{"id":28890,"date":"2024-10-27T16:15:35","date_gmt":"2024-10-27T16:15:35","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28890"},"modified":"2024-11-26T06:56:24","modified_gmt":"2024-11-26T06:56:24","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%a8%ec%9c%84%ea%b7%bc%ec%9d%98-%ec%b2%98","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28890\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc704\uadfc\uc758 \ucc98\ub9ac \ubc29\ubc95"},"content":{"rendered":"<p><body><\/p>\n<article>\n<section>\n<h2>1. \uc11c\ub860<\/h2>\n<p>\ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning)\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uae09\uaca9\ud788 \uc131\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ubd84\uc11d\ud558\uace0, \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\uc5ec \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uae08\uc735 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc0c1 \ub2e8\uc704\uadfc(Stationarity) \ubb38\uc81c\ub294 \ud56d\uc0c1 \uace0\ub824\ud574\uc57c \ud560 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud55c \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uc6d0\ub9ac\ub97c \uc18c\uac1c\ud558\uace0, \ub2e8\uc704\uadfc\uc758 \ucc98\ub9ac \ubc29\ubc95\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uc740 \ub17c\uc758\ub97c \uc9c4\ud589\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n<h3>2.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc815\uc758<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ub610\ub294 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. \uc774\ub294 \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud558\ub294 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\uac8c \ud558\uc5ec, \uacfc\uac70\uc758 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubbf8\ub798\uc758 \uacb0\uacfc\ub97c \uc608\uce21\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.2 \ub525\ub7ec\ub2dd\uc758 \uc815\uc758<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd(Artificial Neural Networks)\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ub9e4\uc6b0 \ubcf5\uc7a1\ud55c \uad6c\uc870\uc758 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc640 \ub192\uc740 \uacc4\uc0b0 \ub2a5\ub825\uc744 \ud544\uc694\ub85c \ud558\uc9c0\ub9cc, \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubc0f \uc2dc\uac04 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uacb0\uacfc\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>3. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150<\/h2>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0ac\uc804\uc5d0 \uc124\uc815\ub41c \uaddc\uce59\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc774\ub294 \ud2b8\ub808\uc774\ub354\uac00 \uc778\uac04\uc758 \uac1c\uc785 \uc5c6\uc774\ub3c4 \uac70\ub798\ub97c \uc218\ud589\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uba70, \uac10\uc815\uc801\uc778 \uacb0\uc815\uc5d0\uc11c \ubc97\uc5b4\ub098\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998\uc740 \uc8fc\uac00, \uac70\ub798\ub7c9, \uae30\uc220\uc801 \uc9c0\ud45c \ubc0f \uae30\ud0c0 \uc7ac\ubb34 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>4. \ub2e8\uc704\uadfc\uc758 \uc815\uc758 \ubc0f \uc911\uc694\uc131<\/h2>\n<p>\ub2e8\uc704\uadfc(Stationarity)\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ud1b5\uacc4\uc801 \ud2b9\uc131\uc774 \uc2dc\uac04\uc5d0 \ub530\ub77c \ubcc0\ud558\uc9c0 \uc54a\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ud2b9\uc815 \uc2dc\uac04\uc5d0\uc11c\uc758 \ud3c9\uade0\uacfc \ubd84\uc0b0\uc774 \uc77c\uc815\ud560 \ub54c, \uc6b0\ub9ac\ub294 \ud574\ub2f9 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uac00 \ub2e8\uc704\uadfc\uc774\ub77c\uace0 \ud310\ub2e8\ud569\ub2c8\ub2e4. \ubc18\uba74, \ube44\ub2e8\uc704\uadfc(Non-stationarity)\uc758 \uacbd\uc6b0 \uc2dc\uac04\uc5d0 \ub530\ub77c \uc774\ub7ec\ud55c \ud2b9\uc131\uc774 \ubcc0\ud558\ubbc0\ub85c \uc608\uce21 \ubaa8\ub378\uc758 \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \ub610\ub294 \uc774\ubbf8\uc9c0\uc640\ub294 \ub2ec\ub9ac, \uae08\uc735 \ub370\uc774\ud130\ub294 \uc8fc\uae30\uc801 \ud328\ud134\uc774\ub098 \ud2b8\ub80c\ub4dc\ub97c \ubcf4\uc774\ubbc0\ub85c, \uc774\ub97c \ubd84\uc11d\ud558\uae30 \uc704\ud574\uc120 \ub370\uc774\ud130\uc758 \ub2e8\uc704\uadfc\uc744 \ud655\uc778\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>5. \ub2e8\uc704\uadfc \uac80\uc815<\/h2>\n<p>\ub2e8\uc704\uadfc\uc744 \uac80\uc815\ud558\ub294 \ubc29\ubc95\uc5d0\ub294 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc73c\uba70, \uadf8 \uc911 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>Dickey-Fuller Test:<\/strong> \uc774 \ud14c\uc2a4\ud2b8\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ub2e8\uc704\uadfc \uc5ec\ubd80\ub97c \ud655\uc778\ud558\ub294 \uc804\ud1b5\uc801\uc778 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>Augmented Dickey-Fuller Test (ADF):<\/strong> \ub354 \uac15\ub825\ud55c \ub2e8\uc704\uadfc \uac80\uc815\uc744 \uc704\ud574\uc11c \ud68c\uadc0\ubaa8\ub378\uc744 \ud3ec\ud568\ud55c \ubc29\ubc95\uc73c\ub85c, \ub370\uc774\ud130\uc758 \uc790\uae30\ud68c\uadc0 \ubc0f \ucd94\uc138\ub97c \uace0\ub824\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>Kwiatkowski-Phillips-Schmidt-Shin (KPSS) Test:<\/strong> \ub2e8\uc704\uadfc\uc774 \uc544\ub2cc\uc9c0\ub97c \uac80\uc815\ud558\ub294 \ub610 \ub2e4\ub978 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n<section>\n<h2>6. \ub2e8\uc704\uadfc \ucc98\ub9ac \ubc29\ubc95<\/h2>\n<p>\ub2e8\uc704\uadfc \ubb38\uc81c\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud574 \uba87 \uac00\uc9c0 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>6.1 \ucc28\ubd84 (Differencing)<\/h3>\n<p>\ucc28\ubd84\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ud604\uc7ac \uac12\uc744 \uc774\uc804 \uac12\uacfc\uc758 \ucc28\uc774\ub85c \ubcc0\ud658\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc758 \ucd94\uc138\ub97c \uc81c\uac70\ud558\uace0 \uc548\uc815\uc131\uc744 \uc99d\ub300\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>6.2 \ub85c\uadf8 \ubcc0\ud658 (Log Transformation)<\/h3>\n<p>\ub85c\uadf8 \ubcc0\ud658\uc740 \ub370\uc774\ud130\uc758 \ubcc0\ub3d9\uc131\uc744 \uc904\uc774\uace0, \ube44\ub300\uce6d\uc131\uc744 \uc644\ud654\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \uc8fc\uac00\uc640 \uac19\uc740 \uc591\uc218 \uac12 \ub370\uc774\ud130\uc5d0\uc11c \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>6.3 \uc774\ub3d9 \ud3c9\uade0 (Moving Average)<\/h3>\n<p>\uc774\ub3d9 \ud3c9\uade0\uc740 \ub370\uc774\ud130\uc758 \ubcc0\ub3d9\uc131\uc744 \uc904\uc774\uace0, \ubd80\ub4dc\ub7ec\uc6b4 \ucd94\uc138\ub97c \ud615\uc131\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc774\ub3d9 \ud3c9\uade0\uc744 \uacc4\uc0b0\ud558\uc5ec \ubcc0\ub3d9\uc131\uc744 \uc904\uc774\uace0 \uc608\uce21 \ubaa8\ub378\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>7. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95<\/h2>\n<p>\ub370\uc774\ud130\uac00 \ub2e8\uc704\uadfc \ucc98\ub9ac\ub97c \ud1b5\ud574 \uc815\ub9ac\ub418\uc5c8\ub2e4\uba74, \uc774\uc81c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \ucc28\ub840\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ubaa8\ub378 \uad6c\ucd95\uc744 \uc704\ud55c \uc77c\ubc18\uc801\uc778 \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/p>\n<h3>7.1 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uae30 \uc804\uc5d0 \uacb0\uce21\uce58 \ucc98\ub9ac, \ud2b9\uc131 \uc120\ud0dd \ubc0f \uc815\uaddc\ud654\uc640 \uac19\uc740 \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>7.2 \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud6c8\ub828<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc5d0\ub294 \uc120\ud615 \ud68c\uadc0, \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac, \ub79c\ub364\ud3ec\ub808\uc2a4\ud2b8, \uadf8\ub9ac\uace0 XGBoost\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \uc120\ud0dd\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc758 \uacbd\uc6b0, LSTM(Long Short-Term Memory) \ubc0f GRU(Gated Recurrent Units)\uc640 \uac19\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \uc801\ud569\ud55c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc77c\ubc18\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>7.3 \ubaa8\ub378 \uac80\uc99d \ubc0f \ud3c9\uac00<\/h3>\n<p>\ud6c8\ub828\ud55c \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uc131\ub2a5 \uc9c0\ud45c(\uc608: RMSE, MAE, R\u00b2 \ub4f1)\ub97c \uae30\ubc18\uc73c\ub85c \uac80\uc99d\ub418\uc5b4\uc57c \ud558\uba70, \ub610\ud55c \uc624\ubc84\ud53c\ud305\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \uad50\ucc28 \uac80\uc99d\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>8. \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud5a5\ud6c4 \uae08\uc735 \ubd84\uc57c\uc5d0\uc11c\uc758 \ud2b8\ub80c\ub4dc\ub97c \uc774\ub04c\uc5b4\uac08 \uae30\uc220\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ub2e8\uc704\uadfc \ubb38\uc81c\ub294 \uc5ec\uc804\ud788 \uc911\uc694\ud55c \ubd80\ubd84\uc73c\ub85c \ub0a8\uc544 \uc788\uc73c\uba70, \uadf8\uc5d0 \ub300\ud55c \uc801\uc808\ud55c \ucc98\ub9ac\uac00 \ubaa8\ub378\uc758 \uc131\uacfc\uc5d0 \uc911\ub300\ud55c \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ubcf8 \uac15\uc88c\uc5d0\uc11c \ub2e4\ub8ec \ub0b4\uc6a9\uc774 \ub3c4\uc6c0\uc774 \ub418\uc5b4, \uc5ec\ub7ec\ubd84\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \uc131\uacf5\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc624\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<\/section>\n<footer>\n<p>\uc800\uc790: \uc870\uad11\ud615<\/p>\n<p>\ubc1c\ud589\uc77c: [\ub0a0\uc9dc]<\/p>\n<\/footer>\n<\/article>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning)\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uae09\uaca9\ud788 \uc131\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ubd84\uc11d\ud558\uace0, \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\uc5ec \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uae08\uc735 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc0c1 \ub2e8\uc704\uadfc(Stationarity) \ubb38\uc81c\ub294 \ud56d\uc0c1 \uace0\ub824\ud574\uc57c \ud560 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud55c \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uc6d0\ub9ac\ub97c \uc18c\uac1c\ud558\uace0, &hellip; <a href=\"https:\/\/atmokpo.com\/w\/28890\/\" 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, \ub2e8\uc704\uadfc\uc758 \ucc98\ub9ac \ubc29\ubc95&#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-28890","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, \ub2e8\uc704\uadfc\uc758 \ucc98\ub9ac \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\/28890\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" 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