{"id":30871,"date":"2024-10-28T06:04:19","date_gmt":"2024-10-28T06:04:19","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30871"},"modified":"2024-11-26T06:47:09","modified_gmt":"2024-11-26T06:47:09","slug":"%ed%8c%8c%ec%9d%b4%ec%8d%ac-%ec%9e%90%eb%8f%99%eb%a7%a4%eb%a7%a4-%ea%b0%9c%eb%b0%9c-zipline-%ea%b1%b0%eb%9e%98-%ec%88%98%ec%88%98%eb%a3%8c-%ec%84%a4%ec%a0%95","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30871\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Zipline \uac70\ub798 \uc218\uc218\ub8cc \uc124\uc815"},"content":{"rendered":"<p><body><\/p>\n<p>\uc790\ub3d9\ub9e4\ub9e4(Algorithmic Trading) \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uba74\uc11c \uac70\ub798 \uc218\uc218\ub8cc\ub97c \uace0\ub824\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\ub4e4\uc774 \uc218\uc218\ub8cc\ub97c \uac04\uacfc\ud558\uace4 \ud558\uc9c0\ub9cc, \uc218\uc218\ub8cc\ub294 \uc2e4\uc81c \uc774\uc775\ub960\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Zipline\uc740 \ud30c\uc774\uc36c\uc73c\ub85c \uc791\uc131\ub41c \uc624\ud508 \uc18c\uc2a4 \uc54c\uace0\ub9ac\uc998 \uac70\ub798 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uc774\ub7ec\ud55c \uac70\ub798 \uc218\uc218\ub8cc\ub97c \uc27d\uac8c \uc124\uc815\ud558\uace0 \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h2>Zipline \uac1c\uc694<\/h2>\n<p>Zipline\uc740 Quantopian\uc5d0\uc11c \uac1c\ubc1c\ud55c \ubc31\ud14c\uc2a4\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \uc8fc\ub85c \uc8fc\uc2dd\uacfc \uc120\ubb3c \uc2dc\uc7a5\uc744 \ub300\uc0c1\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. Zipline\uc744 \uc774\uc6a9\ud558\uba74 \ub2e4\uc591\ud55c \uc804\ub7b5\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc73c\uba70, \uac70\ub798 \ube44\uc6a9\uc744 \ud3ec\ud568\ud55c \uc2dc\ubbac\ub808\uc774\uc158\uc744 \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>Zipline \uc124\uce58\ud558\uae30<\/h3>\n<p>Zipline\uc744 \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ub2e4\uc74c\uacfc \uac19\uc774 \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n<pre><code>pip install zipline<\/code><\/pre>\n<h2>\uac70\ub798 \ube44\uc6a9\uc758 \uc911\uc694\uc131<\/h2>\n<p>\uac70\ub798 \ube44\uc6a9\uc740 \uc5ec\ub7ec \uc694\uc18c\ub85c \uad6c\uc131\ub418\uba70, \ub300\ud45c\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc2a4\ud504\ub808\ub4dc(Spread):<\/strong> \ub9e4\uc218\uc640 \ub9e4\ub3c4 \uac00\uaca9 \uac04\uc758 \ucc28\uc774\ub85c, \uc774 \ucc28\uc774\uac00 \ud074\uc218\ub85d \uac70\ub798 \ube44\uc6a9\uc774 \uc99d\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc218\uc218\ub8cc(Commission):<\/strong> \uac70\ub798\ub2f9 \ubc1c\uc0dd\ud558\ub294 \uc77c\uc815 \ube44\uc6a9\uc73c\ub85c, \uac01 \uac70\ub798\ub9c8\ub2e4 \ubd80\uacfc\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc138\uae08(Tax):<\/strong> \uac70\ub798 \uc2dc \ubc1c\uc0dd\ud558\ub294 \uc138\uae08\uc73c\ub85c, \uac01 \uad6d\uac00\uc758 \uc138\ubc95\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc774\ub7ec\ud55c \ube44\uc6a9\ub4e4\uc740 \uac70\ub798 \uc804\ub7b5\uc758 \uc131\uacfc\uc5d0 \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc73c\ubbc0\ub85c, \uc804\ub7b5 \uc124\uacc4 \uc2dc \ubc18\ub4dc\uc2dc \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h2>Zipline\uc5d0\uc11c \uac70\ub798 \uc218\uc218\ub8cc \uc124\uc815\ud558\uae30<\/h2>\n<p>Zipline\uc5d0\uc11c\ub294 <code>set_commission()<\/code> \ud568\uc218\ub97c \uc774\uc6a9\ud574 \uac70\ub798 \uc218\uc218\ub8cc\ub97c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 Zipline \ucd08\uae30\ud654 \ucf54\ub4dc\uc5d0\uc11c \uc218\uc218\ub8cc\ub97c \uc124\uc815\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>from zipline.api import set_commission, commission\n\ndef initialize(context):\n    # \uc218\uc218\ub8cc\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.\n    set_commission(commission.PerShare(cost=0.01, min_trade_cost=0.0))\n<\/code><\/pre>\n<p>\uc774 \ucf54\ub4dc\uc5d0\uc11c <code>PerShare<\/code> \ud074\ub798\uc2a4\ub294 \ud2b9\uc815 \uc8fc\uc2dd\uc5d0 \ub300\ud574 \uc8fc\ub2f9 \uc218\uc218\ub8cc\ub97c \uc124\uc815\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc11c <code>cost=0.01<\/code>\uc740 \ub9e4 \uac70\ub798\ub9c8\ub2e4 \uc8fc\uc2dd 1\uc8fc\ub2f9 0.01 \ub2ec\ub7ec\uc758 \uc218\uc218\ub8cc\uac00 \ubc1c\uc0dd\ud568\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uac70\ub798 \uc218\uc218\ub8cc \uc885\ub958<\/h3>\n<p>Zipline\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uc218\uc218\ub8cc \uad6c\uc870\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uac00\uc7a5 \uc77c\ubc18\uc801\uc778 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>PerShare:<\/strong> \uc8fc\uc2dd 1\uc8fc\ub2f9 \uc18c\uc815\uc758 \uc218\uc218\ub8cc\ub97c \uc124\uc815. <code>cost<\/code>\ub294 \uc8fc\ub2f9 \uc218\uc218\ub8cc, <code>min_trade_cost<\/code>\ub294 \uac70\ub798\ub2f9 \ucd5c\uc18c \uc218\uc218\ub8cc\ub97c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>Fixed:<\/strong> \uac70\ub798\ub2f9 \uc77c\uc815 \uae08\uc561\uc758 \uc218\uc218\ub8cc\ub97c \uc124\uc815. <code>cost<\/code>\ub85c \uac70\ub798\ub2f9 \uc218\uc218\ub8cc\ub97c \uc815\uc758\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>\uc608\uc81c: Zipline \uc804\ub7b5\uc5d0\uc11c \uc218\uc218\ub8cc \ud3ec\ud568\ud558\uae30<\/h2>\n<p>\ub2e4\uc74c \uc608\uc81c\uc5d0\uc11c\ub294 Zipline\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\uace0, \uac70\ub798 \uc218\uc218\ub8cc\ub97c \ud3ec\ud568\ud55c \uc2dc\ubbac\ub808\uc774\uc158\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>from zipline import run_algorithm\nfrom zipline.api import order, record, symbol\nimport pandas as pd\nfrom datetime import datetime\n\ndef initialize(context):\n    set_commission(commission.PerShare(cost=0.01, min_trade_cost=0.0))\n\ndef handle_data(context, data):\n    # \ud2b9\uc815 \uc870\uac74\uc5d0\uc11c \ub9e4\uc218\/\ub9e4\ub3c4\n    if data.current(symbol('AAPL'), 'price') &lt; 150:\n        order(symbol('AAPL'), 10)  # AAPL 10\uc8fc \ub9e4\uc218\n    elif data.current(symbol('AAPL'), 'price') &gt; 160:\n        order(symbol('AAPL'), -10)  # AAPL 10\uc8fc \ub9e4\ub3c4\n    record(AAPL=data.current(symbol('AAPL'), 'price'))\n\nstart = datetime(2020, 1, 1)\nend = datetime(2020, 12, 31)\n\n# \ub370\uc774\ud130 \ub2e4\uc6b4\ub85c\ub4dc \ubc0f \uc54c\uace0\ub9ac\uc998 \uc2e4\ud589\nrun_algorithm(start=start, end=end, initialize=initialize, handle_data=handle_data, capital_base=10000)\n<\/code><\/pre>\n<h3>\uc608\uc81c \uc124\uba85<\/h3>\n<p>\uc704 \ucf54\ub4dc\ub294 2020\ub144 1\uc6d4 1\uc77c\ubd80\ud130 12\uc6d4 31\uc77c\uae4c\uc9c0 AAPL \uc8fc\uc2dd\uc758 \uac00\uaca9\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uc5ec, \uac00\uaca9\uc774 150 \ub2ec\ub7ec \uc774\ud558\uc77c \uacbd\uc6b0 10\uc8fc\ub97c \ub9e4\uc218\ud558\uace0, 160 \ub2ec\ub7ec\ub97c \ucd08\uacfc\ud560 \uacbd\uc6b0 10\uc8fc\ub97c \ub9e4\ub3c4\ud558\ub294 \uac04\ub2e8\ud55c \uc804\ub7b5\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4. \uc218\uc218\ub8cc\ub294 \uc8fc\ub2f9 0.01 \ub2ec\ub7ec\ub85c \uc124\uc815\ub418\uc5b4 \uc788\uc5b4, \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2dc\ub9c8\ub2e4 \ud574\ub2f9 \uc218\uc218\ub8cc\uac00 \uc801\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h2>\uacb0\uacfc \ubd84\uc11d<\/h2>\n<p>\uac70\ub798 \uc804\ub7b5\uc744 \uc2e4\ud589\ud55c \ud6c4, <code>record()<\/code> \ud568\uc218\ub97c \ud1b5\ud574 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uae30\ub85d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ud6c4 \uc774 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc131\uacfc\ub97c \uac80\ud1a0\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. Zipline\uc758 \uc2dc\ubbac\ub808\uc774\ud130\ub294 \uac70\ub798 \uc218\uc218\ub8cc\ub97c \ud3ec\ud568\ud558\uc5ec \uc131\uacfc \ubd84\uc11d\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc2dc\ubbac\ub808\uc774\uc158 \uacb0\uacfc \ud655\uc778<\/h3>\n<pre><code>import matplotlib.pyplot as plt\n\nresults = run_algorithm(...)\n\n# \uc131\uacfc \uadf8\ub798\ud504 \ucd9c\ub825\nplt.plot(results.index, results.portfolio_value)\nplt.title('Portfolio Value Over Time')\nplt.xlabel('Date')\nplt.ylabel('Portfolio Value')\nplt.show()\n<\/code><\/pre>\n<h2>\ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \uac70\ub798 \uc218\uc218\ub8cc<\/h2>\n<p>\uc2dc\uc7a5\uc744 \ubd84\uc11d\ud558\ub2e4 \ubcf4\uba74, \ub2e4\uc591\ud55c \uc804\ub7b5\uc774 \ud544\uc694\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub54c\ub9c8\ub2e4 \uc218\uc218\ub8cc\ub3c4 \uc801\uc808\ud558\uac8c \ucee4\uc2a4\ud130\ub9c8\uc774\uc988\ud574\uc57c \ud569\ub2c8\ub2e4. Zipline\uc740 \uace0\uac1d \ub9de\ucda4\ud615 \uc218\uc218\ub8cc \uad6c\uc870\ub97c \uc9c0\uc6d0\ud558\uc5ec, \uac01 \uc804\ub7b5\uc5d0 \ucd5c\uc801\ud654\ub41c \uc218\uc218\ub8cc\ub97c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uc608\uc81c: \uc678\ubd80 \ud30c\ub77c\ubbf8\ud130\ub85c \uac70\ub798 \uc218\uc218\ub8cc \uc124\uc815\ud558\uae30<\/h3>\n<pre><code>def initialize(context):\n    # \uc218\uc218\ub8cc\ub97c \uc678\ubd80 \ud30c\ub77c\ubbf8\ud130\ub85c \uc124\uc815\n    cost_per_share = context.cost_per_share\n    set_commission(commission.PerShare(cost=cost_per_share, min_trade_cost=0.0))\n\ndef run_my_algorithm(cost_per_share=0.01):\n    run_algorithm(start=start, end=end, initialize=initialize, handle_data=handle_data, capital_base=10000,\n                  cost_per_share=cost_per_share)\n<\/code><\/pre>\n<h2>\uacb0\ub860<\/h2>\n<p>Zipline\uc744 \uc0ac\uc6a9\ud558\uba74 \ud30c\uc774\uc36c\uc73c\ub85c \ud6a8\uc728\uc801\uc73c\ub85c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc73c\uba70, \uac70\ub798 \uc218\uc218\ub8cc\ub97c \uc27d\uace0 \uc720\uc5f0\ud558\uac8c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac70\ub798 \uc218\uc218\ub8cc\ub294 \uc804\ub7b5\uc758 \uc131\uacfc\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\uae30 \ub54c\ubb38\uc5d0, \uc2e0\uc911\ud558\uac8c \uc124\uacc4\ud558\uace0 \uad00\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \ubcf8 \uc790\ub8cc\uc5d0\uc11c \uc81c\uc2dc\ud55c \uc608\uc81c\ub97c \ud1b5\ud574 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \uac1c\ubc1c\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<p>\ucd94\uac00\uc801\uc73c\ub85c Zipline\uc758 \ub2e4\uc591\ud55c \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \uc2e4\ud5d8\uc744 \ud574\ubcf4\uace0, \ub098\ub9cc\uc758 \uac70\ub798 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud574\ubcf4\uc138\uc694. \uc790\ub3d9\ub9e4\ub9e4\ub294 \ub2e8\uc21c\ud55c \ucf54\ub4dc \uc791\uc131 \uc774\uc0c1\uc758 \uac83\uc774\uba70, \uc2dc\uc7a5\uc5d0 \ub300\ud55c \uae4a\uc740 \uc774\ud574\uc640 \uc801\uc808\ud55c \uc804\ub7b5\uc801 \uc811\uadfc\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4.<\/p>\n<h2>\ucc38\uace0 \uc790\ub8cc<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.zipline.io\/\">Zipline \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n<li><a href=\"https:\/\/quantopian.com\/\">Quantopian<\/a><\/li>\n<li><a href=\"https:\/\/www.quantstart.com\/\">QuantStart<\/a><\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\ub3d9\ub9e4\ub9e4(Algorithmic Trading) \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uba74\uc11c \uac70\ub798 \uc218\uc218\ub8cc\ub97c \uace0\ub824\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\ub4e4\uc774 \uc218\uc218\ub8cc\ub97c \uac04\uacfc\ud558\uace4 \ud558\uc9c0\ub9cc, \uc218\uc218\ub8cc\ub294 \uc2e4\uc81c \uc774\uc775\ub960\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Zipline\uc740 \ud30c\uc774\uc36c\uc73c\ub85c \uc791\uc131\ub41c \uc624\ud508 \uc18c\uc2a4 \uc54c\uace0\ub9ac\uc998 \uac70\ub798 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uc774\ub7ec\ud55c \uac70\ub798 \uc218\uc218\ub8cc\ub97c \uc27d\uac8c \uc124\uc815\ud558\uace0 \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. Zipline \uac1c\uc694 Zipline\uc740 Quantopian\uc5d0\uc11c \uac1c\ubc1c\ud55c \ubc31\ud14c\uc2a4\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \uc8fc\ub85c \uc8fc\uc2dd\uacfc \uc120\ubb3c \uc2dc\uc7a5\uc744 \ub300\uc0c1\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. Zipline\uc744 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/30871\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Zipline \uac70\ub798 \uc218\uc218\ub8cc \uc124\uc815&#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":[37],"tags":[],"class_list":["post-30871","post","type-post","status-publish","format-standard","hentry","category-37"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Zipline \uac70\ub798 \uc218\uc218\ub8cc \uc124\uc815 - \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\/30871\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Zipline \uac70\ub798 \uc218\uc218\ub8cc \uc124\uc815 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\ub3d9\ub9e4\ub9e4(Algorithmic Trading) \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uba74\uc11c \uac70\ub798 \uc218\uc218\ub8cc\ub97c \uace0\ub824\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\ub4e4\uc774 \uc218\uc218\ub8cc\ub97c \uac04\uacfc\ud558\uace4 \ud558\uc9c0\ub9cc, \uc218\uc218\ub8cc\ub294 \uc2e4\uc81c \uc774\uc775\ub960\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. 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