{"id":237,"date":"2022-10-10T00:00:00","date_gmt":"2022-10-09T15:00:00","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/rotation-of-axes-for-principal-component-analysis\/"},"modified":"2024-09-04T22:57:23","modified_gmt":"2024-09-04T13:57:23","slug":"rotation-of-axes-for-principal-component-analysis","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/rotation-of-axes-for-principal-component-analysis\/","title":{"rendered":"SPSS \u3068 R \u306e\u4e3b\u6210\u5206\u5206\u6790\u3067\u8ef8\u306e\u56de\u8ee2\u3092\u884c\u3046\u65b9\u6cd5"},"content":{"rendered":"\n<p>\u4e3b\u6210\u5206\u5206\u6790\u3067\u8ef8\u306e\u56de\u8ee2\u3092\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u308b\u304b<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e3b\u6210\u5206\u5206\u6790\u3068\u306f\">\u4e3b\u6210\u5206\u5206\u6790\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>\u4e3b\u6210\u5206\u5206\u6790\u3068\u306f\u3001\u591a\u6570\u306e\u5909\u6570\u306e\u60c5\u5831\u3092\u5c11\u6570\u306e\u5408\u6210\u5909\u6570\u306b\u7e2e\u7d04\u3059\u308b\u89e3\u6790\u624b\u6cd5\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u305f\u304f\u3055\u3093\u5909\u6570\u304c\u3042\u308b\u3068\u4f55\u304c\u3069\u3046\u306a\u3063\u3066\u3044\u308b\u304b\u308f\u304b\u3089\u306a\u3044\u304c\u3001\u305d\u308c\u3089\u5909\u6570\u540c\u58eb\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u6d3b\u7528\u3057\u3066\u3001\u4ee3\u8868\u7684\u306a\u65b9\u6cd5\u3068\u3057\u3066\u306f\uff12\u3064\u306e\u5408\u6210\u5909\u6570\u306b\u7e2e\u7d04\u3057\u53ef\u8996\u5316\u3057\u3066\u3001\u5168\u4f53\u50cf\u3092\u628a\u63e1\u3059\u308b\u3068\u3044\u3046\u624b\u6cd5\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u5c11\u3057\u8a73\u3057\u3044\u8a08\u7b97\u65b9\u6cd5\u306f\u4ee5\u4e0b\u3092\u53c2\u7167\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/1920x1080-video-Excel-300x169.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/best-biostatistics.com\/toukei-er\/entry\/principal-component-analysis-step-by-step\/\">R \u3068 EZR \u3067\u5b66\u3076\u4e3b\u6210\u5206\u5206\u6790\u306e\u8a08\u7b97\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u4e3b\u6210\u5206\u5206\u6790\u306f\u3001\u591a\u5909\u91cf\u60c5\u5831\u306e\u7e2e\u7d04\u3068\u8a00\u308f\u308c\u308b\u304c\u3001\u5b9f\u969b\u306b\u306f\u3069\u3093\u306a\u8a08\u7b97\u3092\u3057\u3066\u3044\u308b\u306e\u304b\uff1f \u6570\u5b66\u7684\u306b\u5c11\u3057\u8a73\u3057\u304f\u308f\u304b\u308a\u305f\u3044\u4eba\u5411\u3051\u3002 \u4e3b\u6210\u5206\u5206\u6790\u306e\u8a08\u7b97\u4e0a\u306e\u76ee\u6a19\u306f\u5408\u6210\u5909\u6570\u306e\u4f5c\u6210&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<p>\u4e3b\u6210\u5206\u5206\u6790\u306e\u5b9f\u4f8b\u306f\u3053\u3061\u3089\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2018\/09\/20180924125024-300x300.png\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/best-biostatistics.com\/toukei-er\/entry\/how-to-conduct-principal-component-analysis-in-r\/\">R \u3067\u4e3b\u6210\u5206\u5206\u6790\u3092\u884c\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u4e3b\u6210\u5206\u5206\u6790\u306f\u3001\u305f\u304f\u3055\u3093\u306e\u5909\u6570\u3092\u3001\u5408\u6210\u5909\u6570\u306b\u96c6\u7d04\u3059\u308b\u5206\u6790\u3002 \u4e3b\u5f79\u7d1a\u306e\u4e3b\u6210\u5206\u304b\u3089\u7b2c\u4e00\u4e3b\u6210\u5206\u3001\u7b2c\u4e8c\u4e3b\u6210\u5206\u3001\u30fb\u30fb\u30fb\u3068\u547c\u3070\u308c\u308b\u3002 \u305f\u304f\u3055\u3093\u306e\u5909\u6570\u3092\u3001\u3044\u304f\u3064\u304b\u306e\u4e3b\u6210\u5206\u3067\u307e&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e3b\u6210\u5206\u5206\u6790\u306e\u8ef8\u306e\u56de\u8ee2\u3068\u306f\">\u4e3b\u6210\u5206\u5206\u6790\u306e\u8ef8\u306e\u56de\u8ee2\u3068\u306f\uff1f<\/h3>\n\n\n\n<p>\u8ef8\u306e\u56de\u8ee2\u3068\u306f\u3001\uff12\u3064\u306e\u4e3b\u6210\u5206\u306e\u4e3b\u6210\u5206\u8ca0\u8377\u91cf\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u305f\u4e3b\u6210\u5206\u30d7\u30ed\u30c3\u30c8\u3092\u56de\u8ee2\u3055\u305b\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"587\" height=\"586\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009093739.png\" alt=\"\" class=\"wp-image-1354\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009093739.png 587w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009093739-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009093739-150x150.png 150w\" sizes=\"(max-width: 587px) 100vw, 587px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u306e\u56f3\u304c\u3001\u4e3b\u6210\u5206\u30d7\u30ed\u30c3\u30c8\u306e\u4f8b\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u7c73\u56fd\u306e\u5dde\u306e\u540d\u524d\u306e\u30d7\u30ed\u30c3\u30c8\u306f\u6c17\u306b\u305b\u305a\u3001\u8d64\u3044\u6587\u5b57\u3060\u3051\u306b\u6ce8\u76ee\u3057\u3066\u307b\u3057\u3044\u3002<\/p>\n\n\n\n<p>Murder, Assault, Rape\u3068\u3001UrbanPop\u306e\uff12\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u304b\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u3002<\/p>\n\n\n\n<p>\u305f\u3060\u3057\u3001UrbanPop\u306f\u3001Comp.2\u8ef8\u306b\u5e73\u884c\u3067\u306f\u306a\u304f\u3001\u5c11\u3057\u3060\u3051\u305a\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u6642\u3001\u3053\u306e\u56f3\u304c\u5c11\u3057\u3060\u3051\u6642\u8a08\u56de\u308a\u306b\u56de\u8ee2\u3057\u305f\u3089\u3001UrbanPop\u306f\u3001\u771f\u4e0b\u306b\u5411\u3044\u3066Comp.1\u306e0.0\u3092\u6307\u3059\u306b\u9055\u3044\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u305d\u3046\u3059\u308b\u3068\u3001Comp.2\u304cUrban Population\u304c\u591a\u3044\u304b\u5c11\u306a\u3044\u304b\u3068\u3044\u3046\u8ef8\u3068\u3044\u3046\u898b\u65b9\u304c\u3088\u308a\u5f37\u304f\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>Comp.1\u306b\u3064\u3044\u3066\u306f\u3001Murder, Assault, Rape\u306e\u3088\u3046\u306a\u72af\u7f6a\u304c\u591a\u3044\u304b\u5c11\u306a\u3044\u304b\u3068\u3044\u3046\u8ef8\u3068\u3057\u3066\u3001\u3044\u307e\u3088\u308a\u3082\u3063\u3068\u660e\u78ba\u306b\u89e3\u91c8\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u8ef8\u306e\u56de\u8ee2\u306b\u306f\u3053\u3046\u3044\u3046\u5229\u70b9\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u56e0\u5b50\u5206\u6790\u306f\u3053\u306e\u56de\u8ee2\u306b\u3088\u3063\u3066\u3001\u89e3\u91c8\u3057\u3084\u3059\u304f\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u3060\u304c\u3001\u4e3b\u6210\u5206\u5206\u6790\u3067\u884c\u3063\u3066\u3082\u5dee\u3057\u652f\u3048\u306a\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e3b\u6210\u5206\u5206\u6790\u3067\u8ef8\u306e\u56de\u8ee2SPSS\u3067\u884c\u3046\u65b9\u6cd5\">\u4e3b\u6210\u5206\u5206\u6790\u3067\u8ef8\u306e\u56de\u8ee2\u3000SPSS\u3067\u884c\u3046\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u8a73\u3057\u3044\u8a08\u7b97\u65b9\u6cd5\u306f\u3001\u4e0b\u8a18\u53c2\u8003\u30b5\u30a4\u30c8\u53c2\u7167\u3002<\/p>\n\n\n\n<p><a href=\"http:\/\/aoki2.si.gunma-u.ac.jp\/lecture\/PCA\/pca2.html\">\u4e3b\u6210\u5206\u8ef8\u306e\u56de\u8ee2\uff08 \u76f4\u4ea4\u56de\u8ee2 \uff09<\/a><\/p>\n\n\n\n<p>\u5b9f\u969b\u306bSPSS\u3067\u3069\u306e\u3088\u3046\u306b\u884c\u3046\u304b\u3092\u7d39\u4ecb\u3057\u305f\u3044\u3002<\/p>\n\n\n\n<p>\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306fR\u306b\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308bUSArrests\u3068\u3044\u3046\u7c73\u56fd\u306e\u72af\u7f6a\u4ef6\u6570\u3068\u90fd\u5e02\u90e8\u306e\u4eba\u53e3\u30c7\u30fc\u30bf\u3092\u7528\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001SPSS\u306b\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u3001\u300c\u5206\u6790\u300d\u2192\u300c\u6b21\u5143\u5206\u89e3\u300d\u2192\u300c\u56e0\u5b50\u5206\u6790\u300d\u3092\u9078\u629e\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u5909\u6570\u3092\u6295\u5165\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"489\" height=\"330\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009114621.png\" alt=\"\" class=\"wp-image-1355\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009114621.png 489w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009114621-300x202.png 300w\" sizes=\"(max-width: 489px) 100vw, 489px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u56e0\u5b50\u306e\u62bd\u51fa\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"489\" height=\"330\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009114726.png\" alt=\"\" class=\"wp-image-1356\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009114726.png 489w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009114726-300x202.png 300w\" sizes=\"(max-width: 489px) 100vw, 489px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u65b9\u6cd5\u304c\u4e3b\u6210\u5206\u5206\u6790\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u3001\u62bd\u51fa\u306e\u57fa\u6e96\u306f\u56e0\u5b50\u306e\u56fa\u5b9a\u6570\u3068\u3057\u3066\u3001\u62bd\u51fa\u3059\u308b\u56e0\u5b50\u306f\u4e3b\u6210\u5206\u30d7\u30ed\u30c3\u30c8\u306e\u305f\u3081\u3068\u8003\u3048\u3066\u3001\u4eca\u56de\u306f\uff12\u3068\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"432\" height=\"388\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115236.png\" alt=\"\" class=\"wp-image-1357\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115236.png 432w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115236-300x269.png 300w\" sizes=\"(max-width: 432px) 100vw, 432px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u7d9a\u884c\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u623b\u3063\u305f\u5f8c\u3001\u56de\u8ee2\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"489\" height=\"330\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115407.png\" alt=\"\" class=\"wp-image-1358\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115407.png 489w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115407-300x202.png 300w\" sizes=\"(max-width: 489px) 100vw, 489px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u56de\u8ee2\u306f\u306a\u3057\u3067\u3001\u56e0\u5b50\u8ca0\u8377\u30d7\u30ed\u30c3\u30c8\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"332\" height=\"310\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115515.png\" alt=\"\" class=\"wp-image-1359\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115515.png 332w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115515-300x280.png 300w\" sizes=\"(max-width: 332px) 100vw, 332px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u308c\u3067\u3001\u7d9a\u884c\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001OK\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u8a08\u7b97\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<div id=\"biost-2625383932\" class=\"biost- biost-entity-placement\"><p style=\"text-align: center;\"><span style=\"font-size: 20px;\"><strong><a href=\"https:\/\/best-biostatistics.com\/kmhl\">\uff1e\uff1e\u3082\u3046\u7d71\u8a08\u3067\u60a9\u3080\u306e\u306f\u7d42\u308f\u308a\u306b\u3057\u307e\u305b\u3093\u304b\uff1f\u00a0<\/a><\/strong><\/span><\/p>\r\n<a href=\"https:\/\/best-biostatistics.com\/kmhl\"><img class=\"aligncenter wp-image-2794 size-full\" src=\"https:\/\/best-biostatistics.com\/wp\/wp-content\/uploads\/2023\/11\/bn_r_03.png\" alt=\"\" width=\"500\" height=\"327\" \/><\/a>\r\n<p style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 