{"id":2832,"date":"2024-09-05T11:59:26","date_gmt":"2024-09-05T02:59:26","guid":{"rendered":"https:\/\/maru.nagoya\/index.php\/2024\/06\/12\/%e3%83%86%e3%82%b9%e3%83%88\/"},"modified":"2024-09-06T10:45:05","modified_gmt":"2024-09-06T01:45:05","slug":"basics-of-statistics","status":"publish","type":"post","link":"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/","title":{"rendered":"\u7d71\u8a08\u5b66\u306e\u57fa\u790e"},"content":{"rendered":"\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\">\u3082\u304f\u3058<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69f2b9631e0e0\" 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\" 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>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u30d0\u30a4\u30a2\u30b9\u3068\u305d\u306e\u5bfe\u7b56<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#3_%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E6%95%B4%E7%90%86%E3%81%A8%E5%8F%AF%E8%A6%96%E5%8C%96\" >3. \u30c7\u30fc\u30bf\u306e\u6574\u7406\u3068\u53ef\u8996\u5316<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E6%95%B4%E7%90%86\" >\u30c7\u30fc\u30bf\u306e\u6574\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%8F%AF%E8%A6%96%E5%8C%96\" 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href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E7%9B%B8%E9%96%A2%E3%81%A8%E5%9B%A0%E6%9E%9C%E3%81%AE%E9%81%95%E3%81%84\" >\u76f8\u95a2\u3068\u56e0\u679c\u306e\u9055\u3044<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E5%8D%98%E5%9B%9E%E5%B8%B0%E5%88%86%E6%9E%90%E3%81%A8%E5%A4%9A%E9%87%8D%E5%9B%9E%E5%B8%B0%E5%88%86%E6%9E%90%E3%81%AE%E5%9F%BA%E6%9C%AC\" >\u5358\u56de\u5e30\u5206\u6790\u3068\u591a\u91cd\u56de\u5e30\u5206\u6790\u306e\u57fa\u672c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E7%9B%B8%E9%96%A2%E4%BF%82%E6%95%B0%E3%81%A8%E5%9B%9E%E5%B8%B0%E4%BF%82%E6%95%B0%E3%81%AE%E8%A7%A3%E9%87%88\" >\u76f8\u95a2\u4fc2\u6570\u3068\u56de\u5e30\u4fc2\u6570\u306e\u89e3\u91c8<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#7_%E5%A4%9A%E5%A4%89%E9%87%8F%E8%A7%A3%E6%9E%90\" >7. \u591a\u5909\u91cf\u89e3\u6790<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E4%B8%BB%E6%88%90%E5%88%86%E5%88%86%E6%9E%90%EF%BC%88PCA%EF%BC%89\" >\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E3%82%AF%E3%83%A9%E3%82%B9%E3%82%BF%E3%83%AA%E3%83%B3%E3%82%B0\" >\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E5%9B%A0%E5%AD%90%E5%88%86%E6%9E%90%E3%81%AE%E6%A6%82%E8%A6%81\" >\u56e0\u5b50\u5206\u6790\u306e\u6982\u8981<\/a><\/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:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#8_%E7%B5%B1%E8%A8%88%E3%82%BD%E3%83%95%E3%83%88%E3%82%A6%E3%82%A7%E3%82%A2%E3%81%AE%E7%B4%B9%E4%BB%8B\" >8. \u7d71\u8a08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u7d39\u4ecb<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#R\" >R<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#Python\" >Python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#SPSS\" >SPSS<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#Excel\" >Excel<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#9_%E7%B5%B1%E8%A8%88%E5%AD%A6%E3%81%AE%E5%AE%9F%E4%B8%96%E7%95%8C%E3%81%A7%E3%81%AE%E5%BF%9C%E7%94%A8%E4%BA%8B%E4%BE%8B\" >9. \u7d71\u8a08\u5b66\u306e\u5b9f\u4e16\u754c\u3067\u306e\u5fdc\u7528\u4e8b\u4f8b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E3%83%93%E3%82%B8%E3%83%8D%E3%82%B9%E3%81%A7%E3%81%AE%E6%B4%BB%E7%94%A8%E4%BE%8B\" >\u30d3\u30b8\u30cd\u30b9\u3067\u306e\u6d3b\u7528\u4f8b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E5%8C%BB%E7%99%82%E3%82%84%E5%85%AC%E5%85%B1%E6%94%BF%E7%AD%96%E3%81%A7%E3%81%AE%E5%BF%9C%E7%94%A8\" >\u533b\u7642\u3084\u516c\u5171\u653f\u7b56\u3067\u306e\u5fdc\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%82%B5%E3%82%A4%E3%82%A8%E3%83%B3%E3%82%B9%E3%81%A8%E7%B5%B1%E8%A8%88%E5%AD%A6%E3%81%AE%E9%96%A2%E9%80%A3%E6%80%A7\" >\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u7d71\u8a08\u5b66\u306e\u95a2\u9023\u6027<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E7%B5%B1%E8%A8%88%E5%AD%A6%E3%82%92%E5%AD%A6%E3%81%B6%E3%81%AA%E3%82%89\" >\u7d71\u8a08\u5b66\u3092\u5b66\u3076\u306a\u3089<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E3%83%A1%E3%82%BF%E3%83%90%E3%83%BC%E3%82%B9%E6%83%85%E5%A0%B1%E5%B7%A5%E5%AD%A6%E5%AD%A6%E6%A0%A1\" >\u30e1\u30bf\u30d0\u30fc\u30b9\u60c5\u5831\u5de5\u5b66\u5b66\u6821<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/maru.nagoya\/index.php\/2024\/09\/05\/basics-of-statistics\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-0\"><span class=\"ez-toc-section\" id=\"%E3%81%AF%E3%81%98%E3%82%81%E3%81%AB\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">\u306f\u3058\u3081\u306b<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>\u7d71\u8a08\u5b66<\/strong>\u306f\u30c7\u30fc\u30bf\u3092\u7406\u89e3\u3057\u3001<strong>\u610f\u601d\u6c7a\u5b9a<\/strong>\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<strong>\u7d71\u8a08\u5b66\u306e\u57fa\u672c\u304b\u3089\u5fdc\u7528<\/strong>\u307e\u3067\u3092\u7db2\u7f85\u7684\u306b\u7d39\u4ecb\u3057\u307e\u3059\u3002\u3053\u308c\u304b\u3089\u7d71\u8a08\u5b66\u3092\u5b66\u3073\u305f\u3044\u65b9\u3084\u3001\u65e2\u306b\u5b66\u3093\u3067\u3044\u308b\u65b9\u306e\u5fa9\u7fd2\u306b\u3082\u5f79\u7acb\u3066\u3066\u3044\u305f\u3060\u3051\u308c\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-1\"><span class=\"ez-toc-section\" id=\"1_%E7%B5%B1%E8%A8%88%E5%AD%A6%E3%81%AE%E5%9F%BA%E6%9C%AC\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">1. \u7d71\u8a08\u5b66\u306e\u57fa\u672c<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"379\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215122\/AdobeStock_655452436-1-1024x379.jpeg\" alt=\"\" class=\"wp-image-2858\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215122\/AdobeStock_655452436-1-1024x379.jpeg 1024w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215122\/AdobeStock_655452436-1-300x111.jpeg 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215122\/AdobeStock_655452436-1-768x285.jpeg 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215122\/AdobeStock_655452436-1-1536x569.jpeg 1536w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215122\/AdobeStock_655452436-1-2048x759.jpeg 2048w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215122\/AdobeStock_655452436-1-940x348.jpeg 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-2\"><span class=\"ez-toc-section\" id=\"%E7%B5%B1%E8%A8%88%E5%AD%A6%E3%81%A8%E3%81%AF%E4%BD%95%E3%81%8B\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u7d71\u8a08\u5b66\u3068\u306f\u4f55\u304b<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u7d71\u8a08\u5b66\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3001\u6574\u7406\u3001\u5206\u6790\u3001\u89e3\u91c8\u3092\u884c\u3046\u5b66\u554f\u3067\u3001<strong>\u73fe\u8c61\u306e\u30d1\u30bf\u30fc\u30f3<\/strong>\u3092\u660e\u3089\u304b\u306b\u3057\u3001<strong>\u672a\u6765\u306e\u4e88\u6e2c<\/strong>\u3084<strong>\u610f\u601d\u6c7a\u5b9a<\/strong>\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u7d71\u8a08\u5b66\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u3092\u6570\u5024\u3084\u56f3\u8868\u306b\u6574\u7406\u3057\u3001\u73fe\u5b9f\u306e\u73fe\u8c61\u3092<strong>\u5ba2\u89b3\u7684\u306b\u7406\u89e3<\/strong>\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u6c17\u6e29\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u5c06\u6765\u306e\u5929\u6c17\u3092\u4e88\u6e2c\u3057\u305f\u308a\u3001\u7d4c\u6e08\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u6b21\u306e\u7d4c\u6e08\u653f\u7b56\u3092\u7acb\u6848\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-3\"><span