\ub2e4\uc591\ud55c \uc131\ub2a5 \uba54\ud2b8\ub9ad\uc744 \uc218\uc9d1\ud558\uace0 \ubd84\uc11d<\/li>\n<\/ul>\n\uc774\ub3d9\ud3c9\uade0\uc120 \uc804\ub7b5 \uac1c\uc694<\/h2>\n
\n \uc774\ub3d9\ud3c9\uade0\uc120\uc740 \uc8fc\uc2dd\uc758 \uac00\uaca9\uc774 \ud2b9\uc815 \uae30\uac04 \ub3d9\uc548 \uc5b4\ub5a4 \uacbd\ud5a5\uc744 \ubcf4\uc774\ub294\uc9c0\ub97c \ub098\ud0c0\ub0b4\ub294 \uc9c0\ud45c\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \ub450 \uac1c\uc758 \uc774\ub3d9\ud3c9\uade0\uc120(\uc9e7\uc740 \uae30\uac04, \uae34 \uae30\uac04)\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.\n <\/p>\n
\n – \ub9e4\uc218 \uc2e0\ud638\ub294 \uc9e7\uc740 \uc774\ub3d9\ud3c9\uade0\uc120\uc774 \uae34 \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uc0c1\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ubc1c\uc0dd\ud569\ub2c8\ub2e4.\n <\/p>\n
\n – \ub9e4\ub3c4 \uc2e0\ud638\ub294 \uc9e7\uc740 \uc774\ub3d9\ud3c9\uade0\uc120\uc774 \uae34 \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \ud558\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ubc1c\uc0dd\ud569\ub2c8\ub2e4.\n <\/p>\n
\ud658\uacbd \uc124\uc815<\/h2>\n
\n Zipline\uc744 \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \uad00\ub828 \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
pip install zipline<\/code><\/pre>\n\ub370\uc774\ud130 \uc900\ube44<\/h2>\n
\n Zipline\uc740 \uc8fc\ub85c OHLC(Opening, High, Low, Closing) \ud615\uc2dd\uc758 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 Yahoo Finance\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 pandas_datareader<\/b> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc774\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\npip install pandas_datareader<\/code><\/pre>\n\uc774\ub3d9\ud3c9\uade0 \uc804\ub7b5 \uad6c\ud604\ud558\uae30<\/h2>\n
\n \uc6b0\uc120, \uc774\ub3d9\ud3c9\uade0\uc120 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud55c \uae30\ubcf8 \ucf54\ub4dc \uad6c\uc870\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.\n <\/p>\n
import zipline\nfrom zipline.api import order, record, symbol, set_benchmark\nfrom zipline import run_algorithm\nimport pandas as pd\nimport datetime\n\ndef initialize(context):\n context.asset = symbol('AAPL')\n context.short_window = 40\n context.long_window = 100\n context.order_amount = 10\n\ndef handle_data(context, data):\n short_mavg = data.history(context.asset, 'close', context.short_window, '1d').mean()\n long_mavg = data.history(context.asset, 'close', context.long_window, '1d').mean()\n\n if short_mavg > long_mavg:\n order(context.asset, context.order_amount)\n elif short_mavg < long_mavg:\n order(context.asset, -context.order_amount)\n\n record(AAPL=data.current(context.asset, 'close'))\n\nstart = datetime.datetime(2016, 1, 1)\nend = datetime.datetime(2021, 1, 1)\n\nrun_algorithm(start=start, end=end, initialize=initialize, capital_base=10000, handle_data=handle_data) <\/code><\/pre>\n\ucf54\ub4dc \uc124\uba85<\/h3>\n
\n – initialize<\/b>: \uc54c\uace0\ub9ac\uc998\uc774 \uc2dc\uc791\ud560 \ub54c \ud55c \ubc88 \uc2e4\ud589\ub429\ub2c8\ub2e4. \uac70\ub798\ud560 \uc790\uc0b0\uacfc \uc774\ub3d9\ud3c9\uade0\uc120\uc758 \uae38\uc774\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.\n <\/p>\n
\n – handle_data<\/b>: \ub9e4 \uc2dc\uac04\ub9c8\ub2e4 \uc2e4\ud589\ub418\uba70, \ud604\uc7ac \uac00\uaca9\uacfc \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud55c \ud6c4 \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uc8fc\ubb38\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4.\n <\/p>\n
\n – run_algorithm<\/b>: \uc54c\uace0\ub9ac\uc998\uc758 \uc2dc\uc791\uacfc \uc885\ub8cc \uc2dc\uc810\uc744 \uc124\uc815\ud558\uace0 \ucd08\uae30 \uc790\ubcf8\uc744 \ubd80\uc5ec\ud569\ub2c8\ub2e4.\n <\/p>\n\uacb0\uacfc \ubd84\uc11d<\/h2>\n
