{"id":1555,"date":"2023-07-25T21:43:21","date_gmt":"2023-07-25T21:43:21","guid":{"rendered":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e7%9b%b8%e4%ba%92%e7%9b%b8%e9%96%a2\/"},"modified":"2023-07-25T21:43:21","modified_gmt":"2023-07-25T21:43:21","slug":"python%e3%81%ae%e7%9b%b8%e4%ba%92%e7%9b%b8%e9%96%a2","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e7%9b%b8%e4%ba%92%e7%9b%b8%e9%96%a2\/","title":{"rendered":"Python \u3067\u76f8\u4e92\u76f8\u95a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u76f8\u4e92\u76f8\u95a2\u306f\u3001<\/strong>\u3042\u308b\u6642\u7cfb\u5217\u3068\u3001\u5225\u306e\u6642\u7cfb\u5217\u306e\u6642\u9593\u5dee\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u306e\u9593\u306e\u985e\u4f3c\u6027\u306e\u7a0b\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30bf\u30a4\u30d7\u306e\u76f8\u95a2\u95a2\u4fc2\u306f\u3001\u3042\u308b\u6642\u7cfb\u5217\u306e\u5024\u304c\u5225\u306e\u6642\u7cfb\u5217\u306e\u5c06\u6765\u306e\u5024\u3092\u4e88\u6e2c\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3092\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u8a08\u7b97\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/span><span style=\"color: #000000;\">\u8a00\u3044\u63db\u3048\u308c\u3070\u3001\u3042\u308b\u6642\u7cfb\u5217\u304c\u5225\u306e\u6642\u7cfb\u5217\u306e\u5148\u884c\u6307\u6a19\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30bf\u30a4\u30d7\u306e\u76f8\u95a2\u95a2\u4fc2\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u30d3\u30b8\u30cd\u30b9:<\/strong>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u652f\u51fa\u306f\u3001\u5c06\u6765\u306e\u30d3\u30b8\u30cd\u30b9\u53ce\u76ca\u306e\u5148\u884c\u6307\u6a19\u3068\u307f\u306a\u3055\u308c\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u4f01\u696d\u304c\u3042\u308b\u56db\u534a\u671f\u306b\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u7570\u5e38\u306b\u591a\u984d\u306e\u8cbb\u7528\u3092\u8cbb\u3084\u3057\u305f\u5834\u5408\u3001 <em>x<\/em>\u56db\u534a\u671f\u5f8c\u306e\u7dcf\u53ce\u76ca\u306f\u9ad8\u304f\u306a\u308b\u306f\u305a\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u7d4c\u6e08:<\/strong>\u6d88\u8cbb\u8005\u4fe1\u983c\u611f\u6307\u6570 (CCI) \u306f\u3001\u56fd\u306e\u56fd\u5185\u7dcf\u751f\u7523 (GDP) \u306e\u5148\u884c\u6307\u6a19\u3068\u307f\u306a\u3055\u308c\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u7279\u5b9a\u306e\u6708\u306e CCI \u304c\u9ad8\u3044\u5834\u5408\u3001 <em>x<\/em>\u304b\u6708\u5f8c\u306e GDP \u306f\u9ad8\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001Python \u3067 2 \u3064\u306e\u6642\u7cfb\u5217\u9593\u306e\u76f8\u4e92\u76f8\u95a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b: Python \u3067\u76f8\u4e92\u76f8\u95a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">Python \u3067\u3001\u9023\u7d9a 12 \u304b\u6708\u9593\u306e\u7279\u5b9a\u306e\u4f01\u696d\u306e\u7dcf\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u652f\u51fa (\u5343\u5358\u4f4d) \u3068\u7dcf\u53ce\u76ca (\u5343\u5358\u4f4d) \u3092\u793a\u3059\u6b21\u306e\u6642\u7cfb\u5217\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#define data<\/span> \nmarketing = n.p. <span style=\"color: #3366ff;\">array<\/span> ([3, 4, 5, 5, 7, 9, 13, 15, 12, 10, 8, 8])\nincome = np. <span style=\"color: #3366ff;\">array<\/span> ([21, 19, 22, 24, 25, 29, 30, 34, 37, 40, 35, 30])<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u3088\u3046\u306b<a href=\"https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.tsa.stattools.ccf.html\" target=\"_blank\" rel=\"noopener\">statsmodels \u30d1\u30c3\u30b1\u30fc\u30b8<\/a>\u306e<b>ccf()<\/b>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u30012 \u3064\u306e\u6642\u7cfb\u5217\u9593\u306e\u5404\u30e9\u30b0\u306e\u76f8\u4e92\u76f8\u95a2\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> statsmodels. <span