class=\"ez-toc-section\" id=\"%E7%B5%B1%E8%A8%88%E5%AD%A6%E3%81%AE%E9%87%8D%E8%A6%81%E6%80%A7%E3%81%A8%E5%BF%9C%E7%94%A8%E5%88%86%E9%87%8E\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u7d71\u8a08\u5b66\u306e\u91cd\u8981\u6027\u3068\u5fdc\u7528\u5206\u91ce<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u7d71\u8a08\u5b66\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u3001\u533b\u7642\u3001\u516c\u5171\u653f\u7b56\u3001\u7d4c\u6e08\u5b66\u3001\u5fc3\u7406\u5b66\u306a\u3069\u3001<strong>\u3042\u3089\u3086\u308b\u5206\u91ce\u3067\u6d3b\u7528<\/strong>\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066\u306f\u3001<strong>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565<\/strong>\u306e\u7acb\u6848\u3084<strong>\u54c1\u8cea\u7ba1\u7406<\/strong>\u306b\u7d71\u8a08\u304c\u4f7f\u308f\u308c\u307e\u3059\u3002\u7d71\u8a08\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u6d88\u8cbb\u8005\u306e<strong>\u884c\u52d5\u30d1\u30bf\u30fc\u30f3<\/strong>\u3092\u4e88\u6e2c\u3057\u3001\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306e<strong>\u6539\u5584<\/strong>\u306b\u5f79\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u533b\u7642\u306e\u73fe\u5834\u3067\u306f\u3001\u81e8\u5e8a\u8a66\u9a13\u3092\u901a\u3058\u3066<strong>\u65b0\u85ac\u306e\u52b9\u679c\u3084\u5b89\u5168\u6027<\/strong>\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306b\u3001\u7d71\u8a08\u7684\u624b\u6cd5\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u7d71\u8a08\u5b66\u306f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f<strong>\u610f\u601d\u6c7a\u5b9a<\/strong>\u3092\u884c\u3046\u305f\u3081\u306b\u5fc5\u8981\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-4\"><span class=\"ez-toc-section\" id=\"%E5%9F%BA%E6%9C%AC%E7%9A%84%E3%81%AA%E7%94%A8%E8%AA%9E\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>\u57fa\u672c\u7684\u306a\u7528\u8a9e<\/strong><\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u7d71\u8a08\u5b66\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a<strong>\u7528\u8a9e<\/strong>\u3092\u77e5\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001<strong>\u5e73\u5747<\/strong>\u3068\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7dcf\u548c\u3092\u30c7\u30fc\u30bf\u306e\u6570\u3067\u5272\u3063\u305f\u3082\u306e\u3067\u3001\u5168\u4f53\u306e\u4e2d\u5fc3\u50be\u5411\u3092\u793a\u3057\u307e\u3059\u3002<strong>\u4e2d\u592e\u5024<\/strong>\u306f\u3001\u30c7\u30fc\u30bf\u3092\u5c0f\u3055\u3044\u9806\u306b\u4e26\u3079\u305f\u3068\u304d\u306e\u4e2d\u592e\u306e\u5024\u3067\u3001\u5916\u308c\u5024\u306e\u5f71\u97ff\u3092\u53d7\u3051\u306b\u304f\u3044\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<strong>\u5206\u6563<\/strong>\u306f\u3001\u30c7\u30fc\u30bf\u304c\u5e73\u5747\u304b\u3089\u3069\u308c\u3060\u3051\u6563\u3089\u3070\u3063\u3066\u3044\u308b\u304b\u3092\u8868\u3059\u6307\u6a19\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u3070\u3089\u3064\u304d\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3055\u3089\u306b\u3001<strong>\u6a19\u6e96\u504f\u5dee<\/strong>\u306f\u3001\u5206\u6563\u306e\u5e73\u65b9\u6839\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6563\u3089\u3070\u308a\u5177\u5408\u3092\u3088\u308a\u76f4\u611f\u7684\u306b\u6349\u3048\u308b\u305f\u3081\u306e\u6307\u6a19\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u57fa\u672c\u7684\u306a\u7528\u8a9e\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u7279\u6027\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<div id=\"li-mPR3qlOD2\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-check\"><ul style=\"border-color:#1b479c\"><li>\u5e73\u5747\uff1a\u30c7\u30fc\u30bf\u306e\u7dcf\u548c\u3092\u30c7\u30fc\u30bf\u306e\u6570\u3067\u5272\u3063\u305f\u3082\u306e\u3002<\/li><li>\u4e2d\u592e\u5024\uff1a\u30c7\u30fc\u30bf\u3092\u5c0f\u3055\u3044\u9806\u306b\u4e26\u3079\u305f\u3068\u304d\u306e\u4e2d\u592e\u306e\u5024\u3002<\/li><li>\u5206\u6563\uff1a\u30c7\u30fc\u30bf\u306e\u3070\u3089\u3064\u304d\u3092\u793a\u3059\u6307\u6a19\u3002\u30c7\u30fc\u30bf\u304c\u5e73\u5747\u304b\u3089\u3069\u308c\u3060\u3051\u96e2\u308c\u3066\u3044\u308b\u304b\u3092\u8868\u3057\u307e\u3059\u3002<\/li><li>\u6a19\u6e96\u504f\u5dee\uff1a\u5206\u6563\u306e\u5e73\u65b9\u6839\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6563\u3089\u3070\u308a\u5177\u5408\u3092\u793a\u3057\u307e\u3059\u3002<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<p><span class=\"keiko_red\">\u25bc\u30c7\u30fc\u30bf\u306e\u898b\u65b9\u306b\u3064\u3044\u3066\u306f\u4e0b\u8a18\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n\n\n<a class=\"c_linkto longc_linkto\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/01\/24\/data-science-basics\/\">\n  <span class=\"longc_img\"><img loading=\"lazy\" decoding=\"async\" width=\"520\" height=\"300\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/14165642\/data-science-basics-img-1-520x300.png\" class=\"attachment-thumb-520 size-thumb-520 wp-post-image\" alt=\"\" \/><\/span>\n  <span class=\"longc_content c_linkto_text\"><time class=\"pubdate sng-link-time dfont\" itemprop=\"datePublished\" datetime=\"2022-01-24\">2022\u5e741\u670824\u65e5<\/time><span class=\"longc_title\">\u3010\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u5165\u9580\u3011\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3084\u57fa\u672c\u7684\u306a\u30c7\u30fc\u30bf\u306e\u898b\u65b9\u306b\u3064\u3044\u3066<\/span><\/span>\n<\/a>\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-5\"><span class=\"ez-toc-section\" id=\"2_%E3%83%87%E3%83%BC%E3%82%BF%E5%8F%8E%E9%9B%86%E3%81%A8%E3%82%B5%E3%83%B3%E3%83%97%E3%83%AA%E3%83%B3%E3%82%B0\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">2. \u30c7\u30fc\u30bf\u53ce\u96c6\u3068\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21214656\/AdobeStock_905485417-1-1024x574.jpeg\" alt=\"\" class=\"wp-image-2857\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21214656\/AdobeStock_905485417-1-1024x574.jpeg 1024w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21214656\/AdobeStock_905485417-1-300x168.jpeg 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21214656\/AdobeStock_905485417-1-768x431.jpeg 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21214656\/AdobeStock_905485417-1-940x527.jpeg 940w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21214656\/AdobeStock_905485417-1.jpeg 