\n \uc804\ub7b5\uc758 \uacb0\uacfc\ub294 Zipline\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ub2e4\uc591\ud55c \uba54\ud2b8\ub9ad\uc744 \ud1b5\ud574 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uba54\ud2b8\ub9ad\uc740 \uc8fc\uc2dd\uc758 \uc218\uc775\ub960, \ucd5c\ub300 \ub099\ud3ed, \uc0e4\ud504 \ube44\uc728 \ub4f1\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub97c \ud1b5\ud574 \uacb0\uacfc\ub97c \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
import matplotlib.pyplot as plt\n\n# \uacb0\uacfc \uc2dc\uac01\ud654\nresults = run_algorithm(start=start, end=end, initialize=initialize, capital_base=10000, handle_data=handle_data)\n\nplt.figure(figsize=(12, 8))\nplt.plot(results.index, results.portfolio_value, label='Total Portfolio Value', color='blue')\nplt.plot(results.index, results.AAPL, label='AAPL Closing Price', color='orange')\nplt.title('Backtest Results')\nplt.legend()\nplt.show() <\/code><\/pre>\n\uace0\uae09 \uc804\ub7b5\uc73c\ub85c \ub098\uc544\uac00\uae30<\/h2>\n
\n \uc704\uc758 \uae30\ubcf8 \uc774\ub3d9\ud3c9\uade0\uc120 \uc804\ub7b5\uc744 \ub2e4\ub8ec \ud6c4, \ub354 \ub9ce\uc740 \uace0\uae09 \uc804\ub7b5\uacfc \uae30\uc220\uc801 \uc9c0\ud45c\ub97c \ud3ec\ud568\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \uba87 \uac00\uc9c0 \uc544\uc774\ub514\uc5b4\uc785\ub2c8\ub2e4.\n <\/p>\n
\n- RSI (Relative Strength Index)<\/b>: \ud604\uc7ac \uc8fc\uc2dd\uc774 \uacfc\ub9e4\ub3c4\uc778\uc9c0 \uacfc\ub9e4\uc218\uc778\uc9c0\ub97c \ud310\ub2e8\ud558\uae30 \uc704\ud55c \uc9c0\ud45c\uc785\ub2c8\ub2e4.<\/li>\n
- \ubcfc\ub9b0\uc800 \ubc34\ub4dc<\/b>: \uc8fc\uc2dd\uc758 \ubcc0\ub3d9\uc131\uc744 \uce21\uc815\ud558\uace0 \uac00\uaca9\uc774 \uc5b4\ub290 \ubc94\uc704 \ub0b4\uc5d0 \uc788\ub294\uc9c0 \ud310\ub2e8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
- \ud22c\uc790 \ube44\uc728 \uc870\uc815<\/b>: \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc5d0\uc11c \uac01 \uc790\uc0b0\uc758 \ube44\uc728\uc744 \ub2e4\ub974\uac8c \uc124\uc815\ud558\uc5ec \ub9ac\uc2a4\ud06c \uad00\ub9ac\ub97c \ub354\uc6b1 \uc138\ubc00\ud558\uac8c \uc870\uc815 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\uacb0\ub860<\/h2>\n
\n \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 Zipline\uc744 \uc774\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \uc774\ub3d9\ud3c9\uade0\uc120 \uae30\ubc18\uc758 \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\uace0 \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc9c4\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. Zipline\uc744 \ud65c\uc6a9\ud558\uba74 \ub354\uc6b1 \ubcf5\uc7a1\ud558\uace0 \ub2e4\uc591\ud55c \uc804\ub7b5\uc744 \uc190\uc27d\uac8c \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc2e4\uc804 \ud22c\uc790\uc5d0 \ud65c\uc6a9 \uac00\ub2a5\ud55c \uc720\uc6a9\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc55e\uc73c\ub85c\ub3c4 \ub2e4\uc591\ud55c \uc544\uc774\ub514\uc5b4\ub97c \ubc14\ud0d5\uc73c\ub85c \uc5ec\ub7ec \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\ub4e4\uc744 \uc2dc\ub3c4\ud574\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.\n <\/p>\n
\ubd80\ub85d: \uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/h2>\nZipline\uc744 \uc124\uce58\ud560 \ub54c \ubb38\uc81c\ub97c \uacaa\uace0 \uc788\ub2e4\uba74?<\/h3>\n
\n Zipline\uc740 \ud2b9\uc815 \ud658\uacbd\uc5d0\uc11c\ub9cc \uc81c\ub300\ub85c \uc791\ub3d9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Anaconda\uc640 \uac19\uc740 \uac00\uc0c1\ud658\uacbd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc124\uce58\ud574\ubcf4\ub294 \uac83\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4. \ub610\ud55c, \uc885\uc885 numpy \ubc0f pandas\uc758 \ud2b9\uc815 \ubc84\uc804\uc744 \uc694\uad6c\ud560 \uc218 \uc788\uc73c\ub2c8 \ubb38\uc11c\uc5d0\uc11c \ud655\uc778\ud558\uc2ed\uc2dc\uc624.\n <\/p>\n
