{"id":825,"date":"2023-07-28T15:16:06","date_gmt":"2023-07-28T15:16:06","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%87%e1%85%ae%e1%84%87%e1%85%ae%e1%86%ab-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%80%e1%85%aa%e1%86%ab-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab\/"},"modified":"2023-07-28T15:16:06","modified_gmt":"2023-07-28T15:16:06","slug":"%e1%84%87%e1%85%ae%e1%84%87%e1%85%ae%e1%86%ab-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%80%e1%85%aa%e1%86%ab-%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%87%e1%85%ae%e1%84%87%e1%85%ae%e1%86%ab-%e1%84%89%e1%85%a1%e1%86%bc%e1%84%80%e1%85%aa%e1%86%ab-%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 \ubd80\ubd84 \uc0c1\uad00 \uad00\uacc4\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\ud1b5\uacc4\uc5d0\uc11c\ub294<\/span> <span style=\"color: #000000;\">\ub450 \ubcc0\uc218 \uac04\uc758 \uc120\ud615 \uad00\uacc4\ub97c \uce21\uc815\ud558\uae30 \uc704\ud574<\/span> <a href=\"https:\/\/statorials.org\/ko\/\u1111\u1175\u110b\u1165\u1109\u1173\u11ab-\u1109\u1161\u11bc\u1100\u116a\u11ab-\u1100\u1168\u1109\u116e-1\/\" target=\"_blank\" rel=\"noopener\">Pearson \uc0c1\uad00 \uacc4\uc218\ub97c<\/a> \uc790\uc8fc \uc0ac\uc6a9\ud569\ub2c8\ub2e4. <span style=\"color: #000000;\">\uadf8\ub7ec\ub098 \ub54c\ub54c\ub85c \uc6b0\ub9ac\ub294 <strong>\uc138 \ubc88\uc9f8 \ubcc0\uc218\ub97c \uc81c\uc5b4\ud558\uba74\uc11c<\/strong> \ub450 \ubcc0\uc218 \uc0ac\uc774\uc758 \uad00\uacc4\ub97c \uc774\ud574\ud558\uace0 \uc2f6\uc744 \ub54c\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4, \ud559\uc0dd\uc758 \ud604\uc7ac \uc218\uc5c5 \uc131\uc801\uc744 \ud1b5\uc81c\ud558\uba74\uc11c \ud559\uc0dd\uc758 \ud559\uc2b5 \uc2dc\uac04\uacfc \ucd5c\uc885 \uc2dc\ud5d8 \uc131\uc801 \uc0ac\uc774\uc758 \uc5f0\uad00\uc131\uc744 \uce21\uc815\ud55c\ub2e4\uace0 \uac00\uc815\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uacbd\uc6b0 <strong>\ubd80\ubd84 \uc0c1\uad00 \uad00\uacc4\ub97c<\/strong> \uc0ac\uc6a9\ud558\uc5ec \uacf5\ubd80 \uc2dc\uac04\uacfc \ucd5c\uc885 \uc2dc\ud5d8 \uc131\uc801 \uac04\uc758 \uad00\uacc4\ub97c \uce21\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c \ubd80\ubd84 \uc0c1\uad00 \uad00\uacc4\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: Python\uc758 \ubd80\ubd84 \uc0c1\uad00\uad00\uacc4<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">10\uba85\uc758 \ud559\uc0dd\uc5d0 \ub300\ud55c \ud604\uc7ac \uc131\uc801, \ucd1d \ud559\uc2b5 \uc2dc\uac04 \ubc0f \ucd5c\uc885 \uc2dc\ud5d8 \uc131\uc801\uc744 \ud45c\uc2dc\ud558\ub294 \ub2e4\uc74c Pandas DataFrame\uc774 \uc788\ub2e4\uace0 \uac00\uc815\ud574 \ubcf4\uaca0\uc2b5\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> panda <span style=\"color: #107d3f;\">as<\/span> pd\n\ndata = {'currentGrade': [82, 88, 75, 74, 93, 97, 83, 90, 90, 80],\n        'hours': [4, 3, 6, 5, 4, 5, 8, 7, 4, 6],\n        'examScore': [88, 85, 76, 70, 92, 94, 89, 85, 90, 93],\n        }\n\ndf = pd.DataFrame(data, columns = ['currentGrade','hours', 'examScore'])\ndf\n\n   currentGrade hours examScore\n0 82 4 88\n1 88 3 85\n2 75 6 76\n3 74 5 70\n4 93 4 92\n5 97 5 94\n6 83 8 89\n7 90 7 85\n8 90 4 90\n9 80 6 93\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>currentGrade\ub97c<\/strong> \uc81c\uc5b4\ud558\uba74\uc11c <strong>\uc2dc\uac04<\/strong> \uacfc <strong>ExamScore<\/strong> \uc0ac\uc774\uc758 \ubd80\ubd84 \uc0c1\uad00\uad00\uacc4\ub97c \uacc4\uc0b0\ud558\ub824\uba74 \ub2e4\uc74c \uad6c\ubb38\uc744 \uc0ac\uc6a9\ud558\ub294 <a href=\"https:\/\/pingouin-stats.org\/index.html\" target=\"_blank\" rel=\"noopener\">\ud3ad\uadc4 \ud328\ud0a4\uc9c0<\/a> \uc758 <strong>\ubd80\ubd84\uc801_corr()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p style=\"text-align: center;\"> <strong><span style=\"color: #000000;\">\ubd80\ubd84_corr(\ub370\uc774\ud130, x, y, \ucf54\ubc14\ub974)<\/span><\/strong><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>data:<\/strong> \ub370\uc774\ud130 \ud504\ub808\uc784\uc758 \uc774\ub984<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>x, y:<\/strong> \ub370\uc774\ud130\ud504\ub808\uc784\uc758 \uc5f4 \uc774\ub984<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>covar:<\/strong> \ub370\uc774\ud130\ud504\ub808\uc784\uc758 \uacf5\ubcc0\ub7c9 \uc5f4 \uc774\ub984(\uc608: \uc81c\uc5b4\ud558\ub294 \ubcc0\uc218)<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc774 \ud2b9\uc815 \uc608\uc5d0\uc11c \uc774 \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#install and import penguin package<\/span> \npip <span style=\"color: #107d3f;\">install<\/span> penguin\n<span style=\"color: #107d3f;\">import<\/span> penguin <span style=\"color: #107d3f;\">as<\/span> pg\n\n<span style=\"color: #008080;\">#find partial correlation between hours and exam score while controlling for grade<\/span>\npg.partial_corr(data=df, x='hours', y='examScore', covar='currentGrade')\n\n\n         n r CI95% r2 adj_r2 p-val BF10 power\npearson 10 0.191 [-0.5, 0.73] 0.036 -0.238 0.598 0.438 0.082\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uacf5\ubd80 \uc2dc\uac04\uacfc \ucd5c\uc885 \uc2dc\ud5d8 \uc131\uc801 \uc0ac\uc774\uc758 \ubd80\ubd84 \uc0c1\uad00 \uad00\uacc4\ub294 <strong>0.191<\/strong> \ub85c \uc791\uc740 \uc591\uc758 \uc0c1\uad00 \uad00\uacc4\uac00 \uc788\uc74c\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud604\uc7ac \uc131\uc801\uc774 \uc77c\uc815\ud558\ub2e4\uace0 \uac00\uc815\ud560 \ub54c, \uacf5\ubd80 \uc2dc\uac04\uc774 \ub298\uc5b4\ub0a0\uc218\ub85d \uc2dc\ud5d8 \uc810\uc218\ub3c4 \ub192\uc544\uc9c0\ub294 \uacbd\ud5a5\uc774 \uc788\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc5ec\ub7ec \ubcc0\uc218 \uac04\uc758 \ubd80\ubd84 \uc0c1\uad00\uad00\uacc4\ub97c \ud55c \ubc88\uc5d0 \uacc4\uc0b0\ud558\ub824\uba74 <strong>.pcorr()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate all pairwise partial correlations, rounded to three decimal places<\/span>\ndf.pcorr().round(3)\n\n\t     currentGrade hours examScore\ncurrentGrade 1.000 -0.311 0.736\nhours -0.311 1.000 0.191\nexamScore 0.736 0.191 1.000\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uacb0\uacfc\ub97c \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\ud604\uc7ac \ub4f1\uae09\uacfc \ud559\uc2b5 \uc2dc\uac04 \uc0ac\uc774\uc758 \ud3b8\uc0c1\uad00\uc740 <strong>-0.311<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\ud604\uc7ac \uc131\uc801\uacfc \uc218\ub2a5 \uc131\uc801\uc758 \ubd80\ubd84 \uc0c1\uad00 \uad00\uacc4\ub294 <strong>0.736 \uc785\ub2c8\ub2e4<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">\uacf5\ubd80 \uc2dc\uac04\uacfc \uc2dc\ud5d8 \uc810\uc218 \uc0ac\uc774\uc758 \ubd80\ubd84 \uc0c1\uad00 \uad00\uacc4\ub294 <strong>0.191\uc785\ub2c8\ub2e4<\/strong> .<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\ud1b5\uacc4\uc5d0\uc11c\ub294 \ub450 \ubcc0\uc218 \uac04\uc758 \uc120\ud615 \uad00\uacc4\ub97c \uce21\uc815\ud558\uae30 \uc704\ud574 Pearson \uc0c1\uad00 \uacc4\uc218\ub97c \uc790\uc8fc \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub54c\ub54c\ub85c \uc6b0\ub9ac\ub294 \uc138 \ubc88\uc9f8 \ubcc0\uc218\ub97c \uc81c\uc5b4\ud558\uba74\uc11c \ub450 \ubcc0\uc218 \uc0ac\uc774\uc758 \uad00\uacc4\ub97c \uc774\ud574\ud558\uace0 \uc2f6\uc744 \ub54c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud559\uc0dd\uc758 \ud604\uc7ac \uc218\uc5c5 \uc131\uc801\uc744 \ud1b5\uc81c\ud558\uba74\uc11c \ud559\uc0dd\uc758 \ud559\uc2b5 \uc2dc\uac04\uacfc \ucd5c\uc885 \uc2dc\ud5d8 \uc131\uc801 \uc0ac\uc774\uc758 \uc5f0\uad00\uc131\uc744 \uce21\uc815\ud55c\ub2e4\uace0 \uac00\uc815\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uacbd\uc6b0 \ubd80\ubd84 \uc0c1\uad00 \uad00\uacc4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uacf5\ubd80 \uc2dc\uac04\uacfc \ucd5c\uc885 [&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-825","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 \ubd80\ubd84 \uc0c1\uad00\uad00\uacc4\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - \ud1b5\uacc4\ud559<\/title>\n<meta name=\"description\" content=\"Python\uc5d0\uc11c \ubd80\ubd84 \uc0c1\uad00 \uad00\uacc4\ub97c \uacc4\uc0b0\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 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