{"id":29041,"date":"2024-10-27T16:16:29","date_gmt":"2024-10-27T16:16:29","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29041"},"modified":"2024-11-26T06:55:05","modified_gmt":"2024-11-26T06:55:05","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%b3%80%eb%8f%99%ec%84%b1-%ec%a7%80%ed%91%9c","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29041\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubcc0\ub3d9\uc131 \uc9c0\ud45c"},"content":{"rendered":"<p>\ud604\ub300 \uae08\uc735\uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529(Algorithmic Trading)\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning) \ubc0f \ub525\ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc774 \uc811\ubaa9\ub418\uba74\uc11c \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uc774 \ub354\uc6b1 \ub192\uc544\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95\uacfc \ubcc0\ub3d9\uc131 \uc9c0\ud45c\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uc740 \ub0b4\uc6a9\uc744 \ub2e4\ub8e8\uc5b4\ubcf4\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\uc740 \uc0ac\uc804 \uc815\uc758\ub41c \uaddc\uce59\uc5d0 \ub530\ub77c \uac70\ub798\ub97c \uc790\ub3d9\uc73c\ub85c \uc2e4\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ud22c\uc790\uc790\ub294 \uacfc\uac70\uc758 \ub370\uc774\ud130 \ub2a5\ub825\uc744 \ubc14\ud0d5\uc73c\ub85c \ub2e4\uc591\ud55c \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc218\uc775\uc744 \ucd94\uad6c\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ubc1c\uc804\ud558\uba74\uc11c, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc811\uadfc \ubc29\ubc95\uc740 \ub354\uc6b1 \ub2e4\ubcc0\ud654\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ucc28\uc774<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ubc18\uba74, \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud55c \ubcf5\uc7a1\ud55c \ud328\ud134 \uc778\uc2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uc5ec \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0\uc11c \ub354\uc6b1 \uc815\uad50\ud55c \ud53c\ucc98(Fature)\ub97c \ucd94\ucd9c\ud558\ub294 \ub370 \uac15\uc810\uc744 \uc9c0\ub2d9\ub2c8\ub2e4. \ub458\uc758 \ucc28\uc774\ub294 \uc544\ud0a4\ud14d\ucc98\uc758 \ubcf5\uc7a1\uc131\uacfc \ub370\uc774\ud130 \ucc98\ub9ac \ub2a5\ub825\uc5d0\uc11c \uae30\uc778\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \uc2dc\uc7a5 \ub370\uc774\ud130\uc758 \uc218\uc9d1<\/li>\n<li><strong>\ub370\uc774\ud130 \uc804\ucc98\ub9ac:<\/strong> \uacb0\uce21\uce58 \ucc98\ub9ac \ubc0f \ub370\uc774\ud130 \uc815\uaddc\ud654<\/li>\n<li><strong>\ubaa8\ub378 \uc120\ud0dd:<\/strong> \ud68c\uadc0, \ubd84\ub958, \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc29\ubc95 \uc911 \uc120\ud0dd<\/li>\n<li><strong>\ubaa8\ub378 \ud559\uc2b5:<\/strong> \ud2b8\ub808\uc774\ub2dd \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud55c \ubaa8\ub378 \ud559\uc2b5<\/li>\n<li><strong>\ubaa8\ub378 \ud3c9\uac00:<\/strong> \uac80\uc99d \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud55c \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00<\/li>\n<\/ul>\n<h3>2.2 \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc5ec\ub7ec \uacc4\uce35\uc758 \ube44\uc120\ud615 \ubcc0\ud658\uc744 \ud1b5\ud574 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ub525\ub7ec\ub2dd\uc758 \uc77c\ubc18\uc801\uc778 \uacfc\uc815\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \ub300\ub7c9\uc758 \ub370\uc774\ud130 \ud655\ubcf4<\/li>\n<li><strong>\ub370\uc774\ud130 \uc804\ucc98\ub9ac:<\/strong> \ub370\uc774\ud130 \uc815\uaddc\ud654 \ubc0f \ubd88\ud544\uc694\ud55c \ubcc0\uc218 \uc81c\uac70<\/li>\n<li><strong>\ub124\ud2b8\uc6cc\ud06c \uc124\uacc4:<\/strong> \uc2e0\uacbd\ub9dd\uc758 \uce35 \ubc0f \ub178\ub4dc \uc870\uc815<\/li>\n<li><strong>\ubaa8\ub378 \ud559\uc2b5:<\/strong> \ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub85c \ubaa8\ub378 \ud6c8\ub828<\/li>\n<li><strong>\ubaa8\ub378 \ud14c\uc2a4\ud2b8:<\/strong> \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc608\uce21 \uc131\ub2a5 \ud3c9\uac00<\/li>\n<\/ul>\n<h2>3. \ubcc0\ub3d9\uc131 \uc9c0\ud45c\uc758 \uc911\uc694\uc131<\/h2>\n<p>\ubcc0\ub3d9\uc131 \uc9c0\ud45c\ub294 \uc2dc\uc7a5\uc758 \ubd88\ud655\uc2e4\uc131\uacfc \uc704\ud5d8\uc744 \ub098\ud0c0\ub0b4\ub294 \uc911\uc694\ud55c \ucc99\ub3c4\uc785\ub2c8\ub2e4. \uc774\ub294 \ud2b8\ub808\uc774\ub354\uac00 \uc2dc\uc7a5\uc758 \uc6c0\uc9c1\uc784\uc744 \uc608\uce21\ud558\uace0 \uc704\ud5d8\uc744 \uad00\ub9ac\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ubcc0\ub3d9\uc131 \uc9c0\ud45c\ub97c \ud1b5\ud574 \uc5b4\ub5bb\uac8c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1 \ubcc0\ub3d9\uc131\uc758 \uc815\uc758<\/h3>\n<p>\ubcc0\ub3d9\uc131\uc740 \ud2b9\uc815 \uc790\uc0b0 \uac00\uaca9\uc758 \ubcc0\ub3d9 \uc815\ub3c4\ub97c \uce21\uc815\ud569\ub2c8\ub2e4. \ub192\uc740 \ubcc0\ub3d9\uc131\uc740 \uac00\uaca9\uc774 \uae09\ub4f1\ud558\uac70\ub098 \uae09\ub77d\ud560 \uac00\ub2a5\uc131\uc774 \ud06c\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud558\uba70, \uc774\ub294 \uace7 \ud22c\uc790 \uc704\ud5d8\uc744 \uc99d\uac00\uc2dc\ud0b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b9\uc131\uc744 \uace0\ub824\ud558\uc5ec \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\ub4e4\uc740 \ubcc0\ub3d9\uc131\uc744 \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.2 \ubcc0\ub3d9\uc131 \uc9c0\ud45c\uc758 \uc885\ub958<\/h3>\n<p>\uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ubcc0\ub3d9\uc131 \uc9c0\ud45c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ubcfc\ub9b0\uc800 \ubc34\ub4dc(Bollinger Bands):<\/strong> \uac00\uaca9\uc758 \ud45c\uc900\ud3b8\ucc28\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \ud1b5\uacc4\uc801 \ubcc0\ub3d9\uc131\uc744 \uce21\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud3c9\uade0 \uc808\ub300 \ud3b8\ucc28(MAD):<\/strong> \uac00\uaca9\uc774 \ud3c9\uade0\uc73c\ub85c\ubd80\ud130 \uc5bc\ub9c8\ub098 \uc774\ud0c8\ud558\ub294\uc9c0\ub97c \uce21\uc815\ud558\ub294 \uc9c0\ud45c\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc790\uae30\uc0c1\uad00 \ud568\uc218(ACF):<\/strong> \uac00\uaca9\uc758 \ud328\ud134\uacfc \ubcc0\ub3d9\uc131\uc744 \uc5f0\uad6c\ud558\uae30 \uc704\ud55c \ud1b5\uacc4\uae30\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ubcc0\ub3d9\uc131 \uc9c0\ud45c\ub97c \ud65c\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378<\/h2>\n<p>\ubcc0\ub3d9\uc131 \uc9c0\ud45c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95 \uc2dc \uc720\uc6a9\ud55c \uc785\ub825\ubcc0\uc218\ub85c \uc791\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ubcc0\ub3d9\uc131 \uc9c0\ud45c\ub97c \ud53c\ucc98\ub85c \ud65c\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n<h3>4.1 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h3>\n<p>\uc8fc\uc2dd \ub610\ub294 \uc554\ud638\ud654\ud3d0\uc758 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \ud544\uc694\ud55c \ubcc0\ub3d9\uc131 \uc9c0\ud45c\ub97c \uacc4\uc0b0\ud558\uc5ec \ub370\uc774\ud130\uc14b\uc744 \uad6c\uc131\ud569\ub2c8\ub2e4. \uc804\ucc98\ub9ac\ub97c \ud1b5\ud574 \uc774\uc0c1\uce58\ub97c \uc81c\uac70\ud558\uace0, \ub370\uc774\ud130\uc758 \uc815\uaddc\ud654 \uacfc\uc815\uc744 \uac70\uce69\ub2c8\ub2e4.