{"id":4501,"date":"2023-07-10T13:48:00","date_gmt":"2023-07-10T13:48:00","guid":{"rendered":"https:\/\/statorials.org\/ja\/r%e3%81%a6%e3%82%99%e6%99%82%e7%b3%bb%e5%88%97%e3%82%92%e4%bd%9c%e6%88%90%e3%81%99%e3%82%8b\/"},"modified":"2023-07-10T13:48:00","modified_gmt":"2023-07-10T13:48:00","slug":"r%e3%81%a6%e3%82%99%e6%99%82%e7%b3%bb%e5%88%97%e3%82%92%e4%bd%9c%e6%88%90%e3%81%99%e3%82%8b","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/r%e3%81%a6%e3%82%99%e6%99%82%e7%b3%bb%e5%88%97%e3%82%92%e4%bd%9c%e6%88%90%e3%81%99%e3%82%8b\/","title":{"rendered":"R \u3067\u6642\u7cfb\u5217\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">R \u3067\u6642\u7cfb\u5217\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3059\u308b\u6700\u3082\u7c21\u5358\u306a\u65b9\u6cd5\u306f\u3001 <strong>ts()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u95a2\u6570\u306f\u6b21\u306e\u57fa\u672c\u69cb\u6587\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>ts(\u30c7\u30fc\u30bf\u3001\u958b\u59cb\u3001\u7d42\u4e86\u3001\u5468\u6ce2\u6570)<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>data<\/strong> : \u6642\u7cfb\u5217\u5024\u306e\u30d9\u30af\u30c8\u30eb\u307e\u305f\u306f\u884c\u5217<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>start<\/strong> : \u6700\u521d\u306e\u89b3\u6e2c\u6642\u523b<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>end<\/strong> : \u6700\u5f8c\u306e\u89b3\u6e2c\u6642\u523b<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u983b\u5ea6<\/strong>: \u5358\u4f4d\u6642\u9593\u3042\u305f\u308a\u306e\u89b3\u6e2c\u6570\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001\u3053\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u969b\u306b\u3055\u307e\u3056\u307e\u306a\u6642\u7cfb\u5217\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u4f8b 1: \u6708\u6b21\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u6642\u7cfb\u5217\u3092\u4f5c\u6210\u3059\u308b<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">2023 \u5e74 10 \u6708 1 \u65e5\u304b\u3089\u9023\u7d9a 20 \u304b\u6708\u9593\u306e\u5c0f\u58f2\u5e97\u306e\u8ca9\u58f2\u6570\u3092\u542b\u3080\u3001<strong>\u30c7\u30fc\u30bf<\/strong>\u3068\u547c\u3070\u308c\u308b\u6b21\u306e\u30d9\u30af\u30c8\u30eb\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create vector of 20 values\n<\/span>data &lt;- c(6, 7, 7, 7, 8, 5, 8, 9, 4, 9, 12, 14, 14, 15, 18, 24, 20, 15, 24, 26)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>ts()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3001 <strong>Frequency=12<\/strong>\u3092\u6307\u5b9a\u3057\u3066\u3001\u3053\u306e\u30d9\u30af\u30c8\u30eb\u304b\u3089\u6642\u7cfb\u5217\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create time series object from vector\n<\/span>ts_data &lt;- ts(data, start=c(2023, 10), frequency=12)\n\n<span style=\"color: #008080;\">#view time series object\n<\/span>ts_data\n\n     Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec\n2023 6 7 7\n2024 7 8 5 8 9 4 9 12 14 14 15 18\n2025 24 20 15 24 26                            \n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u5024\u306e\u30d9\u30af\u30c8\u30eb\u304c\u6642\u7cfb\u5217\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u5909\u63db\u3055\u308c\u3001\u5024\u304c 2023 \u5e74 10 \u6708\u304b\u3089 2025 \u5e74 5 \u6708\u307e\u3067\u306e\u6708\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>class()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001 <strong>ts_data \u304c<\/strong>\u5b9f\u969b\u306b\u6642\u7cfb\u5217\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#display class of ts_data object\n<\/span>class(ts_data)\n\n [1] \u201cts\u201d\n<\/strong><\/pre>\n<h2><span style=\"color: #000000;\"><strong>\u4f8b 2: \u5e74\u6b21\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u6642\u7cfb\u5217\u3092\u4f5c\u6210\u3059\u308b<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">2000 \u5e74\u304b\u3089\u9023\u7d9a 20 \u5e74\u9593\u306e\u5c0f\u58f2\u5e97\u306e\u58f2\u4e0a\u9ad8\u3092\u542b\u3080<strong>data<\/strong>\u3068\u3044\u3046\u6b21\u306e\u30d9\u30af\u30c8\u30eb\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create vector of 20 values\n<\/span>data &lt;- c(6, 7, 7, 7, 8, 5, 8, 9, 4, 9, 12, 14, 14, 15, 18, 24, 20, 15, 24, 26)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>ts()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3001 <strong>Frequency=1<\/strong>\u3092\u6307\u5b9a\u3057\u3066\u3001\u3053\u306e\u30d9\u30af\u30c8\u30eb\u304b\u3089\u6642\u7cfb\u5217\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create