{"id":1164229,"date":"2025-01-15T15:04:22","date_gmt":"2025-01-15T07:04:22","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1164229.html"},"modified":"2025-01-15T15:04:26","modified_gmt":"2025-01-15T07:04:26","slug":"python%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8%e5%ae%9e%e7%9b%98%e6%98%93","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1164229.html","title":{"rendered":"python\u5982\u4f55\u4f7f\u7528\u5b9e\u76d8\u6613"},"content":{"rendered":"

\"python\u5982\u4f55\u4f7f\u7528\u5b9e\u76d8\u6613\"<\/p>\n

Python\u4f7f\u7528\u5b9e\u76d8\u6613\u7684\u65b9\u6cd5\u4e3b\u8981\u5305\u62ec\uff1a\u5b89\u88c5\u5b9e\u76d8\u6613\u3001\u914d\u7f6eAPI\u3001\u7f16\u5199\u4ea4\u6613\u7b56\u7565\u3001\u6267\u884c\u548c\u76d1\u63a7\u4ea4\u6613\u3002<\/strong><\/p>\n<\/p>\n

\u5b89\u88c5\u5b9e\u76d8\u6613\uff1a<\/strong>\u9996\u5148\u9700\u8981\u5728Python\u73af\u5883\u4e2d\u5b89\u88c5\u5b9e\u76d8\u6613\u76f8\u5173\u7684\u5e93\u3002\u53ef\u4ee5\u4f7f\u7528pip\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff0c\u6bd4\u5982pip install easytrader<\/code>\u3002easytrader\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Python\u5e93\uff0c\u80fd\u591f\u5e2e\u52a9\u7528\u6237\u65b9\u4fbf\u5730\u8fdb\u884c\u80a1\u7968\u5b9e\u76d8\u4ea4\u6613\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u5b89\u88c5\u5b9e\u76d8\u6613<\/h3>\n<\/p>\n

\u5b9e\u76d8\u6613\u63d0\u4f9b\u4e86\u4fbf\u6377\u7684\u5b89\u88c5\u65b9\u5f0f\uff0c\u901a\u8fc7pip\u53ef\u4ee5\u8f7b\u677e\u5730\u5728Python\u73af\u5883\u4e2d\u5b89\u88c5\u3002\u5b89\u88c5\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<\/p>\n

    \n
  1. \n

    \u5b89\u88c5pip<\/strong>\uff1a\u9996\u5148\u786e\u4fdd\u4f60\u7684\u7cfb\u7edf\u4e2d\u5df2\u7ecf\u5b89\u88c5\u4e86pip\u3002\u53ef\u4ee5\u901a\u8fc7\u547d\u4ee4\u884c\u8f93\u5165pip --version<\/code>\u6765\u68c0\u67e5\u3002\u5982\u679c\u6ca1\u6709\u5b89\u88c5\uff0c\u53ef\u4ee5\u53c2\u8003Python\u7684\u5b98\u65b9\u6587\u6863\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<\/p>\n<\/li>\n

  2. \n

    \u5b89\u88c5easytrader<\/strong>\uff1a\u5728\u547d\u4ee4\u884c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5easytrader\uff1a<\/p>\n<\/p>\n

    pip install easytrader<\/p>\n
    <\/code><\/pre>\n<\/p>\n<\/li>\n
  3. \n
    \u5b89\u88c5\u4f9d\u8d56\u5e93<\/strong>\uff1a\u9664\u4e86easytrader\uff0c\u8fd8\u9700\u8981\u5b89\u88c5\u4e00\u4e9b\u4f9d\u8d56\u5e93\uff0c\u6bd4\u5982requests\u3001pandas\u7b49\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n
    pip install requests pandas<\/p>\n
