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\ucd5c\uadfc \uba87 \ub144\uac04 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub9e4\uc6b0 \uc778\uae30\ub97c \ub04c\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub7ec\ud55c \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8 \ud558\ub294 \uacfc\uc815\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5 \uc774\ud574\ud558\uae30<\/h2>\n
\ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc740 \ud2b9\uc815\ud55c \ud558\ub098\uc758 \uae30\ucd08 \ubcc0\uc218\ub97c \ubc14\ud0d5\uc73c\ub85c \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac00\uce58 \ud22c\uc790\uc5d0\uc11c\ub294 \uc8fc\uac00 \ub300\ube44 \uc21c\uc790\uc0b0 \ube44\uc728(P\/B Ratio)\uacfc \uac19\uc740 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc8fc\uc2dd\uc744 \uc120\ubcc4\ud569\ub2c8\ub2e4. \ub2e4\ub978 \uc608\ub85c\ub294 \ubaa8\uba58\ud140 \uc804\ub7b5\uc774 \uc788\uc73c\uba70, \uc774\ub294 \ucd5c\uadfc \uac00\uaca9 \uc0c1\uc2b9\ub960\uacfc \uac19\uc740 \ud329\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud569\ub2c8\ub2e4.<\/p>\n

1.1. \uc8fc\uc694 \ub2e8\uc77c \ud329\ud130 \uc608\uc2dc<\/h3>\n

\uac00\uce58 \ud329\ud130:<\/strong> P\/E \ube44\uc728, P\/B \ube44\uc728<\/li>\n
\ubaa8\uba58\ud140 \ud329\ud130:<\/strong> \ucd5c\uadfc 6\uac1c\uc6d4 \ud639\uc740 1\ub144 \ub3d9\uc548\uc758 \uc218\uc775\ub960<\/li>\n
\ubc30\ub2f9 \ud329\ud130:<\/strong> \ubc30\ub2f9 \uc218\uc775\ub960<\/li>\n

\ubcc0\ub3d9\uc131 \ud329\ud130:<\/strong> \uc8fc\uac00\uc758 \ud45c\uc900\ud3b8\ucc28<\/li>\n<\/ul>\n
2. \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h2>\n
\ubaa8\ub4e0 \ud000\ud2b8 \uc804\ub7b5\uc758 \uc131\uacf5\uc740 \ud488\uc9c8 \ub192\uc740 \ub370\uc774\ud130\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac \ub2e8\uacc4\ub294 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
2.1. \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\uc784\uc758\uc758 \uc8fc\uc2dd \uc9d1\ud569\uc5d0 \ub300\ud574 \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130 \ubc0f \uc7ac\ubb34 \uc9c0\ud45c\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \uc5ec\ub7ec \uc18c\uc2a4\uc5d0\uc11c \uc218\uc9d1\ud560 \uc218 \uc788\uc73c\uba70, Yahoo Finance API, Alpha Vantage\uc640 \uac19\uc740 \uacf5\uac1c API\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc77c\ubc18\uc801\uc785\ub2c8\ub2e4. \ub610\ud55c, Quandl\uc774\ub098 Kaggle \uac19\uc740 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c CSV \ud30c\uc77c \ud615\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4:<\/p>\n
\n
\uacb0\uce21\uce58 \ucc98\ub9ac: NaN \uac12\uc744 \ud3c9\uade0, \uc911\uc559\uac12 \ub610\ub294 \ub2e4\ub978 \ubc29\uc2dd\uc73c\ub85c \ub300\uccb4\ud569\ub2c8\ub2e4.<\/li>\n
\uc815\uc0c1\ud654: \uac01 \ud53c\ucc98\ub97c \uc77c\uc815\ud55c \ubc94\uc704\ub85c \uc870\uc815\ud558\uc5ec \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774 \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \ubcf4\uc77c \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/li>\n
\ud2b9\uc131 \uacf5\ud559: \uae30\uc874\uc758 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \uc0c8\ub85c\uc6b4 \ud2b9\uc131\uc744 \uc0dd\uc131\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378 \uc120\ud0dd<\/h2>\n
\ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \uc911\uc5d0\uc11c \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc5d0 \uc801\ud569\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n
3.1. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378<\/h3>\n
\n
\uc120\ud615 \ud68c\uadc0(Linear Regression):<\/strong> \uc5f0\uc18d\uc801\uc778 \ubaa9\ud45c \ubcc0\uc218\ub97c \uc608\uce21\ud558\ub294 \ub370 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n
\uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac(Decision Trees):<\/strong> \ub370\uc774\ud130\uc758 \ubd84\ud3ec\ub97c \ud1b5\ud574 \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n
