{"id":1246,"date":"2023-07-27T03:48:04","date_gmt":"2023-07-27T03:48:04","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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/"},"modified":"2023-07-27T03:48:04","modified_gmt":"2023-07-27T03:48:04","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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae","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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/","title":{"rendered":"Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\ud559\uc0dd \uc794\ucc28\ub294<\/strong> \ub2e8\uc21c\ud788 \uc794\ucc28\ub97c \ucd94\uc815\ub41c \ud45c\uc900 \ud3b8\ucc28\ub85c \ub098\ub208 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc2e4\uc81c\ub85c, \uc6b0\ub9ac\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ud559\uc0dd \uc794\ucc28\uac00 \uc808\ub300\uac12 3\ubcf4\ub2e4 \ud070 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \ubaa8\ub4e0 <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 noreferrer\">\uad00\uce21\uce58\ub97c<\/a> \uc774\uc0c1\uce58\ub77c\uace0 \ub9d0\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uad6c\ubb38\uc744 \uc0ac\uc6a9\ud558\ub294 statsmodels\uc758 <a href=\"https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.regression.linear_model.OLSResults.outlier_test.html\" target=\"_blank\" rel=\"noopener noreferrer\">OLSResults.outlier_test()<\/a> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec Python\uc5d0\uc11c \ud68c\uadc0 \ubaa8\ub378\uc758 \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \ube60\ub974\uac8c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>OLSResults.outlier_test()<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc5ec\uae30\uc11c <i>OLSResults\ub294<\/i> statsmodels <strong>ols()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud53c\ud305\ud55c \uc120\ud615 \ubaa8\ub378\uc758 \uc774\ub984\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28 \uacc4\uc0b0<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Python\uc5d0\uc11c \ub2e4\uc74c\uacfc \uac19\uc740 <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 noreferrer\">\uac04\ub2e8\ud55c \uc120\ud615 \ud68c\uadc0<\/a> \ubaa8\ub378\uc744 \uad6c\ucd95\ud55c\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#import necessary packages and functions\n<\/span><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n<span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n<span style=\"color: #008000;\">import<\/span> statsmodels. <span style=\"color: #3366ff;\">api<\/span> <span style=\"color: #008000;\">as<\/span> sm\n<span style=\"color: #008000;\">from<\/span> statsmodels. <span style=\"color: #3366ff;\">formula<\/span> . <span style=\"color: #3366ff;\">api<\/span> <span style=\"color: #008000;\">import<\/span> ols\n\n<span style=\"color: #008080;\">#create dataset<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({'rating': [90, 85, 82, 88, 94, 90, 76, 75, 87, 86],\n                   'points': [25, 20, 14, 16, 27, 20, 12, 15, 14, 19]})\n\n<span style=\"color: #008080;\">#fit simple linear regression model<\/span>\nmodel = ols('rating ~ points', data=df). <span style=\"color: #3366ff;\">fit<\/span> ()\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>outlier_test()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc138\ud2b8\uc758 \uac01 \uad00\uce21\uac12\uc5d0 \ub300\ud55c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \ud3ec\ud568\ud558\ub294 DataFrame\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate studentized residuals<\/span>\nstud_res = model. <span style=\"color: #3366ff;\">outlier_test<\/span> ()\n\n<span style=\"color: #008080;\">#display studentized residuals<\/span>\nprint(stud_res)\n\n    student_resid unadj_p bonf(p)\n0 -0.486471 0.641494 1.000000\n1 -0.491937 0.637814 1.000000\n2 0.172006 0.868300 1.000000\n3 1.287711 0.238781 1.000000\n4 0.106923 0.917850 1.000000\n5 0.748842 0.478355 1.000000\n6 -0.968124 0.365234 1.000000\n7 -2.409911 0.046780 0.467801\n8 1.688046 0.135258 