{"id":2284,"date":"2023-07-22T22:31:29","date_gmt":"2023-07-22T22:31:29","guid":{"rendered":"https:\/\/statorials.org\/ja\/python%e3%81%a6%e3%82%99%e9%80%a3%e7%ab%8b%e6%96%b9%e7%a8%8b%e5%bc%8f%e3%82%92%e8%a7%a3%e3%81%8f\/"},"modified":"2023-07-22T22:31:29","modified_gmt":"2023-07-22T22:31:29","slug":"python%e3%81%a6%e3%82%99%e9%80%a3%e7%ab%8b%e6%96%b9%e7%a8%8b%e5%bc%8f%e3%82%92%e8%a7%a3%e3%81%8f","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/python%e3%81%a6%e3%82%99%e9%80%a3%e7%ab%8b%e6%96%b9%e7%a8%8b%e5%bc%8f%e3%82%92%e8%a7%a3%e3%81%8f\/","title":{"rendered":"Python \u3067\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f\u65b9\u6cd5 (3 \u3064\u306e\u4f8b)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Python \u3067\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f\u306b\u306f\u3001 <a href=\"https:\/\/numpy.org\/\" target=\"_blank\" rel=\"noopener\">NumPy<\/a>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001NumPy \u3092\u4f7f\u7528\u3057\u3066 Python \u3067\u3044\u304f\u3064\u304b\u306e\u7570\u306a\u308b\u65b9\u7a0b\u5f0f\u7cfb\u3092\u89e3\u304f\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 1: 2 \u3064\u306e\u5909\u6570\u3067\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u9023\u7acb\u65b9\u7a0b\u5f0f\u304c\u3042\u308a\u3001x \u3068 y \u306e\u5024\u3092\u89e3\u304d\u305f\u3044\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">5x + 4 \u5e74 = 35<\/span><\/p>\n<p> <span style=\"color: #000000;\">2x + 6 \u5e74 = 36<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001NumPy \u3092\u4f7f\u7528\u3057\u3066 x \u3068 y \u306e\u5024\u3092\u89e3\u6c7a\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#define left-hand side of equation\n<\/span>left_side = np. <span style=\"color: #3366ff;\">array<\/span> ([[5, 4], [2, 6]])\n\n<span style=\"color: #008080;\">#define right-hand side of equation\n<\/span>right_side = np. <span style=\"color: #3366ff;\">array<\/span> ([35, 36])\n\n<span style=\"color: #008080;\">#solve for x and y\n<\/span>n.p. <span style=\"color: #3366ff;\">linalg<\/span> . <span style=\"color: #3366ff;\">inv<\/span> (left_side). <span style=\"color: #3366ff;\">dot<\/span> (right_side)\n\narray([3., 5.])\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001 x \u306e\u5024\u304c<strong>3<\/strong>\u3067\u3042\u308a\u3001 y \u306e\u5024\u304c<strong>5<\/strong>\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 2: 3 \u3064\u306e\u5909\u6570\u3092\u4f7f\u7528\u3057\u3066\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u9023\u7acb\u65b9\u7a0b\u5f0f\u304c\u3042\u308a\u3001x\u3001y\u3001z \u306e\u5024\u3092\u89e3\u304d\u305f\u3044\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">4x + 2y + 1z = 34<\/span><\/p>\n<p> <span style=\"color: #000000;\">3x + 5 \u5e74 \u2013 2z = 41<\/span><\/p>\n<p> <span style=\"color: #000000;\">2x + 2a + 4z = 30<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001NumPy \u3092\u4f7f\u7528\u3057\u3066 x\u3001y\u3001z \u306e\u5024\u3092\u89e3\u6c7a\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#define left-hand side of equation\n<\/span>left_side = np. <span style=\"color: #3366ff;\">array<\/span> ([[4, 2, 1], [3, 5, -2], [2, 2, 4]])\n\n<span style=\"color: #008080;\">#define right-hand side of equation\n<\/span>right_side = np. <span style=\"color: #3366ff;\">array<\/span> ([34, 41, 30])\n\n<span style=\"color: #008080;\">#solve for x, y, and z\n<\/span>n.p. <span style=\"color: #3366ff;\">linalg<\/span> . <span style=\"color: #3366ff;\">inv<\/span> (left_side). <span style=\"color: #3366ff;\">dot<\/span> (right_side)\n\narray([5., 6., 2.])