    <\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n
    \u4e8c\u3001\u914d\u7f6eAPI<\/h3>\n<\/p>\n
    \u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u9700\u8981\u914d\u7f6e\u5b9e\u76d8\u6613\u7684API\u3002easytrader\u652f\u6301\u591a\u4e2a\u5238\u5546\u7684\u63a5\u53e3\uff0c\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u8fdb\u884c\u9009\u62e9\u548c\u914d\u7f6e\u3002\u4ee5\u4e0b\u662f\u5e38\u89c1\u5238\u5546\u7684\u914d\u7f6e\u65b9\u6cd5\uff1a<\/p>\n<\/p>\n
      \n
    1. \n
      \u914d\u7f6e\u534e\u6cf0\u8bc1\u5238API<\/strong>\uff1a<\/p>\n<\/p>\n
      import easytrader<\/p>\n
      user = easytrader.use('ht')<\/p>\n
      user.prepare('ht.json')<\/p>\n
      <\/code><\/pre>\n<\/p>\n<\/li>\n
    2. \n
      \u914d\u7f6e\u4f63\u91d1\u5b9dAPI<\/strong>\uff1a<\/p>\n<\/p>\n
      user = easytrader.use('yjb')<\/p>\n
      user.prepare('yjb.json')<\/p>\n
      <\/code><\/pre>\n<\/p>\n<\/li>\n
    3. \n
      \u914d\u7f6e\u96ea\u7403API<\/strong>\uff1a<\/p>\n<\/p>\n
      user = easytrader.use('xq')<\/p>\n
      user.prepare('xq.json')<\/p>\n
      <\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n
      \u914d\u7f6e\u6587\u4ef6\uff08\u5982ht.json\u3001yjb.json\uff09\u4e2d\u9700\u8981\u5305\u542b\u767b\u5f55\u6240\u9700\u7684\u8d26\u6237\u4fe1\u606f\u548c\u5bc6\u7801\u7b49\u5185\u5bb9\uff0c\u786e\u4fdd\u914d\u7f6e\u6587\u4ef6\u7684\u5b89\u5168\u6027\uff0c\u907f\u514d\u6cc4\u9732\u654f\u611f\u4fe1\u606f\u3002<\/p>\n<\/p>\n
      \u4e09\u3001\u7f16\u5199\u4ea4\u6613\u7b56\u7565<\/h3>\n<\/p>\n
      \u914d\u7f6e\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u5f00\u59cb\u7f16\u5199\u4ea4\u6613\u7b56\u7565\u3002\u4ea4\u6613\u7b56\u7565\u662f\u6839\u636e\u5e02\u573a\u884c\u60c5\u548c\u4e2a\u4eba\u6295\u8d44\u504f\u597d\u7f16\u5199\u7684\u81ea\u52a8\u5316\u4ea4\u6613\u89c4\u5219\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4ea4\u6613\u7b56\u7565\u793a\u4f8b\uff1a<\/p>\n<\/p>\n
      import easytrader<\/p>\n
      import pandas as pd<\/p>\n
      \u4f7f\u7528\u534e\u6cf0\u8bc1\u5238API<\/strong><\/h2>\n
      user = easytrader.use('ht')<\/p>\n
      user.prepare('ht.json')<\/p>\n
      \u83b7\u53d6\u8d26\u6237\u8d44\u91d1\u4fe1\u606f<\/strong><\/h2>\n
      balance = user.balance<\/p>\n
      print(balance)<\/p>\n
      \u83b7\u53d6\u6301\u4ed3\u4fe1\u606f<\/strong><\/h2>\n
      position = user.position<\/p>\n
      print(position)<\/p>\n
      \u83b7\u53d6\u5f53\u65e5\u6210\u4ea4\u8bb0\u5f55<\/strong><\/h2>\n
      today_trades = user.today_trades<\/p>\n
      print(today_trades)<\/p>\n
