{"id":28878,"date":"2024-10-27T16:15:31","date_gmt":"2024-10-27T16:15:31","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28878"},"modified":"2024-11-26T06:56:37","modified_gmt":"2024-11-26T06:56:37","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-%eb%8b%a4%eb%a5%b8-%ec%98%b5%ec%85%98","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28878\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e4\ub978 \uc635\uc158"},"content":{"rendered":"

\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc740 \ub370\uc774\ud130 \uae30\ubc18\uc758 \uacb0\uc815\uc73c\ub85c \ub300\uccb4\ub418\uace0 \uc788\uc73c\uba70, \uac1c\uc778 \ud22c\uc790\uc790\uc640 \uae30\uad00 \ud22c\uc790\uc790 \ubaa8\ub450 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\uc810\uc744 \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uacfc \uac19\uc740 \ucd5c\uc2e0 \uae30\uc220\ub4e4\uc740 \uc2dc\uc7a5\uc758 \ud328\ud134\uc744 \ubd84\uc11d\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uae30\ubc95, \uadf8\ub9ac\uace0 \uc774\ub97c \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \uc635\uc158\ub4e4\uc744 \ud0d0\uad6c\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 \uac1c\ub150<\/h2>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc815\uc758<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uace0 \uc608\uce21\uc744 \ud560 \uc218 \uc788\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ubbf8\ub798\uc758 \uc0ac\uac74\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/p>\n

1.2 \ub525\ub7ec\ub2dd\uc758 \uc815\uc758<\/h3>\n

\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\ub958\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd(ANN)\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc811\uadfc \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc5ec\ub7ec \uac1c\uc758 \ub808\uc774\uc5b4\ub97c \ud1b5\ud574 \ub370\uc774\ud130\uc758 \uc0c1\uc704 \ucd94\uc0c1\ud654\ub97c \uc774\ub04c\uc5b4\ub0b4\uba70, \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \uc9d1\ud569\uc5d0\uc11c \uace0\ucc28\uc6d0\uc801 \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \ub370 \uac15\uc810\uc744 \ubcf4\uc785\ub2c8\ub2e4.<\/p>\n

1.3 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574<\/h3>\n

\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud504\ub85c\uadf8\ub7a8\uc740 \uc5ec\ub7ec \uac00\uc9c0 \uc804\ub7b5\uc5d0 \uae30\ubc18\ud574 \uacb0\uc815\ub418\uace0, \uac10\uc815\uc801 \uac1c\uc785\uc744 \ucd5c\uc18c\ud654\ud558\uba70 \ub180\ub77c\uc6b4 \uc18d\ub3c4\ub85c \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uae30\ubcf8 \uad6c\uc131<\/h2>\n

2.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad50\uc721\ud558\uae30 \uc704\ud574 \ud544\uc694\ud55c \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc8fc\uc2dd \uc2dc\uc138, \uac70\ub798\ub7c9, \ud68c\uc0ac\uc758 \uc7ac\ubb34\uc9c0\ud45c, \uacbd\uc81c \uc9c0\ud45c \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n

\uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 \uac00\uacf5\ub418\uc9c0 \uc54a\uc740 \uc0c1\ud0dc\uc774\ubbc0\ub85c, \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\ub294 \uacb0\uce21\uce58 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70, \ub370\uc774\ud130 \uc815\uaddc\ud654 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n

2.3 \ud2b9\uc9d5 \uc120\ud0dd(Feature Selection)<\/h3>\n

\uc804\uccb4 \ub370\uc774\ud130\uc5d0\uc11c \uc911\uc694\ud55c \ud2b9\uc9d5(feature)\ub4e4\uc744 \uc120\ud0dd\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ud1b5\uacc4 \uae30\ubc95\uacfc \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc801\uc758 \ud2b9\uc9d5\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2.4 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n

\uc120\ud0dd\ub41c \ud2b9\uc9d5\uc744 \uae30\ubc18\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc5d0\ub294 \uc120\ud615 \ud68c\uadc0, \uacb0\uc815 \ud2b8\ub9ac, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, SVM \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2.5 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n

\ubaa8\ub378\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uad50\ucc28 \uac80\uc99d, \ud63c\ub3d9 \ud589\ub82c(confusion matrix), \uc815\ubc00\ub3c4(precision), \uc7ac\ud604\uc728(recall) \ub4f1\uc758 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c \ubaa8\ub378\uc774 \uacfc\uc801\ud569(overfitting)\ub418\uc9c0 \uc54a\ub3c4\ub85d \uc8fc\uc758\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

3. \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uad6c\uc131<\/h2>\n

3.1 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc758 \uad6c\uc870<\/h3>\n

\ub525\ub7ec\ub2dd\uc5d0\uc11c\ub294 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc774 \uc0ac\uc6a9\ub418\uba70, \uc774\ub294 \uc785\ub825 \ub808\uc774\uc5b4, \uc740\ub2c9 \ub808\uc774\uc5b4, \ucd9c\ub825 \ub808\uc774\uc5b4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc5ec\ub7ec \uac1c\uc758 \uc740\ub2c9 \ub808\uc774\uc5b4\uac00 \uc313\uc5ec \uae4a\uc740 \ud559\uc2b5\uc774 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n

3.2 \ud65c\uc131\ud654 \ud568\uc218<\/h3>\n

\uc2e0\uacbd\ub9dd\uc758 \uac01 \ub274\ub7f0\uc5d0\uc11c \ucd9c\ub825\uc744 \uacb0\uc815\ud558\ub294 \ud568\uc218\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ud558\ub294 \ud65c\uc131\ud654 \ud568\uc218\ub294 ReLU, Sigmoid, Tanh \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