1.000000\n9 -0.014163 0.989095 1.000000\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774 DataFrame\uc740 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uac01 \uad00\ucc30\uc5d0 \ub300\ud574 \ub2e4\uc74c \uac12\uc744 \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\ud559\uc0dd \uc794\uc5ec\ubb3c<\/span><\/li>\n<li> <span style=\"color: #000000;\">\uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\uc758 \uc870\uc815\ub418\uc9c0 \uc54a\uc740 p-\uac12<\/span><\/li>\n<li> <span style=\"color: #000000;\">\ud559\uc0dd \uc794\ucc28\uc758 Bonferroni \uc218\uc815 p-\uac12<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ub370\uc774\ud130\uc138\ud2b8\uc758 \uccab \ubc88\uc9f8 \uad00\uce21\uac12\uc5d0 \ub300\ud55c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub294 <strong>-0.486471<\/strong> \uc774\uace0 \ub450 \ubc88\uc9f8 \uad00\uce21\uac12\uc5d0 \ub300\ud55c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub294 <strong>-0.491937<\/strong> \ub4f1\uc784\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub610\ud55c \ud574\ub2f9 \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\uc5d0 \ub300\ud55c \uc608\uce21 \ubcc0\uc218 \uac12\uc758 \ube60\ub978 \ud50c\ub86f\uc744 \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<\/span>\n\n#define predictor variable values and studentized residuals\n<\/span>x = df[' <span style=\"color: #008000;\">points<\/span> ']\ny = stud_res[' <span style=\"color: #008000;\">student_resid<\/span> ']\n\n<span style=\"color: #008080;\">#create scatterplot of predictor variable vs. studentized residuals\n<\/span>plt. <span style=\"color: #3366ff;\">scatter<\/span> (x,y)\nplt. <span style=\"color: #3366ff;\">axhline<\/span> (y=0, color=' <span style=\"color: #008000;\">black<\/span> ', linestyle=' <span style=\"color: #008000;\">--<\/span> ')\nplt. <span style=\"color: #3366ff;\">xlabel<\/span> (' <span style=\"color: #008000;\">Points<\/span> ')\nplt. <span style=\"color: #3366ff;\">ylabel<\/span> (' <span style=\"color: #008000;\">Studentized Residuals<\/span> ') \n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12339 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/etudiants1.png\" alt=\"Python\uc758 \ud559\uc0dd\ud654 \uc794\uc5ec\ubb3c\" width=\"372\" height=\"250\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub798\ud504\uc5d0\uc11c \uc6b0\ub9ac\ub294 \uc5b4\ub5a4 \uad00\uce21\uce58\uc5d0\ub3c4 \uc808\ub300\uac12\uc774 3\ubcf4\ub2e4 \ud070 \ud559\uc0dd \uc794\ucc28\uac00 \uc5c6\ub2e4\ub294 \uac83\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uba85\ud655\ud55c \uc774\uc0c1\uac12\uc774 \uc5c6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <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 noreferrer\">Python\uc5d0\uc11c \ub2e8\uc21c \uc120\ud615 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python\uc5d0\uc11c \ub2e4\uc911 \uc120\ud615 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab-\u110c\u1161\u11ab\u110e\u1161-\u1100\u1173\u1105\u1162\u1111\u1173\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python\uc5d0\uc11c \uc794\ucc28 \ud50c\ub86f\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud559\uc0dd \uc794\ucc28\ub294 \ub2e8\uc21c\ud788 \uc794\ucc28\ub97c \ucd94\uc815\ub41c \ud45c\uc900 \ud3b8\ucc28\ub85c \ub098\ub208 \uac83\uc785\ub2c8\ub2e4. \uc2e4\uc81c\ub85c, \uc6b0\ub9ac\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ud559\uc0dd \uc794\ucc28\uac00 \uc808\ub300\uac12 3\ubcf4\ub2e4 \ud070 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \ubaa8\ub4e0 \uad00\uce21\uce58\ub97c \uc774\uc0c1\uce58\ub77c\uace0 \ub9d0\ud569\ub2c8\ub2e4. \ub2e4\uc74c \uad6c\ubb38\uc744 \uc0ac\uc6a9\ud558\ub294 statsmodels\uc758 OLSResults.outlier_test() \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec Python\uc5d0\uc11c \ud68c\uadc0 \ubaa8\ub378\uc758 \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \ube60\ub974\uac8c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. OLSResults.outlier_test() \uc5ec\uae30\uc11c OLSResults\ub294 