20px;\"><strong><span class=\"marker2\">\u21911\u4e07\u4eba\u4ee5\u4e0a\u306e\u533b\u7642\u5f93\u4e8b\u8005\u304c\u8cfc\u8aad\u4e2d<\/span><\/strong><\/span><\/p><\/div><h2 class=\"wp-block-heading\" id=\"\u4e3b\u6210\u5206\u5206\u6790\u306e\u7d50\u679c\u306e\u8aad\u307f\u65b9\">\u4e3b\u6210\u5206\u5206\u6790\u306e\u7d50\u679c\u306e\u8aad\u307f\u65b9<\/h2>\n\n\n\n<p>\u8aac\u660e\u3055\u308c\u305f\u5206\u6563\u306e\u5408\u8a08\u3068\u3044\u3046\u30bf\u30a4\u30c8\u30eb\u306e\u8868\u304c\u3001\u3044\u308f\u3086\u308b\u56fa\u6709\u5024\u3068\u304b\u5bc4\u4e0e\u7387\u306e\u8a71\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"470\" height=\"172\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115845.png\" alt=\"\" class=\"wp-image-1360\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115845.png 470w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115845-300x110.png 300w\" sizes=\"(max-width: 470px) 100vw, 470px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u4e00\u756a\u5de6\u306e\u30ab\u30e9\u30e0\u306e\u5408\u8a08\u304c\u3001\u56fa\u6709\u5024\u3067\u3042\u308b\u3002\u3053\u308c\u304c\uff11\u3092\u8d85\u3048\u3066\u3044\u308b\u4e3b\u6210\u5206\u304c\u5341\u5206\u306a\u60c5\u5831\u3092\u6301\u3063\u305f\u63a1\u7528\u3059\u3079\u304d\u4e3b\u6210\u5206\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u7b2c\uff12\u4e3b\u6210\u5206\u306e\u56fa\u6709\u5024\u304c\u307b\u3093\u306e\u5c11\u3057\uff11\u3092\u4e0b\u56de\u3063\u3066\u3044\u308b\u304c\u3001\u307b\u307c\uff11\u3068\u307f\u306a\u3057\u3066\u3001\u63a1\u7528\u3059\u308b\u3053\u3068\u306b\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u7b2c\uff11\u3001\u7b2c\uff12\u4e3b\u6210\u5206\u3067\u3001\u5168\u4f53\u306e86.75\uff05\u3092\u8aac\u660e\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3092\u7d2f\u7a4d\u5bc4\u4e0e\u7387\u3068\u547c\u3073\u300180%\u3092\u8d85\u3048\u308b\u3068\u3053\u308d\u307e\u3067\u306e\u4e3b\u6210\u5206\u3092\u63a1\u7528\u3059\u308b\u3068\u3044\u3046\u6163\u4f8b\u3082\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u6210\u5206\u884c\u5217\u3068\u306e\u30bf\u30a4\u30c8\u30eb\u306e\u8868\u304c\u3001\u4e3b\u6210\u5206\u8ca0\u8377\u91cf\u306e\u8868\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"219\" height=\"194\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009120236.png\" alt=\"\" class=\"wp-image-1361\" title=\"\"\/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u306e\u8ca0\u8377\u91cf\u306e\u7d76\u5bfe\u5024\u304c\u5927\u304d\u3044\u5909\u6570\u304c\u3001\u5f53\u8a72\u4e3b\u6210\u5206\u306b\u5c5e\u3059\u308b\u3068\u8003\u3048\u308c\u3070\u3088\u3044\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306e\u5834\u5408\u306f\u3001Murder, Assault, Rape\u304c\u7b2c\uff11\u4e3b\u6210\u5206\u3001UrbanPop\u304c\u7b2c\uff12\u4e3b\u6210\u5206\u306b\u5c5e\u3059\u308b\u3068\u8003\u3048\u308b\u306e\u304c\u59a5\u5f53\u3060\u308d\u3046\u3002<\/p>\n\n\n\n<p>\u6700\u5f8c\u304c\u3001\u30e1\u30a4\u30f3\u306e\u4e3b\u6210\u5206\u30d7\u30ed\u30c3\u30c8\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"853\" height=\"503\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009120606.png\" alt=\"\" class=\"wp-image-1362\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009120606.png 853w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009120606-300x177.