1250w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-6\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E5%8F%8E%E9%9B%86%E6%96%B9%E6%B3%95\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30c7\u30fc\u30bf\u53ce\u96c6\u65b9\u6cd5<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306f\u3001\u69d8\u3005\u306a\u65b9\u6cd5\u3067<strong>\u53ce\u96c6<\/strong>\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee3\u8868\u7684\u306a\u65b9\u6cd5\u306b\u306f\u3001\u30a2\u30f3\u30b1\u30fc\u30c8\u3001\u89b3\u5bdf\u3001\u5b9f\u9a13\u304c\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u306e\u65b9\u6cd5\u306b\u306f\u9577\u6240\u3068\u77ed\u6240\u304c\u3042\u308a\u307e\u3059\u3002<strong>\u30a2\u30f3\u30b1\u30fc\u30c8<\/strong>\u306f\u591a\u304f\u306e\u4eba\u3005\u304b\u3089\u60c5\u5831\u3092\u96c6\u3081\u308b\u306e\u306b\u4fbf\u5229\u3067\u3059\u304c\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u306b\u9650\u754c\u304c\u3042\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<strong>\u89b3\u5bdf<\/strong>\u306f\u3001\u73fe\u5b9f\u306e\u72b6\u6cc1\u3092\u76f4\u63a5\u8a18\u9332\u3059\u308b\u305f\u3081\u3001\u3088\u308a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u4e00\u65b9\u3001\u6642\u9593\u3084\u30ea\u30bd\u30fc\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<strong>\u5b9f\u9a13<\/strong>\u306f\u3001\u7279\u5b9a\u306e\u6761\u4ef6\u4e0b\u3067\u5909\u6570\u3092\u64cd\u4f5c\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u89b3\u5bdf\u3059\u308b\u3053\u3068\u3067\u56e0\u679c\u95a2\u4fc2\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3069\u306e\u30c7\u30fc\u30bf\u53ce\u96c6\u65b9\u6cd5\u3092\u9078\u3076\u304b\u306f\u3001\u7814\u7a76\u306e\u76ee\u7684\u3084\u30ea\u30bd\u30fc\u30b9\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-7\"><span class=\"ez-toc-section\" id=\"%E3%82%B5%E3%83%B3%E3%83%97%E3%83%AA%E3%83%B3%E3%82%B0%E3%81%AE%E9%87%8D%E8%A6%81%E6%80%A7%E3%81%A8%E6%96%B9%E6%B3%95\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306e\u91cd\u8981\u6027\u3068\u65b9\u6cd5<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306f\u3001<strong>\u6bcd\u96c6\u56e3<\/strong>\u304b\u3089\u4e00\u90e8\u306e\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5168\u3066\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u3053\u3068\u304c\u73fe\u5b9f\u7684\u3067\u306a\u3044\u5834\u5408\u304c\u591a\u3044\u305f\u3081\u3001\u4ee3\u8868\u7684\u306a<strong>\u30b5\u30f3\u30d7\u30eb<\/strong>\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306e\u65b9\u6cd5\u306b\u306f\u3001<strong>\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/strong>\u3084<strong>\u5c64\u5316\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/strong>\u306a\u3069\u304c\u3042\u308a\u3001\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306f\u6bcd\u96c6\u56e3\u306e\u5168\u3066\u306e\u500b\u4f53\u304c\u7b49\u3057\u3044\u78ba\u7387\u3067\u9078\u3070\u308c\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u4e00\u65b9\u3001\u5c64\u5316\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306f\u3001\u6bcd\u96c6\u56e3\u3092\u7570\u306a\u308b\u5c64\u306b\u5206\u3051\u3066\u304b\u3089\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3059\u308b\u65b9\u6cd5\u3067\u3001\u5c64\u3054\u3068\u306e\u7279\u6027\u3092\u8003\u616e\u3057\u305f\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-8\"><span class=\"ez-toc-section\" id=\"%E3%82%B5%E3%83%B3%E3%83%97%E3%83%AA%E3%83%B3%E3%82%B0%E3%83%90%E3%82%A4%E3%82%A2%E3%82%B9%E3%81%A8%E3%81%9D%E3%81%AE%E5%AF%BE%E7%AD%96\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u30d0\u30a4\u30a2\u30b9\u3068\u305d\u306e\u5bfe\u7b56<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u30d0\u30a4\u30a2\u30b9<\/strong>\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u304c\u6bcd\u96c6\u56e3\u3092\u6b63\u3057\u304f\u4ee3\u8868\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u306b\u751f\u3058\u308b\u504f\u308a\u3067\u3059\u3002\u3053\u306e\u504f\u308a\u306f\u3001\u7814\u7a76\u7d50\u679c\u3092\u6b6a\u3081\u3001\u8aa4\u3063\u305f\u7d50\u8ad6\u3092\u5c0e\u304f\u539f\u56e0\u3068\u306a\u308b\u305f\u3081\u3001\u53ef\u80fd\u306a\u9650\u308a\u56de\u907f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u8abf\u67fb\u5bfe\u8c61\u3092\u9078\u3076\u969b\u306b\u610f\u56f3\u7684\u306a\u9078\u629e\u304c\u5165\u308b\u3068\u3001<strong>\u30d0\u30a4\u30a2\u30b9<\/strong>\u304c\u751f\u3058\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u30d0\u30a4\u30a2\u30b9\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u306f\u3001\u30e9\u30f3\u30c0\u30e0\u306a\u65b9\u6cd5\u3067\u30b5\u30f3\u30d7\u30eb\u3092\u9078\u3076\u3053\u3068\u3084\u3001\u30b5\u30f3\u30d7\u30eb\u30b5\u30a4\u30ba\u3092\u5341\u5206\u306b\u5927\u304d\u304f\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-9\"><span class=\"ez-toc-section\" id=\"3_%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E6%95%B4%E7%90%86%E3%81%A8%E5%8F%AF%E8%A6%96%E5%8C%96\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">3. \u30c7\u30fc\u30bf\u306e\u6574\u7406\u3068\u53ef\u8996\u5316<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"455\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215349\/AdobeStock_321999244-1-1024x455.jpeg\" alt=\"\" class=\"wp-image-2859\" style=\"width:840px;height:auto\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215349\/AdobeStock_321999244-1-1024x455.jpeg 1024w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215349\/AdobeStock_321999244-1-300x133.jpeg 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215349\/AdobeStock_321999244-1-768x342.jpeg 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215349\/AdobeStock_321999244-1-1536x683.jpeg 1536w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215349\/AdobeStock_321999244-1-2048x911.jpeg 2048w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215349\/AdobeStock_321999244-1-940x418.jpeg 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-10\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E6%95%B4%E7%90%86\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30c7\u30fc\u30bf\u306e\u6574\u7406<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u3092<strong>\u6574\u7406\u3059<\/strong>\u308b\u3053\u3068\u306f\u3001\u52b9\u679c\u7684\u306a\u5206\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u7b2c\u4e00\u6b69\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u304c\u6df7\u4e71\u3057\u3066\u3044\u308b\u3068\u3001\u8aa4\u3063\u305f\u7d50\u8ad6\u306b\u81f3\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u3001\u30c7\u30fc\u30bf\u3092\u30c6\u30fc\u30d6\u30eb\u3084\u30ea\u30b9\u30c8\u306b<strong>\u6574\u7406<\/strong>\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066<strong>\u5206\u985e<\/strong>\u3084<strong>\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0<\/strong>\u3092\u884c\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30a8\u30af\u30bb\u30eb\u3092\u4f7f\u7528\u3057\u3066\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3059\u308b\u3053\u3068\u306f\u3088\u304f\u3042\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-11\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%8F%AF%E8%A6%96%E5%8C%96\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u3092\u8996\u899a\u7684\u306b\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u30d1\u30bf\u30fc\u30f3\u3084\u50be\u5411\u3092<strong>\u76f4\u611f\u7684\u306b\u7406\u89e3<\/strong>\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u58f2\u4e0a\u30c7\u30fc\u30bf\u3092\u30b0\u30e9\u30d5\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u58f2\u4e0a\u304c\u6642\u9593\u3068\u3068\u3082\u306b\u5897\u6e1b\u3059\u308b\u69d8\u5b50\u3092\u7c21\u5358\u306b\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b<strong>\u53ef\u8996\u5316<\/strong>\u306e\u65b9\u6cd5\u3068\u3057\u3066\u3001\u68d2\u30b0\u30e9\u30d5\u3001\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3001\u5186\u30b0\u30e9\u30d5\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u7279\u6027\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u53ef\u8996\u5316\u65b9\u6cd5\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-12\"><span