<\/p>\n<h3>4.2 \ubaa8\ub378 \uad6c\ucd95<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uc911\uc5d0\uc11c \uacb0\uc815 \ud2b8\ub9ac(Decision Tree), \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest), \uadf8\ub798\ub514\uc5b8\ud2b8 \ubd80\uc2a4\ud305(Gradient Boosting) \ub4f1\uc744 \uc120\ud0dd\ud558\uace0, \ubcc0\ub3d9\uc131 \uc9c0\ud45c\ub97c \ud53c\ucc98\ub85c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.3 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ud63c\ub3d9 \ud589\ub82c(Confusion Matrix), F1 Score, ROC \uace1\uc120 \ubc0f AUC\uac12\uc744 \ud65c\uc6a9\ud558\uc5ec \uc608\uce21\uc758 \uc815\ud655\uc131\uc744 \uce21\uc815\ud569\ub2c8\ub2e4.<\/p>\n<h2>5. \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ubcc0\ub3d9\uc131 \ud2b8\ub808\uc774\ub529<\/h2>\n<p>\ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \ub370 \uc720\ub9ac\ud558\ubbc0\ub85c \ubcc0\ub3d9\uc131\uc758 \ubcc0\ud654\ub97c \uc608\uce21\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>5.1 \ub525\ub7ec\ub2dd \ub124\ud2b8\uc6cc\ud06c \uc124\uacc4<\/h3>\n<p>\ub2e4\uce35 \uc2e0\uacbd\ub9dd(MLP) \ub610\ub294 \uc7a5\ub2e8\uae30 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c(LSTM)\uc640 \uac19\uc740 \uc544\ud0a4\ud14d\ucc98\ub97c \ud65c\uc6a9\ud558\uc5ec \uc2dc\uac04\uc5d0 \ub530\ub978 \ubcc0\ub3d9\uc131 \ud328\ud134\uc744 \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.2 \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ud29c\ub2dd<\/h3>\n<p>\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0a4\uace0, \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \ub4dc\ub86d\uc544\uc6c3(Dropout) \uae30\ubc95 \ub4f1\uc744 \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.3 \uacb0\uacfc \ubd84\uc11d<\/h3>\n<p>\ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uacb0\uacfc\ub97c \uc2dc\uac01\ud654\ud558\uace0, \uc608\uce21\ub41c \ubcc0\ub3d9\uc131\uc758 \ubcc0\ud654\ub97c \uae30\ubc18\uc73c\ub85c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\uc815\ud569\ub2c8\ub2e4.<\/p>\n<h2>6. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \ucd5c\uc801 \uc804\ub7b5<\/h2>\n<p>\ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \uc218\uc775\uc131\uacfc \uc704\ud5d8 \uad00\ub9ac\ub97c \ub3d9\uc2dc\uc5d0 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \ubcc0\ub3d9\uc131 \uc9c0\ud45c\ub97c \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc6b0\uc218\ud55c \uc804\ub7b5\uc744 \ucc3e\ub294 \uac83\uc774 \ud575\uc2ec\uc785\ub2c8\ub2e4.<\/p>\n<h3>6.1 \uc218\uc775\uc131 \uae30\uc900 \uc124\uc815<\/h3>\n<p>\ub2e8\uae30 \ubc0f \uc7a5\uae30 \ud22c\uc790 \ubaa9\ud45c\uc5d0 \ub530\ub77c \uc218\uc775\uc131 \uae30\uc900\uc744 \uc124\uc815\ud558\uace0, \uc774 \uae30\uc900\uc744 \ud1a0\ub300\ub85c \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud569\ub2c8\ub2e4.<\/p>\n<h3>6.2 \ub9ac\uc2a4\ud06c \uad00\ub9ac \uae30\ubc95<\/h3>\n<p>\ub9ac\uc2a4\ud06c \uad00\ub9ac \uae30\ubc95\uc73c\ub85c\ub294 \ud3ec\uc9c0\uc158 \uc0ac\uc774\uc9d5(Position Sizing), \uc190\uc808\ub9e4 \ubc0f \uc774\uc775 \uc2e4\ud604 \uc804\ub7b5 \ub4f1\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc744 \ucd5c\uc18c\ud654\ud569\ub2c8\ub2e4.<\/p>\n<h2>7. \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ubcc0\ub3d9\uc131 \uc9c0\ud45c\ub97c \ud1b5\ud55c \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574 \ub354\uc6b1 \uc815\uad50\ud55c \ud22c\uc790 \uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc73c\ub85c \ubcc0\ud558\ub294 \uc2dc\uc7a5 \ud658\uacbd\uc5d0\uc11c \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud574\uc11c\ub294 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc744 \uc801\uc808\ud788 \ud65c\uc6a9\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\ub97c \ud1b5\ud574 \uc5bb\uc740 \uc9c0\uc2dd\uc774 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