{"id":418,"date":"2019-09-08T22:43:46","date_gmt":"2019-09-08T13:43:46","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/how-to-check-normality-of-residuals-of-linear-regression-in-r-and-spss\/"},"modified":"2024-10-06T15:54:15","modified_gmt":"2024-10-06T06:54:15","slug":"how-to-check-normality-of-residuals-of-linear-regression-in-r-and-spss","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/how-to-check-normality-of-residuals-of-linear-regression-in-r-and-spss\/","title":{"rendered":"R \u3068 SPSS \u3067\u91cd\u56de\u5e30\u5206\u6790\u306e\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3067\u3042\u308b\u306e\u3092\u78ba\u8a8d\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"\n<p>\u56de\u5e30\u5206\u6790\u3092\u3059\u308b\u969b\u306b\u3001\u8aac\u660e\u5909\u6570\u3084\u76ee\u7684\u5909\u6570\u304c\u6b63\u898f\u5206\u5e03\u3092\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u3067\u60a9\u3093\u3067\u3044\u308b\u4eba\u306f\u591a\u3044\u3002<\/p>\n\n\n\n<p>\u60a9\u3080\u3068\u3053\u308d\u306f\u305d\u3053\u3058\u3083\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u91cd\u56de\u5e30\u5206\u6790\u3067\u306f\u3001\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u91cd\u56de\u5e30\u5206\u6790\u306e\u524d\u63d0\u306f\u4f55\u304b\">\u91cd\u56de\u5e30\u5206\u6790\u306e\u524d\u63d0\u306f\u4f55\u304b\uff1f<\/h2>\n\n\n\n<p>\u91cd\u56de\u5e30\u5206\u6790\u306e\u524d\u63d0\u306f4\u3064\u3042\u308b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u72ec\u7acb\u6027\uff08\u30c7\u30fc\u30bf\u305d\u308c\u305e\u308c\u304c\u72ec\u7acb\uff09<\/li>\n\n\n\n<li>\u7b49\u5206\u6563\u6027\uff08\u8aac\u660e\u5909\u6570\u306b\u304b\u304b\u308f\u3089\u305a\u5206\u6563\u304c\u4e00\u5b9a\uff09<\/li>\n\n\n\n<li>\u6b63\u898f\u6027\uff08\u8aa4\u5dee\u81ea\u4f53\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\uff09<\/li>\n\n\n\n<li>\u7dda\u5f62\u6027\uff08\u8aac\u660e\u5909\u6570\u3068\u76ee\u7684\u5909\u6570\u306e\u95a2\u4fc2\u306f\u76f4\u7dda\u3067\u8fd1\u4f3c\u3067\u304d\u308b\uff09<\/li>\n<\/ol>\n\n\n\n<p>\uff11\uff0e\u72ec\u7acb\u6027\u3001\uff12\uff0e\u7b49\u5206\u6563\u6027\u3001\uff13\uff0e\u6b63\u898f\u6027\u306e3\u3064\u306f\u3001\u6b8b\u5dee\u304c\u6e80\u305f\u3059\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u6b8b\u5dee\u3068\u306f\u3001\u76ee\u7684\u5909\u6570\u306e\u5b9f\u969b\u306e\u5024\u3068\u3001\u56de\u5e30\u5f0f\u3067\u8a08\u7b97\u3055\u308c\u305f\u4e88\u6e2c\u5024\u306e\u5dee\u3092\u8a00\u3046\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u6b8b\u5dee\u3092\u3001\u8aa4\u5dee\u306e\u4ee3\u308f\u308a\u306b\u4f7f\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u8aa4\u5dee\u306f\u3001\u76ee\u7684\u5909\u6570\u306e\u5b9f\u969b\u306e\u5024\u3068\u3001\u771f\u306e\u56de\u5e30\u5f0f\u3067\u8a08\u7b97\u3055\u308c\u308b\u76ee\u7684\u5909\u6570\u306e\u771f\u306e\u5024\u306e\u5dee\u3002<\/p>\n\n\n\n<p>\u771f\u306e\u5024\u306f\u6e2c\u5b9a\u3067\u304d\u305a\u63a8\u6e2c\u3057\u304b\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u771f\u306e\u8aa4\u5dee\u306f\u8a08\u7b97\u3067\u304d\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u3086\u3048\u3001\u6b8b\u5dee\u3092\u4f7f\u3046\u308f\u3051\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u6b8b\u5dee\u30d7\u30ed\u30c3\u30c8\u306b\u7279\u7570\u306a\u30d1\u30bf\u30fc\u30f3\u304c\u306a\u3051\u308c\u3070\u3001\uff11\uff0e\u72ec\u7acb\u6027\u306f\u6e80\u305f\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u6b8b\u5dee\u304c\u5747\u4e00\u306a\u3089\u3070\u3001