{"id":856,"date":"2023-07-28T12:45:51","date_gmt":"2023-07-28T12:45:51","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%8b%e1%85%a1%e1%86%ab%e1%84%8f%e1%85%a9%e1%84%87%e1%85%a1-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab\/"},"modified":"2023-07-28T12:45:51","modified_gmt":"2023-07-28T12:45:51","slug":"%e1%84%8b%e1%85%a1%e1%86%ab%e1%84%8f%e1%85%a9%e1%84%87%e1%85%a1-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%8b%e1%85%a1%e1%86%ab%e1%84%8f%e1%85%a9%e1%84%87%e1%85%a1-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab\/","title":{"rendered":"Python\uc5d0\uc11c ancova\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">ANCOVA<\/span> (&#8220;\uacf5\ubd84\uc0b0 \ubd84\uc11d&#8221;) <a href=\"https:\/\/statorials.org\/ko\/\u110b\u1162\u11ab\u110f\u1169\u1107\u1173\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ub294<\/a> <span style=\"color: #000000;\">\ud558\ub098 \uc774\uc0c1\uc758 <a href=\"https:\/\/statorials.org\/ko\/\u1100\u1169\u11bc\u1107\u1167\u11ab\u1105\u1163\u11bc-2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uacf5\ubcc0\ub7c9\uc744<\/a> \ud1b5\uc81c\ud55c \ud6c4 \uc138 \uac1c \uc774\uc0c1\uc758 \ub3c5\ub9bd \uadf8\ub8f9 \ud3c9\uade0 \uac04\uc5d0 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ud55c \ucc28\uc774\uac00 \uc788\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud655\uc778\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c ANCOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: Python\uc758 ANCOVA<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uad50\uc0ac\ub294 \uc138 \uac00\uc9c0 \ub2e4\ub978 \ud559\uc2b5 \ubc29\ubc95\uc774 \uc2dc\ud5d8 \uc810\uc218\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uc9c0 \uc54c\uace0 \uc2f6\uc5b4 \ud558\uc9c0\ub9cc \ud559\uc0dd\uc774 \uc774\ubbf8 \uc218\uc5c5\uc5d0\uc11c \ubc1b\uc740 \ud604\uc7ac \uc131\uc801\uc744 \uace0\ub824\ud558\ub824\uace0 \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ubcc0\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec ANCOVA\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul data-slot-rendered-dynamic=\"true\">\n<li> <span style=\"color: #000000;\"><strong>\uc694\uc778\ubcc0\uc218:<\/strong> \uae30\uc220\uc801 \uc5f0\uad6c<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uacf5\ubcc0\ub7c9:<\/strong> \ud604\uc7ac \uc810\uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\ubc18\uc751\ubcc0\uc218:<\/strong> \uc2dc\ud5d8\uc810\uc218<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc774 \ub370\uc774\ud130\uc138\ud2b8\uc5d0 \ub300\ud574 ANCOVA\ub97c \uc218\ud589\ud558\ub824\uba74 \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub974\uc138\uc694.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1\ub2e8\uacc4: \ub370\uc774\ud130\ub97c \uc785\ub825\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uba3c\uc800 \ub370\uc774\ud130\ub97c \ubcf4\uad00\ud560 pandas DataFrame\uc744 \ub9cc\ub4ed\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#create data<\/span>\ndf = pd.DataFrame({'technique': np.repeat(['A', 'B', 'C'], 5),\n                   'current_grade': [67, 88, 75, 77, 85,\n                                     92, 69, 77, 74, 88, \n                                     96, 91, 88, 82, 80],\n                   'exam_score': [77, 89, 72, 74, 69,\n                                  78, 88, 93, 94, 90,\n                                  85, 81, 83, 88, 79]})\n<span style=\"color: #008080;\">#view data<\/span> \ndf\n\n   technical current_grade exam_score\n0 A 67 77\n1 A 88 89\n2 A 75 72\n3 A 77 74\n4 A 