{"id":30811,"date":"2024-10-28T06:04:00","date_gmt":"2024-10-28T06:04:00","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30811"},"modified":"2024-11-26T06:47:20","modified_gmt":"2024-11-26T06:47:20","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-pandas%ec%99%80-zipline%ec%9d%84-%ec%9d%b4%ec%9a%a9%ed%95%9c-%eb%b0%b1%ed%85%8c%ec%8a%a4%ed%8c%85","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30811\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, pandas\uc640 Zipline\uc744 \uc774\uc6a9\ud55c \ubc31\ud14c\uc2a4\ud305"},"content":{"rendered":"

<\/p>\n

\n \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uac1c\ubc1c\uc740 \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\uc5d0\uac8c \ub9e4\ub825\uc801\uc778 \uc8fc\uc81c\uc785\ub2c8\ub2e4. \uae30\uc220\uc801 \ubd84\uc11d\uacfc \ub370\uc774\ud130 \ubd84\uc11d\uc758 \ubc1c\uc804\uc73c\ub85c \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc740
\n \uc790\ub3d9\ud654\ub41c \uc804\ub7b5\uc744 \ud1b5\ud574 \uc2dc\uac04\uacfc \ub178\ub825\uc744 \uc808\uc57d\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c \ubc0f
\n Pandas<\/code>\uc640 Zipline<\/code>\uc744 \uc774\uc6a9\ud55c \ubc31\ud14c\uc2a4\ud305 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n

1. \uc790\ub3d9\ub9e4\ub9e4\uc758 \uac1c\ub150<\/h2>\n

\n \uc790\ub3d9\ub9e4\ub9e4\ub294 \uc77c\ub828\uc758 \uaddc\uce59\uc5d0 \ub530\ub77c \ud22c\uc790 \uacb0\uc815\uc744 \uc790\ub3d9\uc73c\ub85c \ub0b4\ub9ac\ub294 \uc2dc\uc2a4\ud15c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \uc790\uc0b0\uc5d0 \uc801\uc6a9
\n \ub420 \uc218 \uc788\uc73c\uba70, \uc54c\uace0\ub9ac\uc998 \ubc0f \ud504\ub85c\uadf8\ub7a8\uc744 \ud1b5\ud574 \uc2dc\uc7a5\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \uac70\ub798\uacb0\uc815\uc744 \uc2e0\uc18d\ud558\uac8c \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc774\ub97c \ud1b5\ud574 \uac10\uc815\uc801 \uacb0\uc815\uc774\ub098 \uc778\uac04\uc758 \uc2e4\uc218\ub97c \uc904\uc774\uace0 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud55c \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n

2. Pandas\uc640 Zipline \uc18c\uac1c<\/h2>\n

2.1 Pandas<\/h3>\n

\nPandas<\/code>\ub294 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c\uc11c, \ub370\uc774\ud130 \ud504\ub808\uc784(DataFrame)\uc774\ub77c\ub294 \uc790\ub8cc\uad6c\uc870\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \ud615\ud0dc\uc758
\n \ub370\uc774\ud130\ub97c \uc27d\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc8fc\uc2dd \ub370\uc774\ud130 \ucc98\ub9ac, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d \ub4f1 \uae08\uc735 \ub370\uc774\ud130\uc640 \uad00\ub828\ub41c \uc791\uc5c5\uc5d0 \ub9e4\uc6b0
\n \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.\n <\/p>\n

2.2 Zipline<\/h3>\n

\nZipline<\/code>\uc740 \ud30c\uc774\uc36c\uc73c\ub85c \uc791\uc131\ub41c \uc624\ud508 \uc18c\uc2a4 \ubc31\ud14c\uc2a4\ud305 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. Quantopian\uc758 \ud575\uc2ec \ucef4\ud3ec\ub10c\ud2b8\ub85c \uac1c\ubc1c\ub418\uc5c8\uc73c\uba70,
\n \uc0ac\uc6a9\uc790\uac00 \uc81c\uc548\ud558\ub294 \uc804\ub7b5\uc744 \uc2dc\ubbac\ub808\uc774\uc158\ud558\uace0 \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. Zipline\uc740 \ub9e4\ub9e4 \ub85c\uc9c1\uc744 \uba85\ud655\ud558\uac8c \uc815\uc758\ud560 \uc218
\n \uc788\uc73c\uba70, \uc2e4\ud589 \ube44\uc6a9, \uc2acippage, \uac70\ub798\ub7c9 \ub4f1\uc744 \ubaa8\uc0ac\ud558\uc5ec \ubcf4\ub2e4 \ud604\uc2e4\uc801\uc778 \ud14c\uc2a4\ud2b8 \uacb0\uacfc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.\n <\/p>\n