class=\"ez-toc-section\" id=\"%E8%89%AF%E3%81%84%E3%82%B0%E3%83%A9%E3%83%95%E3%81%AE%E4%BD%9C%E6%88%90%E3%81%AE%E3%82%B3%E3%83%84\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u826f\u3044\u30b0\u30e9\u30d5\u306e\u4f5c\u6210\u306e\u30b3\u30c4<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u826f\u3044\u30b0\u30e9\u30d5<\/strong>\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u660e\u78ba\u306a\u30bf\u30a4\u30c8\u30eb\u3068\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u3001\u9069\u5207\u306a\u30b9\u30b1\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u30b0\u30e9\u30d5\u306e\u8ef8\u306b\u306f\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u3001\u4f55\u3092\u8868\u3057\u3066\u3044\u308b\u304b\u3092\u660e\u78ba\u306b\u3057\u307e\u3057\u3087\u3046\u3002\u3055\u3089\u306b\u3001\u30ab\u30e9\u30fc\u3084\u30b7\u30f3\u30dc\u30eb\u3092\u9069\u5207\u306b\u4f7f\u3046\u3053\u3068\u3067\u3001\u8996\u899a\u7684\u306b\u5206\u304b\u308a\u3084\u3059\u304f\u4f1d\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<div id=\"li-mPR3qlOD2\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-check\"><ul style=\"border-color:#1b479c\"><li>\u660e\u78ba\u306a\u30bf\u30a4\u30c8\u30eb\u3068\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b\u3002<\/li><li>\u9069\u5207\u306a\u30b9\u30b1\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3002<\/li><li>\u30ab\u30e9\u30fc\u3084\u30b7\u30f3\u30dc\u30eb\u3092\u4f7f\u3063\u3066\u8996\u899a\u7684\u306b\u5206\u304b\u308a\u3084\u3059\u304f\u3059\u308b\u3002<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-13\"><span class=\"ez-toc-section\" id=\"4_%E7%A2%BA%E7%8E%87%E8%AB%96%E3%81%AE%E5%9F%BA%E7%A4%8E\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">4. \u78ba\u7387\u8ad6\u306e\u57fa\u790e<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215623\/AdobeStock_595160625-1024x512.jpeg\" alt=\"\" class=\"wp-image-2860\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215623\/AdobeStock_595160625-1024x512.jpeg 1024w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215623\/AdobeStock_595160625-300x150.jpeg 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215623\/AdobeStock_595160625-768x384.jpeg 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215623\/AdobeStock_595160625-1536x768.jpeg 1536w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215623\/AdobeStock_595160625-2048x1024.jpeg 2048w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21215623\/AdobeStock_595160625-940x470.jpeg 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-14\"><span class=\"ez-toc-section\" id=\"%E7%A2%BA%E7%8E%87%E3%81%AE%E6%A6%82%E5%BF%B5%E3%81%A8%E5%9F%BA%E6%9C%AC%E6%B3%95%E5%89%87\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u78ba\u7387\u306e\u6982\u5ff5\u3068\u57fa\u672c\u6cd5\u5247<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u78ba\u7387<\/strong>\u306f\u3001\u3042\u308b\u51fa\u6765\u4e8b\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u3092\u6570\u5024\u3067\u8868\u3057\u305f\u3082\u306e\u3067\u30010\u304b\u30891\u306e\u7bc4\u56f2\u3067\u8868\u3055\u308c\u307e\u3059\u30020\u306f\u300c\u6c7a\u3057\u3066\u8d77\u3053\u3089\u306a\u3044\u300d\u30011\u306f\u300c\u78ba\u5b9f\u306b\u8d77\u3053\u308b\u300d\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u57fa\u672c\u7684\u306a\u78ba\u7387\u306e\u6cd5\u5247\u3068\u3057\u3066\u3001\u5168\u4e8b\u8c61\u306e\u78ba\u7387\u306e\u5408\u8a08\u306f\u5e38\u306b1\u3067\u3042\u308a\u3001\u3053\u308c\u306f\u3069\u306e\u3088\u3046\u306a\u72b6\u6cc1\u3067\u3082\u6210\u308a\u7acb\u3064\u30eb\u30fc\u30eb\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u30b5\u30a4\u30b3\u30ed\u3092\u632f\u308b\u5834\u5408\u30011\u304b\u30896\u306e\u6570\u5b57\u304c\u51fa\u308b\u78ba\u7387\u306f\u305d\u308c\u305e\u308c1\/6\u3067\u3042\u308a\u3001\u5168\u3066\u306e\u78ba\u7387\u3092\u8db3\u3059\u30681\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001<strong>\u78ba\u7387<\/strong>\u306e\u3082\u3046\u4e00\u3064\u306e\u91cd\u8981\u306a\u6cd5\u5247\u306f\u3001\u4e92\u3044\u306b\u6392\u4ed6\u7684\u306a\u4e8b\u8c61\uff08\u540c\u6642\u306b\u8d77\u3053\u3089\u306a\u3044\u4e8b\u8c61\uff09\u306b\u95a2\u3059\u308b\u548c\u306e\u6cd5\u5247\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u30b5\u30a4\u30b3\u30ed\u306e\u51fa\u76ee\u304c\u5076\u6570\u3067\u3042\u308b\u78ba\u7387\u306f\u30012\u30014\u30016\u306e\u305d\u308c\u305e\u308c\u306e\u78ba\u7387\u3092\u8db3\u3059\u3053\u3068\u3067\u6c42\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001<strong>\u57fa\u672c\u7684\u306a\u78ba\u7387\u306e\u6cd5\u5247\u3092\u7406\u89e3<\/strong>\u3059\u308b\u3053\u3068\u304c\u3001\u3088\u308a\u8907\u96d1\u306a\u78ba\u7387\u554f\u984c\u3092\u89e3\u304f\u969b\u306e\u571f\u53f0\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-15\"><span class=\"ez-toc-section\" id=\"%E6%9D%A1%E4%BB%B6%E4%BB%98%E3%81%8D%E7%A2%BA%E7%8E%87%E3%81%A8%E3%83%99%E3%82%A4%E3%82%BA%E3%81%AE%E5%AE%9A%E7%90%86\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u6761\u4ef6\u4ed8\u304d\u78ba\u7387\u3068\u30d9\u30a4\u30ba\u306e\u5b9a\u7406<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u6761\u4ef6\u4ed8\u304d\u78ba\u7387<\/strong>\u306f\u3001\u3042\u308b\u4e8b\u8c61\u304c\u65e2\u306b\u8d77\u3053\u3063\u3066\u3044\u308b\u3068\u3044\u3046\u60c5\u5831\u3092\u5143\u306b\u3001\u5225\u306e\u4e8b\u8c61\u304c\u8d77\u3053\u308b\u78ba\u7387\u3092\u6c42\u3081\u308b\u65b9\u6cd5\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30ab\u30fc\u30c9\u30c7\u30c3\u30ad\u304b\u3089\u5f15\u304b\u308c\u305f\u30ab\u30fc\u30c9\u304c\u8d64\u3067\u3042\u308b\u3068\u5206\u304b\u3063\u3066\u3044\u308b\u3068\u304d\u3001\u305d\u306e\u30ab\u30fc\u30c9\u304c\u30cf\u30fc\u30c8\u3067\u3042\u308b\u78ba\u7387\u3092\u6c42\u3081\u308b\u3068\u3044\u3063\u305f\u5834\u5408\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u6700\u521d\u306b\u5f15\u304b\u308c\u305f\u60c5\u5831\uff08\u8d64\u3044\u30ab\u30fc\u30c9\uff09\u304c\u6761\u4ef6\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u305d<strong>\u308c\u306b\u57fa\u3065\u3044\u3066\u4ed6\u306e\u4e8b\u8c61<\/strong>\uff08\u30cf\u30fc\u30c8\uff09\u304c\u8d77\u3053\u308b\u53ef\u80fd\u6027\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30d9\u30a4\u30ba\u306e\u5b9a\u7406<\/strong>\u306f\u3001\u6761\u4ef6\u4ed8\u304d\u78ba\u7387\u3092\u6d3b\u7528\u3057\u3066\u3001<strong>\u4e8b\u524d\u78ba\u7387\u3068\u4e8b\u5f8c\u78ba\u7387\u306e\u95a2\u4fc2<\/strong>\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u533b\u7642\u8a3a\u65ad\u3084\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u3001\u591a\u304f\u306e\u5206\u91ce\u3067\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u3092\u4f7f\u3048\u3070\u3001\u3042\u308b\u75c7\u72b6\u304c\u898b\u3089\u308c\u305f\u3068\u304d\u306b\u305d\u306e\u75c7\u72b6\u304c\u7279\u5b9a\u306e\u75c5\u6c17\u306b\u95a2\u9023\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u306e\u78ba\u7387\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-16\"><span