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009120606-768x453.png 768w\" sizes=\"(max-width: 853px) 100vw, 853px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u7b2c\uff11\u4e3b\u6210\u5206\u304c\u5927\u304d\u3044\u3068\u3053\u308d\u306bMurder, Assault, 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alt=\"\" class=\"wp-image-1363\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115407-1.png 489w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009115407-1-300x202.png 300w\" sizes=\"(max-width: 489px) 100vw, 489px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u30d0\u30ea\u30de\u30c3\u30af\u30b9\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"332\" height=\"310\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009121326.png\" alt=\"\" class=\"wp-image-1364\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009121326.png 332w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009121326-300x280.png 300w\" sizes=\"(max-width: 332px) 100vw, 332px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u7d9a\u884c\u3068\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001OK\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u8a08\u7b97\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u8aac\u660e\u3055\u308c\u305f\u5206\u6563\u306e\u5408\u8a08\u306e\u8868\u306b\u3001\u56de\u8ee2\u5f8c\u306e\u56fa\u6709\u5024\u306e\u8a08\u7b97\u7d50\u679c\u304c\u8ffd\u52a0\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"674\" height=\"172\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009121428.png\" alt=\"\" class=\"wp-image-1365\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009121428.png 674w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009121428-300x77.png 300w\" sizes=\"(max-width: 674px) 100vw, 674px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u305d\u308c\u307b\u3069\u5927\u304d\u306a\u9055\u3044\u306f\u306a\u3044\u304c\u3001\u7b2c\uff12\u4e3b\u6210\u5206\u306e\u56fa\u6709\u5024\u304c\uff11\u3092\u8d85\u3048\u3066\u30011.209\u3068\u306a\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u56de\u8ee2\u5f8c\u306e\u4e3b\u6210\u5206\u8ca0\u8377\u91cf\u306f\u3001\u56de\u8ee2\u5f8c\u306e\u6210\u5206\u884c\u5217\u3068\u3044\u3046\u30bf\u30a4\u30c8\u30eb\u306e\u8868\u3068\u3057\u3066\u51fa\u529b\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"219\" height=\"239\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009121610.png\" alt=\"\" class=\"wp-image-1366\" title=\"\"\/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u56de\u8ee2\u524d\u3068\u6bd4\u3079\u308b\u3068\u3001\u7b2c\uff11\u4e3b\u6210\u5206\u3001\u7b2c\uff12\u4e3b\u6210\u5206\u306b\u5c5e\u3057\u3066\u3044\u308b\u5909\u6570\u304c\u3088\u308a\u969b\u7acb\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u3002<\/p>\n\n\n\n<p>\u56de\u8ee2\u5f8c\u306e\u4e3b\u6210\u5206\u30d7\u30ed\u30c3\u30c8\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"853\" height=\"503\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009121752.png\" alt=\"\" class=\"wp-image-1367\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009121752.png 853w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009121752-300x177.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009121752-768x453.png 768w\" sizes=\"(max-width: 853px) 100vw, 853px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u7b2c\uff11\u4e3b\u6210\u5206\u3068\u7b2c\uff12\u4e3b\u6210\u5206\u304c\u3088\u308a\u306f\u3063\u304d\u308a\u3057\u305f\u3068\u601d\u3046\u3002<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001\u4eca\u56de\u306e\u5834\u5408\u3001\u4e3b\u6210\u5206\u306e\u62bd\u51fa\u500b\u6570\u3092\u3001\u4f8b\u3048\u3070\u5168\u5909\u6570\u306e\u6570\uff14\u3068\u8a2d\u5b9a\u3057\u3066\u8a08\u7b97\u3059\u308b\u3068\u3001\u30b0\u30e9\u30d5\u304c\u5909\u308f\u308b\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u4e09\u6b21\u5143\u3067\u8868\u793a\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"853\" height=\"503\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122242.png\" alt=\"\" class=\"wp-image-1368\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122242.png 853w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122242-300x177.