bf\u306f\u305d\u308c\u305e\u308c\u3044\u304f\u3064\u304b\u306e\u5024\u3092\u6301\u3064\u914d\u5217\u3060\u3051\u3067\u3057\u305f\u304c\u3001\u4e0a\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306b\u3042\u308b\u3088\u3046\u306b\u305d\u308c\u305e\u308c\u4e00\u3064\u306e\u30c7\u30fc\u30bf\u3067\u3082\u30b0\u30e9\u30d5\u3092\u63cf\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u30c7\u30fc\u30bf\u9593\u3092\u3064\u306a\u3050\u7dda\u306e\u7a2e\u985e\u3092\u6307\u5b9a\u3057\u3066\u3082\u4e00\u70b9\u3057\u304b\u30c7\u30fc\u30bf\u304c\u306a\u3044\u306e\u3067\u3064\u306a\u3050\u3053\u3068\u304c\u51fa\u6765\u305a\u3001\u4f55\u3082\u63cf\u304b\u308c\u307e\u305b\u3093\u3002\u305d\u3053\u3067\u3001\u30c7\u30fc\u30bf\u70b9\u81ea\u4f53\u3092\u63cf\u753b\u3059\u308b\u30de\u30fc\u30ab\u30fc\u3092\u6307\u5b9a\u3057\u3066\u305d\u306e\u5ea7\u6a19\u70b9\u306e\u30c7\u30fc\u30bf\u3092\u63cf\u753b\u3057\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u306e\u3088\u3046\u306b\u30c7\u30fc\u30bf\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u306a\u304c\u3089\u7dda\u3092\u7d50\u3076\u3053\u3068\u3092\u60f3\u5b9a\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u30de\u30fc\u30ab\u30fc\u306f\u7dda\u306e\u592a\u3055\u3088\u308a\u3082\u5c11\u3057\u592a\u3044\u304f\u3089\u3044\u3067\u3059\uff08\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30de\u30fc\u30ab\u30fc\u30b5\u30a4\u30ba\u306f6\uff09\u3002\u306a\u306e\u3067\u3001\u4f55\u304b\u3057\u3089\u5186\u3092\u63cf\u304f\u3064\u3082\u308a\u3067\u30de\u30fc\u30ab\u30fc\u6a5f\u80fd\u3092\u4f7f\u3046\u5834\u5408\u306b\u306f\u3001\u30b5\u30a4\u30ba\u3092\u5927\u304d\u304f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c3\"><\/span><span style=\"text-decoration: underline;\"><strong>\u8ab2\u984c3<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>\u30d3\u30ea\u30e4\u30fc\u30c9\u306e\u30ca\u30a4\u30f3\u30dc\u30fc\u30eb\u306e\u521d\u671f\u914d\u7f6e\u306e\u3088\u3046\u306b9\u500b\u306e\u5186\u3067\u56db\u89d2\u5f62\u3092\u4f5c\u308c\u3002\uff08\u5411\u304d\u306f\u597d\u304d\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u307e\u305a\u306ffor\u6587\u3092\u4f7f\u308f\u305a\u306b\u63cf\u3051\u308c\u3070OK\u3067\u3059\u304c\u3001\u4f7f\u3063\u3066\u63cf\u304f\u306b\u306f\u3069\u3046\u3057\u305f\u3089\u826f\u3044\u304b\u3082\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002\uff09<\/p>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3179 size-medium\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/billiard-300x291.png\" alt=\"\" width=\"300\" height=\"291\" srcset=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/billiard-300x291.png 300w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/billiard.png 508w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\r\n\r\n\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e5%a4%9a%e8%a7%92%e5%bd%a2%e3%82%92%e6%8f%8f%e3%81%8f\"><\/span>\u591a\u89d2\u5f62\u3092\u63cf\u304f<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>\u591a\u89d2\u5f62\u306f\u7dda\u3092\u3064\u306a\u3052\u3070\u3044\u3044\u306e\u3067\u3001\u56db\u89d2\u5f62\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3059\u308c\u3070\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nfig = plt.figure(figsize=(10,8))\r\nax = fig.add_subplot(111)\r\n\r\nx = np.zeros(5)\r\ny = np.zeros(5)\r\n\r\nfor i in range(5):\r\n    x[i] = np.cos((i*2.0*np.pi\/4.0)+np.pi\/4.0)\r\n    y[i] = np.sin((i*2.0*np.pi\/4.0)+np.pi\/4.0)\r\n\r\nax.plot(x, y, \"-\")\r\nax.set_xlabel(\"x\", fontsize=20)\r\nax.set_ylabel(\"y\", fontsize=20)\r\nax.axis('scaled')\r\nax.set_aspect('equal')\r\nax.legend(loc=\"best\", fontsize=20)\r\nplt.show()<\/pre>\r\n\r\n\r\n\r\n<p>\u305f\u3060\u3057\u3001\u3053\u306e\u5834\u5408\u591a\u89d2\u5f62\u306e\u5185\u90e8\u306e\u5857\u308a\u3064\u3076\u3057\u304c\u3067\u304d\u307e\u305b\u3093\u3002\u5857\u308a\u3064\u3076\u3057\u3067\u304d\u308b\u56f3\u5f62\u63cf\u304f\u305f\u3081\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u304cpatches\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306b\u3042\u308b\u3088\u3046\u306b\u5fc5\u8981\u306a\u5834\u5408\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import matplotlib.patches as patches\r\n\r\nfig = plt.figure(figsize=(10,8))\r\nax = fig.add_subplot(111)\r\n\r\n# \u5186\u3092\u4f5c\u308b\r\nc = patches.Circle(xy=(0, 0), radius=0.5, fc='g', ec='r')\r\n\r\n# \u6955\u5186\u3092\u4f5c\u308b\r\ne = patches.Ellipse(xy=(-0.25, 0), width=0.5, height=0.25, angle=10, fc='b', ec='y', fill=False)\r\n\r\n# \u9577\u65b9\u5f62\u3092\u4f5c\u308b\r\nr = patches.Rectangle(xy=(0.3, 0), width=0.25, height=0.5, angle=-10, fc='#00FFFF', ec='#00FFFF', fill=true)\r\n\r\n# \u4f5c\u3063\u305f\u56f3\u5f62\u3092\u5ea7\u6a19\u7cfb\u306e\u4e2d\u3078\u63cf\u304f\r\nax.add_patch(c)\r\nax.add_patch(e)\r\nax.add_patch(r)\r\n\r\n# \u4e8c\u70b9\u306e\u5ea7\u6a19\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u6307\u5b9a\u3057\u3066\u76f4\u7dda\u3092\u5f15\u304f\r\nax.plot([0, 0.8], [0, -0.1])\r\nax.axis('scaled')\r\nax.set_aspect('equal')<\/pre>\r\n\r\n\r\n\r\n<p>\u5b9f\u884c\u3059\u308b\u3068\u3053\u3093\u306a\u611f\u3058\u3067\u3059\u3002<\/p>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2283 size-medium\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-16-17.21.30-300x239.png\" alt=\"\" width=\"300\" height=\"239\" srcset=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-16-17.21.30-300x239.png 300w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-16-17.21.30-768x613.png 768w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-16-17.21.30.png 1001w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c4\"><\/span><strong><span style=\"text-decoration: underline;\">\u8ab2\u984c4<\/span> <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>\u591a\u89d2\u5f62\u3068\u3057\u3066\u3001\u516d\u89d2\u5f62\u3068\u516b\u89d2\u5f62\u3092\u63cf\u3051\u3002\u53ef\u80fd\u3067\u3042\u308c\u3070n\u89d2\u5f62\u3092\u63cf\u3051\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u308c\u3002<\/p>\r\n\r\n\r\n<hr \/>\r\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%e3%82%88%e3%82%8a%e8%89%af%e3%81%84%e3%82%b0%e3%83%a9%e3%83%95%e3%82%92%e4%bd%9c%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ab\"><\/span>\u3088\u308a\u826f\u3044\u30b0\u30e9\u30d5\u3092\u4f5c\u308b\u305f\u3081\u306b<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<h4 id=\"drawing_text\"><span class=\"ez-toc-section\" id=\"%e4%bb%bb%e6%84%8f%e3%81%ae%e5%a0%b4%e6%89%80%e3%81%ab%e6%96%87%e5%ad%97%e3%82%92%e6%9b%b8%e3%81%8f\"><\/span>\u4efb\u610f\u306e\u5834\u6240\u306b\u6587\u5b57\u3092\u66f8\u304f<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>\u6b21\u306b\u30b0\u30e9\u30d5\u3092\u3088\u308a\u3088\u304f\u8aac\u660e\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u6587\u7ae0\u3092\u30b0\u30e9\u30d5\u5185\u306b\u66f8\u304f\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002 ax.plot\u95a2\u6570\u304c\u30c7\u30fc\u30bf\u3092\u66f8\u304d\u51fa\u3059\u305f\u3081\u306e\u95a2\u6570\u3067\u3057\u305f\u304c\u3001\u6587\u5b57\u3092\u63cf\u304f\u306b\u306fax.text\u95a2\u6570\u3092\u4f7f\u3044\u307e\u3059\u3002\u57fa\u672c\u7684\u306a\u30eb\u30fc\u30eb\u306f\u3001 ax.text(\u5de6\u4e0b\u306ex\u5ea7\u6a19, \u5de6\u4e0b\u306ey\u5ea7\u6a19, [\u6587\u5b57\u5217]) \u306e\u3088\u3046\u306b\u6587\u5b57\u3092\u66f8\u304d\u51fa\u3059\u5730\u70b9\u3092\u6307\u5b9a\u3057\u3066\u3001\u6b21\u306b\u66f8\u304d\u305f\u3044\u6587\u5b57\u5217\u3092\u66f8\u304d\u307e\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import matplotlib.pyplot as plt\r\n\r\nfig = plt.figure()\r\nax = fig.add_subplot(111)\r\n\r\nax.text(3, 9, '1 Simplest way')\r\nax.plot(3, 9, 'o')\r\n\r\nax.text(3, 8, r'2 an equation: &#36;E=mc^2&#36;', fontsize=15)\r\nax.plot(3, 8, 'o')\r\n\r\nax.text(2, 6, '3 boxed italics text in data coords', style='italic')\r\nax.plot(2, 6, 'o')\r\n\r\nax.text(7, 3, r'4 unicode: Institut f\u00fcr Festk\u00f6rperphysik',\r\n        verticalalignment='bottom', horizontalalignment='right')\r\nax.plot(7, 3, 'o')\r\n\r\nax.text(0.55, 0.01, '5 colored text in axes coords',\r\n        transform=ax.transAxes,\r\n        color='green', fontsize=15)\r\nax.plot(0.55, 0.01, 'o')\r\n\r\nax.axis([0, 10, 0, 