{"id":1299,"date":"2023-07-26T23:09:57","date_gmt":"2023-07-26T23:09:57","guid":{"rendered":"https:\/\/statorials.org\/ko\/tukey-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab\/"},"modified":"2023-07-26T23:09:57","modified_gmt":"2023-07-26T23:09:57","slug":"tukey-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3-%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\/tukey-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3-%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 tukey \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\/\u1103\u1161\u11ab\u1107\u1161\u11bc\u1112\u1163\u11bc-\u110b\u1161\u1102\u1169\u1107\u1161\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc77c\uc6d0 \ubd84\uc0b0 \ubd84\uc11d\uc740<\/a> 3\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;\">ANOVA \ud14c\uc774\ube14\uc758 \uc804\uccb4 <a href=\"https:\/\/statorials.org\/ko\/\u1110\u1169\u11bc\u1100\u1168\u1112\u1161\u11a8\u110b\u1173\u11ab-\u1100\u1161\u11ab\u1103\u1161\u11ab\u1112\u1161\u1100\u1169-\u110c\u1175\u11a8\u110c\u1165\u11b8\u110c\u1165\u11a8\u110b\u1175\u11ab-\u1107\u1161\u11bc\u1107\u1165\u11b8\u110b\u1173\u1105\u1169-\u1100\u1162\u1102\u1167\u11b7\u110b\u1173\u11af-\u1109\u1165\u11af\u1106\u1167\u11bc\u1112\u1161\u1106\u1173\u1105\u1169-\u1110\u1169\u11bc\u1100\u1168\u1105\u1173\u11af-\u1103\u1165-\u1109\u1171\u11b8\u1100\u1166-\u1107\u1162\u110b\u116e\u11af-\u1109\u116e-\u110b\u1175\u11bb\u1109\u1173\u11b8\u1102\u1175\u1103\u1161.\/\" target=\"_blank\" rel=\"noopener noreferrer\">p-\uac12\uc774<\/a> \ud2b9\uc815 \uc720\uc758 \uc218\uc900\ubcf4\ub2e4 \ub0ae\uc73c\uba74 \uadf8\ub8f9 \ud3c9\uade0 \uc911 \ud558\ub098 \uc774\uc0c1\uc774 \ub2e4\ub978 \ud3c9\uade0\uacfc \ub2e4\ub974\ub2e4\uace0 \ub9d0\ud560 \uc218 \uc788\ub294 \ucda9\ubd84\ud55c \uc99d\uac70\uac00 \uc788\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub7ec\ub098 \uc774\ub294 <em>\uc5b4\ub5a4<\/em> \uadf8\ub8f9\uc774 \uc11c\ub85c \ub2e4\ub978\uc9c0\ub294 \uc54c\ub824\uc8fc\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud788 \ubaa8\ub4e0 \uadf8\ub8f9 \ud3c9\uade0\uc774 \ub3d9\uc77c\ud558\uc9c0\ub294 \uc54a\ub2e4\ub294 \uac83\uc744 \uc54c\ub824\uc90d\ub2c8\ub2e4. \uc5b4\ub5a4 \uadf8\ub8f9\uc774 \uc11c\ub85c \ub2e4\ub978\uc9c0 \uc815\ud655\ud788 \uc54c\uae30 \uc704\ud574\uc11c\ub294 <a href=\"https:\/\/statorials.org\/ko\/\u1109\u1161\u1112\u116e-anova-\u1110\u1166\u1109\u1173\u1110\u1173\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc0ac\ud6c4 \ud14c\uc2a4\ud2b8\ub97c<\/a> \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc0ac\ud6c4 \ud14c\uc2a4\ud2b8 \uc911 \ud558\ub098\ub294 <strong>Tukey \ud14c\uc2a4\ud2b8<\/strong> \ub85c, \uc774\ub97c \ud1b5\ud574 <a href=\"https:\/\/statorials.org\/ko\/\u1100\u1168\u110b\u1167\u11af-\u110b\u1169\u1105\u1172\u110b\u1172\u11af\/\" target=\"_blank\" rel=\"noopener noreferrer\">familywise \uc624\ub958\uc728\uc744<\/a> \uc81c\uc5b4\ud558\uba74\uc11c \uac01 \uadf8\ub8f9\uc758 \ud3c9\uade0 \uac04\uc758 \uc30d\ubcc4 \ube44\uad50\ub97c \uc218\ud589\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 Tukey \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\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: \ud544\uc694\ud55c \ud328\ud0a4\uc9c0 \ubc0f \uae30\ub2a5 \ub85c\ub4dc<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uba3c\uc800 