\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(Support Vector Machines):<\/strong> \ubd84\ub958 \ubc0f \ud68c\uadc0\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ubaa8\ub378\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3.2. \ub525\ub7ec\ub2dd \ubaa8\ub378<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \ub9e4\uc6b0 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ub2e4\uc74c \ubaa8\ub378\uc774 \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n
\n
\uc778\uacf5 \uc2e0\uacbd\ub9dd(Artificial Neural Networks):<\/strong> \uc77c\ubc18\uc801\uc778 \ub370\uc774\ud130 \uc608\uce21\uc5d0 \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n
\uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Networks):<\/strong> \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n
CNN(Convolutional Neural Networks):<\/strong> \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc5d0\uc11c \ub9ce\uc774 \uc0ac\uc6a9\ub418\uc9c0\ub9cc, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370\ub3c4 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4. \ubaa8\ub378 \ud559\uc2b5<\/h2>\n
\ub370\uc774\ud130\uac00 \uc900\ube44\ub418\uba74 \uc120\ud0dd\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub54c \uad50\ucc28 \uac80\uc99d\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0 \uc624\ubc84\ud53c\ud305\uc744 \ubc29\uc9c0\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
4.1. \ud559\uc2b5 \ubc0f \uac80\uc99d \uacfc\uc815<\/h3>\n
\n
\ub370\uc774\ud130\ub97c \ud6c8\ub828 \uc138\ud2b8(Training set)\uc640 \uac80\uc99d \uc138\ud2b8(Validation set)\ub85c \ubd84\ud560\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378\uc744 \ud6c8\ub828 \uc138\ud2b8\uc5d0 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
\uac80\uc99d \uc138\ud2b8\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4.2. \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/h3>\n
\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud574 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae4a\uc774 \uc788\ub294 \uc2e0\uacbd\ub9dd\uc758 \uce35 \uc218\ub098 \uac01 \uce35\uc758 \ub274\ub7f0 \uc218\ub97c \ubcc0\uacbd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \ubc31\ud14c\uc2a4\ud2b8 \uc218\ud589<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc774 \ud559\uc2b5\ub41c \ud6c4, \uc2e4\uc81c \ud22c\uc790 \uc804\ub7b5\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \ud310\ub2e8\ud558\uae30 \uc704\ud574 \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc2e4\uc2dc\ud569\ub2c8\ub2e4. \ubc31\ud14c\uc2a4\ud2b8\ub294 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubaa8\ub378\uc758 \uc131\uacfc\ub97c \uac80\uc99d\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n
5.1. \ubc31\ud14c\uc2a4\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c \uc120\ud0dd<\/h3>\n
\ubc31\ud14c\uc2a4\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ub2e4\uc591\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Zipline, Backtrader, QuantConnect \uac19\uc740 \uc624\ud508\uc18c\uc2a4 \ud234\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc740 \uc8fc\uc2dd \ubc0f \uae30\ud0c0 \uae08\uc735 \uc790\uc0b0\uc5d0 \ub300\ud55c \uc2dc\ubbac\ub808\uc774\uc158\uacfc \uad00\ub828\ub41c \ub9ce\uc740 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n
5.2. \ubc31\ud14c\uc2a4\ud2b8 \uad6c\ud604 \uc608\uc2dc<\/h3>\n
import backtrader as bt\n\nclass MyStrategy(bt.Strategy):\n def next(self):\n if self.data.close[0] > self.data.close[-1]: # \ud604\uc7ac\uac00\uac00 \uc774\uc804\uac00\ubcf4\ub2e4 \ub192\uc744 \ub54c\n self.buy() # \ub9e4\uc218\n elif self.data.close[0] < self.data.close[-1]: # \ud604\uc7ac\uac00\uac00 \uc774\uc804\uac00\ubcf4\ub2e4 \ub0ae\uc744 \ub54c\n self.sell() # \ub9e4\ub3c4\n\ncerebro = bt.Cerebro()\ncerebro.addstrategy(MyStrategy)\ndata = bt.feeds.YahooFinanceData(dataname='AAPL', fromdate=datetime(2020, 1, 1), todate=datetime(2021, 1, 1))\ncerebro.adddata(data)\ncerebro.run()\ncerebro.plot()\n<\/code><\/pre>\n6. \uc131\uacfc \ud3c9\uac00<\/h2>\n\ubc31\ud14c\uc2a4\ud2b8 \ud6c4 \uc5bb\uc5b4\uc9c4 \uacb0\uacfc\ub97c \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \ud1b5\ud574 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc131\uacfc \ud3c9\uac00 \uc9c0\ud45c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n \n\uc0e4\ud504 \ube44\uc728(Sharpe Ratio):<\/strong> \uc704\ud5d8 \ub2e8\uc704\ub2f9 \ucd08\uacfc \uc218\uc775\ub960\uc744 \uce21\uc815\ud569\ub2c8\ub2e4.