{"id":1310,"date":"2023-07-26T22:13:41","date_gmt":"2023-07-26T22:13:41","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%91%e1%85%ad%e1%84%8c%e1%85%ae%e1%86%ab%e1%84%92%e1%85%aa%e1%84%83%e1%85%ac%e1%86%ab-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7\/"},"modified":"2023-07-26T22:13:41","modified_gmt":"2023-07-26T22:13:41","slug":"%e1%84%91%e1%85%ad%e1%84%8c%e1%85%ae%e1%86%ab%e1%84%92%e1%85%aa%e1%84%83%e1%85%ac%e1%86%ab-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%91%e1%85%ad%e1%84%8c%e1%85%ae%e1%86%ab%e1%84%92%e1%85%aa%e1%84%83%e1%85%ac%e1%86%ab-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7\/","title":{"rendered":"Python\uc5d0\uc11c \ud45c\uc900\ud654\ub41c \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\uc794\ucc28\ub294<\/strong> <a href=\"https:\/\/statorials.org\/ko\/\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ud68c\uadc0 \ubaa8\ub378<\/a> \uc5d0\uc11c \uad00\ucc30\ub41c \uac12\uacfc \uc608\uce21\ub41c \uac12 \uac04\uc758 \ucc28\uc774\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\uc794\ucc28 = \uad00\uce21\uac12 \u2013 \uc608\uce21\uac12<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uad00\uce21\uac12\uc744 \ud50c\ub86f\ud558\uace0 \uc801\ud569 \ud68c\uadc0\uc120\uc744 \uacb9\uccd0 \ub193\uc73c\uba74 \uac01 <a href=\"https:\/\/statorials.org\/ko\/\u1110\u1169\u11bc\u1100\u1168\u110b\u1166\u1109\u1165\u110b\u1174-\u1100\u116a\u11ab\u110e\u1161\u11af\/\" target=\"_blank\" rel=\"noopener\">\uad00\uce21\uce58<\/a> \uc758 \uc794\ucc28\ub294 \uad00\uce21\uce58\uc640 \ud68c\uadc0\uc120 \uc0ac\uc774\uc758 \uc218\uc9c1 \uac70\ub9ac\uac00 \ub429\ub2c8\ub2e4.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12422 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/residus1-1.png\" alt=\"\ud1b5\uacc4 \uc794\ucc28\uc758 \uc608\" width=\"487\" height=\"382\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\ud68c\uadc0 \ubaa8\ub378\uc5d0\uc11c \uc774\uc0c1\uac12\uc744 \uc2dd\ubcc4\ud558\uae30 \uc704\ud574 \uc790\uc8fc \uc0ac\uc6a9\ud558\ub294 \uc794\ucc28 \uc720\ud615 \uc911 \ud558\ub098\ub97c <strong>\ud45c\uc900\ud654\ub41c \uc794\ucc28<\/strong> \ub77c\uace0 \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>r <sub>i<\/sub> = <sub>ei<\/sub> \/ s( <sub>ei<\/sub> )<\/strong> = <strong><sub>ei<\/sub> \/ RSE\u221a <span style=\"border-top: 1px solid black;\">1-h <sub>ii<\/sub><\/span><\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>e <sub>i<\/sub> :<\/strong> i <sup>\ubc88\uc9f8<\/sup> \uc794\uae30<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>RSE:<\/strong> \ubaa8\ub378\uc758 \uc794\ucc28 \ud45c\uc900 \uc624\ucc28<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>h <sub>ii<\/sub><\/strong> : <sup>i\ubc88\uc9f8<\/sup> \uad00\uce21\uce58\uc758 \uc0c1\uc2b9<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc2e4\uc81c\ub85c\ub294 \uc808\ub313\uac12\uc774 3\ubcf4\ub2e4 \ud070 \ud45c\uc900\ud654 \uc794\ucc28\ub97c \uc774\uc0c1\uac12\uc73c\ub85c \uac04\uc8fc\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c \ud45c\uc900\ud654\ub41c \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \ub2e8\uacc4\ubcc4 \uc608\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>1\ub2e8\uacc4: \ub370\uc774\ud130 \uc785\ub825<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uba3c\uc800 Python\uc5d0\uc11c \uc791\uc5c5\ud560 \uc791\uc740 \ub370\uc774\ud130\uc138\ud2b8\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#create dataset\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #008000;\">x<\/span> ': [8, 12, 12, 13, 14, 16, 17, 22, 24, 26, 29, 30],\n                   ' <span style=\"color: #008000;\">y<\/span> ': [41, 42, 39, 37, 35, 39, 45, 46, 39, 49, 55, 57]})\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>2\ub2e8\uacc4: \ud68c\uadc0 \ubaa8\ub378 \uc801\ud569<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c <a href=\"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\u110b\u1174-\u1100\u1161\u11ab\u1103\u1161\u11ab\u1112\u1161\u11ab-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">\uac04\ub2e8\ud55c \uc120\ud615 \ud68c\uadc0 \ubaa8\ub378\uc744<\/a> \ud53c\ud305\ud558\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> statsmodels. <span style=\"color: #3366ff;\">api<\/span> <span style=\"color: #008000;\">as<\/span> sm\n\n<span style=\"color: #008080;\">#define response variable\n<\/span>y = df[' <span style=\"color: #008000;\">y<\/span> ']\n\n<span style=\"color: #008080;\">#define explanatory variable\n<\/span>x = df[' <span style=\"color: #008000;\">x<\/span> ']\n\n<span style=\"color: #008080;\">#add constant to predictor