      \u83b7\u53d6\u5f53\u65e5\u59d4\u6258\u8bb0\u5f55<\/strong><\/h2>\n
      today_entrusts = user.today_entrusts<\/p>\n
      print(today_entrusts)<\/p>\n
      \u4e70\u5165\u80a1\u7968<\/strong><\/h2>\n
      stock_code = '000001'<\/p>\n
      buy_amount = 100  # \u4e70\u5165\u6570\u91cf<\/p>\n
      buy_price = 10.0  # \u4e70\u5165\u4ef7\u683c<\/p>\n
      user.buy(stock_code, price=buy_price, amount=buy_amount)<\/p>\n
      \u5356\u51fa\u80a1\u7968<\/strong><\/h2>\n
      sell_amount = 100  # \u5356\u51fa\u6570\u91cf<\/p>\n
      sell_price = 12.0  # \u5356\u51fa\u4ef7\u683c<\/p>\n
      user.sell(stock_code, price=sell_price, amount=sell_amount)<\/p>\n
      <\/code><\/pre>\n<\/p>\n
      \u56db\u3001\u6267\u884c\u548c\u76d1\u63a7\u4ea4\u6613<\/h3>\n<\/p>\n
      \u7f16\u5199\u597d\u4ea4\u6613\u7b56\u7565\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u5b9a\u65f6\u4efb\u52a1\u6216\u5faa\u73af\u6267\u884c\u6765\u5b9e\u73b0\u81ea\u52a8\u5316\u4ea4\u6613\u3002\u540c\u65f6\uff0c\u9700\u8981\u76d1\u63a7\u4ea4\u6613\u8fc7\u7a0b\u4e2d\u7684\u5f02\u5e38\u60c5\u51b5\uff0c\u786e\u4fdd\u4ea4\u6613\u7b56\u7565\u7684\u7a33\u5b9a\u6027\u548c\u5b89\u5168\u6027\u3002<\/p>\n<\/p>\n
        \n
      1. \n
        \u5b9a\u65f6\u4efb\u52a1<\/strong>\uff1a\u53ef\u4ee5\u4f7f\u7528Python\u7684schedule\u5e93\u6765\u8bbe\u7f6e\u5b9a\u65f6\u4efb\u52a1\uff0c\u5b9a\u671f\u6267\u884c\u4ea4\u6613\u7b56\u7565\u3002<\/p>\n<\/p>\n
        import schedule<\/p>\n
        import time<\/p>\n
        def job():<\/p>\n
            # \u6267\u884c\u4ea4\u6613\u7b56\u7565<\/p>\n
            # \u7701\u7565\u4ea4\u6613\u7b56\u7565\u4ee3\u7801...<\/p>\n
        \u8bbe\u7f6e\u6bcf\u59299:30\u6267\u884c\u4efb\u52a1<\/strong><\/h2>\n
        schedule.every().day.at("09:30").do(job)<\/p>\n
        while True:<\/p>\n
            schedule.run_pending()<\/p>\n
            time.sleep(1)<\/p>\n
        <\/code><\/pre>\n<\/p>\n<\/li>\n
      2. \n
        \u5faa\u73af\u6267\u884c<\/strong>\uff1a\u53ef\u4ee5\u901a\u8fc7\u65e0\u9650\u5faa\u73af\u7684\u65b9\u5f0f\u4e0d\u65ad\u6267\u884c\u4ea4\u6613\u7b56\u7565\uff0c\u5e76\u8bbe\u7f6e\u5408\u9002\u7684\u4f11\u7720\u65f6\u95f4\u3002<\/p>\n<\/p>\n
        while True:<\/p>\n
            # \u6267\u884c\u4ea4\u6613\u7b56\u7565<\/p>\n
            # \u7701\u7565\u4ea4\u6613\u7b56\u7565\u4ee3\u7801...<\/p>\n
            # \u4f11\u77201\u5206\u949f<\/p>\n
            time.sleep(60)<\/p>\n
        <\/code><\/pre>\n<\/p>\n<\/li>\n
      3. \n
