{"id":846,"date":"2023-07-28T13:34:14","date_gmt":"2023-07-28T13:34:14","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%83%e1%85%ae-%e1%84%80%e1%85%a2%e1%84%8b%e1%85%b4-%e1%84%89%e1%85%a2%e1%86%b7%e1%84%91%e1%85%b3%e1%86%af-t-%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\/"},"modified":"2023-07-28T13:34:14","modified_gmt":"2023-07-28T13:34:14","slug":"%e1%84%83%e1%85%ae-%e1%84%80%e1%85%a2%e1%84%8b%e1%85%b4-%e1%84%89%e1%85%a2%e1%86%b7%e1%84%91%e1%85%b3%e1%86%af-t-%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","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%83%e1%85%ae-%e1%84%80%e1%85%a2%e1%84%8b%e1%85%b4-%e1%84%89%e1%85%a2%e1%86%b7%e1%84%91%e1%85%b3%e1%86%af-t-%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\/","title":{"rendered":"Python\uc5d0\uc11c 2-\ud45c\ubcf8 t \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\u116e-\u1109\u1162\u11b7\u1111\u1173\u11af\u110b\u1173\u11af-\u1110\u1166\u1109\u1173\u1110\u1173\u1112\u1162-\u1107\u1169\u1109\u1166\u110b\u116d\/\" target=\"_blank\" rel=\"noopener noreferrer\">2-\ud45c\ubcf8 t-\uac80\uc815\uc740<\/a> \ub450 \ubaa8\uc9d1\ub2e8\uc758 \ud3c9\uade0\uc774 \uac19\uc740\uc9c0 \uc5ec\ubd80\ub97c \uac80\uc815\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 2-\ud45c\ubcf8 t-\uac80\uc815\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h2> <strong>\uc608: Python\uc758 \ub450 \uac00\uc9c0 t-test \uc608<\/strong><\/h2>\n<p> <span style=\"color: #000000;\">\uc5f0\uad6c\uc790\ub4e4\uc740 \uc11c\ub85c \ub2e4\ub978 \ub450 \uc2dd\ubb3c \uc885\uc758 \ud3c9\uade0 \ud0a4\uac00 \ub3d9\uc77c\ud55c\uc9c0 \uc54c\uace0 \uc2f6\uc5b4\ud569\ub2c8\ub2e4. \uc774\ub97c \ud14c\uc2a4\ud2b8\ud558\uae30 \uc704\ud574 \uadf8\ub4e4\uc740 \uac01 \uc885\uc758 \uc2dd\ubb3c 20\uac1c\ub85c \uad6c\uc131\ub41c <a href=\"https:\/\/statorials.org\/ko\/\u1109\u1162\u11b7\u1111\u1173\u11af\u1105\u1175\u11bc-\u1107\u1161\u11bc\u1107\u1165\u11b8\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ub2e8\uc21c \ubb34\uc791\uc704 \ud45c\ubcf8\uc744<\/a> \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub450 \uc2dd\ubb3c \uc885\uc774 \uac19\uc740 \ub192\uc774\uc778\uc9c0 \ud655\uc778\ud558\uae30 \uc704\ud574 2-\ud45c\ubcf8 t-\uac80\uc815\uc744 \uc218\ud589\ud558\ub824\uba74 \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub974\uc2ed\uc2dc\uc624.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1\ub2e8\uacc4: \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uba3c\uc800, 20\uac1c \uc2dd\ubb3c\uc758 \uac01 \uadf8\ub8f9\uc5d0 \ub300\ud55c \uce21\uc815\uac12\uc744 \ubcf4\uad00\ud560 \ub450 \uac1c\uc758 \ud14c\uc774\ube14\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\ngroup1 = np.array([14, 15, 15, 16, 13, 8, 14, 17, 16, 14, 19, 20, 21, 15, 15, 16, 16, 13, 14, 12])\ngroup2 = np.array([15, 17, 14, 17, 14, 8, 12, 19, 19, 14, 17, 22, 24, 16, 13, 16, 13, 18, 15, 13])<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>2\ub2e8\uacc4: 2-\ud45c\ubcf8 t-\uac80\uc815\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c