variables\n<\/span>x = sm. <span style=\"color: #3366ff;\">add_constant<\/span> (x)\n\n<span style=\"color: #008080;\">#fit linear regression model\n<\/span>model = sm. <span style=\"color: #3366ff;\">OLS<\/span> (y,x). <span style=\"color: #3366ff;\">fit<\/span> ()<\/strong><\/span><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>3\ub2e8\uacc4: \ud45c\uc900\ud654\ub41c \uc794\ucc28 \uacc4\uc0b0<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c \ubaa8\ub378\uc758 \ud45c\uc900\ud654\ub41c \uc794\ucc28\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create instance of influence\n<\/span>influence = model. <span style=\"color: #3366ff;\">get_influence<\/span> ()\n\n<span style=\"color: #008080;\">#obtain standardized residuals\n<\/span>standardized_residuals = influence. <span style=\"color: #3366ff;\">reside_studentized_internal<\/span>\n\n<span style=\"color: #008080;\">#display standardized residuals\n<\/span><span style=\"color: #993300;\">print<\/span> (standardized_residuals)\n\n[ 1.40517322 0.81017562 0.07491009 -0.59323342 -1.2482053 -0.64248883\n  0.59610905 -0.05876884 -2.11711982 -0.066556 0.91057211 1.26973888]<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uacb0\uacfc\uc5d0\uc11c \ud45c\uc900\ud654\ub41c \uc794\ucc28 \uc911 \uc5b4\ub290 \uac83\ub3c4 \uc808\ub300\uac12 3\uc744 \ucd08\uacfc\ud558\uc9c0 \uc54a\ub294\ub2e4\ub294 \uac83\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc5b4\ub5a4 \uad00\uce21\uac12\ub3c4 \uc774\uc0c1\uac12\uc73c\ub85c \ub098\ud0c0\ub098\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>4\ub2e8\uacc4: \ud45c\uc900\ud654\ub41c \uc794\ucc28 \uc2dc\uac01\ud654<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ud45c\uc900\ud654\ub41c \uc794\ucc28\uc5d0 \ub300\ud55c \uc608\uce21 \ubcc0\uc218\uc758 \uac12\uc744 \uc2dc\uac01\ud654\ud558\uae30 \uc704\ud574 \uc0b0\uc810\ub3c4\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\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> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\nplt. <span style=\"color: #3366ff;\">scatter<\/span> (df.x, standardized_residuals)\nplt. <span style=\"color: #3366ff;\">xlabel<\/span> (' <span style=\"color: #008000;\">x<\/span> ')\nplt. <span style=\"color: #3366ff;\">ylabel<\/span> (' <span style=\"color: #008000;\">Standardized Residuals<\/span> ')\nplt. <span style=\"color: #3366ff;\">axhline<\/span> (y=0, color=' <span style=\"color: #008000;\">black<\/span> ', linestyle=' <span style=\"color: #008000;\">--<\/span> ', linewidth=1)\nplt. <span style=\"color: #3366ff;\">show<\/span> ()<\/span><\/span><\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/ko\/\u110c\u1161\u11ab\u110b\u1167\u1106\u116e\u11af\/\" target=\"_blank\" rel=\"noopener\">\uc794\ub958\ubb3c\uc774\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1111\u116d\u110c\u116e\u11ab\u1112\u116a\u1103\u116c\u11ab-\u110c\u1161\u11ab\u1105\u1172\u1106\u116e\u11af\/\">\ud45c\uc900\ud654 \uc794\ucc28\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/r\u1105\u1169-\u1111\u116d\u110c\u116e\u11ab\u1112\u116a\u1103\u116c\u11ab-\u110c\u1161\u11ab\u1105\u1172\u1106\u116e\u11af\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c \ud45c\uc900\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/excel-\u110c\u1165\u11bc\u1100\u1172\u1112\u116a-\u110c\u1161\u11ab\u110e\u1161\/\" target=\"_blank\" rel=\"noopener\">Excel\uc5d0\uc11c \ud45c\uc900\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc794\ucc28\ub294 \ud68c\uadc0 \ubaa8\ub378 \uc5d0\uc11c \uad00\ucc30\ub41c \uac12\uacfc \uc608\uce21\ub41c \uac12 \uac04\uc758 \ucc28\uc774\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4. \uc794\ucc28 = \uad00\uce21\uac12 \u2013 \uc608\uce21\uac12 \uad00\uce21\uac12\uc744 \ud50c\ub86f\ud558\uace0 \uc801\ud569 \ud68c\uadc0\uc120\uc744 \uacb9\uccd0 \ub193\uc73c\uba74 \uac01 \uad00\uce21\uce58 \uc758 \uc794\ucc28\ub294 \uad00\uce21\uce58\uc640 \ud68c\uadc0\uc120 \uc0ac\uc774\uc758 \uc218\uc9c1 \uac70\ub9ac\uac00 \ub429\ub2c8\ub2e4. \ud68c\uadc0 \ubaa8\ub378\uc5d0\uc11c \uc774\uc0c1\uac12\uc744 \uc2dd\ubcc4\ud558\uae30 \uc704\ud574 \uc790\uc8fc \uc0ac\uc6a9\ud558\ub294 \uc794\ucc28 \uc720\ud615 \uc911 \ud558\ub098\ub97c \ud45c\uc900\ud654\ub41c \uc794\ucc28 \ub77c\uace0 \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4. r i = [&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-1310","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 \ud45c\uc900\ud654\ub41c \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/title>\n<meta name=\"description\" content=\"\uc774 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