10])\r\nplt.show()<\/pre>\r\n\r\n\r\n\r\n<p>ax\u306f\u5ea7\u6a19\u7cfb\u3092\u4f5c\u308b\u305f\u3081\u306b\u547c\u3073\u51fa\u3057\u305f\u306e\u3067\u3001ax.text\u306b\u307e\u305a\u521d\u3081\u306b\u66f8\u304d\u8fbc\u3080\u5ea7\u6a19\u306f\u3053\u306e\u5ea7\u6a19\u7cfb\u4e0a\u3067\u306e\u5024\u306b\u306a\u308a\u307e\u3059\u3002set_xlim\u306a\u3069\u3092\u4f7f\u3044\u63cf\u753b\u3059\u308b\u7bc4\u56f2\u3092\u6307\u5b9a\u3059\u308b\u305f\u3081\u306b\u306f\u3001text\u95a2\u6570\u306b\u5165\u529b\u3059\u308b\u5ea7\u6a19\u304c\u305d\u306e\u7bc4\u56f2\u306b\u53ce\u307e\u3063\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u9806\u306b\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046 1\u3064\u76ee\u306e\u66f8\u304d\u65b9\u304c\u57fa\u672c\u5f62\u3067\u3059\u3002\u7279\u306b\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u306a\u3044\u306e\u3067\u3042\u308c\u3070\u3001\u3053\u308c\u3067\u5341\u5206\u3067\u3059\u3002 2\u3064\u76ee\u306e\u66f8\u304d\u65b9\u306f\u3001LaTeX\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3046\u65b9\u6cd5\u3067\u3059\u3002\u6587\u5b57\u5217\u306f &#8221; &#8221; \u304b &#8216; &#8216; \u3067\u5305\u3081\u3070\u6587\u5b57\u5217\u3068\u8a8d\u8b58\u3055\u308c\u308b\u306e\u3067\u3059\u304c\u3001\u305d\u306e\u524d\u306br\u3068\u3064\u3051\u3066\u304a\u304f\u3068LaTeX\u30b3\u30de\u30f3\u30c9\u304c\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u52a0\u3048\u3066\u3001\u30e9\u30d9\u30eb\u306e\u6307\u5b9a\u3068\u540c\u69d8\u306bfontsize\u3067\u6587\u5b57\u306e\u5927\u304d\u3055\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002 3\u3064\u76ee\u306e\u66f8\u304d\u65b9\u306f\u3001\u6587\u5b57\u306e\u30d5\u30a9\u30f3\u30c8\u30b9\u30bf\u30a4\u30eb\u3092style=&#8217;italic&#8217;\u3068\u3059\u308b\u3053\u3068\u3067\u659c\u4f53\u3078\u5909\u66f4\u3057\u3066\u3044\u307e\u3059\u3002 4\u3064\u76ee\u306e\u66f8\u304d\u65b9\u306f\u3001\u3053\u308c\u307e\u3067\u5ea7\u6a19\u4f4d\u7f6e\u304c\u5fc5\u305a\u30c6\u30ad\u30b9\u30c8\u306e\u5de6\u4e0b\u3060\u3063\u305f\u3082\u306e\u304c\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u53f3\u4e0b\u306b\u5909\u308f\u3063\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u306f<code class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">verticalalignment='bottom', horizontalalignment='right'<\/code>\u306b\u3088\u308b\u3082\u306e\u3067\u3001verticalalignment\u306b\u306f{&#8216;center&#8217;, &#8216;top&#8217;, &#8216;bottom&#8217;, &#8216;baseline&#8217;, &#8216;center_baseline&#8217;}\u304c\u6307\u5b9a\u3067\u304d\u3001horizontalalignment\u306b\u306f{&#8216;center&#8217;, &#8216;right&#8217;, &#8216;left&#8217;}\u304c\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002 5\u3064\u76ee\u306e\u66f8\u304d\u65b9\u306f\u3001\u3053\u308c\u307e\u3067\u306e\u3082\u306e\u3068\u5c11\u3057\u9055\u3044\u307e\u3059\u3002\u4e0a\u8a18\u306e4\u3064\u306etext\u3067\u306f\u3001\u521d\u3081\u306e\u5ea7\u6a19\u304c\u30c6\u30ad\u30b9\u30c8\u306e\u5de6\u4e0b\u306e\u4f4d\u7f6e\u3068\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u898b\u308b\u305f\u3081\u306bax.plot\u3067\u70b9\u3092\u540c\u3058\u5ea7\u6a19\u306b\u6253\u3063\u3066\u3044\u3066\u3001\u3061\u3083\u3093\u3068\u5de6\u4e0b\u89d2\u306b\u3042\u308b\u3053\u3068\u304c\u898b\u3066\u53d6\u308c\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6700\u5f8c\u306e\u3082\u306e\u3060\u3051\u4e00\u81f4\u3057\u3066\u3044\u307e\u305b\u3093\u3002 \u3053\u308c\u306f\u3001\u5f8c\u308d\u306e\u65b9\u306b\u66f8\u3044\u3066\u3042\u308b<code class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">transform=ax.transAxes<\/code>\u3068\u3044\u3046\u30b3\u30de\u30f3\u30c9\u306e\u305f\u3081\u3067\u3059\u3002\u3053\u308c\u3092\u884c\u3046\u3068ax\u306b\u3088\u3063\u3066\u4f5c\u3089\u308c\u305f\u5ea7\u6a19\u7cfb\u306e\u4e2d\u306e\u4f4d\u7f6e\u3067\u306f\u306a\u304f\u3001<strong>figure\u5168\u4f53\u306b[0,1]\u00d7[0,1]\u306e\u5ea7\u6a19\u7cfb<\/strong>\u304c\u3042\u308b\u3088\u3046\u306a\u3001\u7d76\u5bfe\u7684\u306a\u4f4d\u7f6e\u306b\u3088\u308a\u6307\u5b9a\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2282 size-medium\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-16-17.19.32-300x225.png\" alt=\"\" width=\"300\" height=\"225\" srcset=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-16-17.19.32-300x225.png 300w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-16-17.19.32.png 640w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\r\n\r\n\r\n\r\n<h5><span class=\"ez-toc-section\" id=\"%e3%82%b0%e3%83%a9%e3%83%95%e3%81%b8%e3%81%ae%e6%95%b0%e5%80%a4%e3%81%ae%e6%8f%8f%e7%94%bb\"><\/span>\u30b0\u30e9\u30d5\u3078\u306e\u6570\u5024\u306e\u63cf\u753b<span class=\"ez-toc-section-end\"><\/span><\/h5>\r\n<p>\u672c\u6f14\u7fd2\u3092\u901a\u3057\u3066\u6570\u5024\u3092\u8868\u305b\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3001\u6570\u5024\u3092\u6587\u5b57\u5217\u3068\u3057\u3066\u66f8\u304d\u51fa\u3059\u65b9\u6cd5\u3092\u8ff0\u3079\u3066\u304a\u304d\u307e\u3059\u3002 \u3044\u304f\u3064\u304b\u3084\u308a\u65b9\u306f\u3042\u308b\u306e\u3067\u3059\u304c\u3001format\u5f62\u5f0f\u304c\u79c1\u306e\u77e5\u308b\u9650\u308a\u4e00\u756a\u4fbf\u5229\u306a\u306e\u3067\u305d\u306e\u65b9\u6cd5\u3092\u793a\u3057\u307e\u3059\u3002 format\u5f62\u5f0f\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306bint\u578b\u3084float\u578b\u306e\u5909\u6570\u3092\u6587\u5b57\u5217\u5909\u63db\u3057\u307e\u3059\u3002\u3053\u308c\u3092\u884c\u3046\u3068\u8868\u793a\u3060\u3051\u3067\u306a\u304f\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3068\u304d\u306b\u3082\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6570\u5b57\u304c\u5165\u3063\u305f\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u9023\u7d9a\u3057\u3066\u547c\u3073\u51fa\u3059\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import matplotlib.pyplot as plt\r\n\r\nfig = plt.figure()\r\nax = fig.add_subplot(111)\r\n\r\na = 2.3\r\nb = 5\r\nprint(f'Format Style: a = {a}, b = {b}')\r\nax.text(3, 2, f'Format Style: a = {a}, b = {b}')\r\n\r\na = 2\r\nb = 1\r\nax.text(a, b, f'Format Style: a = {a}, b = {b}')\r\nax.axis([0, 5, 0, 5])\r\nplt.show()<\/pre>\r\n\r\n\r\n\r\n<p>\u3053\u308c\u307e\u3067\u3068\u9055\u3046\u306e\u306f\u6587\u5b57\u5217\u306e&#8221;\u3082\u3057\u304f\u306f&#8221;&#8221;\u306e\u524d\u306bf\u3092\u4ed8\u3051\u52a0\u3048\u308b\u3053\u3068\u3068\u3001\u6587\u5b57\u5217\u306b\u5909\u66f4\u3057\u305f\u3044\u5909\u6570\u3092{}\u3067\u56f2\u3046\u3053\u3068\u3067\u3059\u3002 print\u95a2\u6570\u3067\u6587\u5b57\u5217\u3092\u66f8\u304d\u51fa\u3059\u5834\u5408\u3067\u3082\u3001ax.text\u95a2\u6570\u3067\u30b0\u30e9\u30d5\u306b\u66f8\u304d\u51fa\u3059\u5834\u5408\u3067\u3082\u6587\u5b57\u5217\u3068\u3057\u3066\u6570\u5024\u304c\u51fa\u3066\u3044\u308b\u306e\u304c\u308f\u304b\u308b\u3068\u601d\u3044\u307e\u3059\u3002 format\u5f62\u5f0f\u3060\u3068\u6700\u5f8c\u306e\u4f8b\u306e\u3088\u3046\u306b\u5909\u6570\u306e\u5024\u3092\u5909\u66f4\u3059\u308b\u3068\u6570\u5024\u304c\u5909\u66f4\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\r\n<h5><span class=\"ez-toc-section\" id=\"%e5%b0%8f%e3%83%8d%e3%82%bf%ef%bc%9aprint%e9%96%a2%e6%95%b0%e5%86%8d%e8%a8%aa\"><\/span>\u5c0f\u30cd\u30bf\uff1aprint\u95a2\u6570\u518d\u8a2a<span class=\"ez-toc-section-end\"><\/span><\/h5>\r\n<p>\u4e0a\u306e\u4f8b\u3067\u3001format\u5f62\u5f0f\u3092\u5b66\u3073\u307e\u3057\u305f\u3002\u305d\u306e\u4e0a\u3067\u3001\u4ee5\u4e0b\u306e\u4f8b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">a = 1\r\nb = 2\r\nprint('a = ', a, ', b = ', b, sep='')\r\nprint(f'a = {a}, b = {b}')<\/pre>\r\n<p>\u5b9f\u884c\u3057\u3066\u307f\u308b\u3068\u3069\u3046\u3067\u3057\u3087\u3046\u304b\uff1f<code class=\"EnlighterJSRAW\" data-enlighter-language=\"null\">a = 1, b = 2<\/code>\u304c2\u56de\u51fa\u3066\u304d\u305f\u3068\u601d\u3044\u307e\u3059\u30023\u884c\u76ee\u306f\u7b2c2\u56de\u3067\u5b66\u3093\u3060\u3084\u308a\u65b9\u30014\u56de\u76ee\u306f\u4eca\u56de\u5b66\u3093\u3060\u3084\u308a\u65b9\u3067\u3059\u304c\u3001\u7d50\u679c\u306b\u9055\u3044\u306f\u3042\u308a\u307e\u305b\u3093\u3002 \u3067\u306f\u3001\u3053\u306e\u5f62\u5f0f\u3001\u3064\u307e\u308a\u3001<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">ax.text(3, 2, ['a = ', a, ', b = ', b])<\/pre>\r\n<p>\u3068\u7f6e\u304d\u63db\u3048\u305f\u3089\u3069\u3046\u306a\u3063\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\uff08\u203b <code class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">sep=''<\/code>\u3092\u542b\u3081\u308b\u3068\u30a8\u30e9\u30fc\u306b\u306a\u308b\u306e\u3067\u3001\u3042\u3089\u304b\u3058\u3081\u6d88\u3057\u3066\u3044\u307e\u3059\u3002\uff09 print\u6587\u3067\u540c\u3058\u7d50\u679c\u3060\u3063\u305f\u306e\u3067&#8230;\uff1f\u305d\u308c\u3068\u3082&#8230;\uff1f \u5b9f\u969b\u306b\u3069\u3046\u306a\u308b\u304b\u81ea\u5206\u3067\u78ba\u304b\u3081\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<h5>\r\n\r\n<\/h5>\r\n<h4 class=\"wp-block-heading\" id=\"drawing_multi\"><span class=\"ez-toc-section\" id=\"%e8%a4%87%e6%95%b0%e3%81%ae%e3%82%b0%e3%83%a9%e3%83%95%e3%82%92%e4%b8%80%e3%81%a4%e3%81%ae%e7%94%bb%e9%9d%a2%e3%81%ab%e6%8f%8f%e7%94%bb%e3%81%99%e3%82%8b\"><\/span>\u8907\u6570\u306e\u30b0\u30e9\u30d5\u3092\u4e00\u3064\u306e\u753b\u9762\u306b\u63cf\u753b\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u3092\u4e00\u3064\u306e\u30b0\u30e9\u30d5\u4e0a\u306b\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u4e8c\u3064\u306e\u5ea7\u6a19\u7cfb\u3092\u6e96\u5099\u3057\u307e\u3059\u3002 fig.add_subplot(111)\u3067\u4e00\u3064\u306e\u5ea7\u6a19\u7cfb\u3092Figure\u5168\u4f53\u306b\u63cf\u753b\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u3053\u3067\u306f\u66f8\u304d\u8fbc\u3080\u5ea7\u6a19\u7cfb\u3092\u4e8c\u3064\u306b\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u306badd_subplot\u306e\u5f15\u6570\u306b\u3064\u3044\u3066\u3001\u4ee5\u4e0b\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u8aad\u3093\u3067\u3082\u3089\u3063\u305f\u5f8c\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">fig = plt.figure(figsize=(10,8))\r\nax1 = fig.add_subplot(211)\r\nax2 = fig.add_subplot(212)\r\n\r\nx = np.linspace(0, 2.0*np.pi, 101)\r\ny = np.sin(x)\r\ny2 = np.cos(x)\r\n\r\nax1.plot(x, y, label=\"sin(x)\")\r\nax1.plot(x, y2, '--', label=\"cos(x)\")\r\nax1.set_xlabel(\"x\", fontsize=20)\r\nax1.set_ylabel(\"y\", fontsize=20)\r\nax1.legend(loc=\"best\", fontsize=20)\r\n\r\nax2.plot(x, y2, '--', label=\"cos(x)\")\r\nax2.set_xlabel(\"x\", fontsize=20)\r\nax2.set_ylabel(\"y\", fontsize=20)\r\nax2.legend(loc=\"best\", fontsize=20)\r\nplt.show()<\/pre>\r\n\r\n\r\n\r\n<p>fig.add_subplot(211)\u306b\u3042\u308b\u8b0e\u306e211\u3068\u3044\u3046\u6570\u5b57\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u3059\u304c\u3001\u5b9f\u306f\u3053\u306e\u90e8\u5206\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u304d\u63db\u3048\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">fig.add_subplot(2,1,1)<\/pre>\r\n\r\n\r\n\r\n<p>\u610f\u5473\u3068\u3057\u3066\u306f(\u884c\u6570,\u5217\u6570,\u5834\u6240)\u3068\u306a\u308a\u3064\u306a\u304c\u3063\u305f\u4e09\u6841\u306e\u6570\u5b57\u3082\u540c\u3058\u610f\u5473\u3067\u3059\u3002 \u884c\u6570\u3001\u5217\u6570\u306b\u3088\u3063\u3066Figure\u3092\u7e26\u6a2a\u306b\u5fc5\u8981\u306a\u5206\u3060\u3051\u5206\u5272\u3057\u3066\u3001\u305d\u306e\u4e2d\u3067\u3069\u306e\u9818\u57df\u306b\u5ea7\u6a19\u3092\u8a2d\u5b9a\u3059\u308b\u304b\u3092\u6700\u5f8c\u306e\u6570\u5b57\u3067\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u5206\u5272\u3055\u308c\u305f\u9818\u57df\u306f\u884c\u512a\u5148\u3067\u6570\u304c\u5272\u308a\u632f\u3089\u308c\u3066\u3044\u307e\u3059\u3002 \u4f8b\u3048\u3070\u3001fig.add_subplot(3,4,10)\u3068\u3044\u3046\u6307\u793a\u3092\u51fa\u3059\u3068\u3001\u3061\u3087\u3046\u306910\u306e\u5f53\u308a\u306b\u3060\u3051\u5ea7\u6a19\u7cfb\u304c\u8a2d\u5b9a\u3055\u308c\u307e\u3059\u3002 \u6ce8\u610f\u3059\u3079\u304d\u306f\u3001\u5206\u5272\u3057\u305f\u5168\u3066\u306e\u9818\u57df\u3092\u5229\u7528\u3059\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001\u3042\u304f\u307e\u3067\u4f5c\u308a\u305f\u3044\u5ea7\u6a19\u7cfb\u306e\u30b5\u30a4\u30ba\u3068\u4f4d\u7f6e\u3092\u6c7a\u3081\u308b\u3060\u3051\u3067\u3059\u3002\u306a\u306e\u3067\u3001\u9069\u5f53\u306b\u4e0e\u3048\u308b\u3068\u30b0\u30e9\u30d5\u304c\u91cd\u306a\u3063\u3066\u3057\u307e\u3046\u306e\u3067\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n\r\n\r\n<table class=\"wp-block-table aligncenter\">\r\n<tbody>\r\n<tr>\r\n<td>1<\/td>\r\n<td>2<\/td>\r\n<td>3<\/td>\r\n<td>4<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>5<\/td>\r\n<td>6<\/td>\r\n<td>7<\/td>\r\n<td>8<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>9<\/td>\r\n<td>10<\/td>\r\n<td>11<\/td>\r\n<td>12<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n\r\n\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c5\"><\/span><span style=\"text-decoration: underline;\"><strong>\u8ab2\u984c5<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>\u4e0a\u4e0b\u306b\u30b0\u30e9\u30d5\u3092\u5206\u5272\u3057\u3066\u3001\u4e0a\u306b\u4efb\u610f\u306e\u4e8c\u6b21\u4ee5\u4e0a\u306e\u591a\u9805\u5f0f\u95a2\u6570\u306e\u30b0\u30e9\u30d5\u3092\u63cf\u304d\u3001\u4e0b\u6bb5\u306b\u305d\u306e\u5c0e\u95a2\u6570\u306e\u30b0\u30e9\u30d5\u3092\u63cf\u3051\u3002\u5b9a\u7fa9\u57df\u306f0&lt;x&lt;3\u3068\u3059\u308b\u3002\u305f\u3060\u3057\u3001\u5c0e\u95a2\u6570\u306f\u6570\u5024\u7684\uff08\u8fd1\u4f3c\u7684\uff09\u306b\u6c42\u3081\u3088\u3002<\/p>\r\n\r\n\r\n\r\n\r\n<hr \/>\r\n<h2 class=\"wp-block-heading\" id=\"ode_graph\"><span class=\"ez-toc-section\" id=\"%e7%b0%a1%e5%8d%98%e3%81%aa%e5%b8%b8%e5%be%ae%e5%88%86%e6%96%b9%e7%a8%8b%e5%bc%8f%e3%81%a8%e3%81%9d%e3%81%ae%e8%a7%a3%e3%81%ae%e3%82%b0%e3%83%a9%e3%83%95%e5%8c%96\"><\/span>\u7c21\u5358\u306a\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\u3068\u305d\u306e\u89e3\u306e\u30b0\u30e9\u30d5\u5316<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p> \u4eca\u65e5\u306f\u3001\u8a08\u7b97\u6570\u7406A\u306e\u8b1b\u7fa9\u306b\u51fa\u3066\u304d\u305f\u6b21\u306e\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\u3092\u7528\u3044\u3066\u6f14\u7fd2\u3092\u9032\u3081\u307e\u3059\u3002\u3053\u306e\u65b9\u7a0b\u5f0f\u306f\u3001\u8b1b\u7fa9\u3067\u8a73\u3057\u304f\u8aac\u660e\u3055\u308c\u305f\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u4f8b\u3048\u3070\u653e\u5c04\u6027\u540c\u4f4d\u4f53\u306e\u5d29\u58ca\u3092\u8a18\u8ff0\u3059\u308b\u30e2\u30c7\u30eb\u65b9\u7a0b\u5f0f\u3068\u3057\u3066\u5c0e\u51fa\u3055\u308c\u307e\u3059\u3002\u8b1b\u7fa9\u3067\u7d39\u4ecb\u304c\u3042\u3063\u305f\u3088\u3046\u306b\u3001\u4f8b\u3048\u3070\u653e\u5c04\u6027\u70ad\u7d20\u306b\u3088\u308b\u5e74\u4ee3\u6e2c\u5b9a\u306b\u306f\u3053\u3046\u3044\u3063\u305f\u5fae\u5206\u65b9\u7a0b\u5f0f\u304c\u5f79\u7acb\u3061\u307e\u3059\u3002<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-e255c9713203d41cd017c10b2a39b417_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#78;&#40;&#116;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"35\" style=\"vertical-align: -4px;\"\/>\u3092\u6642\u523b<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-b4e3cbf5d4c5c6d9b702dd139f14c147_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#116;\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"6\" style=\"vertical-align: 0px;\"\/>\u306b\u304a\u3051\u308b\u653e\u5c04\u6027\u540c\u4f4d\u4f53\u306e\u539f\u5b50\u6570\u3068\u3059\u308b\u3068\u4e0b\u8a18\u306e\u3088\u3046\u306a\u5fae\u5206\u65b9\u7a0b\u5f0f\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u306f\u8b1b\u7fa9\u3067\u898b\u305f\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\r\n\r\n\r\n\r\n<p><a name=\"id3373702838\"><\/a><p class=\"ql-center-displayed-equation\" style=\"line-height: 44px;\"><span class=\"ql-right-eqno\"> (P) <\/span><span class=\"ql-left-eqno\"> &nbsp; <\/span><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-66f0a35adedc111117aabf50c3c81a4f_l3.png\" height=\"44\" width=\"161\" class=\"ql-img-displayed-equation quicklatex-auto-format\" alt=\"&#92;&#98;&#101;&#103;&#105;&#110;&#123;&#101;&#113;&#117;&#97;&#116;&#105;&#111;&#110;&#42;&#125;&#32;&#92;&#108;&#101;&#102;&#116;&#92;&#123;&#92;&#98;&#101;&#103;&#105;&#110;&#123;&#97;&#114;&#114;&#97;&#121;&#125;&#123;&#108;&#108;&#108;&#125;&#32;&#92;&#102;&#114;&#97;&#99;&#123;&#100;&#125;&#123;&#100;&#116;&#125;&#32;&#78;&#40;&#116;&#41;&#32;&#38;&#61;&#38;&#32;&#45;&#32;&#92;&#108;&#97;&#109;&#98;&#100;&#97;&#32;&#78;&#44;&#32;&#92;&#92;&#32;&#78;&#40;&#48;&#41;&#32;&#38;&#61;&#38;&#32;&#78;&#95;&#48;&#32;&#92;&#101;&#110;&#100;&#123;&#97;&#114;&#114;&#97;&#121;&#125;&#92;&#114;&#105;&#103;&#104;&#116;&#46;&#32;&#92;&#101;&#110;&#100;&#123;&#101;&#113;&#117;&#97;&#116;&#105;&#111;&#110;&#42;&#125;\" title=\"Rendered