        \u5f02\u5e38\u5904\u7406<\/strong>\uff1a\u5728\u4ea4\u6613\u7b56\u7565\u4e2d\u52a0\u5165\u5f02\u5e38\u5904\u7406\u673a\u5236\uff0c\u6355\u83b7\u5e76\u5904\u7406\u53ef\u80fd\u51fa\u73b0\u7684\u5f02\u5e38\u60c5\u51b5\uff0c\u786e\u4fdd\u7a0b\u5e8f\u7684\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n<\/p>\n
        try:<\/p>\n
            # \u6267\u884c\u4ea4\u6613\u7b56\u7565<\/p>\n
            # \u7701\u7565\u4ea4\u6613\u7b56\u7565\u4ee3\u7801...<\/p>\n
        except Exception as e:<\/p>\n
            print(f"\u53d1\u751f\u5f02\u5e38\uff1a{e}")<\/p>\n
        <\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n
        \u4e94\u3001\u4f18\u5316\u548c\u6539\u8fdb\u4ea4\u6613\u7b56\u7565<\/h3>\n<\/p>\n
        \u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4ea4\u6613\u7b56\u7565\u9700\u8981\u4e0d\u65ad\u4f18\u5316\u548c\u6539\u8fdb\uff0c\u4ee5\u9002\u5e94\u5e02\u573a\u7684\u53d8\u5316\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u6cd5\u6765\u4f18\u5316\u4ea4\u6613\u7b56\u7565\uff1a<\/p>\n<\/p>\n
          \n
        1. \n
          \u6570\u636e\u5206\u6790<\/strong>\uff1a\u901a\u8fc7\u5206\u6790\u5386\u53f2\u6570\u636e\uff0c\u5bfb\u627e\u5e02\u573a\u89c4\u5f8b\u548c\u4ea4\u6613\u673a\u4f1a\uff0c\u63d0\u9ad8\u4ea4\u6613\u7b56\u7565\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/p>\n<\/li>\n
        2. \n
          \u56de\u6d4b<\/strong>\uff1a\u5728\u5386\u53f2\u6570\u636e\u4e0a\u56de\u6d4b\u4ea4\u6613\u7b56\u7565\uff0c\u8bc4\u4f30\u7b56\u7565\u7684\u76c8\u5229\u80fd\u529b\u548c\u98ce\u9669\uff0c\u8c03\u6574\u7b56\u7565\u53c2\u6570\u3002<\/p>\n<\/p>\n<\/li>\n
        3. \n
          \u673a\u5668\u5b66\u4e60<\/a><\/strong>\uff1a\u5229\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u6784\u5efa\u667a\u80fd\u4ea4\u6613\u6a21\u578b\uff0c\u63d0\u9ad8\u4ea4\u6613\u7b56\u7565\u7684\u81ea\u52a8\u5316\u548c\u667a\u80fd\u5316\u6c34\u5e73\u3002<\/p>\n<\/p>\n<\/li>\n
        4. \n
          \u98ce\u9669\u63a7\u5236<\/strong>\uff1a\u8bbe\u7f6e\u5408\u7406\u7684\u6b62\u635f\u548c\u6b62\u76c8\u7b56\u7565\uff0c\u63a7\u5236\u4ea4\u6613\u98ce\u9669\uff0c\u4fdd\u62a4\u8d44\u91d1\u5b89\u5168\u3002<\/p>\n<\/p>\n<\/li>\n
        5. \n
          \u591a\u7b56\u7565\u7ec4\u5408<\/strong>\uff1a\u7ed3\u5408\u591a\u79cd\u4ea4\u6613\u7b56\u7565\uff0c\u5206\u6563\u6295\u8d44\u98ce\u9669\uff0c\u63d0\u9ad8\u6574\u4f53\u6536\u76ca\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n
          \u516d\u3001\u5b9e\u76d8\u4ea4\u6613\u4e2d\u7684\u6ce8\u610f\u4e8b\u9879<\/h3>\n<\/p>\n