\uff12\uff0e\u7b49\u5206\u6563\u6027\u306e\u4eee\u5b9a\u306f\u6e80\u305f\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u3067\u306f\u3001\u6b63\u898f\u6027\u306f\u3069\u3046\u3084\u3063\u305f\u3089\u78ba\u8a8d\u3067\u304d\u308b\u304b\uff1f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u91cd\u56de\u5e30\u5206\u6790\u306e\u6b8b\u5dee\u306e\u6b63\u898f\u6027\u306f\u3069\u3046\u3084\u3063\u3066\u78ba\u8a8d\u3059\u308b\u304b\">\u91cd\u56de\u5e30\u5206\u6790\u306e\u6b8b\u5dee\u306e\u6b63\u898f\u6027\u306f\u3069\u3046\u3084\u3063\u3066\u78ba\u8a8d\u3059\u308b\u304b\uff1f<\/h2>\n\n\n\n<p>\u91cd\u56de\u5e30\u5206\u6790\u306e\u7d50\u679c\u304b\u3089\u6b8b\u5dee\u3092\u8a08\u7b97\u3057QQ plot\u3092\u63cf\u304f\u3002\u6b8b\u5dee\u306e\u30d7\u30ed\u30c3\u30c8\u304c\u76f4\u7dda\u72b6\u306b\u4e57\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u3068\u898b\u3066\u3044\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4f8b1\">\u4f8b1<\/h3>\n\n\n\n<p>ISLR \u30d1\u30c3\u30b1\u30fc\u30b8\u306e Auto \u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305f\u4f8b\u3002ISLR \u30d1\u30c3\u30b1\u30fc\u30b8\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3060\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\">\"ISLR\"<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>library()\u3067ISLR \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u547c\u3073\u51fa\u3057\u305f\u5f8c\u3001Auto\u3092\u5c11\u3057\u52a0\u5de5\u3057\u3066\u3001\u4ea4\u4e92\u4f5c\u7528\u9805\u3092\u542b\u3081\u305f\u91cd\u56de\u5e30\u30e2\u30c7\u30eb\u3067mpg (mile per gallon) \u3064\u307e\u308a\u71c3\u8cbb\u3092\u4e88\u6e2c\u3059\u308b\u56de\u5e30\u5f0f\u3092\u4f5c\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synPreProc\">library<\/span><span class=\"synSpecial\">(<\/span>ISLR<span class=\"synSpecial\">)<\/span>\nAuto1 <span class=\"synStatement\">&lt;-<\/span> Auto<span class=\"synSpecial\">&#91;<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">:<\/span><span class=\"synConstant\">8<\/span><span class=\"synSpecial\">]<\/span>\nres2 <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">lm<\/span><span class=\"synSpecial\">(<\/span>mpg <span class=\"synStatement\">~<\/span> cylinders <span class=\"synStatement\">+<\/span> displacement <span class=\"synStatement\">+<\/span> horsepower <span class=\"synStatement\">+<\/span>\nweight <span class=\"synStatement\">+<\/span> acceleration <span class=\"synStatement\">+<\/span> year <span class=\"synStatement\">+<\/span> year<span class=\"synSpecial\">:<\/span>displacement <span class=\"synStatement\">+<\/span>\n<span class=\"synIdentifier\">factor<\/span><span class=\"synSpecial\">(<\/span>origin<span class=\"synSpecial\">),<\/span> data<span class=\"synStatement\">=<\/span>Auto1<span class=\"synSpecial\">)<\/span>\n<span class=\"synIdentifier\">layout<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">t<\/span><span class=\"synSpecial\">(<\/span><span class=\"synType\">matrix<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">c<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">:<\/span><span class=\"synConstant\">4<\/span><span class=\"synSpecial\">),<\/span>nr<span class=\"synStatement\">=<\/span><span class=\"synConstant\">2<\/span><span class=\"synSpecial\">)))<\/span>\n<span class=\"synIdentifier\">plot<\/span><span class=\"synSpecial\">(<\/span>res2<span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u56de\u5e30\u8a3a\u65ad\u306e\u305f\u3081\u306e\u30d7\u30ed\u30c3\u30c8\u306f\u4ee5\u4e0b\u306e4\u3064\u304c\u51fa\u529b\u3055\u308c\u308b\u3002\u53f3\u4e0a\u304cQQ plot\u3060\u3002\u30d7\u30ed\u30c3\u30c8\u3057\u305f\u4e38\u304c\u76f4\u7dda\u72b6\u306b\u304d\u308c\u3044\u306b\u4e57\u3063\u3066\u3044\u308c\u3070\u3001\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u3068\u8a00\u3048\u308b\u3002\u53f3\u4e0a\u7aef\u304c\u5c11\u3057\u5916\u308c\u3066\u3044\u308b\u304c\u3001\u304a\u304a\u3080\u306d\u76f4\u7dda\u72b6\u306b\u4e57\u3063\u3066\u3044\u308b\u3068\u8a00\u3048\u308b\u3002\u3064\u307e\u308a\u3001\u6b8b\u5dee\u306f\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u3068\u8a00\u3048\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"653\" height=\"653\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20190908223932.png\" alt=\"\" class=\"wp-image-2432\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20190908223932.png 653w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20190908223932-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20190908223932-150x150.png 150w\" sizes=\"(max-width: 653px) 100vw, 653px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4f8b2\">\u4f8b2<\/h3>\n\n\n\n<p>ISLR \u30d1\u30c3\u30b1\u30fc\u30b8\u306e Carseats \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u305f\u4f8b\u3067\u3082\u78ba\u8a8d\u3057\u3066\u307f\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>result2 <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">lm<\/span><span class=\"synSpecial\">(<\/span>Sales <span class=\"synStatement\">~<\/span> Price <span class=\"synStatement\">+<\/span> <span class=\"synIdentifier\">factor<\/span><span class=\"synSpecial\">(<\/span>ShelveLoc<span class=\"synSpecial\">)<\/span> <span class=\"synStatement\">+<\/span> <span class=\"synIdentifier\">factor<\/span><span class=\"synSpecial\">(<\/span>US<span class=\"synSpecial\">),<\/span>\ndata<span class=\"synStatement\">=<\/span>Carseats<span class=\"synSpecial\">)<\/span>\n<span class=\"synIdentifier\">layout<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">t<\/span><span class=\"synSpecial\">(<\/span><span class=\"synType\">matrix<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">c<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">:<\/span><span class=\"synConstant\">4<\/span><span class=\"synSpecial\">),<\/span>nr<span class=\"synStatement\">=<\/span><span class=\"synConstant\">2<\/span><span class=\"synSpecial\">)))<\/span>\n<span class=\"synIdentifier\">plot<\/span><span class=\"synSpecial\">(<\/span>result2<span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u53f3\u4e0a\u306eQQ plot\u3067\u306f\u3001\u304a\u304a\u3080\u306d\u76f4\u7dda\u72b6\u306b\u30d7\u30ed\u30c3\u30c8\u3055\u308c\u3066\u3044\u308b\u3002\u6b8b\u5dee\u306f\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u3068\u8a00\u3048\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"653\" height=\"653\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20190908224000.png\" alt=\"\" class=\"wp-image-2433\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20190908224000.png 653w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20190908224000-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20190908224000-150x150.png 150w\" sizes=\"(max-width: 653px) 100vw, 653px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u4f8b1\u3001\u4f8b2\u3068\u3082\u3001\u56de\u5e30\u8a3a\u65ad\u30d7\u30ed\u30c3\u30c8\u306e\u5de6\u4e0a\u306eFitted values