{"id":671,"date":"2023-07-29T03:29:17","date_gmt":"2023-07-29T03:29:17","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/"},"modified":"2023-07-29T03:29:17","modified_gmt":"2023-07-29T03:29:17","slug":"%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/","title":{"rendered":"R \u3067 mann-kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Mann-Kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u306f\u3001<\/strong>\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u30c8\u30ec\u30f3\u30c9\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u30ce\u30f3\u30d1\u30e9\u30e1\u30c8\u30ea\u30c3\u30af\u691c\u5b9a\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6b63\u898f\u6027\u306b\u3064\u3044\u3066\u57fa\u790e\u7684\u306a\u4eee\u5b9a\u304c\u884c\u308f\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30c6\u30b9\u30c8\u4eee\u8aac\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>0<\/sub> (\u5e30\u7121\u4eee\u8aac):<\/strong>\u30c7\u30fc\u30bf\u306b\u50be\u5411\u306f\u5b58\u5728\u3057\u307e\u305b\u3093\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>A<\/sub> (\u5bfe\u7acb\u4eee\u8aac):<\/strong>\u30c7\u30fc\u30bf\u306b\u306f\u50be\u5411\u304c\u5b58\u5728\u3057\u307e\u3059\u3002 (\u3053\u308c\u306f\u826f\u3044\u50be\u5411\u307e\u305f\u306f\u60aa\u3044\u50be\u5411\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059)<\/span><\/p>\n<p><span style=\"color: #000000;\">\u691c\u5b9a\u306e p \u5024\u304c\u7279\u5b9a\u306e\u6709\u610f\u30ec\u30d9\u30eb (\u4e00\u822c\u7684\u306a\u9078\u629e\u80a2\u306f 0.10\u30010.05\u3001\u304a\u3088\u3073 0.01) \u3092\u4e0b\u56de\u3063\u3066\u3044\u308b\u5834\u5408\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u50be\u5411\u304c\u5b58\u5728\u3059\u308b\u3068\u3044\u3046\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u8a3c\u62e0\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067 Mann-Kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b: R \u3067\u306e Mann-Kendall \u50be\u5411\u691c\u5b9a<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">R \u3067 Mann-Kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001 <strong>Kendall<\/strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e<strong>MannKendall()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u306e\u95a2\u6570\u306f\u6b21\u306e\u69cb\u6587\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u30de\u30f3\u30b1\u30f3\u30c0\u30eb(x)<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x<\/strong> = \u30c7\u30fc\u30bf\u306e\u30d9\u30af\u30c8\u30eb\u3001\u591a\u304f\u306e\u5834\u5408\u6642\u7cfb\u5217<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u30c6\u30b9\u30c8\u306e\u5b9f\u884c\u65b9\u6cd5\u3092\u8aac\u660e\u3059\u308b\u305f\u3081\u306b\u3001 <strong>Kendall<\/strong> Library \u306e\u7d44\u307f\u8fbc\u307f<strong>PrecipGL<\/strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u30011900 \u5e74\u304b\u3089 1986 \u5e74\u307e\u3067\u306e\u3059\u3079\u3066\u306e\u4e94\u5927\u6e56\u306e\u5e74\u9593\u964d\u6c34\u91cf\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load Kendall library and PrecipGL dataset<\/span>\nlibrary(Kendall)\ndata(PrecipGL)\n\n<span style=\"color: #008080;\">#view dataset<\/span>\nPrecipGL\n\nTime Series:\nStart = 1900 \nEnd = 1986 \nFrequency = 1 \n[1] 31.69 29.77 31.70 33.06 31.31 32.72 31.18 29.90 29.17 31.48 28.11 32.61\n[13] 31.31 30.96 28.40 30.68 33.67 28.65 30.62 30.21 28.79 30.92 30.92 28.13\n[25] 30.51 27.63 34.80 32.10 33.86 32.33 25.69 30.60 32.85 30.31 27.71 30.34\n[37] 29.14 33.41 33.51 29.90 32.69 32.34 35.01 33.05 31.15 36.36 29.83 33.70\n[49] 29.81 32.41 35.90 37.45 30.39 31.15 35.75 31.14 30.06 32.40 28.44 36.38\n[61] 31.73 31.27 28.51 26.01 31.27 35.57 30.85 33.35 35.82 31.78 34.25 31.43\n[73] 35.97 33.87 28.94 34.62 31.06 38.84 32.25 35.86 32.93 32.69 34.39 33.97\n[85] 32.15 40.16 36.32\nattr(,\"title\")\n[1] Annual precipitation, 1900-1986, Entire Great Lakes\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u30c7\u30fc\u30bf\u306b\u50be\u5411\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b\u306b\u306f\u3001Mann-Kendall \u50be\u5411\u691c\u5b9a\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#Perform the Mann-Kendall Trend Test<\/span>\nMannKendall(PrecipGL)\n\ntau = 0.265, 2-sided pvalue = 0.00029206\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>0.265<\/strong>\u3067\u3001\u5bfe\u5fdc\u3059\u308b\u4e21\u5074 p \u5024\u306f<strong>0.00029206<\/strong>\u3067\u3059\u3002\u3053\u306e p \u5024\u306f 0.05 \u672a\u6e80\u3067\u3042\u308b\u305f\u3081\u3001\u691c\u5b9a\u306e\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3057\u3001\u30c7\u30fc\u30bf\u306b\u50be\u5411\u304c\u5b58\u5728\u3059\u308b\u3068\u7d50\u8ad6\u4ed8\u3051\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u50be\u5411\u3092\u8996\u899a\u5316\u3059\u308b\u306b\u306f\u3001\u5e74\u9593\u964d\u6c34\u91cf\u306e\u6642\u9593\u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3001\u50be\u5411\u3092\u8868\u3059\u6ed1\u3089\u304b\u306a\u7dda\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#Plot the time series data<\/span>\nplot(PrecipGL)\n\n<span style=\"color: #008080;\">#Add a smooth line to visualize the trend<\/span> \nlines(lowess(time(PrecipGL),PrecipGL), col='blue')\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6485 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/mannkendall1.png\" alt=\"\u6ed1\u3089\u304b\u306a\u7dda\u306e\u6642\u7cfb\u5217\u30b0\u30e9\u30d5\" width=\"414\" height=\"380\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>SeasonalMannKendall(x)<\/strong>\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u5b63\u7bc0\u6027\u3092\u8003\u616e\u3057\u3066\u3001\u5b63\u7bc0\u8abf\u6574\u3055\u308c\u305f Mann-Kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#Perform a seasonally-adjusted Mann-Kendall Trend Test<\/span>\nSeasonalMannKendall(PrecipGL)\n\ntau = 0.265, 2-sided pvalue = 0.00028797\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>0.265<\/strong>\u3067\u3001\u5bfe\u5fdc\u3059\u308b\u4e21\u5074 p \u5024\u306f<strong>0.00028797<\/strong>\u3067\u3059\u3002\u3053\u306e\u5834\u5408\u3082\u3001\u3053\u306e p \u5024\u306f 0.05 \u672a\u6e80\u3067\u3042\u308b\u305f\u3081\u3001\u691c\u5b9a\u306e\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3057\u3001\u30c7\u30fc\u30bf\u306b\u50be\u5411\u304c\u5b58\u5728\u3059\u308b\u3068\u7d50\u8ad6\u4ed8\u3051\u307e\u3059\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mann-Kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u306f\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u30c8\u30ec\u30f3\u30c9\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u30ce\u30f3\u30d1\u30e9\u30e1\u30c8\u30ea\u30c3\u30af\u691c\u5b9a\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6b63\u898f\u6027\u306b\u3064\u3044\u3066\u57fa\u790e\u7684\u306a\u4eee\u5b9a\u304c\u884c\u308f\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002 \u30c6 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-671","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>R \u3067\u30de\u30f3\u30fb\u30b1\u30f3\u30c0\u30eb\u50be\u5411\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 - \u7d71\u8a08<\/title>\n<meta name=\"description\" content=\"R \u3067 Mann-Kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u4f8b\u3092\u542b\u3081\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ja\/\u30de\u30f3\u30fb\u30b1\u30f3\u30bf\u3099\u30eb\u30fb\u30c8\u30ec\u30f3\u30c8\u3099\u30fb\u30c6\u30b9\u30c8r\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R \u3067\u30de\u30f3\u30fb\u30b1\u30f3\u30c0\u30eb\u50be\u5411\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 - \u7d71\u8a08\" \/>\n<meta property=\"og:description\" content=\"R \u3067 Mann-Kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u4f8b\u3092\u542b\u3081\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ja\/\u30de\u30f3\u30fb\u30b1\u30f3\u30bf\u3099\u30eb\u30fb\u30c8\u30ec\u30f3\u30c8\u3099\u30fb\u30c6\u30b9\u30c8r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-29T03:29:17+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/mannkendall1.png\" \/>\n<meta name=\"author\" content=\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/\",\"url\":\"https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/\",\"name\":\"R \u3067\u30de\u30f3\u30fb\u30b1\u30f3\u30c0\u30eb\u50be\u5411\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 - \u7d71\u8a08\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/ja\/#website\"},\"datePublished\":\"2023-07-29T03:29:17+00:00\",\"dateModified\":\"2023-07-29T03:29:17+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83\"},\"description\":\"R \u3067 Mann-Kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u4f8b\u3092\u542b\u3081\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u5bb6\",\"item\":\"https:\/\/statorials.org\/ja\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"R \u3067 mann-kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/ja\/#website\",\"url\":\"https:\/\/statorials.org\/ja\/\",\"name\":\"Statorials\",\"description\":\"\u7d71\u8a08\u80fd\u529b\u3078\u306e\u30ac\u30a4\u30c9\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/ja\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"ja\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83\",\"name\":\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/image\/\",\"url\":\"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\"},\"description\":\"\u79c1\u306f\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u3067\u3059\u3002\u9000\u8077\u3057\u305f\u7d71\u8a08\u6559\u6388\u304b\u3089\u3001\u5c02\u4efb\u306e