          \u5728\u5b9e\u9645\u4f7f\u7528\u5b9e\u76d8\u6613\u8fdb\u884c\u4ea4\u6613\u65f6\uff0c\u9700\u8981\u6ce8\u610f\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n<\/p>\n
            \n
          1. \n
            \u8d26\u6237\u5b89\u5168<\/strong>\uff1a\u786e\u4fdd\u8d26\u6237\u4fe1\u606f\u548c\u5bc6\u7801\u7684\u5b89\u5168\uff0c\u907f\u514d\u6cc4\u9732\u654f\u611f\u4fe1\u606f\u3002<\/p>\n<\/p>\n<\/li>\n
          2. \n
            \u7f51\u7edc\u7a33\u5b9a\u6027<\/strong>\uff1a\u4fdd\u8bc1\u7f51\u7edc\u8fde\u63a5\u7684\u7a33\u5b9a\uff0c\u907f\u514d\u4ea4\u6613\u4e2d\u65ad\u6216\u5ef6\u8fdf\u3002<\/p>\n<\/p>\n<\/li>\n
          3. \n
            \u4ea4\u6613\u65f6\u673a<\/strong>\uff1a\u9009\u62e9\u5408\u9002\u7684\u4ea4\u6613\u65f6\u673a\uff0c\u907f\u514d\u5728\u5e02\u573a\u6ce2\u52a8\u5267\u70c8\u65f6\u8fdb\u884c\u5927\u989d\u4ea4\u6613\u3002<\/p>\n<\/p>\n<\/li>\n
          4. \n
            \u8d44\u91d1\u7ba1\u7406<\/strong>\uff1a\u5408\u7406\u5206\u914d\u8d44\u91d1\uff0c\u907f\u514d\u91cd\u4ed3\u4ea4\u6613\uff0c\u964d\u4f4e\u6295\u8d44\u98ce\u9669\u3002<\/p>\n<\/p>\n<\/li>\n
          5. \n
            \u6cd5\u5f8b\u6cd5\u89c4<\/strong>\uff1a\u9075\u5b88\u76f8\u5173\u6cd5\u5f8b\u6cd5\u89c4\uff0c\u786e\u4fdd\u4ea4\u6613\u884c\u4e3a\u7684\u5408\u6cd5\u6027\u548c\u5408\u89c4\u6027\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n
            \u4e03\u3001\u5b9e\u4f8b\u5206\u6790\u4e0e\u5e94\u7528<\/h3>\n<\/p>\n
            \u901a\u8fc7\u5b9e\u9645\u6848\u4f8b\u6765\u5206\u6790\u548c\u5e94\u7528\u5b9e\u76d8\u6613\uff0c\u5e2e\u52a9\u8bfb\u8005\u66f4\u597d\u5730\u7406\u89e3\u548c\u638c\u63e1\u5b9e\u76d8\u6613\u7684\u4f7f\u7528\u65b9\u6cd5\u3002<\/p>\n<\/p>\n
            \u6848\u4f8b\u4e00\uff1a\u77ed\u7ebf\u4ea4\u6613\u7b56\u7565<\/h4>\n<\/p>\n
            \u77ed\u7ebf\u4ea4\u6613\u7b56\u7565\u4e3b\u8981\u5229\u7528\u5e02\u573a\u7684\u77ed\u671f\u6ce2\u52a8\u8fdb\u884c\u5feb\u901f\u4e70\u5356\uff0c\u83b7\u53d6\u4ef7\u5dee\u6536\u76ca\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u77ed\u7ebf\u4ea4\u6613\u7b56\u7565\uff1a<\/p>\n<\/p>\n
              \n
            1. \n
              \u7b56\u7565\u601d\u8def<\/strong>\uff1a\u5229\u7528\u6280\u672f\u6307\u6807\uff08\u5982\u5747\u7ebf\u3001MACD\u7b49\uff09\u5224\u65ad\u80a1\u7968\u7684\u4e70\u5356\u4fe1\u53f7\uff0c\u8fdb\u884c\u77ed\u671f\u4ea4\u6613\u3002<\/p>\n<\/p>\n<\/li>\n
            2. \n
              \u7b56\u7565\u5b9e\u73b0<\/strong>\uff1a<\/p>\n<\/p>\n
              import easytrader<\/p>\n
              import pandas as pd<\/p>\n
              import talib as ta<\/p>\n
              \u4f7f\u7528\u534e\u6cf0\u8bc1\u5238API<\/strong><\/h2>\n