time series object from vector\n<\/span>ts_data &lt;- ts(data, start=2023, frequency=1)\n\n<span style=\"color: #008080;\">#view time series object\n<\/span>Time Series:\nStart = 2000 \nEnd = 2019 \nFrequency = 1 \n [1] 6 7 7 7 8 5 8 9 4 9 12 14 14 15 18 24 20 15 24 26 \n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u5024\u306e\u30d9\u30af\u30c8\u30eb\u304c\u6642\u7cfb\u5217\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u5909\u63db\u3055\u308c\u3001\u5024\u304c 2000 \u5e74\u304b\u3089 2019 \u5e74\u307e\u3067\u306e\u5e74\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>class()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001 <strong>ts_data \u304c<\/strong>\u5b9f\u969b\u306b\u6642\u7cfb\u5217\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#display class of ts_data object\n<\/span>class(ts_data)\n\n [1] \u201cts\u201d<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001 <strong>plot()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u58f2\u4e0a\u3092\u5e74\u3054\u3068\u306b\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create line plot of time series data\n<\/span>plot(ts_data)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35210 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/ts1.png\" alt=\"\" width=\"471\" height=\"433\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">X \u8ef8\u306b\u306f\u5e74\u304c\u8868\u793a\u3055\u308c\u3001Y \u8ef8\u306b\u306f\u58f2\u4e0a\u9ad8\u304c\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30d7\u30ed\u30c3\u30c8\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3066\u8aad\u307f\u3084\u3059\u304f\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create line plot with custom x-axis, y-axis, title, line color and line width\n<\/span>plot(ts_data, xlab=' <span style=\"color: #ff0000;\">Year<\/span> ', ylab=' <span style=\"color: #ff0000;\">Sales<\/span> ', main=' <span style=\"color: #ff0000;\">Sales by Year<\/span> ', col=' <span style=\"color: #ff0000;\">blue<\/span> ', lwd= <span style=\"color: #008000;\">3<\/span> )\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35211 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/ts2.png\" alt=\"\" width=\"489\" height=\"459\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u5fc5\u8981\u306a\u6b63\u78ba\u306a\u6642\u7cfb\u5217\u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f<strong>\u3001plot()<\/strong>\u95a2\u6570\u306e\u5f15\u6570\u3092\u81ea\u7531\u306b\u5909\u66f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><span style=\"color: #000000;\"><br \/><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u4ed6\u306e\u4e00\u822c\u7684\u306a\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ja\/r-\u3066\u3099\u6642\u7cfb\u5217\u3092\u30d5\u309a\u30ed\u30c3\u30c8\u3059\u308b\/\" target=\"_blank\" rel=\"noopener\">R \u3067\u6642\u7cfb\u5217\u3092\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/r-\u30c6\u3099\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092\u6642\u7cfb\u5217\u306b\u5909\u63db\u3059\u308b\/\" target=\"_blank\" rel=\"noopener\">R \u3067\u30c7\u30fc\u30bf \u30d5\u30ec\u30fc\u30e0\u3092\u6642\u7cfb\u5217\u306b\u5909\u63db\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u6587\u5b57\u5217\u3092r\u306e\u65e5\u6642\u306b\u5909\u63db\u3059\u308b\/\" target=\"_blank\" rel=\"noopener\">R \u3067\u6587\u5b57\u5217\u3092\u65e5\u6642\u306b\u5909\u63db\u3059\u308b\u65b9\u6cd5<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>R \u3067\u6642\u7cfb\u5217\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3059\u308b\u6700\u3082\u7c21\u5358\u306a\u65b9\u6cd5\u306f\u3001 ts()\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002 \u3053\u306e\u95a2\u6570\u306f\u6b21\u306e\u57fa\u672c\u69cb\u6587\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 ts(\u30c7\u30fc\u30bf\u3001\u958b\u59cb\u3001\u7d42\u4e86\u3001\u5468\u6ce2\u6570) \u91d1\uff1a data : \u6642\u7cfb\u5217\u5024\u306e\u30d9\u30af\u30c8\u30eb\u307e\u305f\u306f\u884c\u5217 star [&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-4501","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\u6642\u7cfb\u5217\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d) - \u7d71\u8a08<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u6642\u7cfb\u5217\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u3044\u304f\u3064\u304b\u306e\u4f8b\u3068\u3068\u3082\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\" 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