style=\"color: #3366ff;\">api<\/span> <span style=\"color: #008000;\">as<\/span> sm\n\n<span style=\"color: #008080;\">#calculate cross correlation\n<\/span>sm. <span style=\"color: #3366ff;\">tsa<\/span> . <span style=\"color: #3366ff;\">stattools<\/span> . <span style=\"color: #3366ff;\">ccf<\/span> (marketing, revenue, adjusted= <span style=\"color: #008000;\">False<\/span> )\n\narray([ 0.77109358, 0.46238654, 0.19352232, -0.06066296, -0.28159595,\n       -0.44531104, -0.49159463, -0.35783655, -0.15697476, -0.03430078,\n        0.01587722, 0.0070399 ])<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u306e\u51fa\u529b\u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u30e9\u30b0 0 \u3067\u306e\u76f8\u4e92\u76f8\u95a2\u306f<strong>0.771<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30e9\u30b0 1 \u3067\u306e\u76f8\u4e92\u76f8\u95a2\u306f<strong>0.462<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30e9\u30b0 2 \u3067\u306e\u76f8\u4e92\u76f8\u95a2\u306f<strong>0.194<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30e9\u30b0 3 \u3067\u306e\u76f8\u4e92\u76f8\u95a2\u306f<strong>-0.061<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7b49\u3005\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30e9\u30b0\u306e\u6570\u304c\u5897\u52a0\u3059\u308b\u306b\u3064\u308c\u3066\u30012 \u3064\u306e\u6642\u7cfb\u5217\u9593\u306e\u76f8\u95a2\u95a2\u4fc2\u304c\u6b63\u3067\u306a\u304f\u306a\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u308c\u306f\u3001\u7279\u5b9a\u306e\u6708\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u652f\u51fa\u306f 1 \uff5e 2 \u304b\u6708\u5f8c\u306e\u53ce\u76ca\u3092\u304b\u306a\u308a\u4e88\u6e2c\u3057\u307e\u3059\u304c\u30012 \u304b\u6708\u4ee5\u964d\u306e\u53ce\u76ca\u306f\u4e88\u6e2c\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u76f4\u611f\u7684\u306b\u7406\u306b\u304b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u7279\u5b9a\u306e\u6708\u306b\u591a\u984d\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u652f\u51fa\u304c\u3042\u308c\u3070\u3001\u6b21\u306e 2 \u304b\u6708\u9593\u3067\u53ce\u76ca\u304c\u5897\u52a0\u3059\u308b\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u304c\u3001\u5fc5\u305a\u3057\u3082\u6570\u304b\u6708\u5f8c\u306b\u53ce\u76ca\u304c\u5897\u52a0\u3059\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/statorials.org\/ja\/\u81ea\u5df1\u76f8\u95a2python\/\" target=\"_blank\" rel=\"noopener\">Python \u3067\u81ea\u5df1\u76f8\u95a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u504f\u76f8\u95a2python\/\" target=\"_blank\" rel=\"noopener\">Python\u3067\u504f\u76f8\u95a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u70b9\u53cc\u76f4\u5217\u76f8\u95a2python\/\" target=\"_blank\" rel=\"noopener\">Python \u3067\u70b9\u3068\u53cc\u7cfb\u5217\u306e\u76f8\u95a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u76f8\u4e92\u76f8\u95a2\u306f\u3001\u3042\u308b\u6642\u7cfb\u5217\u3068\u3001\u5225\u306e\u6642\u7cfb\u5217\u306e\u6642\u9593\u5dee\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u306e\u9593\u306e\u985e\u4f3c\u6027\u306e\u7a0b\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002 \u3053\u306e\u30bf\u30a4\u30d7\u306e\u76f8\u95a2\u95a2\u4fc2\u306f\u3001\u3042\u308b\u6642\u7cfb\u5217\u306e\u5024\u304c\u5225\u306e\u6642\u7cfb\u5217\u306e\u5c06\u6765\u306e\u5024\u3092\u4e88\u6e2c\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3092\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u8a08\u7b97\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u8a00 [&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-1555","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>Python \u3067\u76f8\u4e92\u76f8\u95a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - Statology<\/title>\n<meta name=\"description\" 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