Statorials \u6559\u80b2\u8005\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u7d71\u8a08\u5206\u91ce\u306b\u304a\u3051\u308b\u8c4a\u5bcc\u306a\u7d4c\u9a13\u3068\u5c02\u9580\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u3066\u3001\u79c1\u306f Statorials \u3092\u901a\u3058\u3066\u5b66\u751f\u306b\u529b\u3092\u4e0e\u3048\u308b\u305f\u3081\u306b\u81ea\u5206\u306e\u77e5\u8b58\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u306b\u5c3d\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3082\u3063\u3068\u77e5\u308b\",\"sameAs\":[\"http:\/\/statorials.org\/ja\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"R \u3067\u30de\u30f3\u30fb\u30b1\u30f3\u30c0\u30eb\u50be\u5411\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 - \u7d71\u8a08","description":"R \u3067 Mann-Kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u4f8b\u3092\u542b\u3081\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/ja\/\u30de\u30f3\u30fb\u30b1\u30f3\u30bf\u3099\u30eb\u30fb\u30c8\u30ec\u30f3\u30c8\u3099\u30fb\u30c6\u30b9\u30c8r\/","og_locale":"ja_JP","og_type":"article","og_title":"R \u3067\u30de\u30f3\u30fb\u30b1\u30f3\u30c0\u30eb\u50be\u5411\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 - \u7d71\u8a08","og_description":"R \u3067 Mann-Kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u4f8b\u3092\u542b\u3081\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002","og_url":"https:\/\/statorials.org\/ja\/\u30de\u30f3\u30fb\u30b1\u30f3\u30bf\u3099\u30eb\u30fb\u30c8\u30ec\u30f3\u30c8\u3099\u30fb\u30c6\u30b9\u30c8r\/","og_site_name":"Statorials","article_published_time":"2023-07-29T03:29:17+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/mannkendall1.png"}],"author":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/","url":"https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/","name":"R \u3067\u30de\u30f3\u30fb\u30b1\u30f3\u30c0\u30eb\u50be\u5411\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 - \u7d71\u8a08","isPartOf":{"@id":"https:\/\/statorials.org\/ja\/#website"},"datePublished":"2023-07-29T03:29:17+00:00","dateModified":"2023-07-29T03:29:17+00:00","author":{"@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83"},"description":"R \u3067 Mann-Kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u4f8b\u3092\u542b\u3081\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002","breadcrumb":{"@id":"https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/ja\/%e3%83%9e%e3%83%b3%e3%83%bb%e3%82%b1%e3%83%b3%e3%82%bf%e3%82%99%e3%83%ab%e3%83%bb%e3%83%88%e3%83%ac%e3%83%b3%e3%83%88%e3%82%99%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u5bb6","item":"https:\/\/statorials.org\/ja\/"},{"@type":"ListItem","position":2,"name":"R \u3067 mann-kendall \u30c8\u30ec\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/ja\/#website","url":"https:\/\/statorials.org\/ja\/","name":"Statorials","description":"\u7d71\u8a08\u80fd\u529b\u3078\u306e\u30ac\u30a4\u30c9","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/ja\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"ja"},{"@type":"Person","@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83","name":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/image\/","url":"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb"},"description":"\u79c1\u306f\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u3067\u3059\u3002\u9000\u8077\u3057\u305f\u7d71\u8a08\u6559\u6388\u304b\u3089\u3001\u5c02\u4efb\u306e Statorials \u6559\u80b2\u8005\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u7d71\u8a08\u5206\u91ce\u306b\u304a\u3051\u308b\u8c4a\u5bcc\u306a\u7d4c\u9a13\u3068\u5c02\u9580\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u3066\u3001\u79c1\u306f Statorials \u3092\u901a\u3058\u3066\u5b66\u751f\u306b\u529b\u3092\u4e0e\u3048\u308b\u305f\u3081\u306b\u81ea\u5206\u306e\u77e5\u8b58\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u306b\u5c3d\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3082\u3063\u3068\u77e5\u308b","sameAs":["http:\/\/statorials.org\/ja"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts\/671","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/comments?post=671"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts\/671\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/media?parent=671"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/categories?post=671"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/tags?post=671"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}