![\"\u5982\u4f55\u7528python\u7092\u80a1\"](\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25073507\/3e3aa5d4-30eb-4976-8375-c82957f6b2b4.webp\")
<\/p>\n<\/p>\n
\u4f7f\u7528Python\u7092\u80a1\u53ef\u4ee5\u901a\u8fc7\u81ea\u52a8\u5316\u4ea4\u6613\u3001\u6570\u636e\u5206\u6790\u3001\u9884\u6d4b\u5efa\u6a21\u7b49\u65b9\u5f0f\u6765\u5b9e\u73b0\uff0c\u5176\u4e2d\u81ea\u52a8\u5316\u4ea4\u6613\u662f\u5176\u4e2d\u4e00\u4e2a\u91cd\u8981\u7684\u5e94\u7528\u3002\u901a\u8fc7\u7f16\u5199Python\u811a\u672c\uff0c\u53ef\u4ee5\u81ea\u52a8\u6267\u884c\u4e70\u5356\u64cd\u4f5c\uff0c\u8282\u7701\u65f6\u95f4\u5e76\u907f\u514d\u4eba\u4e3a\u60c5\u7eea\u5e72\u6270\u3002<\/strong>\u5728\u81ea\u52a8\u5316\u4ea4\u6613\u4e2d\uff0cPython\u5e93\u5982 \u4e00\u3001\u83b7\u53d6\u5e02\u573a\u6570\u636e<\/p>\n<\/p>\n \u83b7\u53d6\u5b9e\u65f6\u548c\u5386\u53f2\u5e02\u573a\u6570\u636e\u662f\u7092\u80a1\u7684\u57fa\u7840\u3002\u901a\u8fc7Python\uff0c\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u5730\u4ece\u591a\u4e2a\u6570\u636e\u6e90\u83b7\u53d6\u8fd9\u4e9b\u4fe1\u606f\u3002<\/p>\n<\/p>\n Python\u6709\u8bb8\u591a\u91d1\u878d\u6570\u636eAPI\u5e93\uff0c\u6bd4\u5982 data = yf.download('AAPL', start='2020-01-01', end='2021-01-01')<\/p>\n print(data)<\/p>\n <\/code><\/pre>\n<\/p>\n \u5728\u83b7\u53d6\u6570\u636e\u540e\uff0c\u901a\u5e38\u9700\u8981\u8fdb\u884c\u6e05\u6d17\u4e0e\u9884\u5904\u7406\u3002\u80a1\u7968\u6570\u636e\u53ef\u80fd\u5305\u542b\u7f3a\u5931\u503c\u3001\u5f02\u5e38\u503c\uff0c\u8fd9\u4e9b\u9700\u8981\u5728\u5206\u6790\u4e4b\u524d\u5904\u7406\u3002\u53ef\u4ee5\u4f7f\u7528 data.fillna(method='ffill', inplace=True)<\/p>\n print(data.describe())<\/p>\n <\/code><\/pre>\n<\/p>\n \u4e8c\u3001\u6570\u636e\u5206\u6790\u4e0e\u7b56\u7565\u5236\u5b9a<\/p>\n<\/p>\n \u5728\u83b7\u53d6\u5e76\u5904\u7406\u6570\u636e\u540e\uff0c\u4e0b\u4e00\u6b65\u662f\u5206\u6790\u6570\u636e\u5e76\u5236\u5b9a\u4ea4\u6613\u7b56\u7565\u3002\u6570\u636e\u5206\u6790\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u8bc6\u522b\u5e02\u573a\u6a21\u5f0f\u548c\u8d8b\u52bf\uff0c\u4ece\u800c\u5236\u5b9a\u6709\u6548\u7684\u4ea4\u6613\u7b56\u7565\u3002<\/p>\n<\/p>\n \u6280\u672f\u6307\u6807\u662f\u7528\u4e8e\u5206\u6790\u5e02\u573a\u6570\u636e\u7684\u6570\u5b66\u8ba1\u7b97\uff0c\u5e38\u7528\u4e8e\u8bc6\u522b\u4ef7\u683c\u6a21\u5f0f\u548c\u8d8b\u52bf\u3002\u5e38\u7528\u7684\u6280\u672f\u6307\u6807\u5305\u62ec\u79fb\u52a8\u5e73\u5747\u7ebf\uff08MA\uff09\u3001\u76f8\u5bf9\u5f3a\u5f31\u6307\u6570\uff08RSI\uff09\u3001\u5e03\u6797\u5e26\uff08Bollinger Bands\uff09\u7b49\u3002Python\u7684 data['SMA'] = talib.SMA(data['Close'], timeperiod=30)<\/p>\n data['RSI'] = talib.RSI(data['Close'], timeperiod=14)<\/p>\n <\/code><\/pre>\n<\/p>\n \u57fa\u4e8e\u6280\u672f\u6307\u6807\u548c\u6570\u636e\u5206\u6790\uff0c\u53ef\u4ee5\u5236\u5b9a\u4ea4\u6613\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u7b80\u5355\u7684\u7b56\u7565\u662f\u79fb\u52a8\u5e73\u5747\u7ebf\u4ea4\u53c9\u7b56\u7565\uff1a\u5f53\u77ed\u671f\u79fb\u52a8\u5e73\u5747\u7ebf\u7a7f\u8fc7\u957f\u671f\u79fb\u52a8\u5e73\u5747\u7ebf\u65f6\u4e70\u5165\uff1b\u53cd\u4e4b\u5356\u51fa\u3002<\/p>\n<\/p>\n short_window = 40<\/p>\n long_window = 100<\/p>\n data['Short_MA'] = data['Close'].rolling(window=short_window).mean()<\/p>\n data['Long_MA'] = data['Close'].rolling(window=long_window).mean()<\/p>\n data['Signal'] = 0.0<\/p>\n data['Signal'][short_window:] = np.where(data['Short_MA'][short_window:] > data['Long_MA'][short_window:], 1.0, 0.0)<\/p>\n data['Position'] = data['Signal'].diff()<\/p>\n <\/code><\/pre>\n<\/p>\n \u4e09\u3001\u81ea\u52a8\u5316\u4ea4\u6613<\/p>\n<\/p>\n \u901a\u8fc7Python\u5b9e\u73b0\u81ea\u52a8\u5316\u4ea4\u6613\uff0c\u53ef\u4ee5\u5728\u6ee1\u8db3\u7279\u5b9a\u6761\u4ef6\u65f6\u81ea\u52a8\u6267\u884c\u4ea4\u6613\u6307\u4ee4\u3002<\/p>\n<\/p>\n \u9996\u5148\uff0c\u9700\u8981\u9009\u62e9\u4e00\u4e2a\u652f\u6301API\u4ea4\u6613\u7684\u5728\u7ebf\u7ecf\u7eaa\u5546\u6216\u4ea4\u6613\u5e73\u53f0\uff0c\u5982Alpaca\u3001Interactive Brokers\u7b49\u3002\u4ee5Alpaca\u4e3a\u4f8b\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2aPython API\uff0c\u5141\u8bb8\u7528\u6237\u8fdb\u884c\u80a1\u7968\u4ea4\u6613\u3002<\/p>\n<\/p>\n \u4f7f\u7528Python\u5e93\u8fde\u63a5\u5230\u4ea4\u6613\u5e73\u53f0\u3002\u4ee5 api = REST('APCA-API-KEY-ID', 'APCA-API-SECRET-KEY', base_url='https:\/\/paper-api.alpaca.markets')<\/p>\n account = api.get_account()<\/p>\n print(account)<\/p>\n <\/code><\/pre>\n<\/p>\n \u6839\u636e\u5236\u5b9a\u7684\u7b56\u7565\uff0c\u4f7f\u7528API\u6267\u884c\u4e70\u5356\u64cd\u4f5c\u3002\u53ef\u4ee5\u5728\u68c0\u6d4b\u5230\u4fe1\u53f7\u65f6\u81ea\u52a8\u4e0b\u5355\u3002<\/p>\n<\/p>\n