{"id":30879,"date":"2024-10-28T06:04:21","date_gmt":"2024-10-28T06:04:21","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30879"},"modified":"2024-11-26T06:47:07","modified_gmt":"2024-11-26T06:47:07","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-%ec%b4%88%ea%b8%b0-%ed%88%ac%ec%9e%90-%ea%b8%88%ec%95%a1-%ec%84%a4%ec%a0%95","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30879\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Zipline \ucd08\uae30 \ud22c\uc790 \uae08\uc561 \uc124\uc815"},"content":{"rendered":"<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uc8fc\uc2dd \ubc0f \uae08\uc735 \uc790\uc0b0\uc744 \uac70\ub798\ud558\ub294 \ub370 \uc788\uc5b4 \uc810\uc810 \ub354 \uc778\uae30\ub97c \uc5bb\uace0 \uc788\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 Python\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. \ud2b9\ud788, Zipline \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud1b5\ud574 \ucd08\uae30 \ud22c\uc790 \uae08\uc561\uc744 \uc124\uc815\ud558\ub294 \ub370 \uc9d1\uc911\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>Zipline \uc18c\uac1c<\/h2>\n<p>Zipline\uc740 Quantopian\uc5d0\uc11c \uac1c\ubc1c\ud55c Python \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. Zipline\uc744 \uc0ac\uc6a9\ud558\uba74 \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\uace0, \ud22c\uc790 \uc804\ub7b5\uc744 \uac80\uc99d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 Zipline\uc744 \ud1b5\ud574 \ucd08\uae30 \ud22c\uc790 \uae08\uc561 \uc124\uc815 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>Zipline \uc124\uce58<\/h3>\n<p>Zipline\uc744 \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 Python \ud658\uacbd\uc5d0 \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \ud604\uc7ac \ubc84\uc804\uc740 Python 3.6 \uc774\uc0c1\uc5d0\uc11c \uc791\ub3d9\ud558\ub294 \uac83\uc73c\ub85c \ud655\uc778\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\u306e\u30b3\u30de\u30f3\u30c9\ub97c \ud1b5\ud574 \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>pip install zipline<\/code><\/pre>\n<h2>\ucd08\uae30 \ud22c\uc790 \uae08\uc561 \uc124\uc815<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \ub54c, \ucd08\uae30 \ud22c\uc790 \uae08\uc561\uc740 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc774 \uae08\uc561\uc740 \uac01 \uac70\ub798\uc5d0\uc11c \uc5bc\ub9c8\ub098 \ub9ce\uc740 \uc790\ubcf8\uc744 \uc0ac\uc6a9\ud560\uc9c0\ub97c \uacb0\uc815\ud558\uba70, \uc804\uccb4 \ud22c\uc790 \uc804\ub7b5\uc758 \uc131\uacfc\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4.<\/p>\n<p>Zipline\uc5d0\uc11c\ub294 \ucd08\uae30 \ud22c\uc790 \uae08\uc561\uc744 \uc124\uc815\ud558\uae30 \uc704\ud55c \uae30\ubcf8\uc801\uc778 \ubc29\ubc95\uc744 \uc81c\uacf5\ud558\uba70, \uc774 \uc124\uc815\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc54c\uace0\ub9ac\uc998\uc758 \uc778\ud48b \ubcc0\uc218\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ucd08\uae30 \uae08\uc561\uc774 \ub108\ubb34 \uc791\uc73c\uba74 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uac70\ub798 \uc218\uac00 \uc81c\ud55c\uc801\uc77c \uc218 \uc788\uace0, \ub108\ubb34 \ud06c\uba74 \ub9ac\uc2a4\ud06c \uad00\ub9ac\uc640 \ubd84\uc0b0 \ud22c\uc790\uac00 \uc5b4\ub824\uc6cc\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>Zipline\uc5d0\uc11c \ucd08\uae30 \ud22c\uc790 \uae08\uc561 \uc124\uc815\ud558\ub294 \ubc29\ubc95<\/h3>\n<p>Zipline\uc5d0\uc11c \ucd08\uae30 \ud22c\uc790 \uae08\uc561\uc740 <strong>run_algorithm<\/strong> \ud568\uc218\uc758 <strong>capital_base<\/strong> \ub9e4\uac1c\ubcc0\uc218\ub97c \ud1b5\ud574 \uc124\uc815\ub429\ub2c8\ub2e4. \uc544\ub798\uc5d0 \ucd08\uae30 \ud22c\uc790 \uae08\uc561\uc744 \uc124\uc815\ud558\ub294 \uc608\uc81c \ucf54\ub4dc\ub97c \ubcf4\uc5ec\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>\nimport zipline\nfrom zipline.api import order, record, symbol\nfrom zipline import run_algorithm\nimport pandas as pd\nfrom datetime import datetime\n\n# \uac70\ub798 \uc54c\uace0\ub9ac\uc998 \uc815\uc758\ndef initialize(context):\n    context.asset = symbol('AAPL')\n    context.capital_base = 10000  # \ucd08\uae30 \ud22c\uc790 \uae08\uc561 \uc124\uc815\n\ndef handle_data(context, data):\n    # \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \ub85c\uc9c1\n    if data.current(context.asset, 'price') &lt; 150:\n        order(context.asset, 10)  # 10\uc8fc \ub9e4\uc218\n    elif data.current(context.asset, 'price') &gt; 200:\n        order(context.asset, -10)  # 10\uc8fc \ub9e4\ub3c4\n\n    # \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uc0c1\ud0dc \uae30\ub85d\n    record(AAPL=data.current(context.asset, 'price'))\n\n# \ubc31\ud14c\uc2a4\ud2b8 \uc218\ud589\nstart = pd.Timestamp('2020-01-01', tz='utc')\nend = pd.Timestamp('2021-01-01', tz='utc')\n\nresult = run_algorithm(start=start, end=end, \n                       initialize=initialize, \n                       capital_base=10000,  # \ucd08\uae30 \ud22c\uc790 \uae08\uc561\n                       handle_data=handle_data,\n                       data_frequency='daily',\n                       bundle='quantopian-quandl')\n<\/code><\/pre>\n<h3>\uc608\uc81c \ucf54\ub4dc \uc124\uba85<\/h3>\n<p>\uc704\uc758 \ucf54\ub4dc\uc5d0\uc11c \uac04\ub2e8\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc815\uc758\ud588\uc2b5\ub2c8\ub2e4. initialize \ud568\uc218\uc5d0\uc11c\ub294 \ub9e4\uc218\ud560 \uc790\uc0b0\uc744 \uc120\ud0dd\ud558\uace0 \ucd08\uae30 \ud22c\uc790 \uae08\uc561\uc744 \uc124\uc815\ud569\ub2c8\ub2e4. handle_data \ud568\uc218\uc5d0\uc11c\ub294 \ud604\uc7ac \uc790\uc0b0 \uac00\uaca9\uc5d0 \ub530\ub77c \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uc8fc\ubb38\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc544\ub798\uc5d0 \uac01 \uc694\uc18c\ub97c \uc880 \ub354 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>initialize(context):<\/strong> \uc774 \ud568\uc218\ub294 Zipline\uc774 \uc54c\uace0\ub9ac\uc998\uc758 \uc124\uc815\uc744 \ucd08\uae30\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc8fc\ub85c \uc54c\uace0\ub9ac\uc998\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc790\uc0b0\uacfc \ubcc0\uc218\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>handle_data(context, data):<\/strong> \uc774 \ud568\uc218\ub294 \ub9e4\uc77c \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc5d0 \ub530\ub77c \uc54c\uace0\ub9ac\uc998\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4. \uc8fc\uc2dd \uac00\uaca9\uc744 \uae30\ubc18\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9bd\ub2c8\ub2e4.<\/li>\n<li><strong>record():<\/strong> \uc774 \ud568\uc218\ub294 \ud2b9\uc815 \ub370\uc774\ud130\ub97c \uae30\ub85d\ud558\uc5ec \uc774\ud6c4 \ubd84\uc11d\uc774\ub098 \uc2dc\uac01\ud654\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>\ud22c\uc790 \uc804\ub7b5 \ubc0f \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h2>\n<p>\ud22c\uc790 \uc804\ub7b5\uc744 \uc138\uc6b8 \ub54c\ub294 \ucd08\uae30 \ud22c\uc790 \uae08\uc561 \uc678\uc5d0\ub3c4 \ub9ac\uc2a4\ud06c \uad00\ub9ac\uac00 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ud22c\uc790 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uac00 \uc5bc\ub9c8\ub098 \uc704\ud5d8\uc5d0 \ub178\ucd9c\ub418\uc5b4 \uc788\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc774\ub7ec\ud55c \ub9ac\uc2a4\ud06c\ub97c \uc5b4\ub5bb\uac8c \uad00\ub9ac\ud560 \uac83\uc778\uc9c0\uc5d0 \ub300\ud55c \uacc4\ud68d\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>\ub9ac\uc2a4\ud06c \uad00\ub9ac \uae30\ubc95<\/h3>\n<ul>\n<li><strong>\ubd84\uc0b0 \ud22c\uc790:<\/strong> \uc790\uc0b0\uc744 \ub2e4\uac01\ud654\ud558\uc5ec \ud2b9\uc815 \uc790\uc0b0\uc758 \uc190\uc2e4\uc774 \uc804\uccb4 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \uc904\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc190\uc808\ub9e4 \uc124\uc815:<\/strong> \ubbf8\ub9ac \uc815\uc758\ub41c \uc190\uc2e4 \ube44\uc728\uc5d0 \ub3c4\ub2ec\ud588\uc744 \uacbd\uc6b0 \uc790\ub3d9\uc73c\ub85c \ub9e4\ub3c4\ud558\uc5ec \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ub808\ubc84\ub9ac\uc9c0 \uc0ac\uc6a9:<\/strong> \uc54c\ub9de\uc740 \ub808\ubc84\ub9ac\uc9c0\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc790\uc0b0\uc758 \ud22c\uc790 \uc218\uc775\ub960\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\uac83\uc740 \uc704\ud5d8\uc744 \uc99d\uac00\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>Zipline\uc744 \ud1b5\ud55c \ubc31\ud14c\uc2a4\ud2b8 \uc218\ud589<\/h3>\n<p>Zipline\uc5d0\uc11c\ub294 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc54c\uace0\ub9ac\uc998\uc758 \uc131\uacfc\ub97c \ud3c9\uac00\ud558\ub294 \ubc31\ud14c\uc2a4\ud2b8 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud22c\uc790 \uc804\ub7b5\uc758 \uc720\ud6a8\uc131\uc744 \ubbf8\ub9ac \uac80\uc99d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd08\uae30 \ud22c\uc790 \uae08\uc561\uc744 \uc124\uc815\ud55c \ud6c4, \ubc31\ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \uc5bc\ub9c8\ub098 \ub9ac\ud134\uc744 \uc5bb\uc744 \uc218 \uc788\ub294\uc9c0\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>\n# \uacb0\uacfc \uc2dc\uac01\ud654\nimport matplotlib.pyplot as plt\n\nplt.figure(figsize=(12, 8))\nplt.plot(result.index, result.portfolio_value)\nplt.title('Portfolio Value Over Time')\nplt.xlabel('Date')\nplt.ylabel('Portfolio Value')\nplt.grid()\nplt.show()\n<\/code><\/pre>\n<h2>\uacb0\ub860<\/h2>\n<p>\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uacfc Zipline\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c\uc5d0\uc11c \ucd08\uae30 \ud22c\uc790 \uae08\uc561 \uc124\uc815\uc758 \uc911\uc694\uc131\uacfc \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ucd08\uae30 \ud22c\uc790 \uae08\uc561\uc740 \ud22c\uc790 \uc131\uacfc\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\uba70, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ud22c\uc790 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \uac83\uc774 \ubc18\ub4dc\uc2dc \ud544\uc694\ud569\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ub354 \ub098\uc544\uac00 \ubcf5\uc7a1\ud55c \uc54c\uace0\ub9ac\uc998\uacfc \ub2e4\uc591\ud55c \ud22c\uc790 \uc804\ub7b5\uc744 \uad6c\ud604\ud574 \ubcfc \uc218 \uc788\uc73c\uba70, Zipline\uc740 \uc774\ub7ec\ud55c \uc791\uc5c5\uc744 \uc704\ud574 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub418\uc5b4\uc904 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ucd94\uac00\uc801\uc73c\ub85c, \ub9ac\uc2a4\ud06c \uad00\ub9ac \uae30\ubc95\uc744 \ud1b5\ud558\uc5ec \ubcf4\ub2e4 \uc548\uc804\ud55c \ud22c\uc790\ub97c \ud560 \uc218 \uc788\uc73c\uba70, \ubc31\ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud55c \uc131\uacfc \uac80\uc99d \ub610\ud55c \uc911\uc694\ud558\ub2e4\ub294 \uc810\uc744 \uae30\uc5b5\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \uc774 \uae00\uc774 \uc5ec\ub7ec\ubd84\uc758 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<footer>\n<p>\u00a9 2023 Python Automated Trading Development<\/p>\n<\/footer>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uc8fc\uc2dd \ubc0f \uae08\uc735 \uc790\uc0b0\uc744 \uac70\ub798\ud558\ub294 \ub370 \uc788\uc5b4 \uc810\uc810 \ub354 \uc778\uae30\ub97c \uc5bb\uace0 \uc788\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 Python\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. \ud2b9\ud788, Zipline \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud1b5\ud574 \ucd08\uae30 \ud22c\uc790 \uae08\uc561\uc744 \uc124\uc815\ud558\ub294 \ub370 \uc9d1\uc911\ud560 \uac83\uc785\ub2c8\ub2e4. Zipline \uc18c\uac1c Zipline\uc740 Quantopian\uc5d0\uc11c \uac1c\ubc1c\ud55c Python \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. Zipline\uc744 \uc0ac\uc6a9\ud558\uba74 \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\uace0, &hellip; <a href=\"https:\/\/atmokpo.com\/w\/30879\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Zipline \ucd08\uae30 \ud22c\uc790 \uae08\uc561 \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-30879","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 \ucd08\uae30 \ud22c\uc790 \uae08\uc561 \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\/30879\/\" \/>\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 \ucd08\uae30 \ud22c\uc790 \uae08\uc561 \uc124\uc815 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uc8fc\uc2dd \ubc0f \uae08\uc735 \uc790\uc0b0\uc744 \uac70\ub798\ud558\ub294 \ub370 \uc788\uc5b4 \uc810\uc810 \ub354 \uc778\uae30\ub97c \uc5bb\uace0 \uc788\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 Python\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. \ud2b9\ud788, Zipline \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud1b5\ud574 \ucd08\uae30 \ud22c\uc790 \uae08\uc561\uc744 \uc124\uc815\ud558\ub294 \ub370 \uc9d1\uc911\ud560 \uac83\uc785\ub2c8\ub2e4. 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