<\/li>\n \uc54c\ud30c(Alpha):<\/strong> \uc2dc\uc7a5 \uc218\uc775\ub960 \ub300\ube44 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc758 \ucd08\uacfc \uc218\uc775\ub960\uc744 \uce21\uc815\ud569\ub2c8\ub2e4.<\/li>\n \ub4dc\ub85c\uc6b0 \ub2e4\uc6b4(Drawdown):<\/strong> \ucd5c\ub300 \uc190\uc2e4 \ube44\uc728\uc744 \uce21\uc815\ud569\ub2c8\ub2e4.<\/li>\n \uc218\uc775\ub960(Return):<\/strong> \uc804\uccb4 \uae30\uac04 \ub3d9\uc548\uc758 \uc218\uc775\ub960\uc744 \uce21\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n7. \uacb0\ub860<\/h2>\n\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8\ud558\ub294 \ubc29\ubc95\uc744 \uc18c\uac1c\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\ubc95\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ud6a8\uacfc\uc801\uc778 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc, \ubaa8\ub4e0 \ubaa8\ub378\uc774 \ubaa8\ub4e0 \uc0c1\ud669\uc5d0 \uc798 \uc791\ub3d9\ud558\ub294 \uac83\uc740 \uc544\ub2c8\uae30\uc5d0 \ud56d\uc0c1 \uc2dc\uc7a5 \uc0c1\ud669\uc5d0 \ub9de\ub294 \uc804\ub7b5\uc744 \uacc4\uc18d\ud574\uc11c \uc2e4\ud5d8\ud558\uace0 \uac1c\uc120\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n \ud22c\uc790\uc5d0\ub294 \ud56d\uc0c1 \ub9ac\uc2a4\ud06c\uac00 \ub530\ub974\ub294 \ub9cc\ud07c, \ucda9\ubd84\ud55c \uc5f0\uad6c\uc640 \uac80\uc99d\uc744 \ud1b5\ud574 \uc790\uc2e0\uc758 \uc804\ub7b5\uc744 \ud655\uc2e4\ud788 \ud558\uace0 \ud22c\uc790\uc5d0 \uc784\ud558\uc2dc\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n <\/body><\/p>\n","protected":false},"excerpt":{"rendered":" \ucd5c\uadfc \uba87 \ub144\uac04 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub9e4\uc6b0 \uc778\uae30\ub97c \ub04c\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub7ec\ud55c \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8 \ud558\ub294 \uacfc\uc815\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4. 1. \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5 \uc774\ud574\ud558\uae30 \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc740 \ud2b9\uc815\ud55c \ud558\ub098\uc758 \uae30\ucd08 \ubcc0\uc218\ub97c … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8\ud558\ub294 \ubc29\ubc95”<\/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-28894","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8\ud558\ub294 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/28894\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8\ud558\ub294 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uba87 \ub144\uac04 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub9e4\uc6b0 \uc778\uae30\ub97c \ub04c\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub7ec\ud55c \uc790\ub3d9\ud654\ub41c \uac70\ub798 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8 \ud558\ub294 \uacfc\uc815\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4. 1. \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5 \uc774\ud574\ud558\uae30 \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc740 \ud2b9\uc815\ud55c \ud558\ub098\uc758 \uae30\ucd08 \ubcc0\uc218\ub97c … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8\ud558\ub294 \ubc29\ubc95"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/28894\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:15:36+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:56:21+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\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\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/28894\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28894\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8\ud558\ub294 \ubc29\ubc95\",\"datePublished\":\"2024-10-27T16:15:36+00:00\",\"dateModified\":\"2024-11-26T06:56:21+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28894\/\"},\"wordCount\":46,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/28894\/\",\"url\":\"https:\/\/atmokpo.com\/w\/28894\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc77c \ud329\ud130 \uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8\ud558\ub294 \ubc29\ubc95 - 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