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122242-768x453.png 768w\" sizes=\"(max-width: 853px) 100vw, 853px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u4e8c\u6b21\u5143\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u56f3\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u3055\u3089\u306bZ\u8ef8\u3042\u305f\u308a\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u8868\u793a\u3055\u305b\u305f\u306e\u3061\u306b\u3001Z\u8ef8\u3092\u9664\u5916\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"315\" height=\"473\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122326.png\" alt=\"\" class=\"wp-image-1369\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122326.png 315w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122326-200x300.png 200w\" sizes=\"(max-width: 315px) 100vw, 315px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u539f\u70b9\u306e\u7dda\u3092\u8ffd\u52a0\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4e8c\u6b21\u5143\u4e3b\u6210\u5206\u30d7\u30ed\u30c3\u30c8\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"853\" height=\"503\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122420.png\" alt=\"\" class=\"wp-image-1370\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122420.png 853w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122420-300x177.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122420-768x453.png 768w\" sizes=\"(max-width: 853px) 100vw, 853px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u5148\u307b\u3069\u306e\u4e3b\u6210\u5206\u30d7\u30ed\u30c3\u30c8\u3068\u6bd4\u3079\u308b\u3068\u3001Rape\u304c\u304b\u306a\u308a\u539f\u70b9\u306b\u5bc4\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u4e3b\u6210\u5206\u8ca0\u8377\u91cf\u3092\u898b\u308b\u3068\u305d\u306e\u539f\u56e0\u304c\u308f\u304b\u308b\u3002<\/p>\n\n\n\n<p>\u5b9f\u306f\u3001Rape\u306e\u7b2c\uff13\u4e3b\u6210\u5206\u306e\u4e3b\u6210\u5206\u8ca0\u8377\u91cf\u304c\u9ad8\u304f\u306a\u3063\u3066\u304a\u308a\u3001\u7b2c\uff11\u3001\u7b2c\uff12\u4e3b\u6210\u5206\u3067\u8aac\u660e\u3067\u304d\u306a\u3044\u7b2c\uff13\u306e\u4e3b\u6210\u5206\u306b\u5c5e\u3059\u308b\u5909\u6570\u3068\u3057\u3066\u7570\u306a\u308b\u6027\u8cea\u3092\u6301\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"355\" height=\"209\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122650.png\" alt=\"\" class=\"wp-image-1371\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122650.png 355w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009122650-300x177.png 300w\" sizes=\"(max-width: 355px) 100vw, 355px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u4e3b\u6210\u5206\u3068\u3057\u3066\u63a1\u7528\u3059\u3079\u304d\u306f\u7b2c\uff12\u4e3b\u6210\u5206\u307e\u3067\u3068\u3001\u56de\u8ee2\u524d\u306b\u898b\u6975\u3081\u3066\u3044\u305f\u306e\u3067\u3001\u56de\u8ee2\u306f\uff12\u56e0\u5b50\u6307\u5b9a\u306e\u4e3b\u6210\u5206\u5206\u6790\u3068\u3057\u3066\u5b9f\u65bd\u3057\u3066\u3001\u56de\u8ee2\u5f8c\u306e\u4e3b\u6210\u5206\u30d7\u30ed\u30c3\u30c8\u3092\u63cf\u753b\u3059\u308b\u307b\u3046\u304c\u9069\u5207\u3067\u3042\u308d\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e3b\u6210\u5206\u5206\u6790\u8ef8\u306e\u56de\u8ee2R\u3067\u884c\u3046\u65b9\u6cd5\">\u4e3b\u6210\u5206\u5206\u6790\u3000\u8ef8\u306e\u56de\u8ee2\u3000R\u3067\u884c\u3046\u65b9\u6cd5<\/h2>\n\n\n\n<p>R\u306e psych \u30d1\u30c3\u30b1\u30fc\u30b8\u306e principal() \u95a2\u6570\u3092\u4f7f\u3046\u3068\u3001SPSS\u306e\u8a08\u7b97\u306e\u518d\u73fe\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u547c\u3073\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u884c\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synIdentifier\">install.packages<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">\"psych\"<\/span><span