class=\"ez-toc-section\" id=\"%E7%A2%BA%E7%8E%87%E5%88%86%E5%B8%83\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u78ba\u7387\u5206\u5e03<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u78ba\u7387\u5206\u5e03<\/strong>\u306f\u3001\u30e9\u30f3\u30c0\u30e0\u306a\u5909\u6570\u304c\u7279\u5b9a\u306e\u5024\u3092\u53d6\u308b\u78ba\u7387\u3092\u793a\u3059\u95a2\u6570\u3067\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u78ba\u7387\u5206\u5e03\u304c\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u7528\u9014\u3084\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u6b63\u898f\u5206\u5e03\uff08\u30ac\u30a6\u30b9\u5206\u5e03\uff09\u306f\u3001\u30c7\u30fc\u30bf\u304c\u5e73\u5747\u5024\u306e\u5468\u308a\u306b\u96c6\u307e\u308a\u3001\u5de6\u53f3\u5bfe\u79f0\u306b\u5206\u5e03\u3059\u308b\u5834\u5408\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002\u591a\u304f\u306e\u81ea\u7136\u73fe\u8c61\u3084\u793e\u4f1a\u73fe\u8c61\u304c\u3053\u306e\u5f62\u306b\u5f93\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ed6\u306b\u3082\u3001\u6210\u529f\u3068\u5931\u6557\u306e2\u3064\u306e\u7d50\u679c\u3057\u304b\u306a\u3044\u8a66\u884c\u3092\u6271\u3046\u4e8c\u9805\u5206\u5e03\u3084\u3001\u3042\u308b\u6642\u9593\u5185\u306b\u7279\u5b9a\u306e\u30a4\u30d9\u30f3\u30c8\u304c\u767a\u751f\u3059\u308b\u56de\u6570\u3092\u6271\u3046\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5206\u5e03\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u306b\u5fdc\u3058\u305f\u9069\u5207\u306a\u5206\u6790\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-17\"><span class=\"ez-toc-section\" id=\"5_%E6%8E%A8%E6%B8%AC%E7%B5%B1%E8%A8%88%E5%AD%A6\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">5. \u63a8\u6e2c\u7d71\u8a08\u5b66<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"884\" height=\"472\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21220131\/11_2_4.png\" alt=\"\" class=\"wp-image-2862\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21220131\/11_2_4.png 884w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21220131\/11_2_4-300x160.png 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21220131\/11_2_4-768x410.png 768w\" sizes=\"auto, (max-width: 884px) 100vw, 884px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-18\"><span class=\"ez-toc-section\" id=\"%E7%82%B9%E6%8E%A8%E5%AE%9A%E3%81%A8%E5%8C%BA%E9%96%93%E6%8E%A8%E5%AE%9A\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u70b9\u63a8\u5b9a\u3068\u533a\u9593\u63a8\u5b9a<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u7d71\u8a08\u306b\u304a\u3044\u3066\u3001<strong>\u70b9\u63a8\u5b9a<\/strong>\u306f\u3001\u6bcd\u96c6\u56e3\u306e\u672a\u77e5\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092<strong>1\u3064\u306e\u6570\u5024<\/strong>\u3067\u63a8\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u3042\u308b\u90fd\u5e02\u306e\u5e73\u5747\u5e74\u53ce\u3092\u77e5\u308a\u305f\u3044\u5834\u5408\u306b\u3001\u305d\u306e\u90fd\u5e02\u306e\u4e00\u90e8\u306e\u4f4f\u6c11\u306e\u5e74\u53ce\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u8a08\u7b97\u3059\u308b\u3053\u3068\u304c\u70b9\u63a8\u5b9a\u3067\u3059\u3002\u3057\u304b\u3057\u30011\u3064\u306e\u6570\u5024\u3060\u3051\u3067\u306f\u6bcd\u96c6\u56e3\u5168\u4f53\u306e\u7279\u6027\u3092\u5341\u5206\u306b\u53cd\u6620\u3067\u304d\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u3001\u3088\u308a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u63a8\u5b9a\u65b9\u6cd5\u3068\u3057\u3066<strong>\u533a\u9593\u63a8\u5b9a<\/strong>\u304c\u3042\u308a\u307e\u3059\u3002<strong>\u533a\u9593\u63a8\u5b9a<\/strong>\u3067\u306f\u3001\u70b9\u63a8\u5b9a\u306b\u57fa\u3065\u3044\u3066\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u542b\u307e\u308c\u308b\u7bc4\u56f2<strong>\uff08\u4fe1\u983c\u533a\u9593\uff09<\/strong>\u3092\u793a\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u3042\u308b\u8abf\u67fb\u3067\u5f97\u3089\u308c\u305f\u5e73\u5747\u5e74\u53ce\u304c500\u4e07\u5186\u3060\u3063\u305f\u3068\u3057\u3066\u3082\u3001\u5b9f\u969b\u306b\u306f490\u4e07\u5186\u304b\u3089510\u4e07\u5186\u306e\u9593\u306b\u53ce\u307e\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u4fe1\u983c\u533a\u9593\u306e\u5e45\u306f\u3001\u30c7\u30fc\u30bf\u306e\u3070\u3089\u3064\u304d\u3084\u30b5\u30f3\u30d7\u30eb\u30b5\u30a4\u30ba\u306b\u4f9d\u5b58\u3057\u3001\u4fe1\u983c\u5ea6\u304c\u9ad8\u3044\u307b\u3069\u5e83\u3044\u533a\u9593\u304c\u8a2d\u5b9a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-19\"><span class=\"ez-toc-section\" id=\"%E4%BB%AE%E8%AA%AC%E6%A4%9C%E5%AE%9A%E3%81%AE%E5%9F%BA%E6%9C%AC\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u4eee\u8aac\u691c\u5b9a\u306e\u57fa\u672c<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u4eee\u8aac\u691c\u5b9a<\/strong>\u306f\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u4eee\u8aac\u304c\u6b63\u3057\u3044\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u4eee\u8aac\u691c\u5b9a\u306b\u306f2\u3064\u306e\u4eee\u8aac\u304c\u3042\u308a\u307e\u3059\uff1a<strong>\u5e30\u7121\u4eee\u8aac<\/strong>\u3068<strong>\u5bfe\u7acb\u4eee\u8aac<\/strong>\u3002\u5e30\u7121\u4eee\u8aac\u306f\u300c\u4f55\u3082\u5909\u308f\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u524d\u63d0\u3092\u610f\u5473\u3057\u3001\u5bfe\u7acb\u4eee\u8aac\u306f\u300c\u4f55\u304b\u5909\u5316\u304c\u3042\u308b\u300d\u3068\u3044\u3046\u4e3b\u5f35\u3067\u3059\u3002\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u5e30\u7121\u4eee\u8aac\u3092\u691c\u8a3c\u3057\u3001\u305d\u308c\u3092\u68c4\u5374\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u691c\u5b9a\u7d50\u679c\u306f<strong>p\u5024<\/strong>\u3068\u3057\u3066\u5831\u544a\u3055\u308c\u3001\u3053\u308c\u306f\u5e30\u7121\u4eee\u8aac\u304c\u6b63\u3057\u3044\u3068\u4eee\u5b9a\u3057\u305f\u5834\u5408\u306b\u3001\u89b3\u5bdf\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u5f97\u3089\u308c\u308b\u78ba\u7387\u3092\u793a\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001p\u5024\u304c<strong>0.05\u672a\u6e80<\/strong>\u3067\u3042\u308c\u3070\u3001\u901a\u5e38\u306f\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3057\u3001\u5bfe\u7acb\u4eee\u8aac\u3092\u652f\u6301\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<strong>t\u691c\u5b9a<\/strong>\u3084<strong>\u30ab\u30a4\u4e8c\u4e57\u691c\u5b9a<\/strong>\u306a\u3069\u3001\u7570\u306a\u308b\u30c7\u30fc\u30bf\u3084\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u3055\u307e\u3056\u307e\u306a\u691c\u5b9a\u65b9\u6cd5\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-20\"><span class=\"ez-toc-section\" id=\"6_%E5%9B%9E%E5%B8%B0%E5%88%86%E6%9E%90%E3%81%A8%E7%9B%B8%E9%96%A2\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">6. \u56de\u5e30\u5206\u6790\u3068\u76f8\u95a2<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21220254\/AdobeStock_586521778-1024x585.jpeg\" alt=\"\" class=\"wp-image-2863\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21220254\/AdobeStock_586521778-1024x585.jpeg 1024w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21220254\/AdobeStock_586521778-300x171.jpeg 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21220254\/AdobeStock_586521778-768x439.jpeg 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21220254\/AdobeStock_586521778-1536x878.jpeg 