{"id":2470,"date":"2023-07-22T03:07:20","date_gmt":"2023-07-22T03:07:20","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%a6%e1%84%89%e1%85%a5-%e1%84%8e%e1%85%a1%e1%84%8b%e1%85%ae-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3\/"},"modified":"2023-07-22T03:07:20","modified_gmt":"2023-07-22T03:07:20","slug":"%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%a6%e1%84%89%e1%85%a5-%e1%84%8e%e1%85%a1%e1%84%8b%e1%85%ae-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%a6%e1%84%89%e1%85%a5-%e1%84%8e%e1%85%a1%e1%84%8b%e1%85%ae-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3\/","title":{"rendered":"Python\uc5d0\uc11c chow \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ko\/\u1109\u1175\u11a8\u1111\u116e\u11b7-\u1110\u1166\u1109\u1173\u1110\u1173\/\" target=\"_blank\" rel=\"noopener\">Chow \ud14c\uc2a4\ud2b8\ub294<\/a> \uc11c\ub85c \ub2e4\ub978 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub300\ud55c \ub450 \uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \ud68c\uadc0 \ubaa8\ub378\uc758 \uacc4\uc218\uac00 \ub3d9\uc77c\ud55c\uc9c0 \uc5ec\ubd80\ub97c \ud14c\uc2a4\ud2b8\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud14c\uc2a4\ud2b8\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\ub294 \uacc4\ub7c9\uacbd\uc81c\ud559 \ubd84\uc57c\uc5d0\uc11c \ud2b9\uc815 \uc2dc\uc810\uc5d0 \ub370\uc774\ud130\uc5d0 \uad6c\uc870\uc801 \uc911\ub2e8\uc774 \uc788\ub294\uc9c0 \ud655\uc778\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ub2e8\uacc4\ubcc4 \uc608\uc81c\uc5d0\uc11c\ub294 Python\uc5d0\uc11c Chow \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>1\ub2e8\uacc4: \ub370\uc774\ud130 \uc0dd\uc131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uba3c\uc800 \uac00\uc9dc \ub370\uc774\ud130\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd<\/span>\n\n#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">x<\/span> ': [1, 1, 2, 3, 4, 4, 5, 5, 6, 7, 7, 8, 8, 9, 10, 10,\n                         11, 12, 12, 13, 14, 15, 15, 16, 17, 18, 18, 19, 20, 20],\n                   ' <span style=\"color: #ff0000;\">y<\/span> ': [3, 5, 6, 10, 13, 15, 17, 14, 20, 23, 25, 27, 30, 30, 31,\n                         33, 32, 32, 30, 32, 34, 34, 37, 35, 34, 36, 34, 37, 38, 36]})\n\n<span style=\"color: #008080;\">#view first five rows of DataFrame\n<\/span>df. <span style=\"color: #3366ff;\">head<\/span> ()\n\n        x y\n0 1 3\n1 1 5\n2 2 6\n3 3 10\n4 4 13<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>2\ub2e8\uacc4: \ub370\uc774\ud130 \uc2dc\uac01\ud654<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c, \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\uae30 \uc704\ud55c \uac04\ub2e8\ud55c \uc0b0\uc810\ub3c4\ub97c \ub9cc\ub4e4\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#create scatterplot\n<\/span>plt. <span style=\"color: #3366ff;\">plot<\/span> (df. <span style=\"color: #3366ff;\">x<\/span> , df. <span style=\"color: #3366ff;\">y<\/span> , ' <span style=\"color: #ff0000;\">o<\/span> ')\n<\/strong><\/span><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-22118 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/chow11.png\" alt=\"\" width=\"546\" height=\"359\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\uc0b0\uc810\ub3c4\uc5d0\uc11c \ub370\uc774\ud130\uc758 \ucd94\uc138\uac00 x = 10\uc5d0\uc11c \ubcc0\ud558\ub294 \uac83\uc73c\ub85c \ub098\ud0c0\ub098\ub294 \uac83\uc744 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub530\ub77c\uc11c Chow \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\uc5ec x = 10\uc758 \ub370\uc774\ud130\uc5d0 \uad6c\uc870\uc801 \uc911\ub2e8\uc810\uc774 \uc788\ub294\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>3\ub2e8\uacc4: \ucc28\uc6b0 \ud14c\uc2a4\ud2b8 \uc218\ud589<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Python\uc5d0\uc11c <a href=\"https:\/\/pypi.org\/project\/chowtest\/\" target=\"_blank\" rel=\"noopener\">chowtest<\/a> \ud328\ud0a4\uc9c0\uc758 chowtest \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec Chow \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uba3c\uc800 pip\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774 \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>pip <span style=\"color: #008000;\">install<\/span> chowtest\n<\/strong><\/pre>\n<p> \uadf8\ub7f0 \ub2e4\uc74c \ub2e4\uc74c \uad6c\ubb38\uc744 \uc0ac\uc6a9\ud558\uc5ec Chow \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> chow_test <span style=\"color: #008000;\">import<\/span> chowtest\n\nchowtest <span style=\"color: #ff0000;\">(<\/span> y=df[[' <span style=\"color: #ff0000;\">y<\/span> ']],\n         last_index_in_model_1= <span style=\"color: #008000;\">15<\/span> ,\n         first_index_in_model_2= <span style=\"color: #008000;\">16<\/span> ,\n         significance_level= <span style=\"color: #008000;\">.05<\/span> )\n\n************************************************** *********************************\nReject the null hypothesis of equality of regression coefficients in the 2 periods.