vs. Residuals\u306b\u4e00\u5b9a\u306e\u50be\u5411\u304c\u306a\u3044\u3053\u3068\u304c\u5927\u4e8b\u3002\u7279\u7570\u306a\u30d1\u30bf\u30fc\u30f3\u304c\u306a\u3051\u308c\u3070\u3001\u72ec\u7acb\u6027\u304c\u78ba\u4fdd\u3055\u308c\u3066\u3044\u308b\u3002\u307e\u305f\u3001\u5897\u5927\u50be\u5411\u3084\u7e2e\u5c0f\u50be\u5411\u304c\u306a\u3051\u308c\u3070\u3001\u7b49\u5206\u6563\u6027\u3082\u8a00\u3048\u308b\u3002<\/p>\n\n\n\n<p>\u56de\u5e30\u8a3a\u65ad\u306b\u3088\u3063\u3066\u3001\u6b8b\u5dee\u306e\u6b63\u898f\u6027\u306e\u307f\u306a\u3089\u305a\u3001\u72ec\u7acb\u6027\u3001\u7b49\u5206\u6563\u6027\u304c\u8a00\u3048\u308b\u308f\u3051\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<div id=\"biost-4126202135\" 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=\"\u91cd\u56de\u5e30\u5206\u6790\u306e\u6b8b\u5dee\u306e\u6b63\u898f\u5206\u5e03\u306e\u78ba\u8a8d\u306fSPSS\u3067\u3069\u3046\u3084\u308b\u304b\">\u91cd\u56de\u5e30\u5206\u6790\u306e\u6b8b\u5dee\u306e\u6b63\u898f\u5206\u5e03\u306e\u78ba\u8a8d\u306fSPSS\u3067\u3069\u3046\u3084\u308b\u304b\uff1f<\/h2>\n\n\n\n<p>\u5206\u6790\u2192\u56de\u5e30\u2192\u7dda\u578b\u3068\u9032\u307f\u3001\u30c0\u30a4\u30a2\u30ed\u30b0\u30dc\u30c3\u30af\u30b9\u306e\u300c\u4f5c\u56f3\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u6b63\u898f\u78ba\u7387\u30d7\u30ed\u30c3\u30c8\u306b\u30c1\u30a7\u30c3\u30af\u3092\u3059\u308b\u3068P-P\u30d7\u30ed\u30c3\u30c8\u304c\u63cf\u304b\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"402\" height=\"331\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20220801222641.png\" alt=\"\" class=\"wp-image-2434\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20220801222641.png 402w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20220801222641-300x247.png 300w\" sizes=\"(max-width: 402px) 100vw, 402px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u4e0a\u8ff0\u306eQ-Q\u30d7\u30ed\u30c3\u30c8\u3068\u540c\u69d8\u306e\u3082\u306e\u3067\u3001Q-Q\u30d7\u30ed\u30c3\u30c8\u304c\u6b63\u898f\u5206\u5e03\u306e\u7406\u8ad6\u7684\u306a\u30af\u30aa\u30f3\u30bf\u30a4\u30eb\uff08\u5206\u4f4d\u6570\uff09\u3068\u306e\u6bd4\u8f03\u3060\u3063\u305f\u306e\u306b\u5bfe\u3057\u3001P-P\u30d7\u30ed\u30c3\u30c8\u306f\u6b63\u898f\u5206\u5e03\u306e\u7406\u8ad6\u7684\u306a\u7d2f\u7a4d\u78ba\u7387\u3068\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u3044\u305a\u308c\u306b\u3057\u3066\u3082\u3001\u5bfe\u89d2\u7dda\u4e0a\u306b\u30d7\u30ed\u30c3\u30c8\u304c\u4e57\u308b\u304b\u3069\u3046\u304b\u3067\u691c\u8a0e\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full figure-image figure-image-fotolife\"><img decoding=\"async\" width=\"853\" height=\"503\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20220801222653.png\" alt=\"\" class=\"wp-image-2435\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20220801222653.png 853w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20220801222653-300x177.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20220801222653-768x453.png 768w\" sizes=\"(max-width: 853px) 100vw, 853px\" \/><\/figure>\n\n\n\n<p>\u53c2\u8003\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8<\/p>\n\n\n\n<p><a href=\"https:\/\/mathwords.net\/qqplot\">Q-Q\u30d7\u30ed\u30c3\u30c8\u3068P-P\u30d7\u30ed\u30c3\u30c8\u306e\u610f\u5473\u3068\u9055\u3044 &#8211; \u5177\u4f53\u4f8b\u3067\u5b66\u3076\u6570\u5b66<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u91cd\u56de\u5e30\u5206\u6790\u306e\u8aac\u660e\u5909\u6570\u3084\u76ee\u7684\u5909\u6570\u306f\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u306a\u304f\u3066\u3082\u3088\u3044\u304b\">\u91cd\u56de\u5e30\u5206\u6790\u306e\u8aac\u660e\u5909\u6570\u3084\u76ee\u7684\u5909\u6570\u306f\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u306a\u304f\u3066\u3082\u3088\u3044\u304b\uff1f<\/h2>\n\n\n\n<p>\u91cd\u56de\u5e30\u5206\u6790\u306e\u8aac\u660e\u5909\u6570\u3084\u76ee\u7684\u5909\u6570\u306f\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u306a\u304f\u3066\u3082\u3088\u3044\u304b\uff1f\u3068\u3044\u3046\u8cea\u554f\u306b\u5bfe\u3057\u3066\u306f\u3001\u300c\u3057\u3066\u3044\u306a\u304f\u3066\u3088\u3044\u300d\u304c\u7b54\u3048\u3060\u3002<\/p>\n\n\n\n<p>\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u306f\u6b8b\u5dee\u306a\u306e\u3060\u3002\u8aac\u660e\u5909\u6570\u3084\u76ee\u7684\u5909\u6570\u3067\u306f\u306a\u3044\u3002\u3053\u308c\u3092\u9593\u9055\u3048\u3066\u306f\u3044\u3051\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b\u7406\u7531\u306f\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u6709\u610f\u6027\u78ba\u8a8d\u306b\u4f7f\u3046\u5206\u6563\u5206\u6790\u306e F \u691c\u5b9a\u306e\u691c\u5b9a\u7d71\u8a08\u91cf\u306e\u5206\u6bcd\u306b\u8a72\u5f53\u3059\u308b\u304b\u3089\u3002F \u5206\u5e03\u306f\u3001\u5206\u6bcd\u30fb\u5206\u5b50\u3068\u3082\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u524d\u63d0\u3060\u304b\u3089\u3060\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u91cd\u56de\u5e30\u5206\u6790\u306e\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3069\u3046\u3057\u305f\u3089\u3088\u3044\u304b\">\u91cd\u56de\u5e30\u5206\u6790\u306e\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3069\u3046\u3057\u305f\u3089\u3088\u3044\u304b\uff1f<\/h2>\n\n\n\n<p>\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3069\u3046\u3057\u305f\u3089\u3088\u3044\u304b\uff1f<\/p>\n\n\n\n<p>\u5b9f\u306f\u3001\u3053\u3053\u3067\u521d\u3081\u3066\u76ee\u7684\u5909\u6570\u306e\u5206\u5e03\u304c\u8a71\u984c\u306b\u4e0a\u308b\u3002<\/p>\n\n\n\n<p>\u76ee\u7684\u5909\u6570\u304c\u6b63\u898f\u5206\u5e03\u304b\u3089\u304b\u306a\u308a\u305a\u308c\u3066\u3044\u305f\u5834\u5408\u3001\u6b63\u898f\u5206\u5e03\u306b\u306a\u308b\u3088\u3046\u306b\u5909\u63db\u3059\u308b\u65b9\u6cd5\u3092\u53d6\u308b\u3068\u3046\u307e\u304f\u3044\u304f\u3053\u3068\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u4e00\u756a\u591a\u3044\u306e\u306f\u81ea\u7136\u5bfe\u6570\u5909\u63db\u3060\u3002\u7d71\u8a08\u30bd\u30d5\u30c8R\u306a\u3089log()\u3068\u3044\u3046\u95a2\u6570\u3092\u4f7f\u3046\u3002\u30a8\u30af\u30bb\u30eb\u306a\u3089ln()\u3060\u3002<\/p>\n\n\n\n<p>\u81ea\u7136\u5bfe\u6570\u5909\u63db\u3092\u3059\u308b\u3068\u6b63\u898f\u5206\u5e03\u306b\u8fd1\u3065\u304f\u5909\u6570\u306f\u591a\u3044\u3002\u7279\u306b\u8840\u6db2\u691c\u67fb\u5024\u306a\u3069\u751f\u547d\u306b\u95a2\u3059\u308b\u6e2c\u5b9a\u5024\u306f\u81ea\u7136\u5bfe\u6570\u5909\u63db\u304c\u6709\u52b9\u306a\u3053\u3068\u304c\u591a\u3044\u3002<\/p>\n\n\n\n<p>\u81ea\u7136\u5bfe\u6570\u5909\u63db\u3057\u3066\u3001\u6b63\u898f\u5206\u5e03\u306b\u8fd1\u3065\u3051\u305f\u76ee\u7684\u5909\u6570\u3092\u4f7f\u3046\u3068\u3001\u6b8b\u5dee\u3082\u6b63\u898f\u5206\u5e03\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3002<\/p>\n\n\n\n<p>\u3082\u3057\u3082\u3001\u76ee\u7684\u5909\u6570\u3092\u6b63\u898f\u5206\u5e03\u306b\u8fd1\u3065\u3051\u3066\u3082\u3001\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3057\u306a\u3044\u3088\u3046\u3067\u3042\u308c\u3070\u3001\uff08\u7dda\u5f62\uff09\u56de\u5e30\u5206\u6790\u3092\u3042\u304d\u3089\u3081\u308b\u3057\u304b\