{"id":39645,"date":"2024-11-02T06:50:42","date_gmt":"2024-11-02T06:50:42","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39645"},"modified":"2024-11-26T06:41:10","modified_gmt":"2024-11-26T06:41:10","slug":"%ec%b6%94%ec%b2%9c-%ec%8b%9c%ec%8a%a4%ed%85%9c-%eb%b0%8f-%ec%82%ac%ec%9a%a9%ec%9e%90-%ed%96%89%eb%8f%99-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b-yelp-open-dataset-%ec%82%ac%ec%9a%a9%ec%9e%90-%eb%a6%ac","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39645\/","title":{"rendered":"\ucd94\ucc9c \uc2dc\uc2a4\ud15c \ubc0f \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub370\uc774\ud130\uc14b, Yelp Open Dataset  \uc0ac\uc6a9\uc790 \ub9ac\ubdf0 \ubc0f \ud3c9\uc810 \ub370\uc774\ud130"},"content":{"rendered":"<p><body><\/p>\n<article>\n<header>\n<\/header>\n<section>\n<h2>1. \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc758 \uac1c\uc694<\/h2>\n<p>\ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ub9de\ucda4\ud615 \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub41c \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc624\ub298\ub0a0\uc758 \ub2e4\uc591\ud55c \uc6f9\uc11c\ube44\uc2a4, \uc608\ub97c \ub4e4\uc5b4 \uc601\ud654 \ucd94\ucc9c, \uc1fc\ud551\ubab0 \uc81c\ud488 \ucd94\ucc9c, \uc74c\uc545 \ucd94\ucc9c \ub4f1\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790\uac00 \uc120\ud638\ud560 \ub9cc\ud55c \ucf58\ud150\uce20\ub97c \uc608\uce21\ud558\uc5ec, \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0, \ucc38\uc5ec\ub3c4\ub97c \ub192\uc774\ub294 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<p>\ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc740 \ud06c\uac8c \ub450 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4: \ucf58\ud150\uce20 \uae30\ubc18 \ud544\ud130\ub9c1(Content-Based Filtering)\uacfc \ud611\uc5c5 \ud544\ud130\ub9c1(Collaborative Filtering). \ucf58\ud150\uce20 \uae30\ubc18 \ud544\ud130\ub9c1\uc740 \uc0ac\uc6a9\uc790\uac00 \uc774\uc804\uc5d0 \uc120\ud638\ud588\ub358 \uc544\uc774\ud15c\uacfc \uc720\uc0ac\ud55c \uc544\uc774\ud15c\uc744 \ucd94\ucc9c\ud558\uba70, \ud611\uc5c5 \ud544\ud130\ub9c1\uc740 \uc0ac\uc6a9\uc790 \uc0ac\ud68c\uc5d0\uc11c\uc758 \ud589\ub3d9\uc744 \uae30\ubc18\uc73c\ub85c \ucd94\ucc9c\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>2. \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub370\uc774\ud130\uc14b\uc758 \uc911\uc694\uc131<\/h2>\n<p>\ucd94\ucc9c \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \uc788\uc5b4 \uc911\uc694\ud55c \uc694\uc18c \uc911 \ud558\ub098\ub294 \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub370\uc774\ud130\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub294 \uc0ac\uc6a9\uc790\uc758 \uae30\ud638, \uc120\ud638\ub3c4 \ubc0f \ud589\ub3d9 \ud328\ud134\uc744 \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc2e4\uc9c8\uc801\uc778 \ub370\uc774\ud130\ub294 \ubaa8\ub378 \ud6c8\ub828 \ubc0f \uc131\ub2a5 \ud3c9\uac00\uc5d0 \ud544\uc218\uc801\uc774\uba70, \uc815\ud655\ud55c \uc608\uce21\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc815\ubcf4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc0ac\uc6a9\uc790\uc758 \uc544\uc774\ud15c \ud0d0\uc0c9 \uae30\ub85d<\/li>\n<li>\uc544\uc774\ud15c\uc5d0 \ub300\ud55c \ud3c9\uc810 \ubc0f \ub9ac\ubdf0<\/li>\n<li>\uc0ac\uc6a9\uc790 \ud504\ub85c\ud544 \uc815\ubcf4<\/li>\n<li>\uc544\uc774\ud15c\uc758 \uba54\ud0c0\ub370\uc774\ud130 (\uce74\ud14c\uace0\ub9ac, \uac00\uaca9 \ub4f1)<\/li>\n<\/ul>\n<\/section>\n<section>\n<h2>3. Yelp Open Dataset: \uac1c\uc694<\/h2>\n<p>Yelp Open Dataset\uc740 Yelp\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ub370\uc774\ud130\uc14b\uc73c\ub85c, \ube44\uc988\ub2c8\uc2a4 \uc815\ubcf4, \uc0ac\uc6a9\uc790 \ub9ac\ubdf0, \ud3c9\uc810 \ubc0f \ub2e4\uc591\ud55c \uba54\ud0c0\ub370\uc774\ud130\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \uc8fc\ub85c \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uc5f0\uad6c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uae30\uacc4 \ud559\uc2b5 \ubc0f \ub370\uc774\ud130 \ubd84\uc11d \uad50\uc721 \ubaa9\uc801\uc73c\ub85c \ud65c\uc6a9\ub429\ub2c8\ub2e4. Yelp Open Dataset\uc740 \ub370\uc774\ud130 \uacfc\ud559, \uae30\uacc4 \ud559\uc2b5 \ubc0f \uc778\uacf5\uc9c0\ub2a5 \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc790\uc6d0\uc73c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Yelp Open Dataset\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc0ac\uc6a9\uc790 \ub9ac\ubdf0:<\/strong> \uac01 \uc0ac\uc6a9\uc790\uac00 \uc791\uc131\ud55c \ub9ac\ubdf0\uc640 \uadf8\uc5d0 \ub300\ud55c \ud3c9\uc810 \uc815\ubcf4\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc988\ub2c8\uc2a4 \uc815\ubcf4:<\/strong> \ub9ac\ubdf0\uac00 \uc791\uc131\ub41c \ube44\uc988\ub2c8\uc2a4\uc758 \uc774\ub984, \uc704\uce58, \uce74\ud14c\uace0\ub9ac \ub4f1\uc758 \uc815\ubcf4\ub3c4 \ud568\uaed8 \uc81c\uacf5\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc720\uc800 \ud504\ub85c\ud544:<\/strong> \uc0ac\uc6a9\uc790\uc758 \uc815\ubcf4 (\uac00\uc785 \uc5f0\ub3c4, \ub9ac\ubdf0 \uc218 \ub4f1)\ub3c4 \ud3ec\ud568\ub418\uc5b4 \uc788\uc5b4 \ub354 \uae4a\uc774 \uc788\ub294 \ubd84\uc11d\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n<section>\n<h2>4. Yelp Open Dataset\uc758 \uad6c\uc870<\/h2>\n<p>Yelp Open Dataset\uc740 JSON \ud615\uc2dd\uc73c\ub85c \uc81c\uacf5\ub418\uba70, \uc8fc\uc694 \ud30c\uc77c\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>business.json:<\/strong> \ube44\uc988\ub2c8\uc2a4 \uc815\ubcf4\uac00 \ud3ec\ud568\ub41c \ud30c\uc77c\ub85c, \uac01 \ube44\uc988\ub2c8\uc2a4\ub97c \uace0\uc720\ud558\uac8c \uc2dd\ubcc4\ud558\ub294 ID\uc640 \uc774\ub984, \uc704\uce58 \ubc0f \uce74\ud14c\uace0\ub9ac \ub4f1\uc758 \uc815\ubcf4\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>review.json:<\/strong> \uc0ac\uc6a9\uc790 \ub9ac\ubdf0\ub85c, \uac01 \ub9ac\ubdf0\ub294 \uc791\uc131\uc790\uc758 ID, \ube44\uc988\ub2c8\uc2a4 ID, \ud3c9\uc810, \ub9ac\ubdf0 \ub0b4\uc6a9 \ubc0f \uc791\uc131 \ub0a0\uc9dc \ub4f1\uc758 \uc815\ubcf4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>user.json:<\/strong> \uc0ac\uc6a9\uc790 \uc815\ubcf4\ub97c \ud3ec\ud568\ud558\ub294 \ud30c\uc77c\ub85c, \uac01 \uc0ac\uc6a9\uc790\uc5d0 \ub300\ud55c \uae30\ubcf8\uc801\uc778 \ud1b5\uacc4(\ub9ac\ubdf0 \uc218, \ud3c9\uade0 \ud3c9\uc810 \ub4f1) \uc815\ubcf4\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>tip.json:<\/strong> \uc0ac\uc6a9\uc790\ub4e4\uc774 \ub0a8\uae34 \uac04\ub2e8\ud55c \ud301 \uc815\ubcf4\ub85c, \ube44\uc988\ub2c8\uc2a4\uc5d0 \ub300\ud55c \ucd94\uac00\uc801\uc778 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>checkin.json:<\/strong> \uc0ac\uc6a9\uc790\uac00 \uccb4\ud06c\uc778\ud55c \ub0b4\uc5ed\uc73c\ub85c, \uc2dc\uac04\uacfc \uc7a5\uc18c\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n<section>\n<h2>5. Yelp Open Dataset \ud65c\uc6a9 \uc0ac\ub840<\/h2>\n<p>Yelp Open Dataset\uc740 \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uac1c\ubc1c \uc678\uc5d0\ub3c4 \ub2e4\uc591\ud55c \uc5f0\uad6c\uc5d0 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n<ul>\n<li><strong>\uc790\uc5f0\uc5b4 \ucc98\ub9ac:<\/strong> \ub9ac\ubdf0 \ub370\uc774\ud130\ub294 \uac10\uc131 \ubd84\uc11d \ubc0f \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uc5f0\uad6c\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc2dc\uac01\ud654:<\/strong> \ube44\uc988\ub2c8\uc2a4 \ubd84\ud3ec \ubc0f \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ud328\ud134\uc744 \ubd84\uc11d\ud558\uc5ec \ud765\ubbf8\ub85c\uc6b4 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uad50\uc721 \ubaa9\uc801\uc73c\ub85c:<\/strong> \ub370\uc774\ud130 \uacfc\ud559 \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uc218\uc5c5\uc5d0\uc11c \uc2e4\uc81c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n<section>\n<h2>6. \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc \ubc29\ubc95<\/h2>\n<p>Yelp Open Dataset\uc740 \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc14b\uc740 <a