1536w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21220254\/AdobeStock_586521778-2048x1171.jpeg 2048w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/21220254\/AdobeStock_586521778-940x537.jpeg 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-21\"><span class=\"ez-toc-section\" id=\"%E7%9B%B8%E9%96%A2%E3%81%A8%E5%9B%A0%E6%9E%9C%E3%81%AE%E9%81%95%E3%81%84\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u76f8\u95a2\u3068\u56e0\u679c\u306e\u9055\u3044<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u76f8\u95a2<\/strong>\u306f\u30012\u3064\u306e\u5909\u6570\u304c\u3069\u306e\u7a0b\u5ea6\u4e00\u7dd2\u306b\u5909\u52d5\u3059\u308b\u304b\u3092\u793a\u3059\u6307\u6a19\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u6c17\u6e29\u3068\u30a2\u30a4\u30b9\u30af\u30ea\u30fc\u30e0\u306e\u58f2\u4e0a\u306b\u306f\u6b63\u306e\u76f8\u95a2\u304c\u3042\u308a\u3001\u6c17\u6e29\u304c\u9ad8\u304f\u306a\u308b\u3068\u58f2\u4e0a\u3082\u5897\u3048\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u76f8\u95a2\u304c\u3042\u308b\u304b\u3089\u3068\u3044\u3063\u3066\u3001\u4e00\u65b9\u306e\u5909\u6570\u304c\u4ed6\u65b9\u3092\u5f15\u304d\u8d77\u3053\u3057\u3066\u3044\u308b\uff08\u56e0\u679c\u95a2\u4fc2\u304c\u3042\u308b\uff09\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u6c17\u6e29\u3068\u30a2\u30a4\u30b9\u30af\u30ea\u30fc\u30e0\u306e\u58f2\u4e0a\u304c\u76f8\u95a2\u3057\u3066\u3044\u308b\u304b\u3089\u3068\u3044\u3063\u3066\u3001\u6c17\u6e29\u304c\u30a2\u30a4\u30b9\u30af\u30ea\u30fc\u30e0\u3092\u58f2\u3063\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001<strong>\u4ed6\u306e\u8981\u56e0<\/strong>\uff08\u590f\u306e\u6642\u671f\u306a\u3069\uff09<strong>\u304c\u5f71\u97ff<\/strong>\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u56e0\u679c\u95a2\u4fc2<\/strong>\u3092\u8a3c\u660e\u3059\u308b\u306b\u306f\u3001\u76f8\u95a2\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u9a13\u3084\u89b3\u5bdf\u306b\u3088\u308b<strong>\u8a3c\u62e0<\/strong>\u304c\u5fc5\u8981\u3067\u3059\u3002\u56e0\u679c\u95a2\u4fc2\u304c\u78ba\u8a8d\u3067\u304d\u308b\u3068\u3001\u3042\u308b\u5909\u6570\u3092\u64cd\u4f5c\u3059\u308b\u3053\u3068\u3067\u4ed6\u306e\u5909\u6570\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308b\u305f\u3081\u3001<strong>\u653f\u7b56\u7acb\u6848<\/strong>\u3084<strong>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565<\/strong>\u306e\u69cb\u7bc9\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-22\"><span class=\"ez-toc-section\" id=\"%E5%8D%98%E5%9B%9E%E5%B8%B0%E5%88%86%E6%9E%90%E3%81%A8%E5%A4%9A%E9%87%8D%E5%9B%9E%E5%B8%B0%E5%88%86%E6%9E%90%E3%81%AE%E5%9F%BA%E6%9C%AC\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u5358\u56de\u5e30\u5206\u6790\u3068\u591a\u91cd\u56de\u5e30\u5206\u6790\u306e\u57fa\u672c<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u5358\u56de\u5e30\u5206\u6790<\/strong>\u306f\u3001<strong>1\u3064\u306e\u72ec\u7acb\u5909\u6570<\/strong>\u3068<strong>1\u3064\u306e\u5f93\u5c5e\u5909\u6570<\/strong>\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u5e83\u544a\u8cbb\u3068\u58f2\u4e0a\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u3001\u5e83\u544a\u8cbb\u3092\u72ec\u7acb\u5909\u6570\u3001\u58f2\u4e0a\u3092\u5f93\u5c5e\u5909\u6570\u3068\u3057\u3066\u3001\u5e83\u544a\u8cbb\u304c\u58f2\u4e0a\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u5206\u6790\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5e83\u544a\u8cbb\u3092\u5897\u3084\u3059\u3053\u3068\u3067\u58f2\u4e0a\u304c\u3069\u306e\u7a0b\u5ea6\u5897\u3048\u308b\u304b\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001<strong>\u591a\u91cd\u56de\u5e30\u5206\u6790<\/strong>\u306f\u3001<strong>\u8907\u6570\u306e\u72ec\u7acb\u5909\u6570<\/strong>\u304c<strong>\u5f93\u5c5e\u5909\u6570\u306b\u4e0e\u3048\u308b\u5f71\u97ff<\/strong>\u3092\u5206\u6790\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u5e83\u544a\u8cbb\u3060\u3051\u3067\u306a\u304f\u3001\u5546\u54c1\u306e\u4fa1\u683c\u3084\u5e02\u5834\u306e\u7af6\u4e89\u72b6\u6cc1\u306a\u3069\u3001\u8907\u6570\u306e\u8981\u56e0\u304c\u58f2\u4e0a\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u5834\u5408\u306b\u9069\u7528\u3055\u308c\u307e\u3059\u3002\u591a\u91cd\u56de\u5e30\u5206\u6790\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u8907\u6570\u306e\u8981\u56e0\u304c\u3069\u306e\u7a0b\u5ea6\u5f93\u5c5e\u5909\u6570\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u306e\u304b\u3092\u628a\u63e1\u3067\u304d\u3001\u3088\u308a\u7cbe\u5ea6\u306e\u9ad8\u3044\u4e88\u6e2c\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-23\"><span class=\"ez-toc-section\" id=\"%E7%9B%B8%E9%96%A2%E4%BF%82%E6%95%B0%E3%81%A8%E5%9B%9E%E5%B8%B0%E4%BF%82%E6%95%B0%E3%81%AE%E8%A7%A3%E9%87%88\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u76f8\u95a2\u4fc2\u6570\u3068\u56de\u5e30\u4fc2\u6570\u306e\u89e3\u91c8<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u76f8\u95a2\u4fc2\u6570<\/strong>\u306f\u30012\u3064\u306e\u5909\u6570\u9593\u306e\u76f8\u95a2\u306e\u5f37\u3055\u3068\u65b9\u5411\u3092\u793a\u3057\u307e\u3059\u3002\u5024\u306f<strong>-1\u304b\u30891<\/strong>\u306e\u7bc4\u56f2\u3067\u30011\u306b\u8fd1\u3044\u307b\u3069\u5f37\u3044<strong>\u6b63\u306e\u76f8\u95a2<\/strong>\u3001-1\u306b\u8fd1\u3044\u307b\u3069\u5f37\u3044<strong>\u8ca0\u306e\u76f8\u95a2<\/strong>\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u8eab\u9577\u3068\u4f53\u91cd\u306e\u9593\u306b\u306f\u6b63\u306e\u76f8\u95a2\u304c\u3042\u308a\u3001\u76f8\u95a2\u4fc2\u6570\u304c\u9ad8\u3044\u5834\u5408\u3001\u8eab\u9577\u304c\u9ad8\u3044\u307b\u3069\u4f53\u91cd\u3082\u91cd\u3044\u50be\u5411\u304c\u3042\u308b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001<strong>\u56de\u5e30\u4fc2\u6570<\/strong>\u306f\u3001\u72ec\u7acb\u5909\u6570\u304c\u5f93\u5c5e\u5909\u6570\u306b\u4e0e\u3048\u308b<strong>\u5f71\u97ff\u306e\u5927\u304d\u3055<\/strong>\u3092\u793a\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u56de\u5e30\u5206\u6790\u306b\u304a\u3044\u3066\u3001\u5e83\u544a\u8cbb\u304c\u58f2\u4e0a\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u304c0.5\u3067\u3042\u308c\u3070\u3001<strong>\u5e83\u544a\u8cbb\u30921\u5358\u4f4d\u5897\u3084\u3059\u3068\u58f2\u4e0a\u304c0.5\u5358\u4f4d<\/strong>\u5897\u3048\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u56de\u5e30\u4fc2\u6570\u306e\u7b26\u53f7\u3084\u5927\u304d\u3055\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u6226\u7565\u3084\u610f\u601d\u6c7a\u5b9a\u306b\u91cd\u8981\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-24\"><span class=\"ez-toc-section\" id=\"7_%E5%A4%9A%E5%A4%89%E9%87%8F%E8%A7%A3%E6%9E%90\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\"> 7. \u591a\u5909\u91cf\u89e3\u6790<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"539\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175010\/AdobeStock_786564829-1-1024x539.jpeg\" alt=\"\" class=\"wp-image-2868\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175010\/AdobeStock_786564829-1-1024x539.jpeg 1024w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175010\/AdobeStock_786564829-1-300x158.jpeg 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175010\/AdobeStock_786564829-1-768x404.jpeg 