{"id":29129,"date":"2024-10-27T16:16:55","date_gmt":"2024-10-27T16:16:55","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29129"},"modified":"2024-11-26T06:54:18","modified_gmt":"2024-11-26T06:54:18","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ec%8b%9c%ea%b7%b8%eb%84%90%ec%97%90%ec%84%9c","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29129\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc2dc\uadf8\ub110\uc5d0\uc11c \ud2b8\ub808\uc774\ub529\uc73c\ub85c  \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc704\ud55c \uc9d1\ub77c\uc778"},"content":{"rendered":"<p><body><\/p>\n<p>\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub370\uc774\ud130\uc758 \uc591\uc740 \ubc29\ub300\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \ubc1c\uc0dd\ud558\ub294 \uae30\ud68c\ub294 \ubb34\uad81\ubb34\uc9c4\ud569\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub7ec\ud55c \uae30\ud68c\ub97c \ud0d0\uc0c9\ud558\ub294 \ub370 \uc911\uc694\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, \uad6c\uccb4\uc801\uc778 \uc2dc\uadf8\ub110 \uc0dd\uc131 \ubc0f \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc704\ud55c \uc9d1\ub77c\uc778 \uad6c\ucd95 \uacfc\uc815\uc744 \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574<\/h2>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \uc815\ud574\uc9c4 \uaddc\uce59\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \uae30\ubc95\uc744 \ub9d0\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc218\ub9ce\uc740 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \ubaa8\ub378\ub9c1 \uae30\ubc95\uc774 \uc0ac\uc6a9\ub418\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \uacfc\uc815\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uad6c\uc131 \uc694\uc18c\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \uacfc\uac70 \ubc0f \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc218\uc9d1<\/li>\n<li><strong>\uc2e0\ud638 \uc0dd\uc131:<\/strong> \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \ubaa8\ub378 \uac1c\ubc1c<\/li>\n<li><strong>\ubc31\ud14c\uc2a4\ud2b8:<\/strong> \uc2e0\ud638\uc758 \uc131\ub2a5 \ud3c9\uac00\ub97c \uc704\ud55c \ud14c\uc2a4\ud2b8<\/li>\n<li><strong>\uc2e4 \uac70\ub798:<\/strong> \uc2e4\uc81c \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uac70\ub798 \uc218\ud589<\/li>\n<\/ul>\n<h2>2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uc5f0\uad6c\ud558\ub294 \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \ub450 \uae30\uc220\uc740 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uac1c\ub150\uc73c\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc9c0\ub3c4 \ud559\uc2b5(Supervised Learning):<\/strong> \uc774\ubbf8 \ub808\uc774\ube14\uc774 \ub41c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5<\/li>\n<li><strong>\ube44\uc9c0\ub3c4 \ud559\uc2b5(Unsupervised Learning):<\/strong> \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \uad70\uc9d1\ud654\ud558\uac70\ub098 \ud328\ud134\uc744 \uc778\uc2dd<\/li>\n<li><strong>\uac15\ud654 \ud559\uc2b5(Reinforcement Learning):<\/strong> \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba74\uc11c \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5<\/li>\n<\/ul>\n<h3>2.2 \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uad6c\uc870<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uce35\uc758 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc758 \ud2b9\uc9d5\uc744 \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc785\ub825\uce35(Input