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n\n\n\n<p>\uff08\u7dda\u5f62\uff09\u56de\u5e30\u5206\u6790\u3092\u3042\u304d\u3089\u3081\u308b\u5834\u5408\u306f\u3001\u76ee\u7684\u5909\u6570\u3092\u4e2d\u592e\u5024\u306a\u3069\u30672\u3064\u306b\u5206\u3051\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u306a\u3069\u306e\u65b9\u6cd5\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u9023\u7d9a\u91cf\u3092\u4e8c\u5024\u306b\u3057\u3066\u3057\u307e\u3046\u306e\u3067\u3001\u60c5\u5831\u306e\u640d\u5931\u304c\u3042\u308b\u306e\u3067\u3001\u30e2\u30c7\u30eb\u306e\u9069\u5207\u6027\u3068\u5929\u79e4\u306b\u304b\u3051\u3001\u3069\u3061\u3089\u3092\u53d6\u308b\u304b\u3001\u614e\u91cd\u306b\u541f\u5473\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u91cd\u56de\u5e30\u5206\u6790\u306e\u8aac\u660e\u5909\u6570\u3084\u76ee\u7684\u5909\u6570\u306f\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u306a\u304f\u3066\u3082\u3088\u3044\u304b\uff1f\u3053\u306e\u554f\u984c\u306b\u982d\u3092\u60a9\u307e\u305b\u3066\u3044\u308b\u4eba\u306f\u591a\u3044\u3002<\/p>\n\n\n\n<p>\u5927\u4e8b\u306a\u306e\u306f\u3001\u91cd\u56de\u5e30\u5206\u6790\u306e\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u3053\u3068\u3060\u3002\u305d\u308c\u3082\u691c\u5b9a\u3067\u78ba\u8a8d\u305b\u3088\u3068\u3044\u3046\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u56f3\u3067\u3060\u3044\u305f\u3044\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u3053\u3068\u3092Q-Q\u30d7\u30ed\u30c3\u30c8\u3084P-P\u30d7\u30ed\u30c3\u30c8\u3067\u898b\u308c\u3070\u3088\u3044\u3002<\/p>\n\n\n\n<p>\u6b63\u898f\u6027\u304b\u3089\u5927\u304d\u304f\u5916\u308c\u3066\u3044\u308b\u306a\u3089\u3001\u76ee\u7684\u5909\u6570\u306e\u5206\u5e03\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3066\u3001\u6b63\u898f\u5206\u5e03\u304b\u3089\u5916\u308c\u3066\u3044\u308b\u3088\u3046\u306a\u3089\u3001\u5bfe\u6570\u5909\u63db\u306a\u3069\u3092\u8a66\u307f\u3088\u3046\u3002<\/p>\n\n\n\n<p>\u76ee\u7684\u5909\u6570\u306e\u5bfe\u6570\u5909\u63db\u306b\u3088\u308b\u6b63\u898f\u5206\u5e03\u5316\u306b\u3088\u3063\u3066\u3001\u89e3\u6c7a\u3059\u308b\u3053\u3068\u3082\u591a\u3044\u3060\u308d\u3046\u3002<\/p>\n\n\n\n<p>\u4f55\u3089\u304b\u53c2\u8003\u306b\u306a\u308c\u3070\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u52d5\u753b\u89e3\u8aac\">\u52d5\u753b\u89e3\u8aac<\/h2>\n\n\n\n<p><iframe width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/_S9DKiJPve8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen=\"allowfullscreen\" title=\"\u56de\u5e30\u5206\u6790\u306e\u8aac\u660e\u5909\u6570\u3084\u76ee\u7684\u5909\u6570\u306f\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u306a\u304f\u3066\u3082\u3088\u3044\u304b\uff1f\u3010\u7d71\u8a08ER\u306e\u304a\u52a9\u3051\u30c8\u30fc\u30af\u3011\"><\/iframe><cite class=\"hatena-citation\"><a href=\"https:\/\/youtu.be\/_S9DKiJPve8\">youtu.be<\/a><\/cite><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u53c2\u8003\u56f3\u66f8\">\u53c2\u8003\u66f8\u7c4d<\/h2>\n\n\n\n<p>\u533b\u5b66\u3078\u306e\u7d71\u8a08\u5b66<\/p>\n\n\n\n<div class=\"hatena-asin-detail\"><a href=\"https:\/\/www.amazon.co.jp\/dp\/4254128320?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\/412m1cJQ-VL._SL500_.jpg\" class=\"hatena-asin-detail-image\" alt=\"\u533b\u5b66\u3078\u306e\u7d71\u8a08\u5b66 (\u7d71\u8a08\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc)\" title=\"\u533b\u5b66\u3078\u306e\u7d71\u8a08\u5b66 (\u7d71\u8a08\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc)\"><\/a>\n<div class=\"hatena-asin-detail-info\">\n<p class=\"hatena-asin-detail-title\"><a href=\"https:\/\/www.amazon.co.jp\/dp\/4254128320?