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175010\/AdobeStock_786564829-1-1536x808.jpeg 1536w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175010\/AdobeStock_786564829-1-2048x1078.jpeg 2048w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175010\/AdobeStock_786564829-1-940x495.jpeg 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-25\"><span class=\"ez-toc-section\" id=\"%E4%B8%BB%E6%88%90%E5%88%86%E5%88%86%E6%9E%90%EF%BC%88PCA%EF%BC%89\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09<\/strong>\u306f\u3001\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u3092\u4f4e\u6b21\u5143\u306b\u5909\u63db\u3059\u308b\u624b\u6cd5\u3067\u3001\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3092\u30b7\u30f3\u30d7\u30eb\u306b\u8868\u73fe\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001<strong>\u8907\u6570\u306e\u9867\u5ba2\u5c5e\u6027<\/strong>\uff08\u5e74\u9f62\u3001\u53ce\u5165\u3001\u8077\u696d\u306a\u3069\uff09\u3092\u6301\u3064\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u3001<strong>\u9867\u5ba2\u306e\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u3092\u62bd\u51fa<\/strong>\u3059\u308b\u969b\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002PCA\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u3070\u3089\u3064\u304d\u3092\u6700\u5927\u5316\u3059\u308b\u65b9\u5411\uff08\u4e3b\u6210\u5206\uff09\u3092\u898b\u3064\u3051\u51fa\u3057\u3001\u5143\u306e\u5909\u6570\u3092\u5c11\u6570\u306e\u4e3b\u6210\u5206\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6b21\u5143\u3092\u524a\u6e1b\u3057\u306a\u304c\u3089\u3082\u3001\u30c7\u30fc\u30bf\u306e\u91cd\u8981\u306a\u60c5\u5831\u3092\u4fdd\u6301\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-26\"><span class=\"ez-toc-section\" id=\"%E3%82%AF%E3%83%A9%E3%82%B9%E3%82%BF%E3%83%AA%E3%83%B3%E3%82%B0\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/strong>\u306f\u3001\u30c7\u30fc\u30bf\u3092\u985e\u4f3c\u6027\u306b\u57fa\u3065\u3044\u3066\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u3051\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u9867\u5ba2\u306e\u8cfc\u8cb7\u5c65\u6b74\u3092\u3082\u3068\u306b\u9867\u5ba2\u3092<strong>\u30bb\u30b0\u30e1\u30f3\u30c8\u5316<\/strong>\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u30bb\u30b0\u30e1\u30f3\u30c8\u306b\u6700\u9069\u306a\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u3092\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u306f\u3001<strong>k-means\u6cd5<\/strong>\u3084<strong>\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/strong>\u304c\u3042\u308a\u307e\u3059\u3002k-means\u6cd5\u3067\u306f\u3001\u30c7\u30fc\u30bf\u3092k\u500b\u306e\u30af\u30e9\u30b9\u30bf\u306b\u5206\u3051\u3001\u305d\u308c\u305e\u308c\u306e\u30af\u30e9\u30b9\u30bf\u306e\u4e2d\u5fc3\u304b\u3089\u306e\u8ddd\u96e2\u3092\u6700\u5c0f\u5316\u3059\u308b\u3088\u3046\u306b\u30c7\u30fc\u30bf\u3092\u5206\u985e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-27\"><span class=\"ez-toc-section\" id=\"%E5%9B%A0%E5%AD%90%E5%88%86%E6%9E%90%E3%81%AE%E6%A6%82%E8%A6%81\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u56e0\u5b50\u5206\u6790\u306e\u6982\u8981<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u56e0\u5b50\u5206\u6790<\/strong>\u306f\u3001\u89b3\u6e2c\u30c7\u30fc\u30bf\u306e\u80cc\u5f8c\u306b\u3042\u308b<strong>\u6f5c\u5728\u5909\u6570\uff08\u56e0\u5b50\uff09\u3092\u7279\u5b9a<\/strong>\u3059\u308b\u305f\u3081\u306e\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u5b66\u751f\u306e\u6210\u7e3e\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3001\u5b66\u696d\u6210\u7e3e\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b<strong>\u56e0\u5b50<\/strong>\uff08\u5b66\u7fd2\u614b\u5ea6\u3001\u5bb6\u5ead\u74b0\u5883\u306a\u3069\uff09\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u56e0\u5b50\u5206\u6790\u306f\u3001\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3092\u7406\u89e3\u3057\u3001<strong>\u30c7\u30fc\u30bf\u9593\u306e\u96a0\u308c\u305f\u95a2\u4fc2\u3092\u660e\u3089\u304b\u306b\u3059\u308b<\/strong>\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6b21\u5143\u524a\u6e1b\u3084\u5909\u6570\u306e\u9593\u306e\u76f8\u95a2\u69cb\u9020\u306e\u89e3\u91c8\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-28\"><span class=\"ez-toc-section\" id=\"8_%E7%B5%B1%E8%A8%88%E3%82%BD%E3%83%95%E3%83%88%E3%82%A6%E3%82%A7%E3%82%A2%E3%81%AE%E7%B4%B9%E4%BB%8B\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">8. \u7d71\u8a08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u7d39\u4ecb<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175346\/AdobeStock_789021681-1-1-1024x574.jpeg\" alt=\"\" class=\"wp-image-2869\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175346\/AdobeStock_789021681-1-1-1024x574.jpeg 1024w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175346\/AdobeStock_789021681-1-1-300x168.jpeg 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175346\/AdobeStock_789021681-1-1-768x430.jpeg 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175346\/AdobeStock_789021681-1-1-1536x861.jpeg 1536w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175346\/AdobeStock_789021681-1-1-2048x1148.jpeg 2048w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175346\/AdobeStock_789021681-1-1-940x527.jpeg 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-29\"><span class=\"ez-toc-section\" id=\"R\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">R<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>R<\/strong>\u306f\u3001\u7d71\u8a08\u89e3\u6790\u3084\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306b\u7279\u5316\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3001<strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9<\/strong>\u3084<strong>\u7d71\u8a08\u5b66<\/strong>\u306e\u5206\u91ce\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8c4a\u5bcc\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u5f37\u529b\u306a\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u6a5f\u80fd\u3092\u6301\u3061\u3001\u5b66\u8853\u7814\u7a76\u304b\u3089\u5b9f\u52d9\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u307e\u3067\u5e45\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u7d71\u8a08\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3001\u7d50\u679c\u3092\u7f8e\u3057\u3044\u30b0\u30e9\u30d5\u3068\u3057\u3066\u8868\u793a\u3059\u308b\u306e\u306bR\u306f\u975e\u5e38\u306b\u4fbf\u5229\u3067\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u95a2\u6570\u3082\u8c4a\u5bcc\u306b\u63c3\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3084\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u306e\u4f5c\u696d\u3082\u5bb9\u6613\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-30\"><span