Layer):<\/strong> \uc785\ub825 \ub370\uc774\ud130<\/li>\n<li><strong>\uc740\ub2c9\uce35(Hidden Layer):<\/strong> \ub370\uc774\ud130\uc758 \ube44\uc120\ud615 \ud2b9\uc9d5\uc744 \ud559\uc2b5<\/li>\n<li><strong>\ucd9c\ub825\uce35(Output Layer):<\/strong> \uc608\uce21 \uacb0\uacfc<\/li>\n<\/ul>\n<h2>3. \ud2b8\ub808\uc774\ub529 \uc2e0\ud638 \uc0dd\uc131 \uc54c\uace0\ub9ac\uc998<\/h2>\n<p>\ud2b8\ub808\uc774\ub529 \uc2e0\ud638\ub294 \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub294 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2e0\ud638 \uc0dd\uc131 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1 \ub370\uc774\ud130 \uc900\ube44<\/h3>\n<p>\uba3c\uc800, \ud2b8\ub808\uc774\ub529 \uc2e0\ud638 \uc0dd\uc131\uc744 \uc704\ud55c \ub370\uc774\ud130\uc14b\uc744 \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ub370\uc774\ud130\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uac00\uaca9 \ub370\uc774\ud130 (\uc885\uac00, \uace0\uac00, \uc800\uac00 \ub4f1)<\/li>\n<li>\uac70\ub798\ub7c9 \ub370\uc774\ud130<\/li>\n<li>\uae30\ud0c0 \uc9c0\ud45c (MACD, RSI \ub4f1)<\/li>\n<\/ul>\n<h3>3.2 \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/h3>\n<p>\ub370\uc774\ud130\uc5d0\uc11c \uc720\uc758\ubbf8\ud55c \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \uc2dc\uc7a5\uc758 \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h3>3.3 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n<p>\uc2e0\ud638 \uc0dd\uc131\uc744 \uc704\ud55c \uba87 \uac00\uc9c0 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc120\ud615 \ud68c\uadc0(Linear Regression):<\/strong> \ub2e8\uc21c\ud55c \uc608\uce21 \ubaa8\ub378<\/li>\n<li><strong>\uacb0\uc815 \ud2b8\ub9ac(Decision Tree):<\/strong> \uc870\uac74\uc5d0 \ub530\ub77c \ubd84\uae30\ud558\ub3c4\ub85d \uad6c\uc131\ub41c \ud2b8\ub9ac \uae30\ubc18 \ubaa8\ub378<\/li>\n<li><strong>\uc778\uacf5 \uc2e0\uacbd\ub9dd(Artificial Neural Network):<\/strong> \ube44\uc120\ud615\uc131\uc744 \ud559\uc2b5\ud558\ub294 \ub2e4\uce35 \uc2e0\uacbd\ub9dd<\/li>\n<\/ul>\n<h2>4. \ubc31\ud14c\uc2a4\ud2b8 \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/h2>\n<p>\ubc31\ud14c\uc2a4\ud2b8\ub294 \uc0dd\uc131\ub41c \ud2b8\ub808\uc774\ub529 \uc2e0\ud638\uac00 \uacfc\uac70 \ub370\uc774\ud130\uc5d0\uc11c \uc5bc\ub9c8\ub098 \ud6a8\uacfc\uc801\uc778\uc9c0\ub97c \ud3c9\uac00\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc704\ud55c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/p>\n<h3>4.1 \uc9d1\ub77c\uc778 \uc18c\uac1c<\/h3>\n<p>\uc9d1\ub77c\uc778(Zipline)\uc740 \ud30c\uc774\uc36c\uc73c\ub85c \uc791\uc131\ub41c \ubc31\ud14c\uc2a4\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \uae08\uc735 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \ud3c9\uac00\ud558\uace0 \uc2dc\ubbac\ub808\uc774\uc158\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.2 \uc9d1\ub77c\uc778 \uc124\uce58<\/h3>\n<pre><code>!pip install zipline<\/code><\/pre>\n<h3>4.3 \uae30\ubcf8\uc801\uc778 \ubc31\ud14c\uc2a4\ud2b8 \ucf54\ub4dc \uc791\uc131<\/h3>\n<p>\ub2e4\uc74c\uc758 \ucf54\ub4dc\ub294 \uc9d1\ub77c\uc778\uc744 \uc0ac\uc6a9\ud558\uc5ec \uae30\ubcf8\uc801\uc778 \ubc31\ud14c\uc2a4\ud2b8 \ub8e8\ud2f4\uc744 \uc124\uc815\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n<pre><code>import zipline\nfrom zipline.api import order, record, symbol\nfrom zipline import run_algorithm\n\ndef initialize(context):\n    context.asset = symbol('AAPL')  # \uc560\ud50c \uc8fc\uc2dd \uc120\ud0dd\n\ndef