3.3 \uc190\uc2e4 \ud568\uc218<\/h3>\n

\ubaa8\ub378\uc758 \uc608\uce21\uacfc \uc2e4\uc81c \uac12 \uac04\uc758 \uc624\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ud568\uc218\uc785\ub2c8\ub2e4. \uc190\uc2e4 \ud568\uc218\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n

3.4 \uc635\ud2f0\ub9c8\uc774\uc800<\/h3>\n

\ubaa8\ub378\uc758 \uac00\uc911\uce58\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uacbd\uc0ac\ud558\uac15\ubc95(Gradient Descent), Adam, RMSprop \ub4f1\uc774 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n

4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ub2e4\uc591\ud55c \uc811\uadfc\ubc95<\/h2>\n

4.1 \uc804\ud1b5\uc801\uc778 \uae08\uc735 \uc9c0\ud45c \uae30\ubc18 \ud2b8\ub808\uc774\ub529<\/h3>\n

\uae30\uc220\uc801 \ubd84\uc11d, \uae30\ubcf8\uc801 \ubd84\uc11d \ub4f1\uc758 \uc804\ud1b5\uc801\uc778 \uc811\uadfc\ubc95\uc744 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc5d0 \uc735\ud569\ud558\uc5ec \ub354 \ub098\uc740 \uc608\uce21\ub825\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ub3d9 \ud3c9\uade0, RSI, MACD \ub4f1\uc744 \ud2b9\uc9d5\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

4.2 \ub274\uc2a4 \ub370\uc774\ud130 \ubd84\uc11d<\/h3>\n

\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uae08\uc735 \ub274\uc2a4\uc758 \uac10\uc131\uc744 \ubd84\uc11d\ud558\uace0, \uc774\ub97c \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130\uc640 \uacb0\ud569\ud558\uc5ec \uc2dc\uc7a5\uc758 \ubc18\uc751\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

4.3 \uac15\ud654 \ud559\uc2b5\uc744 \ud1b5\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uad6c\ucd95<\/h3>\n

\uac15\ud654 \ud559\uc2b5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba74\uc11c \uc2a4\uc2a4\ub85c \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc744 \ud65c\uc6a9\ud574 \uc790\uc728\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

5. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529\uc758 \uc774\uc810<\/h2>\n

5.1 \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \ub354 \ub098\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n

5.2 \uc790\ub3d9\ud654<\/h3>\n

\uc778\uac04\uc758 \uac10\uc815\uc744 \ubc30\uc81c\ud558\uace0, \uc815\ud574\uc9c4 \uaddc\uce59\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc77c\uad00\ub41c \ud22c\uc790 \uc804\ub7b5\uc744 \uc720\uc9c0\ud558\ub294 \ub370 \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n

5.3 \uc2e0\uc18d\ud55c \ud559\uc2b5 \ub2a5\ub825<\/h3>\n

\uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud558\uac8c \ubc18\uc601\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c, \uc2dc\uc7a5\uc758 \ubcc0\ud654\uc5d0 \uc989\uac01\uc801\uc73c\ub85c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

6. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \ud234\uacfc \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h2>\n

6.1 Python\uacfc \uc8fc\uc694 \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uc704\ud55c \uac00\uc7a5 \uc778\uae30 \uc788\ub294 \uc5b8\uc5b4\ub294 Python\uc774\uba70, \ub300\ud45c\uc801\uc73c\ub85c Scikit-learn, TensorFlow, Keras, PyTorch \ub4f1\uc758 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n

6.2 R\uacfc \uae08\uc735 \ubd84\uc11d<\/h3>\n

R \uc5b8\uc5b4\ub294 \ud1b5\uacc4 \ubc0f \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uac15\uc810\uc744 \uac00\uc9c4 \ub610 \ub2e4\ub978 \uc5b8\uc5b4\ub85c, \uc774\ub294 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\ub3c4 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. R\uc758 caret, quantmod, TTR \ub4f1\uc758 \ud328\ud0a4\uc9c0\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

7. \uc2e4\uc81c \uc0ac\ub840 \uc5f0\uad6c<\/h2>\n

7.1 \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5<\/h3>\n

\uc5ec\ub7ec\uac00\uc9c0 \ubc29\ubc95\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uc131\uacf5 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubd05\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub97c \ud65c\uc6a9\ud55c \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21 \ubc29\ubc95\ub860\uc744 \uc5f0\uad6c\ud569\ub2c8\ub2e4.<\/p>\n

7.2 \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654<\/h3>\n

\ub525\ub7ec\ub2dd\uc744 \ud1b5\ud574 \ucd5c\uc801\uc758 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \uad6c\uc131\ud558\ub294 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uace0, \uc774 \uacfc\uc815\uc5d0\uc11c \ub2e4\uc591\ud55c \ubcc0\uc218\uc640 \uc9c0\ud45c\ub97c \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ud588\ub294\uc9c0\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/p>\n

8. \uacb0\ub860<\/h2>\n

\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubbf8\ub798\ub97c \uc774\ub04c\uc5b4\uac00\ub294 \uc911\uc694\ud55c \uae30\uc220\uc774\uba70, \uc774\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815\uc744 \uac15\ud654\ud558\uace0 \uc790\ub3d9\ud654\ub41c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uc774\ub7ec\ud55c \uae30\uc220\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \ub354\uc6b1 \ub2e4\uc591\ud55c \uc635\uc158\uacfc \uc804\ub7b5\ub4e4\uc774 \uac1c\ubc1c\ub420 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n

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