class=\"ez-toc-section\" id=\"Python\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">Python<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>Python<\/strong>\u306f\u3001<strong>\u6c4e\u7528\u7684\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e<\/strong>\u3067\u3042\u308a\u3001\u7d71\u8a08\u89e3\u6790\u306b\u3082\u5e45\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001pandas\u3084numpy\u3001scipy\u3068\u3044\u3063\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3084\u7d71\u8a08\u8a08\u7b97\u304c\u7c21\u5358\u306b\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>Python\u306f\u3001R\u306b\u6bd4\u3079\u3066\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u521d\u5fc3\u8005\u306b\u3082<strong>\u6bd4\u8f03\u7684\u512a\u3057\u3044\u8a00\u8a9e<\/strong>\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u89e3\u6790\u4ee5\u5916\u306b\u3082\u6a5f\u68b0\u5b66\u7fd2\u3084\u30a6\u30a7\u30d6\u958b\u767a\u306a\u3069\u3001\u591a\u69d8\u306a\u7528\u9014\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u70b9\u304c\u9b45\u529b\u3067\u3059\u3002\u7279\u306b\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5206\u91ce\u3067\u306f\u3001Python\u306f\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u8a00\u8a9e\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-31\"><span class=\"ez-toc-section\" id=\"SPSS\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">SPSS<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>SPSS<\/strong>\u306f\u3001<strong>\u4f7f\u3044\u3084\u3059\u3044GUI<\/strong>\u3092\u6301\u3064\u7d71\u8a08\u89e3\u6790\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3001\u7279\u306b\u793e\u4f1a\u79d1\u5b66\u3084\u30d3\u30b8\u30cd\u30b9\u5206\u91ce\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002SPSS\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5165\u529b\u304b\u3089\u89e3\u6790\u307e\u3067\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u8996\u899a\u7684\u306b\u64cd\u4f5c\u3067\u304d\u308b\u305f\u3081\u3001<strong>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082<\/strong>\u9ad8\u5ea6\u306a\u7d71\u8a08\u89e3\u6790\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u30a2\u30f3\u30b1\u30fc\u30c8\u8abf\u67fb\u306e\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3001\u7d50\u679c\u3092\u30b0\u30e9\u30d5\u3084\u8868\u3067\u8868\u793a\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002SPSS\u306f\u3001\u8907\u96d1\u306a\u7d71\u8a08\u624b\u6cd5\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u4f7f\u3044\u52dd\u624b\u306e\u826f\u3055\u304b\u3089\u591a\u304f\u306e\u4f01\u696d\u3084\u7814\u7a76\u6a5f\u95a2\u3067\u5c0e\u5165\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-32\"><span class=\"ez-toc-section\" id=\"Excel\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">Excel<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>Excel<\/strong>\u306f\u3001<strong>\u8868\u8a08\u7b97\u30bd\u30d5\u30c8<\/strong>\u3068\u3057\u3066\u591a\u304f\u306e\u4eba\u304c\u99b4\u67d3\u307f\u306e\u3042\u308b\u30c4\u30fc\u30eb\u3067\u3059\u304c\u3001\u57fa\u672c\u7684\u306a\u7d71\u8a08\u89e3\u6790\u3082\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Excel\u306e\u7d71\u8a08\u6a5f\u80fd\u306f\u9650\u3089\u308c\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u624b\u8efd\u306b\u30c7\u30fc\u30bf\u3092\u5165\u529b\u3057\u3001<strong>\u7c21\u5358\u306a\u96c6\u8a08\u3084\u30b0\u30e9\u30d5\u4f5c\u6210\u3092\u884c\u3046\u306b\u306f\u5341\u5206<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u7d71\u8a08\u95a2\u6570\u3084\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u30d1\u30c3\u30af\u3092\u4f7f\u7528\u3059\u308c\u3070\u3001\u56de\u5e30\u5206\u6790\u3084\u4eee\u8aac\u691c\u5b9a\u306a\u3069\u306e<strong>\u9ad8\u5ea6\u306a\u89e3\u6790\u3082\u53ef\u80fd<\/strong>\u3067\u3059\u3002\u30d3\u30b8\u30cd\u30b9\u73fe\u5834\u3067\u306f\u3001\u591a\u304f\u306e\u4eba\u304c\u65e5\u5e38\u7684\u306bExcel\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u3092\u7ba1\u7406\u3057\u3066\u3044\u308b\u305f\u3081\u3001<strong>\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7<\/strong>\u3068\u3057\u3066Excel\u3092\u4f7f\u3063\u305f\u7d71\u8a08\u89e3\u6790\u306f\u975e\u5e38\u306b\u6709\u7528\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-33\"><span class=\"ez-toc-section\" id=\"9_%E7%B5%B1%E8%A8%88%E5%AD%A6%E3%81%AE%E5%AE%9F%E4%B8%96%E7%95%8C%E3%81%A7%E3%81%AE%E5%BF%9C%E7%94%A8%E4%BA%8B%E4%BE%8B\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">9. \u7d71\u8a08\u5b66\u306e\u5b9f\u4e16\u754c\u3067\u306e\u5fdc\u7528\u4e8b\u4f8b<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175717\/AdobeStock_302932174-1-1024x576.jpeg\" alt=\"\" class=\"wp-image-2870\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175717\/AdobeStock_302932174-1-1024x576.jpeg 1024w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175717\/AdobeStock_302932174-1-300x169.jpeg 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175717\/AdobeStock_302932174-1-768x432.jpeg 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175717\/AdobeStock_302932174-1-1536x864.jpeg 1536w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175717\/AdobeStock_302932174-1-940x529.jpeg 940w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2024\/06\/04175717\/AdobeStock_302932174-1.jpeg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-34\"><span class=\"ez-toc-section\" id=\"%E3%83%93%E3%82%B8%E3%83%8D%E3%82%B9%E3%81%A7%E3%81%AE%E6%B4%BB%E7%94%A8%E4%BE%8B\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30d3\u30b8\u30cd\u30b9\u3067\u306e\u6d3b\u7528\u4f8b<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u7d71\u8a08\u5b66\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f<strong>\u610f\u601d\u6c7a\u5b9a<\/strong>\u3092\u884c\u3046\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<strong>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0<\/strong>\u3067\u306f\u3001\u6d88\u8cbb\u8005<strong>\u884c\u52d5\u306e\u5206\u6790<\/strong>\u3084<strong>\u5e02\u5834\u8abf\u67fb<\/strong>\u306b\u7d71\u8a08\u304c\u5229\u7528\u3055\u308c\u3001\u4f01\u696d\u306f\u6d88\u8cbb\u8005\u306e\u30cb\u30fc\u30ba\u3092\u4e88\u6e2c\u3057\u3001<strong>\u9069\u5207\u306a\u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b<\/strong>\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u8abf\u67fb\u3092\u901a\u3058\u3066\u5f97\u3089\u308c\u305f\u30c7\u30fc\u30bf\u3092\u7d71\u8a08\u7684\u306b\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u3069\u306e\u8981\u56e0\u304c\u9867\u5ba2\u6e80\u8db3\u306b\u6700\u3082\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u306e\u304b\u3092\u7279\u5b9a\u3057\u3001<strong>\u30b5\u30fc\u30d3\u30b9\u6539\u5584<\/strong>\u306b\u5f79\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001<strong>\u54c1\u8cea\u7ba1\u7406<\/strong>\u306b\u304a\u3044\u3066\u3082\u7d71\u8a08\u5b66\u306f\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u88fd\u54c1\u306e<strong>\u4e0d\u826f\u7387\u3092\u7ba1\u7406<\/strong>\u3059\u308b\u305f\u3081\u306b\u3001\u88fd\u9020\u5de5\u7a0b\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u554f\u984c\u304c\u767a\u751f\u3059\u308b\u524d\u306b\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u3055\u3089\u306b\u3001<strong>\u58f2\u4e0a\u4e88\u6e2c<\/strong>\u3084<strong>\u5728\u5eab\u7ba1\u7406<\/strong>\u306b\u3082\u7d71\u8a08\u30e2\u30c7\u30eb\u304c\u6d3b\u7528\u3055\u308c\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u52b9\u7387\u5316\u306b\u5bc4\u4e0e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-35\"><span class=\"ez-toc-section\" id=\"%E5%8C%BB%E7%99%82%E3%82%84%E5%85%AC%E5%85%B1%E6%94%BF%E7%AD%96%E3%81%A7%E3%81%AE%E5%BF%9C%E7%94%A8\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u533b\u7642\u3084\u516c\u5171\u653f\u7b56\u3067\u306e\u5fdc\u7528<\/span><\/span><span 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