85 69\n5 B 92 78\n6 B 69 88\n7 B 77 93\n8 B 74 94\n9 B 88 90\n10 C 96 85\n11 C 91 81\n12 C 88 83\n13 C 82 88\n14 C 80 79\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>2\ub2e8\uacc4: ANCOVA\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c \ud3ad\uadc4 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 <a href=\"https:\/\/pingouin-stats.org\/generated\/pingouin.ancova.html\" target=\"_blank\" rel=\"noopener noreferrer\">ancova() \ud568\uc218\ub97c<\/a> \uc0ac\uc6a9\ud558\uc5ec ANCOVA\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\"><span style=\"color: #000000;\">pip<\/span> install <span style=\"color: #000000;\">penguin<\/span> \nfrom<\/span> penguin <span style=\"color: #107d3f;\">import<\/span> ancova\n\n<span style=\"color: #008080;\">#perform ANCOVA<\/span>\nancova(data= <span style=\"color: #008000;\">df<\/span> , dv=' <span style=\"color: #008000;\">exam_score<\/span> ', covar=' <span style=\"color: #008000;\">current_grade<\/span> ', between=' <span style=\"color: #008000;\">technique<\/span> ')\n\n\n        Source SS DF F p-unc np2\n0 technical 390.575130 2 4.80997 0.03155 0.46653\n1 current_grade 4.193886 1 0.10329 0.75393 0.00930\n2 Residual 446.606114 11 NaN NaN NaN\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>3\ub2e8\uacc4: \uacb0\uacfc\ub97c \ud574\uc11d\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">ANCOVA \ud14c\uc774\ube14\uc5d0\uc11c \uc5f0\uad6c \uae30\ubc95\uc5d0 \ub300\ud55c p-\uac12(p-unc = &#8220;\uc218\uc815\ub418\uc9c0 \uc54a\uc740 p-\uac12&#8221;)\uc774 <strong>0.03155<\/strong> \uc784\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac12\uc740 0.05\ubcf4\ub2e4 \uc791\uae30 \ub54c\ubb38\uc5d0 <em>\ud559\uc0dd\uc758 \ud604\uc7ac \uc218\uc5c5 \uc131\uc801\uc744 \uace0\ub824\ud55c \ud6c4\uc5d0\ub3c4<\/em> \uac01 \ud559\uc2b5 \ubc29\ubc95\uc774 \ub3d9\uc77c\ud55c \ud3c9\uade0 \uc2dc\ud5d8 \uc131\uc801\uc744 \uac00\uc838\uc628\ub2e4\ub294 \uadc0\ubb34 \uac00\uc124\uc744 \uae30\uac01\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ANCOVA (&#8220;\uacf5\ubd84\uc0b0 \ubd84\uc11d&#8221;) \ub294 \ud558\ub098 \uc774\uc0c1\uc758 \uacf5\ubcc0\ub7c9\uc744 \ud1b5\uc81c\ud55c \ud6c4 \uc138 \uac1c \uc774\uc0c1\uc758 \ub3c5\ub9bd \uadf8\ub8f9 \ud3c9\uade0 \uac04\uc5d0 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ud55c \ucc28\uc774\uac00 \uc788\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud655\uc778\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c ANCOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. \uc608: Python\uc758 ANCOVA \uad50\uc0ac\ub294 \uc138 \uac00\uc9c0 \ub2e4\ub978 \ud559\uc2b5 \ubc29\ubc95\uc774 \uc2dc\ud5d8 \uc810\uc218\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uc9c0 \uc54c\uace0 \uc2f6\uc5b4 \ud558\uc9c0\ub9cc \ud559\uc0dd\uc774 \uc774\ubbf8 \uc218\uc5c5\uc5d0\uc11c \ubc1b\uc740 \ud604\uc7ac \uc131\uc801\uc744 \uace0\ub824\ud558\ub824\uace0 \ud569\ub2c8\ub2e4. [&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-856","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 ANCOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95 - Statorials<\/title>\n<meta name=\"description\" content=\"Python\uc5d0\uc11c ANCOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uc124\uba85\uc785\ub2c8\ub2e4.\" \/>\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\/ko\/\u110b\u1161\u11ab\u110f\u1169\u1107\u1161-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\uc5d0\uc11c ANCOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95 - 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