class=\"synSpecial\">)<\/span>\n<span class=\"synPreProc\">library<\/span><span class=\"synSpecial\">(<\/span>psych<span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>USArrests \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u7d44\u307f\u8fbc\u307f\u30c7\u30fc\u30bf\u3067\u3042\u308b\u306e\u3067\u3001\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u540d\u524d\u3092\u66f8\u3051\u3070\u76f4\u63a5\u547c\u3073\u51fa\u305b\u308b\u3002<\/p>\n\n\n\n<p>\u56de\u8ee2\u524d\u306e\u4e3b\u6210\u5206\u5206\u6790\u306e\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"839\" height=\"639\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124556.png\" alt=\"\" class=\"wp-image-1372\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124556.png 839w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124556-300x228.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124556-768x585.png 768w\" sizes=\"(max-width: 839px) 100vw, 839px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>Standardized loadings\u3068\u3042\u308b\u30bb\u30af\u30b7\u30e7\u30f3\u306ePC1, PC2\u3068\u3044\u3046\u306e\u304c\u3001\u56de\u8ee2\u524d\u306e\u4e3b\u6210\u5206\u8ca0\u8377\u91cf\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u306eSS loadings\u3068\u3042\u308b\u306e\u304c\u3001\u56fa\u6709\u5024\u306e\u5024\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>Cumulative Var\u304c\u7d2f\u7a4d\u5bc4\u4e0e\u7387\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3044\u305a\u308c\u3082\u4e0a\u8ff0\u306eSPSS\u306e\u51fa\u529b\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u56de\u8ee2\u5f8c\u306e\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"839\" height=\"639\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124620.png\" alt=\"\" class=\"wp-image-1373\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124620.png 839w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124620-300x228.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124620-768x585.png 768w\" sizes=\"(max-width: 839px) 100vw, 839px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u3061\u3089\u3082SPSS\u306e\u7d50\u679c\u3068\u540c\u69d8\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u4e3b\u6210\u5206\u30d7\u30ed\u30c3\u30c8\u306f\u4ee5\u4e0b\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u63cf\u753b\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synComment\">#\u56de\u8ee2\u524d<\/span>\n<span class=\"synIdentifier\">biplot<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">principal<\/span><span class=\"synSpecial\">(<\/span>USArrests<span class=\"synSpecial\">,<\/span>nfactors<span class=\"synStatement\">=<\/span><span class=\"synConstant\">2<\/span><span class=\"synSpecial\">,<\/span>rotate<span class=\"synStatement\">=<\/span><span class=\"synConstant\">\"none\"<\/span><span class=\"synSpecial\">))<\/span>\n<span class=\"synComment\">#\u56de\u8ee2\u5f8c<\/span>\n<span class=\"synIdentifier\">biplot<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">principal<\/span><span class=\"synSpecial\">(<\/span>USArrests<span class=\"synSpecial\">,<\/span>nfactors<span class=\"synStatement\">=<\/span><span class=\"synConstant\">2<\/span><span class=\"synSpecial\">))<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u3053\u3061\u3089\u304c\u56de\u8ee2\u524d\u3002<\/p>\n\n\n\n<p>\u5c11\u3057\u3060\u3051\u8ef8\u304c\u50be\u3044\u3066\u3044\u308b\u611f\u3058\u304c\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"672\" height=\"672\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124726.png\" alt=\"\" class=\"wp-image-1374\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124726.png 672w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124726-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124726-150x150.png 