3. \uac1c\ubc1c \ud658\uacbd \uc124\uc815<\/h2>\n

\n \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574\uc11c\ub294 \uac1c\ubc1c \ud658\uacbd\uc744 \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.
\n \ub2e4\uc74c\uc740 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uae30\ubcf8 \ud658\uacbd \uc124\uc815 \ubc29\ubc95\uc785\ub2c8\ub2e4.\n <\/p>\n

pip install pandas zipline<\/code><\/pre>\n
4. \ub370\uc774\ud130 \uc900\ube44<\/h2>\n
\n        \ubc31\ud14c\uc2a4\ud305\uc744 \uc704\ud574\uc11c\ub294 \uacfc\uac70\uc758 \uc790\uc0b0 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4.
\n        Yahoo Finance\ub098 Alpha Vantage API\ub97c \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n        \uc5ec\uae30\uc11c\ub294 Yahoo Finance\uc5d0\uc11c \uac00\uc838\uc628 CSV \ud30c\uc77c\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ud504\ub808\uc784\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
import pandas as pd\n\n# CSV \ud30c\uc77c\uc5d0\uc11c \ub370\uc774\ud130 \uc77d\uae30\ndata = pd.read_csv('data.csv')\n\n# \ub0a0\uc9dc \ubcc0\ud658\ndata['Date'] = pd.to_datetime(data['Date'])\ndata.set_index('Date', inplace=True)\n\n# \ub370\uc774\ud130 \ud45c\uc2dc\nprint(data.head())<\/code><\/pre>\n
5. Zipline\uc744 \uc774\uc6a9\ud55c \ubc31\ud14c\uc2a4\ud305<\/h2>\n
\n        Zipline\uc744 \uc774\uc6a9\ud574 \ubc31\ud14c\uc2a4\ud305\uc744 \uc704\ud55c \uae30\ubcf8 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.
\n        \uac00\uc7a5 \uac04\ub2e8\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc778 \uc774\ub3d9 \ud3c9\uade0 \uad50\ucc28\ub97c \uc774\uc6a9\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
5.1 \ub9e4\ub9e4 \uc804\ub7b5 \uc815\uc758<\/h3>\n
\n        \uc774\ub3d9 \ud3c9\uade0 \uad50\ucc28 \uc804\ub7b5\uc740 \ub2e8\uae30\uac04\uc758 \uc774\ub3d9 \ud3c9\uade0\uc120\uc774 \uc7a5\uae30\uac04\uc758 \uc774\ub3d9 \ud3c9\uade0\uc120\uc744 \uc0c1\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ub9e4\uc218\ud558\uace0,
\n        \ud558\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ub9e4\ub3c4\ud558\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ud574\ub2f9 \uc804\ub7b5\uc744 \uad6c\ud604\ud55c Zipline \ucf54\ub4dc\uc785\ub2c8\ub2e4.\n    <\/p>\n
from zipline.api import order, record, symbol\nfrom zipline import run_algorithm\nimport pandas as pd\nimport numpy as np\n\ndef initialize(context):\n    context.asset = symbol('AAPL')\n\ndef handle_data(context, data):\n    # 50\uc77c\uacfc 200\uc77c \uc774\ub3d9 \ud3c9\uade0 \uacc4\uc0b0\n    short_mavg = data.history(context.asset, 'price', 50, '1d').mean()\n    long_mavg = data.history(context.asset, 'price', 200, '1d').mean()\n    \n    # \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \ub85c\uc9c1\n    if short_mavg > long_mavg and not context.portfolio.positions[context.asset]:\n        order(context.asset, 10)  # 10\uc8fc \ub9e4\uc218\n    elif short_mavg < long_mavg and context.portfolio.positions[context.asset]:\n        order(context.asset, -10)  # 10\uc8fc \ub9e4\ub3c4\n\ndef analyze(context, perf):\n    import matplotlib.pyplot as plt\n    perf[['portfolio_value']].plot()\n    plt.title('Portfolio Value Over Time')\n    plt.show()\n\n# \ub370\uc774\ud130 \uac00\uc838\uc624\uae30 (csv \ud30c\uc77c\uc744 \uc0ac\uc6a9\ud560 \uacbd\uc6b0)\ndata = pd.read_csv('data.csv', parse_dates=True, index_col='Date')\ndata = data[['Close']].rename(columns={'Close': 'price'})\n\nstart = pd.Timestamp('2020-01-01')\nend = pd.Timestamp('2021-01-01')\n\n# Zipline \uc2e4\ud589\nrun_algorithm(start=start, end=end, initialize=initialize, \n               handle_data=handle_data, \n               data_frequency='daily', \n               capital_base=10000, \n               bundle='quantopian-quandl')  # \ub370\uc774\ud130 \ubc88\ub4e4 \uc124\uc815<\/code><\/pre>\n