\uc5b4\ub5a4 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub098\uc694?<\/h3>\n
\n Zipline\uc740 \uc5ec\ub7ec \ub370\uc774\ud130 \uacf5\uae09\uc5c5\uccb4\uc640 \ud638\ud658\ub429\ub2c8\ub2e4. Yahoo Finance, Quandl \ub4f1\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc73c\uba70, \uc0ac\uc6a9\uc790 \uc815\uc758 \ub370\uc774\ud130\ub97c \ucd94\uac00\ud558\uae30 \uc704\ud574 zipline.data<\/b> \ubaa8\ub4c8\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\nZipline \uc678\uc5d0 \ub2e4\ub978 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub3c4 \uc788\ub098\uc694?<\/h3>\n
\n Zipline \uc678\uc5d0\ub3c4 Backtrader, Alpaca, PyAlgoTrade \ub4f1 \ub2e4\uc591\ud55c \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub9c8\ub2e4 \uc7a5\ub2e8\uc810\uc774 \uc788\uc73c\ub2c8 \ucda9\ubd84\ud788 \ube44\uad50\ud558\uace0 \uc790\uc2e0\uc758 \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub9de\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.\n <\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uc8fc\uc2dd\uc774\ub098 \uae30\ud0c0 \uae08\uc735 \uc790\uc0b0\uc744 \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ud558\ub294 \ud504\ub85c\uadf8\ub7a8\uc744 \ub9d0\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc0ac\ub78c\ub4e4\uc774 \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc73c\uba70, \ud2b9\uc815 \uc54c\uace0\ub9ac\uc998\uc774\ub098 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc218\uc775\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub429\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Zipline \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc774\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \uc774\ub3d9\ud3c9\uade0\uc120 \uc804\ub7b5\uc744 \ud14c\uc2a4\ud2b8\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. Zipline \uc18c\uac1c Zipline\uc740 Quantopian\uc5d0\uc11c \uac1c\ubc1c\ud55c \ud30c\uc774\uc36c \uae30\ubc18\uc758 \ud68c\uadc0 \ud14c\uc2a4\ud2b8 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uc8fc\uc2dd \ubc0f \uc635\uc158 \uc804\ub7b5\uc744 \uc791\uc131\ud558\uace0 \ud14c\uc2a4\ud2b8\ud560 … \ub354 \ubcf4\uae30 “\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Zipline\uc744 \uc774\uc6a9\ud55c \uc774\ub3d9\ud3c9\uade0\uc120 \uc804\ub7b5 \ud14c\uc2a4\ud2b8”<\/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-30885","post","type-post","status-publish","format-standard","hentry","category-37"],"yoast_head":"\n\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Zipline\uc744 \uc774\uc6a9\ud55c \uc774\ub3d9\ud3c9\uade0\uc120 \uc804\ub7b5 \ud14c\uc2a4\ud2b8 - \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\/30885\/\" \/>\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\uc744 \uc774\uc6a9\ud55c \uc774\ub3d9\ud3c9\uade0\uc120 \uc804\ub7b5 \ud14c\uc2a4\ud2b8 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uc8fc\uc2dd\uc774\ub098 \uae30\ud0c0 \uae08\uc735 \uc790\uc0b0\uc744 \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ud558\ub294 \ud504\ub85c\uadf8\ub7a8\uc744 \ub9d0\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc0ac\ub78c\ub4e4\uc774 \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc73c\uba70, \ud2b9\uc815 \uc54c\uace0\ub9ac\uc998\uc774\ub098 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc218\uc775\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub429\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Zipline \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc774\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \uc774\ub3d9\ud3c9\uade0\uc120 \uc804\ub7b5\uc744 \ud14c\uc2a4\ud2b8\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 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