by QuickLaTeX.com\"\/><\/p> \u3055\u3066\u3001\u3053\u306e\u5fae\u5206\u65b9\u7a0b\u5f0f\u306f\u7c21\u5358\u306b\u89e3\u3051\u3066\u3001\u89e3\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308b\u3053\u3068\u3082\u8b1b\u7fa9\u3067\u898b\u307e\u3057\u305f\u3002<\/p>\r\n\r\n\r\n\r\n<p><a name=\"id707226171\"><\/a><p class=\"ql-center-displayed-equation\" style=\"line-height: 21px;\"><span class=\"ql-right-eqno\"> (S) <\/span><span class=\"ql-left-eqno\"> &nbsp; <\/span><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-07561d4f1697c673edc318a9dbe2f132_l3.png\" height=\"21\" width=\"114\" class=\"ql-img-displayed-equation quicklatex-auto-format\" alt=\"&#92;&#98;&#101;&#103;&#105;&#110;&#123;&#101;&#113;&#117;&#97;&#116;&#105;&#111;&#110;&#42;&#125;&#32;&#78;&#40;&#116;&#41;&#32;&#61;&#32;&#78;&#95;&#48;&#32;&#101;&#32;&#94;&#123;&#45;&#92;&#108;&#97;&#109;&#98;&#100;&#97;&#32;&#116;&#125;&#32;&#92;&#101;&#110;&#100;&#123;&#101;&#113;&#117;&#97;&#116;&#105;&#111;&#110;&#42;&#125;\" title=\"Rendered by QuickLaTeX.com\"\/><\/p><\/p>\r\n\r\n\r\n\r\n<p>\u4eca\u65e5\u306e\u76ee\u6a19\u306f\u3001\u89e3(<a href=\"#id707226171\">S<\/a>)\u3092\u30b0\u30e9\u30d5\u3068\u3057\u3066\u8868\u793a\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u30d1\u30e9\u30e1\u30fc\u30bf<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-2b5c45836864531b8e37025dabadd24a_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#108;&#97;&#109;&#98;&#100;&#97;\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"10\" style=\"vertical-align: 0px;\"\/>\u304a\u3088\u3073<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-7fd7f2ff8bc537a96c2882251cb3a478_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#78;&#95;&#48;\" title=\"Rendered by QuickLaTeX.com\" height=\"15\" width=\"21\" style=\"vertical-align: -3px;\"\/>\u3092\u4e0e\u3048\u308c\u3070\u3001(<a href=\"#id707226171\">S<\/a>)\u306e\u30b0\u30e9\u30d5\u3092\u304b\u3051\u308b\u306f\u305a\u3067\u3059\u3002 \u5b9f\u306f\u524d\u56de\u306e\u5185\u5bb9\u3067<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-4f672811ced46d8afb5107151ed74ea8_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#121;&#61;&#92;&#115;&#105;&#110;&#32;&#40;&#120;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"78\" style=\"vertical-align: -4px;\"\/>\u306e\u30b0\u30e9\u30d5\u3092\u63cf\u3044\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u304c\u3001\u524d\u56de\u306e<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-4f672811ced46d8afb5107151ed74ea8_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#121;&#61;&#92;&#115;&#105;&#110;&#32;&#40;&#120;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"78\" style=\"vertical-align: -4px;\"\/>\u3092\u63cf\u304f\u65b9\u6cd5\u3092\u8a18\u8ff0\u3057\u305f\u90e8\u5206\u306b\u3057\u305f\u304c\u3063\u3066\u3001(<a href=\"#id707226171\">S<\/a>)\u306e\u30b0\u30e9\u30d5\u3092\u63cf\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c6\"><\/span><span style=\"text-decoration: underline;\"><strong>\u8ab2\u984c6<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-08a9edafdf69cf48fa24421dfedfb12e_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#78;&#40;&#116;&#41;&#32;&#61;&#32;&#78;&#95;&#48;&#32;&#101;&#32;&#94;&#123;&#45;&#92;&#108;&#97;&#109;&#98;&#100;&#97;&#32;&#116;&#125;\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"114\" style=\"vertical-align: -4px;\"\/>\u306e\u30b0\u30e9\u30d5\u3092\u63cf\u3051\u3002\u305f\u3060\u3057\u3001<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-74090dc99462e59f47283e6e0cd2c67c_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#78;&#95;&#48;&#61;&#49;&#44;&#32;&#92;&#108;&#97;&#109;&#98;&#100;&#97;&#61;&#49;&#44;&#32;&#48;&#92;&#108;&#101;&#32;&#116;&#32;&#92;&#108;&#101;&#32;&#49;&#48;\" title=\"Rendered by QuickLaTeX.com\" height=\"16\" width=\"194\" style=\"vertical-align: -4px;\"\/>\u3068\u3059\u308b\u3002<\/p>\r\n<p>\u203b python\u3067\u306flambda\u304c\u65e2\u306b\u9055\u3046\u7528\u9014\u3067\u5b9a\u7fa9\u3055\u308c\u3066\u304a\u308a\u3001<code class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">lambda = 1.0<\/code>\u3068\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u3002lamb\u306a\u3069\u3001\u5225\u306e\u540d\u524d\u3092\u4f7f\u3046\u3002<\/p>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2299 size-medium\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-26-21.39.09-300x239.png\" alt=\"\" width=\"300\" height=\"239\" srcset=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-26-21.39.09-300x239.png 300w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-26-21.39.09-768x613.png 768w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2020\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2020-03-26-21.39.09.png 1001w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\r\n\r\n\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c7\"><\/span><span style=\"text-decoration: underline;\"><strong>\u8ab2\u984c7<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>\u8ab2\u984c6\u306e\u5f0f\u306b\u304a\u3044\u3066\u3001<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-e0a2591086df2f364e796b5a2646511e_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#78;&#40;&#92;&#116;&#97;&#117;&#41;&#32;&#61;&#32;&#48;&#46;&#53;&#78;&#95;&#48;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"107\" style=\"vertical-align: -4px;\"\/>\u3068\u306a\u308b<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-13197f4653c1fd428a291609eb1e3b87_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#116;&#97;&#117;\" title=\"Rendered by QuickLaTeX.com\" height=\"8\" width=\"10\" style=\"vertical-align: 0px;\"\/>\uff08\u534a\u6e1b\u671f\u3068\u3044\u3044\u307e\u3059\uff09\u3092\u624b\u8a08\u7b97\u3067\u6c42\u3081\u3088\u3002 \u7b54\u3048\uff1a <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-676c87105baa0f7c096383e574860a0c_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#108;&#111;&#103;&#32;&#50;\" title=\"Rendered by QuickLaTeX.com\" height=\"16\" width=\"34\" style=\"vertical-align: -3px;\"\/> (\u7d04 0.693)<\/p>\r\n\r\n\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c8\"><\/span><span style=\"text-decoration: underline;\"><strong>\u8ab2\u984c8<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>\u8ab2\u984c6\u3067\u4f5c\u6210\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7528\u3044\u3066\u8ab2\u984c7\u306e\u03c4\u3092\u8fd1\u4f3c\u7684\u306b\u6b21\u306e\u3088\u3046\u306a\u624b\u6cd5\u3067\u6c42\u3081\u305f\u3044\u3002\u305d\u306e\u3088\u3046\u306a\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u305b\u3088\u3002<\/p>\r\n\r\n\r\n\r\n<p><strong>\u65b9\u6cd5<\/strong><\/p>\r\n\r\n\r\n\r\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-e255c9713203d41cd017c10b2a39b417_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#78;&#40;&#116;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"35\" style=\"vertical-align: -4px;\"\/>\u306e\u5024\u3092\uff08<a href=\"#id707226171\">S<\/a>)\u3092\u7528\u3044\u3066\u98db\u3073\u98db\u3073\u306e<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-b4e3cbf5d4c5c6d9b702dd139f14c147_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#116;\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"6\" style=\"vertical-align: 0px;\"\/>\u306e\u5024<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-853415ad640fca8b4d2f223e921b3028_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#116;&#95;&#105;&#32;&#61;&#32;&#100;&#116;&#92;&#97;&#115;&#116;&#32;&#105;\" title=\"Rendered by QuickLaTeX.com\" height=\"16\" width=\"74\" style=\"vertical-align: -3px;\"\/> \uff08\u305f\u3060\u3057<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-f11f1d899f1232bd2a68258aa236b47e_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#100;&#116;\" title=\"Rendered by QuickLaTeX.com\" height=\"13\" width=\"15\" style=\"vertical-align: 0px;\"\/>\u306f\u6642\u9593\u523b\u307f\u5e45\uff09\u306b\u3064\u3044\u3066\u6c42\u3081\u308b\u306e\u3067\u3042\u308b\u304c\u3001(<a