{"id":25177,"date":"2024-10-26T09:52:48","date_gmt":"2024-10-26T09:52:48","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25177"},"modified":"2024-11-26T08:02:37","modified_gmt":"2024-11-26T08:02:37","slug":"%eb%94%a5-%eb%9f%ac%eb%8b%9d%ec%9d%84-%ec%9d%b4%ec%9a%a9%ed%95%9c-%ec%9e%90%ec%97%b0%ec%96%b4-%ec%b2%98%eb%a6%ac-%ec%96%b4%ea%b0%84-%ec%b6%94%ec%b6%9cstemming-%eb%b0%8f-%ed%91%9c%ec%a0%9c%ec%96%b4","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25177\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5b4\uac04 \ucd94\ucd9c(Stemming) \ubc0f \ud45c\uc81c\uc5b4 \ucd94\ucd9c(Lemmatization)"},"content":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559, \uc778\uacf5\uc9c0\ub2a5 \ubc0f \uc5b8\uc5b4\ud559\uc758 \uad50\ucc28\uc810\uc5d0 \uc704\uce58\ud55c \ubd84\uc57c\ub85c, \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ucd5c\uadfc \ub525 \ub7ec\ub2dd(deep learning)\uc758 \ubc1c\uc804\uc73c\ub85c NLP\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc911\uc694\ud55c \uae30\ubc95 \uc911 \ud558\ub098\uc778 \uc5b4\uac04 \ucd94\ucd9c(Stemming)\uacfc \ud45c\uc81c\uc5b4 \ucd94\ucd9c(Lemmatization)\uc5d0 \ub300\ud574 \uae4a\uc774 \ud0d0\uad6c\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \uc911\uc694\uc131<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \ub85c\ubd07, \uc790\ub3d9\ud654\ub41c \uc5b8\uc5b4 \ubc88\uc5ed, \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\ub4e4\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc774 \ub4b7\ubc1b\uce68\ub429\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc815\ubcf4 \uac80\uc0c9(Information Retrieval):<\/strong> \uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ud55c \uac80\uc0c9 \ucffc\ub9ac\uc5d0 \ub300\ud574 \uac00\uc7a5 \uad00\ub828\uc131 \ub192\uc740 \uacb0\uacfc\ub97c \ubc18\ud658\ud558\ub294 \ub370 \uc788\uc5b4 \uc5b4\uac04 \ucd94\ucd9c \ubc0f \ud45c\uc81c\uc5b4 \ucd94\ucd9c\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uac10\uc815 \ubd84\uc11d(Sentiment Analysis):<\/strong> \uc18c\uc15c \ubbf8\ub514\uc5b4\ub098 \uace0\uac1d \ub9ac\ubdf0\uc5d0\uc11c \uac10\uc815\uc744 \ubd84\uc11d\ud558\ub294 \uacfc\uc815\uc5d0\uc11c\ub3c4 \uc5b4\ubbf8\ub098 \ud615\ud0dc\uc18c\ub97c \uc815\uaddc\ud654\ud558\uc5ec \ubd84\uc11d\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc5b8\uc5b4 \ubc88\uc5ed(Language Translation):<\/strong> \uae30\uacc4 \ubc88\uc5ed \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uac01 \uc5b8\uc5b4\uc758 \ud615\ud0dc\uc18c \uaddc\uce59\uc744 \uc774\ud574\ud558\uace0 \ubcc0\ud658\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \uc5b4\uac04 \ucd94\ucd9c(Stemming)<\/h2>\n<p>\uc5b4\uac04 \ucd94\ucd9c\uc740 \ub2e8\uc5b4\uc758 \ud615\ud0dc\ub97c \ubcc0\ud658\ud558\uc5ec \ub2e8\uc5b4\uc758 \uae30\ubcf8 \ud615\ud0dc\ub098 \uc5b4\uac04(root form)\uc73c\ub85c \ucd95\uc18c\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc989, \ub2e8\uc5b4\uc758 \uc811\ubbf8\uc0ac\ub098 \uc811\ub450\uc0ac\ub97c \uc81c\uac70\ud558\uc5ec \ub2e8\uc5b4\uac00 \uac00\uc9c8 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \ubcc0\ud615\uc744 \ud1b5\ud569\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, &#8216;running&#8217;, &#8216;ran&#8217;, &#8216;runner&#8217;\ub294 \ubaa8\ub450 &#8216;run&#8217;\uc73c\ub85c \ubcc0\ud658\ub429\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uc5b4\uac04 \ucd94\ucd9c\uc758 \ud544\uc694\uc131<\/h3>\n<p>\uc5b4\uac04 \ucd94\ucd9c\uc740 \ub370\uc774\ud130\uc758 \ucc28\uc6d0\uc744 \ucd95\uc18c\ud558\uace0, \uc720\uc0ac\ud55c \ub2e8\uc5b4\ub4e4\uc774 \ub3d9\uc77c\ud55c \ud45c\uae30\ub85c \ucc98\ub9ac\ub418\ub3c4\ub85d \ud558\uc5ec \ub370\uc774\ud130 \ubd84\uc11d\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc785\ub2c8\ub2e4. \ud2b9\ud788, \ub300\ub7c9\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \ud575\uc2ec \ub2e8\uc5b4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucd94\ucd9c\ud558\uace0, \uac80\uc0c9\uc758 \uc815\ud655\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.2 \uc5b4\uac04 \ucd94\ucd9c \uc54c\uace0\ub9ac\uc998<\/h3>\n<p>\uc5b4\uac04 \ucd94\ucd9c\uc5d0\ub294 \uc5ec\ub7ec \uac00\uc9c0 \uc54c\uace0\ub9ac\uc998\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ub450 \uac00\uc9c0 \uc54c\uace0\ub9ac\uc998\uc740 \ud3ec\ud130(Stemming Algorithm)\uc640 \ub79c\ucee4\uc2a4\ud130(Lancaster) \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ud3ec\ud130 \uc2a4\ud14c\uba38(Porter Stemmer):<\/strong> 1980\ub144\ub300 \ucd08\uc5d0 \uac1c\ubc1c\ub41c \uc774 \uc54c\uace0\ub9ac\uc998\uc740 \uc601\uc5b4 \ub2e8\uc5b4\uc5d0 \uc801\uc6a9\ub418\uba70, \uaddc\uce59 \uae30\ubc18\uc758 \uac04\ub2e8\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \ucc44\ud0dd\ud569\ub2c8\ub2e4. \uc5b4\ubbf8\ub97c \uc81c\uac70\ud558\ub294 \uc77c\ub828\uc758 \uaddc\uce59\uc5d0 \ub530\ub77c \ub3d9\uc791\ud558\uba70, \uc77c\ubc18\uc801\uc73c\ub85c \ud6a8\uc728\uc801\uc774\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uacb0\uacfc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub79c\ucee4\uc2a4\ud130 \uc2a4\ud14c\uba38(Lancaster Stemmer):<\/strong> \ud3ec\ud130 \uc2a4\ud14c\uba38\ubcf4\ub2e4 \ub354 \uac15\ub825\ud558\uace0, \uc5b4\uac04 \ucd94\ucd9c\uc758 \uc815\ud655\uc131\uc774 \ub192\uc9c0\ub9cc, \ud2b9\uc815 \ub2e8\uc5b4\uc5d0\uc11c \ub354 \ub9ce\uc740 \ubcc0\ud615\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc54c\uace0\ub9ac\uc998\uc740 \ud2b9\uc815 \uc6a9\ub3c4\uc5d0 \uc801\ud569\ud55c \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.3 \ub525 \ub7ec\ub2dd\uacfc \uc5b4\uac04 \ucd94\ucd9c<\/h3>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc5b4\uac04 \ucd94\ucd9c\uacfc \uac19\uc740 \uc804\ud1b5\uc801\uc778 \uae30\ubc95\ub4e4\uc740 \uc774\uc81c\ub294 \ub9ce\uc740 \uacbd\uc6b0 \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\ubc95\uc73c\ub85c \ub300\uccb4\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, RNN, LSTM, Transformers\uc640 \uac19\uc740 \ubaa8\ub378\ub4e4\uc774 \ub4f1\uc7a5\ud568\uc5d0 \ub530\ub77c, \uc624\ud788\ub824 \uae30\uc874\uc758 \uc5b4\uac04 \ucd94\ucd9c \ubc29\uc2dd\ubcf4\ub2e4 \ud14d\uc2a4\ud2b8\uc758 \ubb38\ub9e5\uacfc \uc758\ubbf8\ub97c \ub354 \uc798 \uc774\ud574\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc5b4\uac04 \ucd94\ucd9c\uc740 \ub2e8\uc5b4 \uc758\ubbf8\uc758 \ub9e5\ub77d\uc744 \uace0\ub824\ud558\uc5ec \ub354 \uc815\uad50\ud55c \uacb0\uacfc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0\uc11c \ud788\ub4e0 \ub808\uc774\uc5b4\ub97c \ud1b5\ud574 \uac01 \ub2e8\uc5b4\uc758 \uc5b4\ubbf8\ub098 \uc811\uc0ac\ub4e4\uc744 \ub3d9\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uc5ec \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \uac00\uc838\uc635\ub2c8\ub2e4.<\/p>\n<h2>3. \ud45c\uc81c\uc5b4 \ucd94\ucd9c(Lemmatization)<\/h2>\n<p>\ud45c\uc81c\uc5b4 \ucd94\ucd9c\uc740 \ub2e8\uc5b4\ub97c \uadf8 \uae30\ubcf8 \ud615\ud0dc\uc778 \ud45c\uc81c\uc5b4(lemma)\ub85c \ucd95\uc18c\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc5b4\uac04 \ucd94\ucd9c\uacfc\uc758 \ucc28\uc774\uc810\uc740 \ud45c\uc81c\uc5b4 \ucd94\ucd9c\uc774 \ub2e8\uc5b4\uc758 \ubb38\ub9e5\uc801 \uc758\ubbf8\uc640 \ud488\uc0ac\ub97c \uace0\ub824\ud55c \ud6c4\uc5d0 \ubcc0\ud658\ud55c\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, &#8216;better&#8217;\ub294 \ud45c\uc81c\uc5b4 &#8216;good&#8217;\ub85c, &#8216;running&#8217;\uc740 &#8216;run&#8217;\uc73c\ub85c \ubcc0\ud658\ub429\ub2c8\ub2e4.<\/p>\n<h3>3.1 \ud45c\uc81c\uc5b4 \ucd94\ucd9c\uc758 \ud544\uc694\uc131<\/h3>\n<p>\ud45c\uc81c\uc5b4 \ucd94\ucd9c\uc740 \uc758\ubbf8\uc758 \uc815\ud569\uc131\uc744 \uc720\uc9c0\ud558\uba74\uc11c \ub2e8\uc5b4\uc758 \ubcc0\ud615\uc744 \ud1b5\ud569\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc989, \uc5b4\uac04 \ucd94\ucd9c\ubcf4\ub2e4 \ub354 \uc815\ud655\ud55c \uacb0\uacfc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ud2b9\ud788 \uc18c\uc15c \ubbf8\ub514\uc5b4\ub098 \uc758\uacac \ubd84\uc11d\uacfc \uac19\uc740 \uc138\ubd80\uc801\uc778 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\uc11c \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>3.2 \ud45c\uc81c\uc5b4 \ucd94\ucd9c \uc54c\uace0\ub9ac\uc998<\/h3>\n<p>\ud45c\uc81c\uc5b4 \ucd94\ucd9c\uc5d0\ub294 WordNet\uacfc \uac19\uc740 \uc0ac\uc804\uc744 \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uc5ec\ub7ec \uc54c\uace0\ub9ac\uc998\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>WordNet \uae30\ubc18 \ud45c\uc81c\uc5b4 \ucd94\ucd9c:<\/strong> WordNet \uc0ac\uc804\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc5b4\uc758 \ud488\uc0ac\ub97c \ud655\uc778\ud558\uace0 \uadf8\uc5d0 \ub530\ub978 \ud45c\uc81c\uc5b4\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uc5b8\uc5b4\uc758 \ubb38\ubc95\uc801 \uaddc\uce59\uc744 \uc774\ud574\ud574\uc57c \ud558\ubbc0\ub85c \ub354 \ubcf5\uc7a1\ud55c \ubc29\uc2dd\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.3 \ub525 \ub7ec\ub2dd\uacfc \ud45c\uc81c\uc5b4 \ucd94\ucd9c<\/h3>\n<p>\ub525 \ub7ec\ub2dd \uae30\uc220\uc740 \ud45c\uc81c\uc5b4 \ucd94\ucd9c \uc791\uc5c5\uc5d0\uc11c\ub3c4 \ub354 \uc815\uad50\ud55c \ubaa8\ub378\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Transformer \ubaa8\ub378\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\ub294 \uac01 \ub2e8\uc5b4\uc758 \ub9e5\ub77d\uc744 \uace0\ub824\ud558\uc5ec \ud45c\uc81c\uc5b4\ub97c \ucd94\ucd9c\ud558\uace0, \ub2e4\uc911 \ubb38\uc7a5 \uad6c\uc870\uc5d0\uc11c\ub3c4 \uc790\uc5f0\uc2a4\ub7fd\uac8c \ubcc0\ud658\uc744 \ub3c4\uc640\uc90d\ub2c8\ub2e4. \ud2b9\ud788 BERT\uc640 \uac19\uc740 \ubaa8\ub378\ub4e4\uc740 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\ub85c\uc11c \ub2e8\uc5b4\uc758 \uc758\ubbf8\uc640 \uad00\uacc4\ub97c \ubcf5\uc7a1\ud558\uac8c \uc774\ud574\ud558\uc5ec \uc815\ud655\ud55c \ud45c\uc81c\uc5b4\ub97c \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>4. \uc5b4\uac04 \ucd94\ucd9c\uacfc \ud45c\uc81c\uc5b4 \ucd94\ucd9c\uc758 \ube44\uad50<\/h2>\n<table>\n<thead>\n<tr>\n<th>\ud2b9\uc9d5<\/th>\n<th>\uc5b4\uac04 \ucd94\ucd9c(Stemming)<\/th>\n<th>\ud45c\uc81c\uc5b4 \ucd94\ucd9c(Lemmatization)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\uc815\ud655\uc131<\/td>\n<td>\uadf8\ub2e4\uc9c0 \uc815\ud655\ud558\uc9c0 \uc54a\uc74c<\/td>\n<td>\uc0c1\ub300\uc801\uc73c\ub85c \ub354 \uc815\ud655\ud568<\/td>\n<\/tr>\n<tr>\n<td>\uc18d\ub3c4<\/td>\n<td>\ube60\ub984<\/td>\n<td>\ub290\ub9bc<\/td>\n<\/tr>\n<tr>\n<td>\ubb38\ub9e5 \uace0\ub824<\/td>\n<td>\ubb38\ub9e5\uc744 \uace0\ub824\ud558\uc9c0 \uc54a\uc74c<\/td>\n<td>\ubb38\ub9e5\uc744 \uace0\ub824\ud568<\/td>\n<\/tr>\n<tr>\n<td>\uc5b8\uc5b4\uc758 \ub2e4\uc591\uc131<\/td>\n<td>\ud2b9\uc815 \uc5b8\uc5b4\uc5d0 \uc81c\uc57d<\/td>\n<td>\ub2e4\uc591\ud55c \uc5b8\uc5b4\uc5d0 \uc801\uc6a9 \uac00\ub2a5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>5. \uacb0\ub860<\/h2>\n<p>\uc5b4\uac04 \ucd94\ucd9c\uacfc \ud45c\uc81c\uc5b4 \ucd94\ucd9c\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ubcf8\uc801\uc778 \uae30\ubc95\uc73c\ub85c, \uac01\uac01\uc758 \uc7a5\ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc758 \ubc1c\ub2ec\ub85c \uc778\ud574 \uc774\ub7ec\ud55c \uc804\ud1b5\uc801\uc778 \uae30\ubc95\ub4e4\uc774 \ubcf4\uc644\ub418\uace0 \uc788\uc73c\uba70, \ubcf4\ub2e4 \uc815\uad50\ud55c \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud560 \uc218 \uc788\ub294 \ud658\uacbd\uc774 \ub9c8\ub828\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \uc804\ud1b5\uc801\uc778 \uae30\ubc95\uacfc \ud604\ub300\uc758 \ub525 \ub7ec\ub2dd \uae30\uc220\uc774 \uc11c\ub85c \uacb0\ud569\ud558\uc5ec \ub354\uc6b1 \ubc1c\uc804\ud560 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc5b8\uc5b4\uc640 \ubb38\ud654\uc5d0 \uac78\uccd0 \uc9c4\ud654\ud558\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc138\uacc4\uc5d0\uc11c \uc0c8\ub85c\uc6b4 \uae30\ubc95\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uc801\uc6a9\ub420\uc9c0 \uae30\ub300\ud558\ub294 \ubc14\uc785\ub2c8\ub2e4.<\/p>\n<footer>\n<p>\ubcf8 \uae00\uc774 \ub525 \ub7ec\ub2dd\uacfc 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