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" target=\"_blank\" rel=\"noopener\">\u533b\u5b66\u3078\u306e\u7d71\u8a08\u5b66 (\u7d71\u8a08\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc)<\/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\/%C3%B0%B8%E5%20%BD%D3%CF%BA\" class=\"keyword\">\u4e39\u5f8c \u4fca\u90ce<\/a><\/li>\n<li>\u671d\u5009\u66f8\u5e97<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.amazon.co.jp\/dp\/4254128320?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<p>EZR\u516c\u5f0f\u30de\u30cb\u30e5\u30a2\u30eb<\/p>\n\n\n\n<div class=\"hatena-asin-detail\"><a href=\"https:\/\/www.amazon.co.jp\/dp\/449810918X?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\/51ouXcnW2-L._SL500_.jpg\" class=\"hatena-asin-detail-image\" alt=\"EZR\u3067\u3084\u3055\u3057\u304f\u5b66\u3076\u7d71\u8a08\u5b66 \u6539\u8a023\u7248 \u301cEBM\u306e\u5b9f\u8df5\u304b\u3089\u81e8\u5e8a\u7814\u7a76\u307e\u3067\u301c\" title=\"EZR\u3067\u3084\u3055\u3057\u304f\u5b66\u3076\u7d71\u8a08\u5b66 \u6539\u8a023\u7248 \u301cEBM\u306e\u5b9f\u8df5\u304b\u3089\u81e8\u5e8a\u7814\u7a76\u307e\u3067\u301c\"><\/a>\n<div class=\"hatena-asin-detail-info\">\n<p class=\"hatena-asin-detail-title\"><a href=\"https:\/\/www.amazon.co.jp\/dp\/449810918X?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" target=\"_blank\" rel=\"noopener\">EZR\u3067\u3084\u3055\u3057\u304f\u5b66\u3076\u7d71\u8a08\u5b66 \u6539\u8a023\u7248 \u301cEBM\u306e\u5b9f\u8df5\u304b\u3089\u81e8\u5e8a\u7814\u7a76\u307e\u3067\u301c<\/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\/%BF%C0%C5%C4%20%C1%B1%BF%AD\" class=\"keyword\">\u795e\u7530 \u5584\u4f38<\/a><\/li>\n<li>\u4e2d\u5916\u533b\u5b66\u793e<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.amazon.co.jp\/dp\/449810918X?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<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","protected":false},"excerpt":{"rendered":"<p>\u56de\u5e30\u5206\u6790\u3092\u3059\u308b\u969b\u306b\u3001\u8aac\u660e\u5909\u6570\u3084\u76ee\u7684\u5909\u6570\u304c\u6b63\u898f\u5206\u5e03\u3092\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u3067\u60a9\u3093\u3067\u3044\u308b\u4eba\u306f\u591a\u3044\u3002 \u60a9\u3080\u3068\u3053\u308d\u306f\u305d\u3053\u3058\u3083\u306a\u3044\u3002 \u91cd\u56de\u5e30\u5206\u6790\u3067\u306f\u3001\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n","protected":false},"author":2,"featured_media":2435,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[5,13,23,28],"tags":[],"class_list":["post-418","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-r","category-spss","category-23","category-28"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/09\/20220801222653.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/418","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/comments?post=418"}],"version-history":[{"count":1,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/418\/revisions"}],"predecessor-version":[{"id":2436,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/418\/revisions\/2436"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media\/2435"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=418"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=418"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=418"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}