api.submit_order(<\/p>\n symbol='AAPL',<\/p>\n qty=10,<\/p>\n side='buy',<\/p>\n type='market',<\/p>\n time_in_force='gtc'<\/p>\n )<\/p>\n orders = api.list_orders()<\/p>\n for order in orders:<\/p>\n print(order)<\/p>\n <\/code><\/pre>\n<\/p>\n \u56db\u3001\u98ce\u9669\u7ba1\u7406\u4e0e\u4f18\u5316<\/p>\n<\/p>\n \u5728\u8fdb\u884c\u80a1\u7968\u4ea4\u6613\u65f6\uff0c\u98ce\u9669\u7ba1\u7406\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u901a\u8fc7Python\uff0c\u6211\u4eec\u53ef\u4ee5\u5b9e\u73b0\u98ce\u9669\u63a7\u5236\u548c\u7b56\u7565\u4f18\u5316\u3002<\/p>\n<\/p>\n \u98ce\u9669\u7ba1\u7406\u5305\u62ec\u8bbe\u7f6e\u6b62\u635f\u4f4d\u548c\u6b62\u76c8\u4f4d\u3001\u63a7\u5236\u4ea4\u6613\u89c4\u6a21\u7b49\u3002\u53ef\u4ee5\u901a\u8fc7Python\u811a\u672c\u8bbe\u7f6e\u8fd9\u4e9b\u53c2\u6570\uff0c\u4ee5\u907f\u514d\u91cd\u5927\u635f\u5931\u3002<\/p>\n<\/p>\n stop_loss = 0.95 * purchase_price<\/p>\n take_profit = 1.05 * purchase_price<\/p>\n if current_price <= stop_loss:<\/p>\n # \u6267\u884c\u6b62\u635f\u64cd\u4f5c<\/p>\n pass<\/p>\n elif current_price >= take_profit:<\/p>\n # \u6267\u884c\u6b62\u76c8\u64cd\u4f5c<\/p>\n pass<\/p>\n <\/code><\/pre>\n<\/p>\n \u901a\u8fc7\u56de\u6d4b\uff08Backtesting\uff09\u53ef\u4ee5\u4f18\u5316\u4ea4\u6613\u7b56\u7565\u3002\u4f7f\u7528\u5386\u53f2\u6570\u636e\u6d4b\u8bd5\u7b56\u7565\u7684\u6709\u6548\u6027\uff0c\u5e76\u6839\u636e\u7ed3\u679c\u8fdb\u884c\u8c03\u6574\u3002Python\u7684 class MyStrategy(bt.Strategy):<\/p>\n def __init__(self):<\/p>\n self.sma = bt.indicators.SimpleMovingAverage(self.data, period=15)<\/p>\n def next(self):<\/p>\n if self.sma > self.data.close:<\/p>\n self.buy()<\/p>\n elif self.sma < self.data.close:<\/p>\n self.sell()<\/p>\n cerebro = bt.Cerebro()<\/p>\n cerebro.addstrategy(MyStrategy)<\/p>\n data = bt.feeds.YahooFinanceData(dataname='AAPL', fromdate=datetime(2020, 1, 1), todate=datetime(2021, 1, 1))<\/p>\n cerebro.adddata(data)<\/p>\n cerebro.run()<\/p>\n <\/code><\/pre>\n<\/p>\n \u4e94\u3001\u603b\u7ed3<\/p>\n<\/p>\n \u4f7f\u7528Python\u8fdb\u884c\u80a1\u7968\u4ea4\u6613\u6d89\u53ca\u591a\u4e2a\u6b65\u9aa4\uff0c\u4ece\u83b7\u53d6\u548c\u5206\u6790\u6570\u636e\u5230\u81ea\u52a8\u6267\u884c\u4ea4\u6613\uff0c\u518d\u5230\u98ce\u9669\u7ba1\u7406\u548c\u7b56\u7565\u4f18\u5316\u3002Python\u7684\u4e30\u5bcc\u5e93\u751f\u6001\u7cfb\u7edf\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u6765\u5b9e\u73b0\u8fd9\u4e00\u5207\u3002\u901a\u8fc7\u6301\u7eed\u5b66\u4e60\u548c\u5b9e\u8df5\uff0c\u53ef\u4ee5\u4e0d\u65ad\u63d0\u9ad8\u4ea4\u6613\u7b56\u7565\u7684\u6709\u6548\u6027\u548c\u76c8\u5229\u80fd\u529b\u3002\u65e0\u8bba\u662f\u521d\u5b66\u8005\u8fd8\u662f\u6709\u7ecf\u9a8c\u7684\u4ea4\u6613\u8005\uff0cPython\u90fd\u4e3a\u5176\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7075\u6d3b\u4e14\u5f3a\u5927\u7684\u5e73\u53f0\u6765\u63a2\u7d22\u80a1\u7968\u5e02\u573a\u3002<\/p>\n<\/p>\n \u5982\u4f55\u7528Python\u83b7\u53d6\u80a1\u7968\u6570\u636e\uff1f<\/strong> \u5728Python\u4e2d\u5982\u4f55\u8fdb\u884c\u80a1\u7968\u5206\u6790\uff1f<\/strong> \u5982\u4f55\u7528Python\u5b9e\u73b0\u81ea\u52a8\u5316\u4ea4\u6613\uff1f<\/strong>ccxt<\/code>\u3001alpaca-trade-api<\/code>\u7b49\u53ef\u4ee5\u7528\u4e8e\u8fde\u63a5\u4ea4\u6613\u5e73\u53f0\u5e76\u6267\u884c\u4ea4\u6613\u6307\u4ee4\u3002\u4e3a\u4e86\u5b9e\u73b0\u81ea\u52a8\u5316\u4ea4\u6613\uff0c\u9700\u8981\u9996\u5148\u83b7\u53d6\u5b9e\u65f6\u5e02\u573a\u6570\u636e\uff0c\u7136\u540e\u6839\u636e\u9884\u8bbe\u7b56\u7565\u505a\u51fa\u4e70\u5356\u51b3\u7b56\uff0c\u6700\u540e\u901a\u8fc7API\u6267\u884c\u4ea4\u6613\u6307\u4ee4\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u7528Python\u8fdb\u884c\u80a1\u7968\u4ea4\u6613\u7684\u5404\u4e2a\u65b9\u9762\u3002<\/p>\n<\/p>\n\n
yfinance<\/code>\u548cAlpha Vantage<\/code>\u3002yfinance<\/code>\u662f\u4e00\u4e2a\u65b9\u4fbf\u7684\u5e93\uff0c\u53ef\u4ee5\u4eceYahoo Finance\u4e0b\u8f7d\u80a1\u7968\u7684\u5386\u53f2\u6570\u636e\u548c\u5b9e\u65f6\u6570\u636e\u3002\u4f7f\u7528yfinance<\/code>\uff0c\u4f60\u53ef\u4ee5\u83b7\u53d6\u67d0\u53ea\u80a1\u7968\u5728\u7279\u5b9a\u65f6\u95f4\u6bb5\u5185\u7684\u5f00\u76d8\u4ef7\u3001\u6536\u76d8\u4ef7\u3001\u6700\u9ad8\u4ef7\u3001\u6700\u4f4e\u4ef7\u548c\u4ea4\u6613\u91cf\u7b49\u4fe1\u606f\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff1a<\/p>\n<\/p>\nimport yfinance as yf<\/p>\n\u4e0b\u8f7d\u82f9\u679c\u516c\u53f8\u80a1\u7968\u6570\u636e<\/strong><\/h2>\n
\n
pandas<\/code>\u5e93\u8fdb\u884c\u6570\u636e\u5904\u7406\uff0c\u586b\u8865\u7f3a\u5931\u503c\u3001\u5904\u7406\u5f02\u5e38\u503c\u7b49\u3002<\/p>\n<\/p>\nimport pandas as pd<\/p>\n\u586b\u8865\u7f3a\u5931\u503c<\/strong><\/h2>\n
