{"id":17687,"date":"2024-03-16T07:23:43","date_gmt":"2024-03-15T22:23:43","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/numpy%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6%e7%b5%b1%e8%a8%88%e5%88%86%e6%9e%90%e3%82%92%e8%a1%8c%e3%81%86%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%ef%bc%9f\/"},"modified":"2025-08-06T13:02:21","modified_gmt":"2025-08-06T04:02:21","slug":"numpy%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6%e7%b5%b1%e8%a8%88%e5%88%86%e6%9e%90%e3%82%92%e8%a1%8c%e3%81%86%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/numpy%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6%e7%b5%b1%e8%a8%88%e5%88%86%e6%9e%90%e3%82%92%e8%a1%8c%e3%81%86%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%ef%bc%9f\/","title":{"rendered":"NumPy\u3092\u4f7f\u7528\u3057\u3066\u7d71\u8a08\u5206\u6790\u3092\u884c\u3046\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f"},"content":{"rendered":"<p>NumPy\uff08Numerical Python\uff09\u306f\u3001\u79d1\u5b66\u8a08\u7b97\u306b\u4f7f\u7528\u3059\u308bPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u52b9\u7387\u7684\u306a\u591a\u6b21\u5143\u914d\u5217\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u305d\u306e\u51e6\u7406\u7528\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002NumPy\u306f\u3001\u8a18\u8ff0\u7d71\u8a08\u3001\u4eee\u8aac\u691c\u5b9a\u3001\u76f8\u95a2\u5206\u6790\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7d71\u8a08\u5206\u6790\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306fNumPy\u3092\u4f7f\u7528\u3057\u3066\u7d71\u8a08\u89e3\u6790\u3092\u884c\u3046\u969b\u306e\u4e00\u822c\u7684\u306a\u64cd\u4f5c\u3067\u3059\uff1a<\/p>\n<ol>\n<li>NumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\r\n<\/code><\/pre>\n<ol>\n<li>NumPy\u306e\u914d\u5217\u3092\u4f5c\u6210\u3059\u308b\uff1a<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code>data = np.array([<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">5<\/span>])\r\n<\/code><\/pre>\n<ol>\n<li>\u8a18\u8ff0\u7d71\u8a08:<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code><span class=\"hljs-comment\"># \u5e73\u5747\u503c<\/span>\r\nmean = np.mean(data)\r\n\r\n<span class=\"hljs-comment\"># \u4e2d\u4f4d\u6570<\/span>\r\nmedian = np.median(data)\r\n\r\n<span class=\"hljs-comment\"># \u65b9\u5dee<\/span>\r\nvariance = np.var(data)\r\n\r\n<span class=\"hljs-comment\"># \u6807\u51c6\u5dee<\/span>\r\nstd_dev = np.std(data)\r\n\r\n<span class=\"hljs-comment\"># \u6700\u5c0f\u503c<\/span>\r\nmin_value = np.<span class=\"hljs-built_in\">min<\/span>(data)\r\n\r\n<span class=\"hljs-comment\"># \u6700\u5927\u503c<\/span>\r\nmax_value = np.<span class=\"hljs-built_in\">max<\/span>(data)\r\n<\/code><\/pre>\n<ol>\n<li>\u4eee\u8aac\u691c\u5b9a\uff1a<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code><span class=\"hljs-comment\"># \u5355\u6837\u672ct\u68c0\u9a8c<\/span>\r\nt_statistic, p_value = np.ttest_1samp(data, population_mean)\r\n\r\n<span class=\"hljs-comment\"># \u72ec\u7acb\u6837\u672ct\u68c0\u9a8c<\/span>\r\nt_statistic, p_value = np.ttest_ind(data1, data2)\r\n\r\n<span class=\"hljs-comment\"># \u914d\u5bf9\u6837\u672ct\u68c0\u9a8c<\/span>\r\nt_statistic, p_value = np.ttest_rel(data1, data2)\r\n<\/code><\/pre>\n<ol>\n<li>\u95a2\u9023\u5206\u6790\uff1a<\/li>\n<\/ol>\n<pre class=\"post-pre\"><code><span class=\"hljs-comment\"># \u8ba1\u7b97\u76f8\u5173\u7cfb\u6570<\/span>\r\ncorrelation_coefficient = np.corrcoef(data1, data2)\r\n\r\n<span class=\"hljs-comment\"># \u8ba1\u7b97\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570<\/span>\r\npearson_correlation = np.corrcoef(data1, data2)[<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">1<\/span>]\r\n\r\n<span class=\"hljs-comment\"># \u8ba1\u7b97\u65af\u76ae\u5c14\u66fc\u76f8\u5173\u7cfb\u6570<\/span>\r\nspearman_correlation = np.corrcoef(data1, data2)[<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">1<\/span>]\r\n<\/code><\/pre>\n<p>\u3053\u308c\u306fNumPy\u306b\u3088\u308b\u7d71\u8a08\u89e3\u6790\u306e\u4e00\u90e8\u3067\u3059\u304c\u3001NumPy\u306b\u306f\u3055\u3089\u306b\u591a\u304f\u306e\u914d\u5217\u64cd\u4f5c\u3084\u69d8\u3005\u306a\u7d71\u8a08\u8a08\u7b97\u304c\u884c\u3048\u308b\u95a2\u6570\u3084\u30e1\u30bd\u30c3\u30c9\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>NumPy\uff08Numerical Python\uff09\u306f\u3001\u79d1\u5b66\u8a08\u7b97\u306b\u4f7f\u7528\u3059\u308bPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u52b9\u7387\u7684\u306a\u591a\u6b21\u5143\u914d\u5217\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u305d\u306e\u51e6\u7406\u7528\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002NumPy\u306f\u3001\u8a18\u8ff0\u7d71\u8a08\u3001\u4eee\u8aac\u691c\u5b9a\u3001\u76f8\u95a2\u5206\u6790\u306a\u3069\u3001\u3055\u307e\u3056 [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[26,61],"class_list":["post-17687","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-26","tag-61"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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