handle_data(context, data):\n    # \uac04\ub2e8\ud55c \ub9e4\ub9e4 \uc804\ub7b5 \uad6c\ud604 (\uc608: \uc885\uac00\uac00 \uc774\ub3d9\ud3c9\uade0\uc744 \ucd08\uacfc\ud560 \ub54c \ub9e4\uc218)\n    if data.current(context.asset, 'price') &gt; data.history(context.asset, 'price', bar_count=20, frequency=\"1d\").mean():\n        order(context.asset, 10)  # 10\uc8fc \ub9e4\uc218\n    record(AAPL=data.current(context.asset, 'price'))\n\nstart = pd.Timestamp('2020-01-01', tz='utc')\nend = pd.Timestamp('2021-01-01', tz='utc')\n\nrun_algorithm(start=start, end=end, initialize=initialize, handle_data=handle_data, capital_base=10000)\n<\/code><\/pre>\n<h2>5. \uacb0\uacfc \ubd84\uc11d<\/h2>\n<p>\ubc31\ud14c\uc2a4\ud2b8 \uacb0\uacfc\ub97c \ubd84\uc11d\ud558\ub294 \uac83\uc740 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc9d1\ub77c\uc778\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \ud1b5\ud574 \uc804\ub7b5\uc758 \uc131\uacfc\ub97c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ubd84\uc11d\ud574\uc57c \ud560 \uc9c0\ud45c\ub4e4\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ucd1d \uc218\uc775\ub960(Total Return):<\/strong> \ud22c\uc790\ud55c \uae08\uc561 \ub300\ube44 \ucd1d \uc218\uc775<\/li>\n<li><strong>\uc0e4\ud504 \ube44\uc728(Sharpe Ratio):<\/strong> \uc704\ud5d8 \uc870\uc815 \uc218\uc775\ub960<\/li>\n<li><strong> \ucd5c\ub300 \ub099\ud3ed(Max Drawdown):<\/strong> \ud22c\uc790 \uacfc\uc815\uc5d0\uc11c\uc758 \ucd5c\ub300 \uc190\uc2e4<\/li>\n<\/ul>\n<h2>6. \uacb0\ub860 \ubc0f \ud5a5\ud6c4 \uc5f0\uad6c \ubc29\ud5a5<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub370\uc774\ud130 \uae30\ubc18\uc758 \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\ub97c \ud1b5\ud574 \ubc30\uc6b0\uc2e0 \ub0b4\uc6a9\uc744 \ubc14\ud0d5\uc73c\ub85c, \ub2e4\uc591\ud55c \uc804\ub7b5\uc744 \uc2dc\ud5d8\ud574 \ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \ub610\ud55c \ub2e4\uc74c \ub2e8\uacc4\ub85c\ub294 \uac15\ud654 \ud559\uc2b5\uc744 \ud1b5\ud55c \uc804\ub7b5 \ucd5c\uc801\ud654, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \uace0\uae09 \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0 \ub3c4\uc804\ud574\ubcf4\uc2dc\uae38 \uad8c\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uc2e4\ud5d8\uc744 \ud1b5\ud574 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \uac10\uc0ac\ud569\ub2c8\ub2e4!<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub370\uc774\ud130\uc758 \uc591\uc740 \ubc29\ub300\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \ubc1c\uc0dd\ud558\ub294 \uae30\ud68c\ub294 \ubb34\uad81\ubb34\uc9c4\ud569\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub7ec\ud55c \uae30\ud68c\ub97c \ud0d0\uc0c9\ud558\ub294 \ub370 \uc911\uc694\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, \uad6c\uccb4\uc801\uc778 \uc2dc\uadf8\ub110 \uc0dd\uc131 \ubc0f \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc704\ud55c \uc9d1\ub77c\uc778 \uad6c\ucd95 \uacfc\uc815\uc744 \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \uc815\ud574\uc9c4 \uaddc\uce59\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29129\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc2dc\uadf8\ub110\uc5d0\uc11c \ud2b8\ub808\uc774\ub529\uc73c\ub85c  \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc704\ud55c \uc9d1\ub77c\uc778&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-29129","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, 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