href=\"#id707226171\">S<\/a>)\u3068\u8ab2\u984c5\u306e\u30b0\u30e9\u30d5\u304b\u3089\u660e\u3089\u304b\u306a\u3088\u3046\u306b<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-e255c9713203d41cd017c10b2a39b417_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#78;&#40;&#116;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"35\" style=\"vertical-align: -4px;\"\/>\u306f\u5358\u8abf\u6e1b\u5c11\u95a2\u6570\u3067\u3042\u308b\u3002\u3067\u3042\u308b\u304b\u3089\u3001<\/p>\r\n\r\n\r\n\r\n<p style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-901a054935a0d063ed2adbed8c72163c_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#78;&#40;&#116;&#95;&#105;&#41;&#32;&#62;&#32;&#48;&#46;&#53;&#78;&#95;&#48;&#32;&#92;&#103;&#101;&#32;&#78;&#40;&#116;&#95;&#123;&#105;&#43;&#49;&#125;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"192\" style=\"vertical-align: -5px;\"\/><\/p>\r\n\r\n\r\n\r\n<p>\u3068\u306a\u308b<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-695d9d59bd04859c6c99e7feb11daab6_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#105;\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"6\" style=\"vertical-align: 0px;\"\/>\u304c\u3042\u308b\u3067\u3042\u308d\u3046\u3002\u3053\u306e\u3068\u304d\u3001<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-6227638579c143ae0e694c77da50cb81_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#116;&#95;&#105;\" title=\"Rendered by QuickLaTeX.com\" height=\"15\" width=\"11\" style=\"vertical-align: -3px;\"\/>\u3092<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-13197f4653c1fd428a291609eb1e3b87_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#116;&#97;&#117;\" title=\"Rendered by QuickLaTeX.com\" height=\"8\" width=\"10\" style=\"vertical-align: 0px;\"\/>\u306e\u8fd1\u4f3c\u5024<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-907d6e7cc48e587b02f1da5d8956152e_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#116;&#97;&#117;&#94;&#92;&#97;&#115;&#116;\" title=\"Rendered by QuickLaTeX.com\" height=\"13\" width=\"16\" style=\"vertical-align: 0px;\"\/>\u3068\u3059\u308b\u3002<\/p>\r\n\r\n\r\n\r\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-5b13d61e6d43a7c3ff3b5e3fda0f1270_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#48;&#92;&#108;&#101;&#32;&#116;&#32;&#92;&#108;&#101;&#32;&#49;&#48;\" title=\"Rendered by QuickLaTeX.com\" height=\"15\" width=\"81\" style=\"vertical-align: -3px;\"\/>\u3092100\u7b49\u5206\u3057\u3066\u4e0a\u8a18\u65b9\u6cd5\u306b\u3066<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-13197f4653c1fd428a291609eb1e3b87_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#116;&#97;&#117;\" title=\"Rendered by QuickLaTeX.com\" height=\"8\" width=\"10\" style=\"vertical-align: 0px;\"\/>\u306e\u8fd1\u4f3c\u5024<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-907d6e7cc48e587b02f1da5d8956152e_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#116;&#97;&#117;&#94;&#92;&#97;&#115;&#116;\" title=\"Rendered by QuickLaTeX.com\" height=\"13\" width=\"16\" style=\"vertical-align: 0px;\"\/>\u3092\u6c42\u3081\u3001\u8ab2\u984c6\u3067\u6c42\u3081\u305f\u5024\u3068\u306e\u5dee\uff08\u8aa4\u5dee\u3068\u547c\u3076\uff09<\/p>\r\n\r\n\r\n\r\n<p style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-efbc2b6520dc7e012f3ad85e8afb4d69_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#101;&#114;&#114;&#94;&#92;&#97;&#115;&#116;&#32;&#61;&#32;&#124;&#92;&#116;&#97;&#117;&#32;&#45;&#32;&#92;&#116;&#97;&#117;&#94;&#92;&#97;&#115;&#116;&#124;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"113\" style=\"vertical-align: -4px;\"\/><\/p>\r\n\r\n\r\n\r\n<p>\u3092\u6c42\u3081\u3088\u3002<\/p>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3195\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1.png\" alt=\"\" width=\"2080\" height=\"2071\" srcset=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1.png 2080w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-300x300.png 300w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-1024x1020.png 1024w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-150x150.png 150w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-768x765.png 768w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-1536x1529.png 1536w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-2048x2039.png 2048w\" sizes=\"auto, (max-width: 2080px) 100vw, 2080px\" \/><\/p>\r\n\r\n\r\n\r\n<p>\u6ce8\u610f\uff1a\u5f53\u7136\u306a\u304c\u3089\u523b\u307f\u6570\u3092100\u304b\u30891000\u306b\u5897\u3084\u305b\u3070\u3088\u308a\u6b63\u78ba\u306a\u5024\u304c\u6c42\u307e\u308b\u3002<\/p>\r\n\r\n\r\n\r\n<pre>\u53c2\u8003\uff1a\r\n\u8ab2\u984c8\u3001\u8ab2\u984c9\uff08\u6b21\u306b\u51fa\u3066\u304d\u307e\u3059\uff09\u306e\u65b9\u6cd5\u306f\u3001<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-e255c9713203d41cd017c10b2a39b417_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#78;&#40;&#116;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"35\" style=\"vertical-align: -4px;\"\/>\u304c\u5177\u4f53\u7684\u306b\u4e0e\u3048\u3089\u308c\u3066\u3044\u306a\u3044\u5834\u5408 \uff08\u4f8b\u3048\u3070\u5b9f\u6e2c\u30c7\u30fc\u30bf\u306a\u3069\uff09\u306b\u3082\u6709\u52b9\u306a\u306e\u3067\u3001\u5b9f\u7528\u7684\u3067\u3059\u3002<\/pre>\r\n\r\n\r\n\r\n\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c9\"><\/span><span style=\"text-decoration: underline;\"><strong>\u8ab2\u984c9<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>\u8ab2\u984c8\u306e\u65b9\u6cd5\u3067\u306f\u3042\u307e\u308a\u826f\u3044\u7cbe\u5ea6\u3067\u8fd1\u4f3c\u5024\u3092\u6c42\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u3002 \u6b21\u306e\u65b9\u6cd5\u3067\u3088\u308a\u7cbe\u5ea6\u826f\u304f\u8fd1\u4f3c\u5024\u3092\u3082\u3068\u3081\u308b\u3053\u3068\u3092\u8003\u3048\u308b\u3002<\/p>\r\n\r\n\r\n\r\n<p style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-c8a2acebf32c73038fa411bce71a5d87_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#78;&#40;&#116;&#95;&#105;&#41;&#32;&#62;&#32;&#48;&#46;&#53;&#32;&#92;&#103;&#101;&#32;&#78;&#40;&#116;&#95;&#123;&#105;&#43;&#49;&#125;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"170\" style=\"vertical-align: -5px;\"\/><\/p>\r\n\r\n\r\n\r\n<p>\u306a\u308b<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-695d9d59bd04859c6c99e7feb11daab6_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#105;\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"6\" style=\"vertical-align: 0px;\"\/>\u3092\u6c42\u3081\u30012\u70b9<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-4354fe9dc879ad4ce77c06c8f80969fb_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#40;&#116;&#95;&#105;&#44;&#32;&#78;&#40;&#116;&#95;&#105;&#41;&#41;&#44;&#32;&#40;&#116;&#95;&#123;&#105;&#43;&#49;&#125;&#44;&#32;&#78;&#40;&#116;&#95;&#123;&#105;&#43;&#49;&#125;&#41;&#41;\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"192\" style=\"vertical-align: -5px;\"\/> \u3092\u7d50\u3076\u76f4\u7dda\u3092\u8003\u3048\u308b\u3002 \u305d\u306e\u76f4\u7dda\u3068<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-d407c361c479ce9b1c82174b25ed18cf_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#78;&#32;&#61;&#32;&#48;&#46;&#53;\" title=\"Rendered by QuickLaTeX.com\" height=\"13\" width=\"62\" style=\"vertical-align: 0px;\"\/>\u306e\u76f4\u7dda\u306e\u4ea4\u70b9\u306e<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-b4e3cbf5d4c5c6d9b702dd139f14c147_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#116;\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"6\" style=\"vertical-align: 0px;\"\/>\u306e\u5024<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-7e02c0c33262c5b84d4fec879e5ff03c_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#116;&#97;&#117;&#94;&#123;&#92;&#97;&#115;&#116;&#92;&#97;&#115;&#116;&#125;\" title=\"Rendered by QuickLaTeX.com\" height=\"13\" width=\"23\" style=\"vertical-align: 0px;\"\/>\u3092\u3082\u3063\u3066\u3001<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-13197f4653c1fd428a291609eb1e3b87_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#116;&#97;&#117;\" title=\"Rendered by QuickLaTeX.com\" height=\"8\" width=\"10\" style=\"vertical-align: 0px;\"\/>\u306e\u8fd1\u4f3c\u5024\u3092\u3059\u308b\u3002 \uff08\u3053\u306e\u3088\u3046\u306a\u624b\u6cd5\u3092\u7dda\u5f62\u88dc\u9593\u3068\u547c\u3076\u3002\uff09<\/p>\r\n\r\n\r\n\r\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-5b13d61e6d43a7c3ff3b5e3fda0f1270_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#48;&#92;&#108;&#101;&#32;&#116;&#32;&#92;&#108;&#101;&#32;&#49;&#48;\" title=\"Rendered by QuickLaTeX.com\" height=\"15\" width=\"81\" style=\"vertical-align: -3px;\"\/>\u3092100\u7b49\u5206\u3057\u3066\u4e0a\u8a18\u65b9\u6cd5\u306b\u3066<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-13197f4653c1fd428a291609eb1e3b87_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#92;&#116;&#97;&#117;\" title=\"Rendered by QuickLaTeX.com\" height=\"8\" width=\"10\" style=\"vertical-align: 0px;\"\/>\u306e\u8fd1\u4f3c\u5024\u3092\u6c42\u3081\u3001\u8ab2\u984c7\u3067\u6c42\u3081\u305f\u5024\u3068\u306e\u5dee<\/p>\r\n\r\n\r\n\r\n<p style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/ql-cache\/quicklatex.com-a8b82bcf940ac9532547928f7ddca7fe_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#101;&#114;&#114;&#94;&#123;&#92;&#97;&#115;&#116;&#92;&#97;&#115;&#116;&#125;&#32;&#61;&#32;&#124;&#92;&#116;&#97;&#117;&#32;&#45;&#32;&#92;&#116;&#97;&#117;&#94;&#123;&#92;&#97;&#115;&#116;&#92;&#97;&#115;&#116;&#125;&#124;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"127\" style=\"vertical-align: -4px;\"\/><\/p>\r\n\r\n\r\n\r\n<p>\u3092\u6c42\u3081\u3088\u3002\u8ab2\u984c8\u306e\u7d50\u679c\u3088\u308a\u3082\u826f\u3044\u3060\u308d\u3046\u304b\uff1f<\/p>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3195 size-medium\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-300x300.png\" alt=\"\" width=\"300\" height=\"300\" srcset=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-300x300.png 300w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-1024x1020.png 1024w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-150x150.png 150w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-768x765.png 768w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-1536x1529.png 1536w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation-1-2048x2039.png 2048w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\r\n\r\n\r\n\r\n<pre>\u6ce8\u610f\uff1a\r\n\u8ab2\u984c8\u306e\u65b9\u6cd5\u3067\u3082\u523b\u307f\u6570\u3092\u5897\u3084\u305b\u3070\u3088\u308a\u6b63\u78ba\u306a\u5024\u304c\u6c42\u307e\u308b\u306e\u3067\u3042\u308b\u304c\u3001\u8ab2\u984c9\u306e\u88dc\u9593\u3092\u4f7f\u3048\u3070\u3001\u3042\u307e\u308a\u591a\u304f\u306a\u3044\u523b\u307f\u6570\u3067\u3082\u304b\u306a\u308a\u6b63\u78ba\u306a\u8fd1\u4f3c\u5024\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u3092\u5b9f\u611f\u3057\u3066\u307b\u3057\u3044\u3002<\/pre>\r\n\r\n\r\n\r\n\r\n<hr class=\"wp-block-separator\" \/>\r\n\r\n\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c10\"><\/span><span style=\"text-decoration: underline;\"><strong>\u8ab2\u984c10<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>\u8ab2\u984c9\u306b\u304a\u3044\u3066\u523b\u307f\u6570100\u3067\u8fd1\u4f3c\u5024\u3092\u6c42\u3081\u305f\u5834\u5408\u306e\u8aa4\u5dee\u3068\u540c\u7a0b\u5ea6\u306b\u5c0f\u3055\u3044\u8aa4\u5dee\u3068\u3059\u308b\u305f\u3081\u306b\u306f\u8ab2\u984c8\u306b\u304a\u3044\u3066\u523b\u307f\u6570\u3092\u3069\u306e\u7a0b\u5ea6\u306b\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u304b\u3002\u5b9f\u9a13\u3057\u3066\u307f\u3088\u3002\uff08\u5b9f\u306f\u3001\u523b\u307f\u6570\u30921\u305a\u3064\u5897\u3084\u3057\u3066\u3044\u304f\u3068\u3001\u523b\u307f\u5e45\u306b\u3088\u3063\u3066\u305f\u307e\u305f\u307e\u4e0a\u624b\u304f\u3044\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u3001\u4f55\u56de\u304b\u9023\u7d9a\u3067\u8ab2\u984c9\u306e\u3068\u304d\u306e\u5024\u3092\u4e0b\u56de\u308b\u307e\u3067\u50be\u5411\u3092\u307f\u308b\u3068\u826f\u3044\uff08\u5c11\u306a\u304f\u3068\u3082\u523b\u307f\u6570300000\u7a0b\u5ea6\uff09\uff09<\/p>\r\n\r\n\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c11%ef%bc%88%e4%bd%99%e5%8a%9b%e3%81%ae%e3%81%82%e3%82%8b%e4%ba%ba%e3%81%af%e3%83%88%e3%83%a9%e3%82%a4%ef%bc%81%ef%bc%89\"><\/span><span style=\"text-decoration: underline;\"><strong>\u8ab2\u984c11\uff08\u4f59\u529b\u306e\u3042\u308b\u4eba\u306f\u30c8\u30e9\u30a4\uff01\uff09<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<h2>\r\n\r\n<\/h2>\r\n<p>\u8ab2\u984c8\u304a\u3088\u3073\u8ab2\u984c9\u306e\u65b9\u6cd5\u306b\u304a\u3044\u3066\u3001\u6a2a\u8ef8\u523b\u307f\u6570\u30fb\u7e26\u8ef8err\uff08\u534a\u6e1b\u671f\u306e\u771f\u306e\u89e3\u3068\u6570\u5024\u89e3\u3068\u306e\u8aa4\u5dee\u306e\u7d76\u5bfe\u5024\uff09\u3068\u3057\u305f\u6b21\u306e\u3088\u3046\u306a\u56f3\u3092\u63cf\u3051\u3002<\/p>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3202\" src=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation2-1.png\" alt=\"\" width=\"631\" height=\"493\" srcset=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation2-1.png 631w, https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wordpress\/wp-content\/uploads\/2024\/03\/degradation2-1-300x234.png 300w\" sizes=\"auto, (max-width: 631px) 100vw, 631px\" \/><\/p>\r\n<p>\u6a2a\u8ef8\u30fb\u7e26\u8ef8\u3092\u5bfe\u6570\u8ef8\u306b\u3059\u308b\u306b\u306f\u3001\u305d\u308c\u305e\u308c<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">ax.set_xscale('log')\r\nax.set_yscale('log')<\/pre>\r\n<h2>\r\n\r\n<\/h2>\r\n<hr \/>\r\n<h1 id=\"matplotlib_anime\"><span class=\"ez-toc-section\" id=\"matplotlib%e3%81%a7%e3%81%ae%e3%82%a2%e3%83%8b%e3%83%a1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3\"><\/span>matplotlib\u3067\u306e\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3<span class=\"ez-toc-section-end\"><\/span><\/h1>\r\n<h2>\r\n\r\n<\/h2>\r\n<p>\u3053\u306e\u6388\u696d\u306e\u7bc4\u56f2\u3067\u624b\u8efd\u306b\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u306e\u63cf\u753b\u3092\u884c\u3046\u65b9\u6cd5\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u65b9\u5f0f\u3067\u5341\u5206\u3067\u3059\u3002\u305f\u3060\u3057\u3001matplotlib\u306eanimation\u306e\u95a2\u6570\u3092\u4f7f\u3063\u305f\u3001\u3088\u308a\u9ad8\u901f\u306a\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002\u4e0b\u306e\u65b9\u306b\u4ed8\u9332\u3068\u3057\u3066\u8a18\u8f09\u3057\u3066\u304a\u304f\u306e\u3067\u3001\u4f59\u529b\u304c\u3042\u308b\u4eba\u306f\u898b\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<h2>\r\n\r\n\r\n\r\n<\/h2>\r\n<p>\u3053\u306e\u6f14\u7fd2\u3067\u30e1\u30a4\u30f3\u306b\u7528\u3044\u308b\u65b9\u6cd5\u306f\u3001\u4e00\u5ea6\u63cf\u3044\u305f\u30b0\u30e9\u30d5\u306e\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u3067\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308b\u65b9\u6cd5\u3067\u3059\u3002\u984c\u6750\u3068\u3057\u3066\u9032\u884c\u6ce2\u3092\u63cf\u304f\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7528\u610f\u3057\u305f\u306e\u3067\u5b9f\u884c\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<h2 class=\"wp-block-heading\">\r\n\r\n<\/h2>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nfig = plt.figure()\r\nax = fig.add_subplot(111)\r\n\r\nx = np.arange(0, 10, 0.1)\r\ny = np.sin(x)\r\ndt = 0.05\r\nv = 1.0\r\nlines = ax.plot(x, y, \"r\")\r\nfor i in range(100):\r\n    t = dt * i\r\n    y = np.sin(x - v*t)\r\n    lines[0].set_data(x,y)\r\n    plt.pause(0.01)\r\n\r\nplt.show()<\/pre>\r\n<h2>\r\n\r\n<\/h2>\r\n<p>\u30b0\u30e9\u30d5\u81ea\u4f53\u306e\u5b9f\u614b\u3068\u3057\u3066lines\u304c\u307e\u305a\u3001lines = ax.plot(x, y, &#8220;r&#8221;)\u306b\u3088\u3063\u3066\u4f5c\u3089\u308c\u3066\u3044\u307e\u3059\u3002ax.plot\u95a2\u6570\u306f\u30b0\u30e9\u30d5\u3092\u63cf\u304f\u3068\u540c\u6642\u306b\u3001\u95a2\u6570\u3068\u3057\u3066\u63cf\u304b\u308c\u305f\u30b0\u30e9\u30d5\u306b\u95a2\u3059\u308b\u69d8\u3005\u306a\u60c5\u5831\u3092return\u3057\u3066\u304f\u308c\u304a\u308a\u3001\u3053\u306e\u5024\u3092lines\u306b\u4ee3\u5165\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306elines\u3001\u5b9f\u306flist\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u3001lines\u306e1\u500b\u76ee\u306e\u8981\u7d20\u306b\u3064\u3044\u3066\u3001\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u8a73\u7d30\u306b\u89e6\u308c\u307e\u305b\u3093\u304c\u3001\u305d\u306e\u4e2d\u3067line\u3068\u3057\u3066\u53d7\u3051\u53d6\u3063\u305f\u3082\u306e\u3092\u5909\u66f4\u3059\u308b\u3068\u30b0\u30e9\u30d5\u304c\u5909\u308f\u308b\u3053\u3068\u3060\u3051\u899a\u3048\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<p>\u3053\u306e\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u3060\u3051\u3067\u306f\u30b0\u30e9\u30d5\u306e\u63cf\u753b\u306f\u5909\u66f4\u3055\u308c\u306a\u3044\u306e\u3067\u3001\u305d\u306e\u6b21\u306e\u884c\u306b\u3042\u308bplt.pause(0.01)\u306b\u3088\u308a\u30b0\u30e9\u30d5\u306f\u66f4\u65b0\u3055\u308c\u307e\u3059\u30020.01\u306f\u66f4\u65b0\u3055\u308c\u305f\u5f8c\u306b\u305d\u306e\u307e\u307e\u4f55\u79d2\u5f85\u3064\u304b\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u5909\u3048\u3066\u307f\u3066\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u306e\u9032\u3080\u901f\u5ea6\u304c\u3069\u3046\u5909\u308f\u308b\u306e\u304b\u78ba\u304b\u3081\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<h4><span class=\"ez-toc-section\" id=\"%e5%b0%8f%e3%83%8d%e3%82%bf%ef%bc%9alines%e3%81%8c%e3%83%aa%e3%82%b9%e3%83%88%e3%81%ae%e7%90%86%e7%94%b1\"><\/span>\u5c0f\u30cd\u30bf\uff1alines\u304c\u30ea\u30b9\u30c8\u306e\u7406\u7531<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>lines\u306f\u306a\u305c\u30ea\u30b9\u30c8\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<br \/>\u5b9f\u306f\u8907\u6570\u306e\u30b0\u30e9\u30d5\u3092\u63cf\u304f\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u4e0a\u3067\u7d39\u4ecb\u3057\u305f\u300c<a href=\"#multilines\">\u8907\u6570\u306e\u7dda\u3092\u4e00\u3064\u306e\u30b0\u30e9\u30d5\u306e\u4e2d\u306b\u63cf\u304f<\/a>\u300d\u306b\u95a2\u4fc2\u3057\u307e\u3059\u3002<br \/>\u52d5\u304b\u3059\u7dda\u304c2\u672c\u306e\u5834\u5408\u306b\u3064\u3044\u3066\u8003\u3048\u307e\u3057\u3087\u3046\u3002<br \/>\u300c<a href=\"#multilines\">\u8907\u6570\u306e\u7dda\u3092\u4e00\u3064\u306e\u30b0\u30e9\u30d5\u306e\u4e2d\u306b\u63cf\u304f<\/a>\u300d\u306e\u65b9\u6cd51\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<h2>\r\n\r\n<\/h2>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nfig = plt.figure()\r\nax = fig.add_subplot(111)\r\n\r\nx = np.arange(0, 10, 0.1)\r\ny = np.sin(x)\r\ndt = 0.05\r\nv = 1.0\r\nline1 = ax.plot(x, y, \"r\")\r\nline2 = ax.plot(x, y, \"b\")\r\nfor i in range(100):\r\n    t = dt * i\r\n    y = np.sin(x - v*t)\r\n    line1[0].set_data(x,y)\r\n    y = np.sin(x + v*t)\r\n    line2[0].set_data(x,y)\r\n    plt.pause(0.01)\r\n\r\nplt.show()<\/pre>\r\n<p>\u4e00\u65b9\u3001\u300c<a href=\"#multilines\">\u8907\u6570\u306e\u7dda\u3092\u4e00\u3064\u306e\u30b0\u30e9\u30d5\u306e\u4e2d\u306b\u63cf\u304f<\/a>\u300d\u306e\u65b9\u6cd52\u306e\u5834\u5408\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\n\r\nfig = plt.figure()\r\nax = fig.add_subplot(111)\r\n\r\nx = np.arange(0, 10, 0.1)\r\ny = np.sin(x)\r\ndt = 0.05\r\nv = 1.0\r\nline = ax.plot(x, y, \"r\", x, y, \"b\")\r\nfor i in range(100):\r\n    t = dt * i\r\n    y = np.sin(x - v*t)\r\n    line[0].set_data(x,y)\r\n    y = np.sin(x + v*t)\r\n    line[1].set_data(x,y)\r\n    plt.pause(0.01)\r\n\r\nplt.show()<\/pre>\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c12\"><\/span><span style=\"text-decoration: underline;\"><strong>\u8ab2\u984c12<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>\u5186\u304cx\u8ef8\u4e0a\u30920\u304b\u308910\u307e\u3067\u79fb\u52d5\u3059\u308b\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308c\u3002<br \/><br \/>\u203b\u6ce8\u610f\uff1aset_data\u306f\u5f15\u6570\u3068\u3057\u3066array\u578b\uff08\u307e\u305f\u306f\u30ea\u30b9\u30c8\uff09\u304c\u7528\u3044\u3089\u308c\u308b\u3053\u3068\u304c\u60f3\u5b9a\u3055\u308c\u3066\u3044\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u5358\u4e00\u306e\u70b9\u3092\u63cf\u753b\u3059\u308b\u3088\u3046\u306a\u5834\u5408\u306bx\u304a\u3088\u3073y\u5ea7\u6a19\u306e\u30c7\u30fc\u30bf\u304c\u30b9\u30ab\u30e9\u30fc\u3068\u306a\u3063\u3066\u3044\u308b\u3068\u3001\u30a8\u30e9\u30fc\u304c\u8d77\u304d\u3066\u3057\u307e\u3046\u3002\u305d\u306e\u305f\u3081\u3001\u4ee5\u4e0b\u306e\u4f8b\u306e\u3088\u3046\u306b\u7121\u7406\u3084\u308aarray\u578b\u307e\u305f\u306f\u30ea\u30b9\u30c8\u306b\u66f8\u304d\u63db\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">ax.set_data(0.0, 0.0)<\/pre>\r\n<p>\u306f\u30a8\u30e9\u30fc\u304c\u51fa\u308b\u304c\u3001<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">ax.set_data([0.0], [0.0])<\/pre>\r\n<p>\u3068\u3059\u308c\u3070\u826f\u3044\u3002<\/p>\r\n<h2>\r\n\r\n<\/h2>\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c13\"><\/span><span style=\"text-decoration: underline;\">\u8ab2\u984c13<\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>\u3044\u305a\u308c\u304b\u306e\u65b9\u6cd5\u3092\u7528\u3044\u3066\u3001\u4e2d\u5fc3\u5ea7\u6a19\u306b\u5186\u3092\u63cf\u304d\u305d\u306e\u5468\u308a\u3092\u5186\u304c\u516c\u8ee2\u3059\u308b\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u305b\u3088\uff08\u904b\u52d5\u65b9\u7a0b\u5f0f\u3092\u8003\u3048\u308b\u5fc5\u8981\u306f\u306a\u3044\uff09\u3002<\/p>\r\n<hr \/>\r\n<h4><span class=\"ez-toc-section\" id=\"%e8%aa%b2%e9%a1%8c14\"><\/span><span style=\"text-decoration: underline;\">\u8ab2\u984c14<\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>\u592a\u967d\u7cfb\u60d1\u661f\u306e\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u305b\u3088\u3002<br \/>\u30fb2\u6b21\u5143\u5e73\u9762\u3078\u306e\u5c04\u5f71\u3067\u826f\u3044\uff083\u6b21\u5143\u306e\u63cf\u753b\u306f\u8272\u3005\u3042\u308b\u306e\u3067\u8abf\u3079\u3066\u307f\u3088\uff09<br \/>\u30fb\u516c\u8ee2\u5468\u671f\u306f\u5404\u81ea\u3067\u8abf\u3079\u308b<br \/>\u30fb\u516c\u8ee2\u8ecc\u9053\u306f\u6955\u5186\u3067\u3082\u826f\u3044\u3057\u3001\u7c21\u5358\u306e\u305f\u3081\u306b\u5186\u3067\u8fd1\u4f3c\u3057\u3066\u3082\u826f\u3044<br \/>\u30fb\u60d1\u661f\u306e\u534a\u5f84\u307e\u3067\u518d\u73fe\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044<br \/>\u30fb\u5fc5\u8981\u3067\u3042\u308c\u3070\u3001\u5ea7\u6a19\u7cfb\u3092\u8907\u6570\u7528\u610f\u3057\u3066\u826f\u3044\uff08\u592a\u967d\u8fd1\u508d\u306e\u5ea7\u6a19\u7cfb\uff0b\u5168\u4f53\u306e\u5ea7\u6a19\u7cfb\u3001\u306a\u3069\uff09\u3002<\/p>\r\n<hr \/>\r\n<h2 id=\"anime_list\"><span class=\"ez-toc-section\" id=\"%e4%bb%98%e9%8c%b2%ef%bc%9amatplotlib%e3%81%aeanimation%e9%96%a2%e6%95%b0%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%9f%e3%82%a2%e3%83%8b%e3%83%a1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%81%ae%e6%8f%8f%e7%94%bb\"><\/span>\u4ed8\u9332\uff1amatplotlib\u306eanimation\u95a2\u6570\u3092\u4f7f\u3063\u305f\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u306e\u63cf\u753b<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<h3><span class=\"ez-toc-section\" id=\"%e6%96%b9%e6%b3%951%ef%bc%9a%e5%85%a8%e3%81%a6%e3%81%ae%e5%9b%b3%e3%82%92%e5%a4%89%e6%95%b0%e3%81%ab%e6%a0%bc%e7%b4%8d%e3%81%97%e3%80%81%e3%83%91%e3%83%a9%e3%83%91%e3%83%a9%e6%bc%ab%e7%94%bb%e7%9a%84%e3%81%ab%e6%8f%8f%e7%94%bb\"><\/span>\u65b9\u6cd51\uff1a\u5168\u3066\u306e\u56f3\u3092\u5909\u6570\u306b\u683c\u7d0d\u3057\u3001\u30d1\u30e9\u30d1\u30e9\u6f2b\u753b\u7684\u306b\u63cf\u753b<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<h2>\r\n\r\n<\/h2>\r\n<p>\u6b21\u306f\u4e00\u5ea6\u63cf\u304b\u308c\u305f\u30b0\u30e9\u30d5\u306e\u30c7\u30fc\u30bf\u3092\u5909\u66f4\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5c11\u3057\u305a\u3064\u305a\u3089\u3057\u305f\u30b0\u30e9\u30d5\u3092\u7528\u610f\u3057\u3066\u3001\u305d\u306e\u305f\u304f\u3055\u3093\u306e\u30b0\u30e9\u30d5\u3092\u4e00\u3064\u306e\u95a2\u6570\u306b\u6e21\u3059\u3053\u3068\u3067\u307e\u3055\u306b\u300c\u30d1\u30e9\u30d1\u30e9\u6f2b\u753b\u300d\u306e\u8981\u9818\u3067\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\r\n<h2>\r\n\r\n<\/h2>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\nimport matplotlib.animation as animation\r\n\r\nfig = plt.figure()\r\nax = fig.add_subplot(111)\r\n\r\nx = np.arange(0, 10, 0.1)\r\ny = np.sin(x)\r\ndt = 0.05\r\nv = 1.0\r\nims = []\r\nfor i in range(500):\r\n    t = dt * i\r\n    y = np.sin(x - v*t)\r\n    im = ax.plot(x, y, \"r\")\r\n    ims.append(im)\r\n\r\nani = animation.ArtistAnimation(fig, ims, interval=0.05)\r\nplt.show()<\/pre>\r\n<h2>\r\n\r\n<\/h2>\r\n<p>\u6f14\u7fd2\u3067\u884c\u306a\u3063\u305f\u3084\u308a\u65b9\uff08\u4ee5\u4e0b\u3001\u65b9\u6cd50\u3068\u547c\u3073\u307e\u3059\uff09\u3067\u306f\u3001ax.plot\u95a2\u6570\u306ffor\u6587\u306e\u5916\u5074\u3067\u4e00\u5ea6\u4f7f\u3063\u305f\u3060\u3051\u3067\u3059\u304c\u3001\u4eca\u56de\u306ffor\u6587\u306e\u4e2d\u3067\u6bce\u56de\u547c\u3073\u51fa\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u305d\u306e\u30b0\u30e9\u30d5\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092im\u3068\u3057\u3066\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002for\u6587\u306e\u76f4\u524d\u306b\u66f8\u3044\u3066\u3042\u308bims = []\u3068\u3044\u3046\u30b3\u30fc\u30c9\u306f\u3001\u305d\u306e\u30d1\u30e9\u30d1\u30e9\u6f2b\u753b\u3092\u683c\u7d0d\u3059\u308b\u305f\u3081\u306e\u30ea\u30b9\u30c8\u3067\u3059\u304c\u3001\u6700\u521d\u306f\u7a7a\u306e\u30ea\u30b9\u30c8\u3067\u3059\u3002ims.append(im)\u306b\u3088\u3063\u3066\u5b9f\u969b\u306b\u683c\u7d0d\u3057\u3066\u3044\u304d\u3001for\u6587\u304c\u7d42\u4e86\u3059\u308b\u3068ims\u306e\u4e2d\u306b50\u679a\u306e\u7d75\u304c\u7528\u610f\u3055\u308c\u305f\u3068\u601d\u3063\u3066\u304f\u3060\u3055\u3044\u3002 \u6700\u5f8c\u306b\u7528\u610f\u3055\u308c\u305fims\u3068\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u66f8\u304d\u51fa\u3057\u305f\u3044\u30ad\u30e3\u30f3\u30d0\u30b9\u3067\u3042\u308bfig\u3092\u5f15\u6570\u3068\u3057\u3066\u6301\u3064animation.ArtistAnimation\u95a2\u6570\u306b\u4e8c\u3064\u306e\u5909\u6570\u3092\u6e21\u3059\u3053\u3068\u3067\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n<h2>\r\n\r\n<\/h2>\r\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%e6%96%b9%e6%b3%952%ef%bc%9a%e5%a4%89%e5%8c%96%e3%82%92%e5%ae%9a%e7%be%a9%e3%81%99%e3%82%8b%e9%96%a2%e6%95%b0%e3%82%92%e4%b8%8e%e3%81%88%e3%82%8b%e6%96%b9%e6%b3%95\"><\/span>\u65b9\u6cd52\uff1a\u5909\u5316\u3092\u5b9a\u7fa9\u3059\u308b\u95a2\u6570\u3092\u4e0e\u3048\u308b\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<h2>\r\n\r\n<\/h2>\r\n<p>\u65b9\u6cd51\u306b\u304b\u306a\u308a\u8fd1\u3044\u3084\u308a\u65b9\u3067\u3059\u304c\u3001\u5c11\u3057\u9055\u3046\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\r\n<h2>\r\n\r\n<\/h2>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\r\nimport matplotlib.pyplot as plt\r\nimport matplotlib.animation as animation\r\n\r\nfig = plt.figure()\r\nax = fig.add_subplot(111)\r\n\r\nx = np.arange(0, 10, 0.1)\r\ny = np.sin(x)\r\ndt = 0.05\r\nv = 1.0\r\nline = ax.plot(x, y)\r\n\r\ndef init():  # only required for blitting to give a clean slate.\r\n    line[0].set_ydata([np.nan] * len(x))\r\n    return line\r\n\r\ndef animate(i):\r\n    line[0].set_ydata(np.sin(x + i \/ 100))  # update the data.\r\n    return line\r\n\r\nani = animation.FuncAnimation(fig, animate, init_func = init, interval=1, blit=True, save_count=100)\r\nplt.show()<\/pre>\r\n<h2>\r\n\r\n<\/h2>\r\n<p>\u3053\u306e\u65b9\u6cd5\u3067\u306ffor\u6587\u3092\u76f4\u63a5\u4f7f\u308f\u305a\u306b\u3001animation.FuncAnimation\u95a2\u6570\u306bfor\u6587\u3067\u4f7f\u308f\u308c\u308b\u30b3\u30fc\u30c9\u3092animate\u95a2\u6570\u3068\u3057\u3066\u4e0e\u3048\u308b\u3053\u3068\u3067\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u63cf\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u3069\u306e\u3084\u308a\u65b9\u3082\u4e00\u9577\u4e00\u77ed\u306a\u306e\u3067\u3059\u304c\u3001\u305f\u3076\u3093\u65b9\u6cd50\u304c\u4e00\u756a\u697d\u304b\u3068\u601d\u3044\u307e\u3059\u3002 \u305f\u3060\u3057\u3001\u4f5c\u3063\u305f\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u52d5\u753b\u5f62\u5f0f\u3067\u4fdd\u5b58\u3059\u308b\u306b\u306f\u3001\u65b9\u6cd51\u304b\u65b9\u6cd52\u3067\u3042\u308b\u3068\u697d\u3067\u3057\u3087\u3046\u3002<\/p>\r\n<h2 id=\"jupyter_setup\"><span class=\"ez-toc-section\" id=\"%e4%bb%98%e9%8c%b2%ef%bc%9ajupyter_notebook%e3%81%a7%e3%82%a2%e3%83%8b%e3%83%a1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%82%92%e8%a6%8b%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ae%e8%a8%ad%e5%ae%9a\"><\/span>\u4ed8\u9332\uff1aJupyter Notebook\u3067\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u898b\u308b\u305f\u3081\u306e\u8a2d\u5b9a<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<p><strong><span style=\"color: #ff0000;\">\r\n\r\n<\/span><\/strong><\/p>\r\n<p><strong><span style=\"color: #ff0000;\">\u203bmacOS Mojave\u4ee5\u524d\u3067\u306f\u3053\u306e\u65b9\u6cd5\u306f\u4f7f\u3048\u307e\u305b\u3093\uff01\u5f37\u5236\u30ed\u30b0\u30a2\u30a6\u30c8\u3055\u308c\u307e\u3059\uff01<\/span><\/strong><\/p>\r\n<pre> macOS Catalina\u4ee5\u964d\u3067\u306f\u89e3\u6c7a\u3057\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<\/pre>\r\n<p>\u524d\u56de\u306e\u6700\u5f8c\u306b\u3001Jupyter Notebook\u3092\u4f7f\u3063\u3066\u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3057\u3001Jupyter Notebook\u4e0a\u3067\u898b\u308b\u305f\u3081\u306b\u306f\u3001\u521d\u3081\u306b\u304a\u307e\u3058\u306a\u3044\u3068\u3057\u3066<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">%matplotlib inline<\/pre>\r\n<p>\r\n\r\n<\/p>\r\n<p>\u3068\u66f8\u304f\u3001\u3068\u3044\u3044\u307e\u3057\u305f\u3002\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u898b\u308b\u305f\u3081\u306b\u306f\u3001\u3053\u306e\u65b9\u6cd5\u3067\u306f\u898b\u3089\u308c\u306a\u3044\u305f\u3081\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5909\u66f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">%matplotlib tk<\/pre>\r\n<p>\r\n\r\n<\/p>\r\n<p>\u3053\u306e\u90e8\u5206\u3092\u5909\u66f4\u3057\u3066\u5b9f\u884c\u3057\u3066\u3082\u3001\u3059\u3067\u306b\u5148\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066jupyter notebook\u3092\u4f7f\u3063\u3066\u3044\u308b\u5834\u5408\u306b\u306f\u3001\u5909\u66f4\u304c\u304d\u304d\u307e\u305b\u3093\u3002 \u65b0\u3057\u304f\u4e8c\u3064\u76ee\u306e\u30b3\u30de\u30f3\u30c9\u3092\u6709\u52b9\u306b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3044\u3063\u305f\u3093notebook\u3092\u9589\u3058\u308b\u304b\u3001\u30c4\u30fc\u30eb\u30d0\u30fc\u306ekernel\u3092\u9078\u629e\u3057\u3066Restart\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u518d\u8d77\u52d5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>\u7b2c\uff13\u30fb\uff14\u56de\uff08\u7b2c\uff12\u9031\uff09 \u4eca\u9031\u306e\u76ee\u6a19 \u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3059\u308b \u7c21\u5358\u306a\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\u3092\u89e3\u3044\u3066\u63cf\u753b\u3059\u308b \u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u63cf\u753b\u3059\u308b \u3010\u91cd\u8981\u3011\u30b0\u30e9\u30d5\u3092\u5225\u30a6\u30a3\u30f3\u30c9\u30a6\u3067\u63cf\u753b\u3059\u308b\u305f\u3081\u306eSpyder\u306e\u8a2d\u5b9a \u7279\u306b\u4f55\u3082\u8a2d\u5b9a\u3057\u3066\u3044\u306a\u3044\u72b6\u614b\u3067\u30b0\u30e9\u30d5\u306a\u3069\u3092\u63cf &hellip; <a href=\"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/%e6%8e%88%e6%a5%ad%e8%b3%87%e6%96%99\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92\/%e8%a8%88%e7%ae%97%e6%95%b0%e7%90%86a%e6%bc%94%e7%bf%92%e7%ac%ac3%e3%83%bb4%e5%9b%9e\/\" class=\"more-link\">\u7d9a\u304d\u3092\u8aad\u3080 <span class=\"screen-reader-text\">\u8a08\u7b97\u6570\u7406A\u6f14\u7fd2\u7b2c3\u30fb4\u56de<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":2139,"menu_order":3,"comment_status":"closed","ping_status":"closed","template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"footnotes":""},"class_list":["post-2144","page","type-page","status-publish","hentry"],"aioseo_notices":[],"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/PaSLRw-yA","_links":{"self":[{"href":"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wp-json\/wp\/v2\/pages\/2144","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wp-json\/wp\/v2\/comments?post=2144"}],"version-history":[{"count":66,"href":"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wp-json\/wp\/v2\/pages\/2144\/revisions"}],"predecessor-version":[{"id":3608,"href":"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wp-json\/wp\/v2\/pages\/2144\/revisions\/3608"}],"up":[{"embeddable":true,"href":"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wp-json\/wp\/v2\/pages\/2139"}],"wp:attachment":[{"href":"https:\/\/home.hiroshima-u.ac.jp\/~mafujii\/wp-json\/wp\/v2\/media?parent=2144"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}