href=\"https:\/\/www.yelp.com\/dataset\" target=\"_blank\" rel=\"noopener\">Yelp Open Dataset<\/a> \ud398\uc774\uc9c0\ub97c \ud1b5\ud574 \uc81c\uacf5\ub418\uba70, \uc0ac\uc6a9\uc790\ub294 \uc6d0\ud558\ub294 \ud30c\uc77c\uc744 \uc120\ud0dd\ud558\uc5ec CSV \ub610\ub294 JSON \ud615\uc2dd\uc73c\ub85c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc6b4\ub85c\ub4dc \ud6c4, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ub370\uc774\ud130 \ubd84\uc11d, \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ud14c\uc2a4\ud2b8\ub97c \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n<section>\n<h2>7. \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc744 \uc704\ud55c \uc6cc\ud06c\ud50c\ub85c\uc6b0<\/h2>\n<p>Yelp Open Dataset\uc744 \ud65c\uc6a9\ud55c \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc758 \uc77c\ubc18\uc801\uc778 \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> Yelp Open Dataset\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \ud544\uc694\ud55c \ud30c\uc77c\uc744 \uc900\ube44\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc804\ucc98\ub9ac:<\/strong> \uacb0\uce21\uce58 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70 \ubc0f \ud544\uc694\uc5c6\ub294 \ub370\uc774\ud130\uc758 \uc815\ub9ac\ub97c \uc9c4\ud589\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \ud488\uc9c8\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1:<\/strong> \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc5d0 \uc720\uc6a9\ud55c \uc0c8\ub85c\uc6b4 \ud53c\ucc98\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0ac\uc6a9\uc790\uc758 \ud3c9\uade0 \ud3c9\uc810, \ub9ac\ubdf0 \uc218 \ub4f1\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \uc120\ud0dd:<\/strong> \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc5d0 \uc801\ud569\ud55c \uc54c\uace0\ub9ac\uc998(\uc608: \ud611\uc5c5 \ud544\ud130\ub9c1, \ucf58\ud150\uce20 \uae30\ubc18 \ucd94\ucc9c \ub4f1)\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud6c8\ub828:<\/strong> \uc120\ud0dd\ud55c \ubaa8\ub378\uc744 \ub370\uc774\ud130\uc5d0 \ud6c8\ub828\uc2dc\ud0b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815\ub3c4 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud3c9\uac00:<\/strong> \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c RMSE, MAE \ub4f1\uc758 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ubc30\ud3ec:<\/strong> \ucd5c\uc885 \ubaa8\ub378\uc744 \uc11c\ube44\uc2a4\uc5d0 \ubc30\ud3ec\ud558\uc5ec \uc2e4\uc81c \uc0ac\uc6a9\uc790\uc5d0\uac8c \ucd94\ucc9c \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<\/section>\n<section>\n<h2>8. \uacb0\ub860<\/h2>\n<p>\ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uc911\uc694\ud55c \uae30\uc220\uc774\uba70, Yelp Open Dataset\uc740 \uc774 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \uc788\uc5b4 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc0ac\uc6a9\uc790 \ub9ac\ubdf0\uc640 \ube44\uc988\ub2c8\uc2a4 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud568\uc73c\ub85c\uc368, \ub354\uc6b1 \uc815\uad50\ud558\uace0 \uac1c\uc778\ud654\ub41c \ucd94\ucc9c\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uacfc\ud559\uc790\uc640 \uc5f0\uad6c\uc790\ub4e4\uc740 \uc774 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc758 \ud6a8\uc728\uc131\uc744 \uc99d\ub300\uc2dc\ud0a4\uace0, \uc0c8\ub85c\uc6b4 \uc778\uc0ac\uc774\ud2b8\ub97c \ubc1c\uad74\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n<footer>\n<p>\uc774 \uae00\uc740 \ucd94\ucc9c \uc2dc\uc2a4\ud15c \ubc0f \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801 \uc774\ud574\ub97c \ub3d5\uae30 \uc704\ud55c \uc548\ub0b4\uc11c\uc785\ub2c8\ub2e4. \ub610\ud55c, Yelp Open Dataset\uc758 \ud65c\uc6a9 \uac00\ub2a5\uc131\uc5d0 \ub300\ud55c \ud655\uc7a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ud798\uc744 \ud1b5\ud574 \ub354\uc6b1 \ud5a5\uc0c1\ub41c \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ucc3d\ucd9c\ud574 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