150w\" sizes=\"(max-width: 672px) 100vw, 672px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u56de\u8ee2\u5f8c\u306f\u3053\u3093\u306a\u3075\u3046\u306b\u8ef8\u306b\u6cbf\u3063\u305f\u30d7\u30ed\u30c3\u30c8\u306b\u306a\u3063\u3066\u89e3\u91c8\u3057\u3084\u3059\u304f\u306a\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"672\" height=\"672\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124827.png\" alt=\"\" class=\"wp-image-1375\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124827.png 672w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124827-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/10\/20221009124827-150x150.png 150w\" sizes=\"(max-width: 672px) 100vw, 672px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u4e3b\u6210\u5206\u5206\u6790\u306b\u304a\u3051\u308b\u8ef8\u306e\u56de\u8ee2\u3092\u3001SPSS\u3068R\u3067\u884c\u3046\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u56e0\u5b50\u5206\u6790\u306b\u6bd4\u3079\u308b\u3068\u3001\u4e3b\u6210\u5206\u5206\u6790\u3067\u8ef8\u306e\u56de\u8ee2\u3092\u884c\u3063\u3066\u3044\u308b\u89e3\u6790\u3092\u3042\u307e\u308a\u898b\u304b\u3051\u306a\u3044\u305f\u3081\u3001\u5c11\u3005\u4e0d\u5b89\u306b\u306a\u308b\u304c\u3001\u4e3b\u6210\u5206\u5206\u6790\u3067\u3082\u8ef8\u306e\u56de\u8ee2\u3092\u884c\u3044\u3001\u4e3b\u6210\u5206\u8ca0\u8377\u91cf\u306e\u89e3\u91c8\u3092\u3057\u3084\u3059\u304f\u3059\u308b\u624b\u6cd5\u306f\u5b58\u5728\u3057\u3001\u5b9f\u65bd\u3057\u3066\u304b\u307e\u308f\u306a\u3044\u3002<\/p>\n\n\n\n<p>SPSS\u3067\u3082\uff32\u3067\u3082\u3044\u305a\u308c\u3082\u89e3\u6790\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u53c2\u8003\u306b\u306a\u308c\u3070\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u53c2\u8003\u66f8\u7c4d\">\u53c2\u8003\u66f8\u7c4d<\/h2>\n\n\n\n<p>SPSS\u3067\u5b66\u3076\u533b\u7642\u7cfb\u591a\u5909\u91cf\u30c7\u30fc\u30bf\u89e3\u6790 \u7b2c2\u7248<\/p>\n\n\n\n<div class=\"hatena-asin-detail\"><a href=\"https:\/\/www.amazon.co.jp\/dp\/4489022905?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" class=\"hatena-asin-detail-image-link\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/m.media-amazon.com\/images\/I\/51oq752mPoL._SL500_.jpg\" class=\"hatena-asin-detail-image\" alt=\"\uff33\uff30\uff33\uff33\u3067\u5b66\u3076\u533b\u7642\u7cfb\u591a\u5909\u91cf\u30c7\u30fc\u30bf\u89e3\u6790\u3000\u7b2c\uff12\u7248\" title=\"\uff33\uff30\uff33\uff33\u3067\u5b66\u3076\u533b\u7642\u7cfb\u591a\u5909\u91cf\u30c7\u30fc\u30bf\u89e3\u6790\u3000\u7b2c\uff12\u7248\"><\/a>\n<div class=\"hatena-asin-detail-info\">\n<p class=\"hatena-asin-detail-title\"><a href=\"https:\/\/www.amazon.co.jp\/dp\/4489022905?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" target=\"_blank\" rel=\"noopener\">\uff33\uff30\uff33\uff33\u3067\u5b66\u3076\u533b\u7642\u7cfb\u591a\u5909\u91cf\u30c7\u30fc\u30bf\u89e3\u6790\u3000\u7b2c\uff12\u7248<\/a><\/p>\n<ul class=\"hatena-asin-detail-meta\">\n<li><span class=\"hatena-asin-detail-label\">\u4f5c\u8005:<\/span><a href=\"https:\/\/d.hatena.ne.jp\/keyword\/%C2%D0%C7%CF%20%B1%C9%B5%B1\" class=\"keyword\">\u5bfe\u99ac \u6804\u8f1d<\/a><\/li>\n<li>\u6771\u4eac\u56f3\u66f8<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.amazon.co.jp\/dp\/4489022905?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" class=\"asin-detail-buy\" target=\"_blank\" rel=\"noopener\">Amazon<\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u53c2\u8003\u30b5\u30a4\u30c8\">\u53c2\u8003\u30b5\u30a4\u30c8<\/h2>\n\n\n\n<p><a href=\"http:\/\/aoki2.si.gunma-u.ac.jp\/lecture\/PCA\/pca2.html\">\u4e3b\u6210\u5206\u8ef8\u306e\u56de\u8ee2\uff08 \u76f4\u4ea4\u56de\u8ee2 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