\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001 x \u306e\u5024\u304c<strong>5<\/strong> \u3001 y \u306e\u5024\u304c<strong>6<\/strong> \u3001 z \u306e\u5024\u304c<strong>2<\/strong>\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 3: 4 \u3064\u306e\u5909\u6570\u3092\u4f7f\u7528\u3057\u3066\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u9023\u7acb\u65b9\u7a0b\u5f0f\u304c\u3042\u308a\u3001w\u3001x\u3001y\u3001z \u306e\u5024\u3092\u89e3\u304d\u305f\u3044\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">6w + 2x + 2y + 1z = 37<\/span><\/p>\n<p> <span style=\"color: #000000;\">2w + 1x + 1y + 0z = 14<\/span><\/p>\n<p> <span style=\"color: #000000;\">3s + 2x + 2a + 4z = 28<\/span><\/p>\n<p> <span style=\"color: #000000;\">2w + 0x + 5y + 5z = 28<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001NumPy \u3092\u4f7f\u7528\u3057\u3066 w\u3001x\u3001y\u3001z \u306e\u5024\u3092\u89e3\u6c7a\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np<\/span>\n\n#define left-hand side of equation\n<\/span>left_side = np. <span style=\"color: #3366ff;\">array<\/span> ([[6, 2, 2, 1], [2, 1, 1, 0], [3, 2, 2, 4], [2, 0, 5, 5]])\n\n<span style=\"color: #008080;\">#define right-hand side of equation\n<\/span>right_side = np. <span style=\"color: #3366ff;\">array<\/span> ([37, 14, 28, 28])\n\n<span style=\"color: #008080;\">#solve for w, x, y, and z\n<\/span>n.p. <span style=\"color: #3366ff;\">linalg<\/span> . <span style=\"color: #3366ff;\">inv<\/span> (left_side). <span style=\"color: #3366ff;\">dot<\/span> (right_side)\n \narray([4., 3., 3., 1.])\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001 w \u306e\u5024\u304c<strong>4<\/strong> \u3001 x \u304c<strong>3<\/strong> \u3001 y \u304c<strong>3<\/strong> \u3001 z \u304c<strong>1<\/strong>\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u4ed6\u306e\u7d71\u8a08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f7f\u7528\u3057\u3066\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ja\/r-\u306e\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f\/\" target=\"_blank\" rel=\"noopener\">R \u3067\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/excel\u3066\u3099\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f\/\" target=\"_blank\" rel=\"noopener\">Excel \u3067\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python \u3067\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f\u306b\u306f\u3001 NumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u6b21\u306e\u4f8b\u306f\u3001NumPy \u3092\u4f7f\u7528\u3057\u3066 Python \u3067\u3044\u304f\u3064\u304b\u306e\u7570\u306a\u308b\u65b9\u7a0b\u5f0f\u7cfb\u3092\u89e3\u304f\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002 \u4f8b 1: 2 \u3064\u306e\u5909\u6570\u3067\u9023\u7acb\u65b9\u7a0b\u5f0f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-2284","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python \u3067\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f\u65b9\u6cd5 (3 \u3064\u306e\u4f8b) - Statology<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u3067\u9023\u7acb\u65b9\u7a0b\u5f0f\u3092\u89e3\u304f\u65b9\u6cd5\u3092\u3044\u304f\u3064\u304b\u306e\u4f8b\u3068\u3068\u3082\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link 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