Python\uc5d0\uc11c \ud544\uc694\ud55c \ud328\ud0a4\uc9c0\uc640 \ud568\uc218\ub97c \ub85c\ub4dc\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n<span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> f_oneway\n<span style=\"color: #008000;\">from<\/span> statsmodels. <span style=\"color: #3366ff;\">stats<\/span> . <span style=\"color: #3366ff;\">multicomp<\/span> <span style=\"color: #008000;\">import<\/span> pairwise_tukeyhsd<\/strong><\/span><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>2\ub2e8\uacc4: \ubd84\uc0b0 \ubd84\uc11d \ubaa8\ub378 \uc801\ud569<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 \uc138 \uadf8\ub8f9(A, B, C)\uc73c\ub85c \uad6c\uc131\ub41c \uac00\uc9dc \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0dd\uc131\ud558\uace0 \uc77c\uc6d0 \ubd84\uc0b0 \ubd84\uc11d \ubaa8\ub378\uc744 \ub370\uc774\ud130\uc5d0 \ud53c\ud305\ud558\uc5ec \uac01 \uadf8\ub8f9\uc758 \ud3c9\uade0\uac12\uc774 \ub3d9\uc77c\ud55c\uc9c0 \ud655\uc778\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#enter data for three groups\n<\/span>a = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\nb = [91, 92, 93, 90, 97, 94, 82, 88, 95, 96]\nc = [79, 78, 88, 94, 92, 85, 83, 85, 82, 81]\n\n<span style=\"color: #008080;\">#perform one-way ANOVA\n<\/span>f_oneway(a, b, c)\n\nF_onewayResult(statistic=5.167774552944481, pvalue=0.012582197136592609)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">ANOVA \ud14c\uc774\ube14\uc758 \uc804\uccb4 p-\uac12\uc774 <strong>0.01258<\/strong> \uc784\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \uc22b\uc790\ub294 0.05\ubcf4\ub2e4 \uc791\uc73c\ubbc0\ub85c \uac01 \uadf8\ub8f9\uc758 \ud3c9\uade0\uac12\uc774 \ub3d9\uc77c\ud558\uc9c0 \uc54a\ub2e4\uace0 \ub9d0\ud560 \uc218 \uc788\ub294 \ucda9\ubd84\ud55c \uc99d\uac70\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub530\ub77c\uc11c Tukey \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\uc5ec \uc815\ud655\ud788 \uc5b4\ub5a4 \uadf8\ub8f9 \ud3c9\uade0\uc774 \ub2e4\ub978\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>3\ub2e8\uacc4: Tukey \ud14c\uc2a4\ud2b8 \uc218\ud589<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Python\uc5d0\uc11c Tukey \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub824\uba74 <strong>statsmodels<\/strong> \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 <strong>pairwise_tukeyhsd()<\/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;\">#create DataFrame to hold data\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({'score': [85, 86, 88, 75, 78, 94, 98, 79, 71, 80,\n                             91, 92, 93, 90, 97, 94, 82, 88, 95, 96,\n                             79, 78, 88, 94, 92, 85, 83, 85, 82, 81],\n                   'group': np. <span style=\"color: #3366ff;\">repeat<\/span> (['a', 'b', 'c'], repeats= <span style=\"color: #008000;\">10<\/span> )}) \n\n<span style=\"color: #008080;\"># perform Tukey's test\n<\/span>tukey = pairwise_tukeyhsd(endog=df['score'],\n                          groups=df['group'],\n                          alpha= <span style=\"color: #008000;\">0.05<\/span> )\n\n<span style=\"color: #008080;\">#display results\n<\/span><span style=\"color: #993300;\">print<\/span> (tukey)\n\n Multiple Comparison of Means - Tukey