\n************************************************** *********************************\nChow Statistic: 118.14097335479373 p value: 0.0\n************************************************** *********************************\n(118.14097335479373, 1.1102230246251565e-16)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>chowtest()<\/strong> \ud568\uc218\uc758 \uac1c\ubcc4 \uc778\uc218\uac00 \uc758\ubbf8\ud558\ub294 \ubc14\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>y<\/strong> : DataFrame\uc758 \uc751\ub2f5 \ubcc0\uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>x<\/strong> : DataFrame\uc758 \uc608\uce21 \ubcc0\uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>last_index_in_model_1<\/strong> : \uad6c\uc870\uc801 \uc911\ub2e8 \uc804 \ub9c8\uc9c0\ub9c9 \uc9c0\uc810\uc758 \uc778\ub371\uc2a4 \uac12<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>first_index_in_model_2<\/strong> : \uad6c\uc870\uc801 \uc911\ub2e8 \uc774\ud6c4 \uccab \ubc88\uc9f8 \uc9c0\uc810\uc758 \uc778\ub371\uc2a4 \uac12<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>Significance_level<\/strong> : \uac00\uc124 \uac80\uc815\uc5d0 \uc0ac\uc6a9\ud560 \uc720\uc758 \uc218\uc900<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ud14c\uc2a4\ud2b8 \uacb0\uacfc\uc5d0\uc11c \ub2e4\uc74c\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>F-\uac80\uc815<\/strong> <strong>\ud1b5\uacc4\ub7c9<\/strong> : 118.14<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>p-\uac12:<\/strong> &lt;.0000<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">p-\uac12\uc774 0.05\ubcf4\ub2e4 \uc791\uc73c\ubbc0\ub85c \uac80\uc815\uc758 \uadc0\ubb34\uac00\uc124\uc744 \uae30\uac01\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130\uc5d0 \uad6c\uc870\uc801 \uc911\ub2e8\uc810\uc774 \uc874\uc7ac\ud55c\ub2e4\uace0 \ub9d0\ud560 \uc218 \uc788\ub294 \ucda9\ubd84\ud55c \uc99d\uac70\uac00 \uc788\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc989, \ub450 \uac1c\uc758 \ud68c\uadc0\uc120\uc774 \ub2e8\uc77c \ud68c\uadc0\uc120\ubcf4\ub2e4 \ub370\uc774\ud130\uc5d0 \ubaa8\ub378\uc744 \ub354 \ud6a8\uacfc\uc801\uc73c\ub85c \ub9de\ucd9c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c \ub2e4\ub978 \uc77c\ubc18\uc801\uc778 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\u110b\u1166\u1109\u1165-\u1100\u1173\u1105\u1162\u11ab\u110c\u1165-\u110b\u1175\u11ab\u1100\u116a\u1109\u1165\u11bc-\u1110\u1166\u1109\u1173\u1110\u1173\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c Granger \uc778\uacfc\uc131 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/breusch-\u110b\u1175\u1100\u116d\u1103\u1169-\u1110\u1166\u1109\u1173\u1110\u1173-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c Breusch-Pagan \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/python\u110b\u1174-\u1112\u1174\u11ab\u1109\u1162\u11a8-\u1110\u1166\u1109\u1173\u1110\u1173\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c White\uc758 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Chow \ud14c\uc2a4\ud2b8\ub294 \uc11c\ub85c \ub2e4\ub978 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub300\ud55c \ub450 \uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \ud68c\uadc0 \ubaa8\ub378\uc758 \uacc4\uc218\uac00 \ub3d9\uc77c\ud55c\uc9c0 \uc5ec\ubd80\ub97c \ud14c\uc2a4\ud2b8\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ud14c\uc2a4\ud2b8\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\ub294 \uacc4\ub7c9\uacbd\uc81c\ud559 \ubd84\uc57c\uc5d0\uc11c \ud2b9\uc815 \uc2dc\uc810\uc5d0 \ub370\uc774\ud130\uc5d0 \uad6c\uc870\uc801 \uc911\ub2e8\uc774 \uc788\ub294\uc9c0 \ud655\uc778\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub2e4\uc74c \ub2e8\uacc4\ubcc4 \uc608\uc81c\uc5d0\uc11c\ub294 Python\uc5d0\uc11c Chow \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. 1\ub2e8\uacc4: \ub370\uc774\ud130 \uc0dd\uc131 \uba3c\uc800 \uac00\uc9dc \ub370\uc774\ud130\ub97c \ub9cc\ub4ed\ub2c8\ub2e4. import pandas as [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-2470","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python\uc5d0\uc11c Chow \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95 - \ud1b5\uacc4\ud559<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc804\uccb4 \uc608\uc81c\uc640 \ud568\uaed8 Python\uc5d0\uc11c Chow \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.\" \/>\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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