              user = easytrader.use('ht')<\/p>\n
              user.prepare('ht.json')<\/p>\n
              \u83b7\u53d6\u80a1\u7968\u5386\u53f2\u6570\u636e<\/strong><\/h2>\n
              stock_code = '000001'<\/p>\n
              data = pd.read_csv('000001.csv')  # \u4ece\u672c\u5730\u6587\u4ef6\u8bfb\u53d6\u6570\u636e<\/p>\n
              \u8ba1\u7b97\u6280\u672f\u6307\u6807<\/strong><\/h2>\n
              data['MA5'] = ta.SMA(data['close'], timeperiod=5)<\/p>\n
              data['MA10'] = ta.SMA(data['close'], timeperiod=10)<\/p>\n
              \u7b56\u7565\u903b\u8f91<\/strong><\/h2>\n
              for i in range(len(data)):<\/p>\n
                  if data['MA5'][i] > data['MA10'][i] and data['MA5'][i-1] <= data['MA10'][i-1]:<\/p>\n
                      # \u4e70\u5165\u4fe1\u53f7<\/p>\n
                      user.buy(stock_code, price=data['close'][i], amount=100)<\/p>\n
                  elif data['MA5'][i] < data['MA10'][i] and data['MA5'][i-1] >= data['MA10'][i-1]:<\/p>\n
                      # \u5356\u51fa\u4fe1\u53f7<\/p>\n
                      user.sell(stock_code, price=data['close'][i], amount=100)<\/p>\n
              <\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n
              \u6848\u4f8b\u4e8c\uff1a\u957f\u7ebf\u6295\u8d44\u7b56\u7565<\/h4>\n<\/p>\n
              \u957f\u7ebf\u6295\u8d44\u7b56\u7565\u4e3b\u8981\u57fa\u4e8e\u57fa\u672c\u9762\u5206\u6790\uff0c\u9009\u62e9\u5177\u6709\u957f\u671f\u6295\u8d44\u4ef7\u503c\u7684\u80a1\u7968\u8fdb\u884c\u6301\u6709\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u957f\u7ebf\u6295\u8d44\u7b56\u7565\uff1a<\/p>\n<\/p>\n
                \n
              1. \n
                \u7b56\u7565\u601d\u8def<\/strong>\uff1a\u6839\u636e\u8d22\u52a1\u6307\u6807\uff08\u5982\u5e02\u76c8\u7387\u3001\u51c0\u5229\u6da6\u589e\u957f\u7387\u7b49\uff09\u7b5b\u9009\u4f18\u8d28\u80a1\u7968\uff0c\u8fdb\u884c\u957f\u671f\u6301\u6709\u3002<\/p>\n<\/p>\n<\/li>\n
              2. \n
                \u7b56\u7565\u5b9e\u73b0<\/strong>\uff1a<\/p>\n<\/p>\n
                import easytrader<\/p>\n
                import pandas as pd<\/p>\n
                \u4f7f\u7528\u534e\u6cf0\u8bc1\u5238API<\/strong><\/h2>\n
                user = easytrader.use('ht')<\/p>\n
                user.prepare('ht.json')<\/p>\n
                \u83b7\u53d6\u80a1\u7968\u8d22\u52a1\u6570\u636e<\/strong><\/h2>\n
                stock_list = ['000001', '000002', '000003']<\/p>\n
                financial_data = pd.DataFrame()<\/p>\n
                for stock in stock_list:<\/p>\n