6. \uacb0\uacfc \ubd84\uc11d<\/h2>\n
\n        \ubc31\ud14c\uc2a4\ud2b8\uac00 \uc644\ub8cc\ub41c \ud6c4\uc5d0\ub294 \uc131\uacfc\ub97c \ubd84\uc11d\ud574\uc57c \ud569\ub2c8\ub2e4. Zipline\uc740 \uc218\uc775\ub960, \ucd5c\ub300 \ub099\ud3ed, \uc0e4\ud504 \ube44\uc728 \ub4f1\uc758 \uc9c0\ud45c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.
\n        \uc774\ub7ec\ud55c \uc9c0\ud45c\ub97c \ud1b5\ud574 \uc804\ub7b5\uc758 \ud6a8\uacfc\uc131\uc744 \ud3c9\uac00\ud55c \ud6c4, \ud544\uc694\ud558\uba74 \uc804\ub7b5\uc744 \uc218\uc815\ud558\uace0 \uc7ac\ud14c\uc2a4\ud2b8\ub97c \uc9c4\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.\n    <\/p>\n
7. \uacb0\ub860<\/h2>\n
\n        \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uacfc Zipline\uc744 \uc774\uc6a9\ud558\uc5ec \uae30\ubcf8\uc801\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\uace0 \ubc31\ud14c\uc2a4\ud305\uc744 \uc9c4\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uc600\uc2b5\ub2c8\ub2e4.
\n        \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc740 \ubc18\ubcf5\uc801\uc778 \ud14c\uc2a4\ud2b8\uc640 \uac1c\uc120\uc774 \ud544\uc694\ud55c \uacfc\uc815\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc790\uc2e0\ub9cc\uc758 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\uace0 \uc9c0\uc18d\uc801\uc73c\ub85c
\n        \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.
\n        Automatized investing can greatly enhance your potential returns and mitigate human error, allowing you to make more calculated
\n        investment decisions in the trading arena.\n    <\/p>\n
8. \ucd94\uac00 \uc790\ub8cc \ubc0f \ucc38\uace0\ubb38\ud5cc<\/h2>\n
\n        – Zipline \uacf5\uc2dd \ubb38\uc11c<\/a>
\n        – Pandas \uacf5\uc2dd \ubb38\uc11c<\/a>
\n        – Quantopian \ud50c\ub7ab\ud3fc(\ud604\uc7ac \uc11c\ube44\uc2a4 \uc885\ub8cc)<\/a>
\n        – Yahoo Finance<\/a>\n<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uac1c\ubc1c\uc740 \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\uc5d0\uac8c \ub9e4\ub825\uc801\uc778 \uc8fc\uc81c\uc785\ub2c8\ub2e4. \uae30\uc220\uc801 \ubd84\uc11d\uacfc \ub370\uc774\ud130 \ubd84\uc11d\uc758 \ubc1c\uc804\uc73c\ub85c \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc740 \uc790\ub3d9\ud654\ub41c \uc804\ub7b5\uc744 \ud1b5\ud574 \uc2dc\uac04\uacfc \ub178\ub825\uc744 \uc808\uc57d\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c \ubc0f Pandas\uc640 Zipline\uc744 \uc774\uc6a9\ud55c \ubc31\ud14c\uc2a4\ud305 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\ub3d9\ub9e4\ub9e4\uc758 \uac1c\ub150 \uc790\ub3d9\ub9e4\ub9e4\ub294 \uc77c\ub828\uc758 \uaddc\uce59\uc5d0 \ub530\ub77c \ud22c\uc790 \uacb0\uc815\uc744 \uc790\ub3d9\uc73c\ub85c \ub0b4\ub9ac\ub294 \uc2dc\uc2a4\ud15c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0\uc640 \uac19\uc740 … \ub354 \ubcf4\uae30 “\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, pandas\uc640 Zipline\uc744 \uc774\uc6a9\ud55c \ubc31\ud14c\uc2a4\ud305”<\/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-30811","post","type-post","status-publish","format-standard","hentry","category-37"],"yoast_head":"\n\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, pandas\uc640 Zipline\uc744 \uc774\uc6a9\ud55c \ubc31\ud14c\uc2a4\ud305 - 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