scipy.stats \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 <a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.ttest_ind.html\" target=\"_blank\" rel=\"noopener noreferrer\">ttest_ind() \ud568\uc218\ub97c<\/a> \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc74c \uad6c\ubb38\uc744 \uc0ac\uc6a9\ud558\ub294 \ub450 \uac00\uc9c0 \uc608 t-\ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>ttest_ind(a, b, equal_var=True)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>a:<\/strong> \uadf8\ub8f9 1\uc5d0 \ub300\ud55c \uad00\ucc30 \uc0ac\ub840 \ud45c<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>b:<\/strong> \uadf8\ub8f9 2\uc5d0 \ub300\ud55c \uad00\ucc30 \uc608 \ud45c<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>equal_var:<\/strong> true\uc778 \uacbd\uc6b0 \ubaa8\uc9d1\ub2e8 \ubd84\uc0b0\uc774 \ub3d9\uc77c\ud558\ub2e4\uace0 \uac00\uc815\ud558\ub294 \ud45c\uc900 \ub3c5\ub9bd 2-\ud45c\ubcf8 t-\uac80\uc815\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. false\uc778 \uacbd\uc6b0 \ubaa8\uc9d1\ub2e8 \ubd84\uc0b0\uc774 \ub3d9\uc77c\ud558\ub2e4\uace0 \uac00\uc815\ud558\uc9c0 \uc54a\ub294 <a href=\"https:\/\/statorials.org\/ko\/\u110b\u1170\u11af\u110e\u1175\u1109\u1173-t-\u1110\u1166\u1109\u1173\u1110\u1173\/\" target=\"_blank\" rel=\"noopener noreferrer\">Welch\uc758 t-\uac80\uc815\uc744<\/a> \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub294 \uae30\ubcf8\uc801\uc73c\ub85c \uc0ac\uc2e4\uc785\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\uae30 \uc804\uc5d0 \ub450 \ubaa8\uc9d1\ub2e8\uc758 \ubd84\uc0b0\uc774 \ub3d9\uc77c\ud558\ub2e4\uace0 \uac00\uc815\ud560\uc9c0 \uc5ec\ubd80\ub97c \uacb0\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uac00\uc7a5 \ud070 \ud45c\ubcf8 \ubd84\uc0b0\uacfc \uac00\uc7a5 \uc791\uc740 \ud45c\ubcf8 \ubd84\uc0b0\uc758 \ube44\uc728\uc774 4:1\ubcf4\ub2e4 \uc791\uc73c\uba74 \ubaa8\uc9d1\ub2e8\uc758 \ubd84\uc0b0\uc774 \ub3d9\uc77c\ud558\ub2e4\uace0 \uac00\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find variance for each group<\/span>\nprint(np.var(group1), np.var(group2))\n\n7.73 12.26\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uac00\uc7a5 \ud070 \ud45c\ubcf8 \ubd84\uc0b0\uacfc \uac00\uc7a5 \uc791\uc740 \ud45c\ubcf8 \ubd84\uc0b0\uc758 \ube44\uc728\uc740 12.26\/7.73 = <strong>1.586<\/strong> \uc774\uba70 \uc774\ub294 4\ubcf4\ub2e4 \uc791\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ubaa8\uc9d1\ub2e8\uc758 \ubd84\uc0b0\uc774 \ub3d9\uc77c\ud558\ub2e4\uace0 \uac00\uc815\ud560 \uc218 \uc788\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub530\ub77c\uc11c \ub4f1\ubd84\uc0b0\uc744 \uc0ac\uc6a9\ud558\uc5ec 2-\ud45c\ubcf8 t \uac80\uc815\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> scipy.stats <span style=\"color: #107d3f;\">as<\/span> stats\n\n<span style=\"color: #008080;\">#perform two sample t-test with equal variances<\/span>\nstats.ttest_ind(a=group1, b=group2, equal_var=True)\n\n(statistic=-0.6337, pvalue=0.53005)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">t-\uac80\uc815 \ud1b5\uacc4\ub7c9\uc740 <strong>-0.6337<\/strong> \uc774\uace0 \ud574\ub2f9 \uc591\uce21 p-\uac12\uc740 <strong>0.53005<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3\ub2e8\uacc4: \uacb0\uacfc\ub97c \ud574\uc11d\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p data-slot-rendered-dynamic=\"true\"> <span style=\"color: #000000;\">\uc774 \ud2b9\uc815 2-\ud45c\ubcf8 t-\uac80\uc815\uc5d0 \ub300\ud55c \ub450 \uac00\uc9c0 \uac00\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>0<\/sub> :<\/strong> \u00b5 <sub>1<\/sub> = \u00b5 <sub>2<\/sub> (\ub450 \ubaa8\uc9d1\ub2e8 \ud3c9\uade0\uc774 \ub3d9\uc77c\ud568)<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>A<\/sub> :<\/strong> \u00b5 <sub>1<\/sub> \u2260 \u00b5 <sub>2<\/sub> (\ub450 \ubaa8\uc9d1\ub2e8 \ud3c9\uade0\uc774 \ub3d9\uc77c <em>\ud558\uc9c0 \uc54a\uc74c<\/em> )<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ud14c\uc2a4\ud2b8\uc758 p-\uac12 <strong>(0.53005)<\/strong> \uc774 \uc54c\ud30c = 0.05\ubcf4\ub2e4 \ud06c\uae30 \ub54c\ubb38\uc5d0 \ud14c\uc2a4\ud2b8\uc758 \uadc0\ubb34 \uac00\uc124\uc744 \uae30\uac01\ud558\uc9c0 \ubabb\ud569\ub2c8\ub2e4. \ub450 \uac1c\uccb4\uad70 \uc0ac\uc774\uc758 \ud3c9\uade0 \uc2dd\ubb3c \ub192\uc774\uac00 \ub2e4\ub974\ub2e4\uace0 \ub9d0\ud560 \uc218 \uc788\ub294 \ucda9\ubd84\ud55c \uc99d\uac70\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h2>\n<p> <a href=\"https:\/\/statorials.org\/ko\/\u1109\u1162\u11b7\u1111\u1173\u11af-t-\u1110\u1166\u1109\u1173\u1110\u1173-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\">Python\uc5d0\uc11c \ub2e8\uc77c \ud45c\ubcf8 T-\uac80\uc815\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u110a\u1161\u11bc\u110b\u1173\u11af-\u110b\u1175\u1105\u116e\u1102\u1173\u11ab-\u1109\u1162\u11b7\u1111\u1173\u11af-t-\u1110\u1166\u1109\u1173\u1110\u1173-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\">Python\uc5d0\uc11c \uc30d\uccb4 \ud45c\ubcf8 T-\uac80\uc815\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2-\ud45c\ubcf8 t-\uac80\uc815\uc740 \ub450 \ubaa8\uc9d1\ub2e8\uc758 \ud3c9\uade0\uc774 \uac19\uc740\uc9c0 \uc5ec\ubd80\ub97c \uac80\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c 2-\ud45c\ubcf8 t-\uac80\uc815\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. \uc608: Python\uc758 \ub450 \uac00\uc9c0 t-test \uc608 \uc5f0\uad6c\uc790\ub4e4\uc740 \uc11c\ub85c \ub2e4\ub978 \ub450 \uc2dd\ubb3c \uc885\uc758 \ud3c9\uade0 \ud0a4\uac00 \ub3d9\uc77c\ud55c\uc9c0 \uc54c\uace0 \uc2f6\uc5b4\ud569\ub2c8\ub2e4. \uc774\ub97c \ud14c\uc2a4\ud2b8\ud558\uae30 \uc704\ud574 \uadf8\ub4e4\uc740 \uac01 \uc885\uc758 \uc2dd\ubb3c 20\uac1c\ub85c \uad6c\uc131\ub41c \ub2e8\uc21c \ubb34\uc791\uc704 \ud45c\ubcf8\uc744 \uc218\uc9d1\ud569\ub2c8\ub2e4. \ub450 \uc2dd\ubb3c \uc885\uc774 \uac19\uc740 \ub192\uc774\uc778\uc9c0 \ud655\uc778\ud558\uae30 \uc704\ud574 [&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-846","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast 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