statsmodels ols() \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud53c\ud305\ud55c \uc120\ud615 \ubaa8\ub378\uc758 \uc774\ub984\uc785\ub2c8\ub2e4. \uc608: Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28 \uacc4\uc0b0 [&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-1246","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 \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc5ec\ub7ec \uc608\uc81c\ub97c \ud1b5\ud574 Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\uace0 \ud574\uc11d\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\" href=\"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\u110b\u1174-\u1112\u1161\u11a8\u1109\u1162\u11bc-\u110c\u1161\u11ab\u110b\u1167\u1106\u116e\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\" \/>\n<meta property=\"og:description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc5ec\ub7ec \uc608\uc81c\ub97c \ud1b5\ud574 Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\uace0 \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\u110b\u1174-\u1112\u1161\u11a8\u1109\u1162\u11bc-\u110c\u1161\u11ab\u110b\u1167\u1106\u116e\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T03:48:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/etudiants1.png\" \/>\n<meta name=\"author\" content=\"\ubca4\uc790\ubbfc \uc564\ub354\uc2a8\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"\ubca4\uc790\ubbfc \uc564\ub354\uc2a8\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/\",\"url\":\"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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/\",\"name\":\"Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/ko\/#website\"},\"datePublished\":\"2023-07-27T03:48:04+00:00\",\"dateModified\":\"2023-07-27T03:48:04+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/ko\/#\/schema\/person\/600556789b7d79cbaa9d9f0c721b74f4\"},\"description\":\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc5ec\ub7ec \uc608\uc81c\ub97c \ud1b5\ud574 Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\uace0 \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.\",\"breadcrumb\":{\"@id\":\"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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\uc9d1\",\"item\":\"https:\/\/statorials.org\/ko\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/ko\/#website\",\"url\":\"https:\/\/statorials.org\/ko\/\",\"name\":\"Statorials\",\"description\":\"\ud1b5\uacc4 \ud65c\uc6a9 \ub2a5\ub825\uc744 \uc704\ud55c \uac00\uc774\ub4dc!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/ko\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/ko\/#\/schema\/person\/600556789b7d79cbaa9d9f0c721b74f4\",\"name\":\"\ubca4\uc790\ubbfc \uc564\ub354\uc2a8\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/statorials.org\/ko\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/ko\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/ko\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\ubca4\uc790\ubbfc \uc564\ub354\uc2a8\"},\"description\":\"\uc548\ub155\ud558\uc138\uc694. \uc800\ub294 \ud1b5\uacc4\ud559 \uad50\uc218\ub97c \ud1f4\uc9c1\ud558\uace0 \uc804\uc784 \ud1b5\uacc4 \uad50\uc0ac\ub85c \ubcc0\uc2e0\ud55c \ubca4\uc790\ubbfc\uc785\ub2c8\ub2e4. \ud1b5\uacc4 \ubd84\uc57c\uc758 \uad11\ubc94\uc704\ud55c \uacbd\ud5d8\uacfc \uc804\ubb38 \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c Statorials\ub97c \ud1b5\ud574 \ud559\uc0dd\ub4e4\uc5d0\uac8c \ud798\uc744 \uc2e4\uc5b4\uc8fc\uae30 \uc704\ud574 \uc9c0\uc2dd\uc744 \uacf5\uc720\ud558\uace0 \uc2f6\uc2b5\ub2c8\ub2e4. \ub354 \uc54c\uc544\ubcf4\uae30\",\"sameAs\":[\"https:\/\/statorials.org\/ko\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95","description":"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc5ec\ub7ec \uc608\uc81c\ub97c \ud1b5\ud574 Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\uace0 \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\u110b\u1174-\u1112\u1161\u11a8\u1109\u1162\u11bc-\u110c\u1161\u11ab\u110b\u1167\u1106\u116e\/","og_locale":"ko_KR","og_type":"article","og_title":"Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95","og_description":"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc5ec\ub7ec \uc608\uc81c\ub97c \ud1b5\ud574 Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\uace0 \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.","og_url":"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\u110b\u1174-\u1112\u1161\u11a8\u1109\u1162\u11bc-\u110c\u1161\u11ab\u110b\u1167\u1106\u116e\/","og_site_name":"Statorials","article_published_time":"2023-07-27T03:48:04+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/etudiants1.png"}],"author":"\ubca4\uc790\ubbfc \uc564\ub354\uc2a8","twitter_card":"summary_large_image","twitter_misc":{"Written by":"\ubca4\uc790\ubbfc \uc564\ub354\uc2a8","Est. reading time":"1\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/","url":"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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/","name":"Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95","isPartOf":{"@id":"https:\/\/statorials.org\/ko\/#website"},"datePublished":"2023-07-27T03:48:04+00:00","dateModified":"2023-07-27T03:48:04+00:00","author":{"@id":"https:\/\/statorials.org\/ko\/#\/schema\/person\/600556789b7d79cbaa9d9f0c721b74f4"},"description":"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc5ec\ub7ec \uc608\uc81c\ub97c \ud1b5\ud574 Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\uace0 \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.","breadcrumb":{"@id":"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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/"]}]},{"@type":"BreadcrumbList","@id":"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%b4-%e1%84%92%e1%85%a1%e1%86%a8%e1%84%89%e1%85%a2%e1%86%bc-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7%e1%84%86%e1%85%ae\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\uc9d1","item":"https:\/\/statorials.org\/ko\/"},{"@type":"ListItem","position":2,"name":"Python\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/ko\/#website","url":"https:\/\/statorials.org\/ko\/","name":"Statorials","description":"\ud1b5\uacc4 \ud65c\uc6a9 \ub2a5\ub825\uc744 \uc704\ud55c \uac00\uc774\ub4dc!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/ko\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"ko-KR"},{"@type":"Person","@id":"https:\/\/statorials.org\/ko\/#\/schema\/person\/600556789b7d79cbaa9d9f0c721b74f4","name":"\ubca4\uc790\ubbfc \uc564\ub354\uc2a8","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/statorials.org\/ko\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/ko\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/ko\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\ubca4\uc790\ubbfc \uc564\ub354\uc2a8"},"description":"\uc548\ub155\ud558\uc138\uc694. \uc800\ub294 \ud1b5\uacc4\ud559 \uad50\uc218\ub97c \ud1f4\uc9c1\ud558\uace0 \uc804\uc784 \ud1b5\uacc4 \uad50\uc0ac\ub85c \ubcc0\uc2e0\ud55c \ubca4\uc790\ubbfc\uc785\ub2c8\ub2e4. \ud1b5\uacc4 \ubd84\uc57c\uc758 \uad11\ubc94\uc704\ud55c \uacbd\ud5d8\uacfc \uc804\ubb38 \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c Statorials\ub97c \ud1b5\ud574 \ud559\uc0dd\ub4e4\uc5d0\uac8c \ud798\uc744 \uc2e4\uc5b4\uc8fc\uae30 \uc704\ud574 \uc9c0\uc2dd\uc744 \uacf5\uc720\ud558\uace0 \uc2f6\uc2b5\ub2c8\ub2e4. \ub354 \uc54c\uc544\ubcf4\uae30","sameAs":["https:\/\/statorials.org\/ko"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/ko\/wp-json\/wp\/v2\/posts\/1246","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/ko\/wp-json\/wp\/v2\/comments?post=1246"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/ko\/wp-json\/wp\/v2\/posts\/1246\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/ko\/wp-json\/wp\/v2\/media?parent=1246"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/ko\/wp-json\/wp\/v2\/categories?post=1246"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/ko\/wp-json\/wp\/v2\/tags?post=1246"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}