\u68c0\u67e5\u5f02\u5e38\u503c<\/strong><\/h2>\n
\n
ta-lib<\/code>\u5e93\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u6280\u672f\u6307\u6807\u7684\u8ba1\u7b97\u65b9\u6cd5\u3002<\/p>\n<\/p>\nimport talib<\/p>\n\u8ba1\u7b97\u79fb\u52a8\u5e73\u5747\u7ebf<\/strong><\/h2>\n
\u8ba1\u7b97\u76f8\u5bf9\u5f3a\u5f31\u6307\u6570<\/strong><\/h2>\n
\n
# \u7b80\u5355\u7684\u79fb\u52a8\u5e73\u5747\u7ebf\u4ea4\u53c9\u7b56\u7565<\/p>\n\u8ba1\u7b97\u77ed\u671f\u548c\u957f\u671f\u79fb\u52a8\u5e73\u5747\u7ebf<\/strong><\/h2>\n
\u751f\u6210\u4fe1\u53f7<\/strong><\/h2>\n
\n
\n
alpaca-trade-api<\/code>\u5e93\u4e3a\u4f8b\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u8fde\u63a5\u5230Alpaca\u5e73\u53f0\u5e76\u6267\u884c\u4ea4\u6613\u3002<\/p>\n<\/p>\nfrom alpaca_trade_api import REST<\/p>\n\u8fde\u63a5\u5230Alpaca\u5e73\u53f0<\/strong><\/h2>\n
\u83b7\u53d6\u8d26\u6237\u4fe1\u606f<\/strong><\/h2>\n
\n
# \u4e0b\u5355\u4e70\u5165<\/p>\n\u68c0\u67e5\u8ba2\u5355\u72b6\u6001<\/strong><\/h2>\n
\n
# \u8bbe\u7f6e\u6b62\u635f\u548c\u6b62\u76c8<\/p>\n\u68c0\u67e5\u4ef7\u683c\u5e76\u6267\u884c\u6b62\u635f\u6216\u6b62\u76c8<\/strong><\/h2>\n
\n
backtrader<\/code>\u5e93\u53ef\u4ee5\u7528\u4e8e\u56de\u6d4b\u548c\u4f18\u5316\u7b56\u7565\u3002<\/p>\n<\/p>\nimport backtrader as bt<\/p>\n\u521b\u5efa\u7b56\u7565\u7c7b<\/strong><\/h2>\n
\u8fd0\u884c\u56de\u6d4b<\/strong><\/h2>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
\u4f7f\u7528Python\u83b7\u53d6\u80a1\u7968\u6570\u636e\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u5b9e\u73b0\u3002\u5e38\u89c1\u7684\u65b9\u5f0f\u5305\u62ec\u4f7f\u7528API\uff0c\u5982Alpha Vantage\u3001Yahoo Finance\u6216IEX Cloud\u7b49\u3002\u8fd9\u4e9bAPI\u901a\u5e38\u63d0\u4f9b\u514d\u8d39\u7684\u80a1\u7968\u6570\u636e\u67e5\u8be2\u670d\u52a1\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528requests<\/code>\u5e93\u53d1\u9001HTTP\u8bf7\u6c42\uff0c\u5e76\u901a\u8fc7pandas<\/code>\u5e93\u5c06\u8fd4\u56de\u7684\u6570\u636e\u6574\u7406\u6210\u8868\u683c\u683c\u5f0f\uff0c\u4fbf\u4e8e\u5206\u6790\u548c\u5904\u7406\u3002\u6b64\u5916\uff0cyfinance<\/code>\u5e93\u4e5f\u662f\u4e00\u4e2a\u6d41\u884c\u7684\u9009\u62e9\uff0c\u5b83\u53ef\u4ee5\u76f4\u63a5\u4eceYahoo Finance\u83b7\u53d6\u5386\u53f2\u6570\u636e\u548c\u5b9e\u65f6\u6570\u636e\u3002<\/p>\n
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