HSD, FWER=0.05 \n==================================================== ===\ngroup1 group2 meandiff p-adj lower upper reject\n-------------------------------------------------- ---\n     ab 8.4 0.0158 1.4272 15.3728 True\n     ac 1.3 0.8864 -5.6728 8.2728 False\n     bc -7.1 0.0453 -14.0728 -0.1272 True\n-------------------------------------------------- ---<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\uacb0\uacfc\ub97c \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">a\uc640 b \uc0ac\uc774\uc758 \ud3c9\uade0 \ucc28\uc774\uc5d0 \ub300\ud55c P \uac12: <strong>0.0158<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">a\uc640 c \uc0ac\uc774\uc758 \ud3c9\uade0 \ucc28\uc774\uc5d0 \ub300\ud55c P \uac12: <strong>0.8864<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">b\uc640 c \uc0ac\uc774\uc758 \ud3c9\uade0 \ucc28\uc774\uc5d0 \ub300\ud55c P \uac12: <strong>0.0453<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ub530\ub77c\uc11c \uadf8\ub8f9 <em>a<\/em> \uc640 <em>b<\/em> \uc758 \ud3c9\uade0\uacfc \uadf8\ub8f9 <em>b<\/em> \uc640 <em>c<\/em> \uc758 \ud3c9\uade0 \uac04\uc5d0\ub294 <a href=\"https:\/\/statorials.org\/ko\/\u1109\u1175\u11af\u110c\u1166\u110c\u1165\u11a8\u110b\u1175\u11ab-\u1110\u1169\u11bc\u1100\u1168\u110c\u1165\u11a8-\u110c\u116e\u11bc\u110b\u116d\u1109\u1165\u11bc\/\" target=\"_blank\" rel=\"noopener\">\ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ubbf8\ud55c<\/a> \ucc28\uc774\uac00 \uc788\uc9c0\ub9cc, \uadf8\ub8f9 <em>a<\/em> \uc640 <em>c<\/em> \uc758 \ud3c9\uade0 \uac04\uc5d0\ub294 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ud55c \ucc28\uc774\uac00 \uc5c6\ub2e4\ub294 \uacb0\ub860\uc744 \ub0b4\ub9b4 \uc218 \uc788\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\/\u1103\u1161\u11ab\u1107\u1161\u11bc\u1112\u1163\u11bc-\u110b\u1161\u1102\u1169\u1107\u1161-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \uc77c\uc6d0 \ubd84\uc0b0 \ubd84\uc11d\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab-anova-\u110b\u1163\u11bc\u1107\u1161\u11bc\u1112\u1163\u11bc\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \uc591\ubc29\ud5a5 ANOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1107\u1161\u11ab\u1107\u1169\u11a8-\u110e\u1173\u11a8\u110c\u1165\u11bc-anova-python\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \ubc18\ubcf5 \uce21\uc815 ANOVA\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc77c\uc6d0 \ubd84\uc0b0 \ubd84\uc11d\uc740 3\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. ANOVA \ud14c\uc774\ube14\uc758 \uc804\uccb4 p-\uac12\uc774 \ud2b9\uc815 \uc720\uc758 \uc218\uc900\ubcf4\ub2e4 \ub0ae\uc73c\uba74 \uadf8\ub8f9 \ud3c9\uade0 \uc911 \ud558\ub098 \uc774\uc0c1\uc774 \ub2e4\ub978 \ud3c9\uade0\uacfc \ub2e4\ub974\ub2e4\uace0 \ub9d0\ud560 \uc218 \uc788\ub294 \ucda9\ubd84\ud55c \uc99d\uac70\uac00 \uc788\ub294 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub294 \uc5b4\ub5a4 \uadf8\ub8f9\uc774 \uc11c\ub85c \ub2e4\ub978\uc9c0\ub294 \uc54c\ub824\uc8fc\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud788 \ubaa8\ub4e0 \uadf8\ub8f9 \ud3c9\uade0\uc774 \ub3d9\uc77c\ud558\uc9c0\ub294 \uc54a\ub2e4\ub294 [&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-1299","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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