                    data = pd.read_csv(f'{stock}_financial.csv')  # \u4ece\u672c\u5730\u6587\u4ef6\u8bfb\u53d6\u6570\u636e<\/p>\n
                    financial_data = financial_data.append(data)<\/p>\n
                \u7b5b\u9009\u4f18\u8d28\u80a1\u7968<\/strong><\/h2>\n
                selected_stocks = financial_data[(financial_data['\u5e02\u76c8\u7387'] < 20) & (financial_data['\u51c0\u5229\u6da6\u589e\u957f\u7387'] > 10)]<\/p>\n
                \u4e70\u5165\u4f18\u8d28\u80a1\u7968<\/strong><\/h2>\n
                for stock in selected_stocks['\u80a1\u7968\u4ee3\u7801']:<\/p>\n
                    user.buy(stock, price=selected_stocks[selected_stocks['\u80a1\u7968\u4ee3\u7801'] == stock]['\u6536\u76d8\u4ef7'].values[0], amount=100)<\/p>\n
                <\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n
                \u516b\u3001\u603b\u7ed3\u4e0e\u5c55\u671b<\/h3>\n<\/p>\n
                \u901a\u8fc7\u4e0a\u8ff0\u5185\u5bb9\uff0c\u76f8\u4fe1\u8bfb\u8005\u5df2\u7ecf\u5bf9Python\u5982\u4f55\u4f7f\u7528\u5b9e\u76d8\u6613\u6709\u4e86\u8f83\u4e3a\u5168\u9762\u7684\u4e86\u89e3\u3002\u5b9e\u76d8\u6613\u4f5c\u4e3a\u4e00\u79cd\u81ea\u52a8\u5316\u4ea4\u6613\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6295\u8d44\u8005\u63d0\u9ad8\u4ea4\u6613\u6548\u7387\uff0c\u964d\u4f4e\u64cd\u4f5c\u98ce\u9669\uff0c\u5b9e\u73b0\u667a\u80fd\u5316\u4ea4\u6613\u3002\u7136\u800c\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u8fd8\u9700\u8981\u4e0d\u65ad\u4f18\u5316\u548c\u6539\u8fdb\u4ea4\u6613\u7b56\u7565\uff0c\u7ed3\u5408\u5e02\u573a\u53d8\u5316\u8fdb\u884c\u8c03\u6574\uff0c\u4ee5\u8fbe\u5230\u6700\u4f73\u7684\u6295\u8d44\u6548\u679c\u3002<\/p>\n<\/p>\n
                \u672a\u6765\uff0c\u968f\u7740\u4eba\u5de5\u667a\u80fd<\/a>\u548c\u5927\u6570\u636e\u6280\u672f\u7684\u53d1\u5c55\uff0c\u5b9e\u76d8\u6613\u7684\u5e94\u7528\u5c06\u66f4\u52a0\u5e7f\u6cdb\u548c\u6df1\u5165\u3002\u6211\u4eec\u53ef\u4ee5\u671f\u5f85\u66f4\u591a\u667a\u80fd\u5316\u3001\u4e2a\u6027\u5316\u7684\u4ea4\u6613\u5de5\u5177\u548c\u7b56\u7565\u6d8c\u73b0\uff0c\u5e2e\u52a9\u6295\u8d44\u8005\u5728\u590d\u6742\u591a\u53d8\u7684\u5e02\u573a\u4e2d\u83b7\u5f97\u66f4\u591a\u7684\u6536\u76ca\u3002<\/p>\n<\/p>\n
                \u540c\u65f6\uff0c\u4e5f\u8981\u6ce8\u610f\u5230\uff0c\u91d1\u878d\u5e02\u573a\u5177\u6709\u9ad8\u5ea6\u7684\u4e0d\u786e\u5b9a\u6027\u548c\u98ce\u9669\u6027\uff0c\u6295\u8d44\u8005\u5728\u4f7f\u7528\u5b9e\u76d8\u6613\u8fdb\u884c\u4ea4\u6613\u65f6\uff0c\u5e94\u4fdd\u6301\u8c28\u614e\uff0c\u505a\u597d\u98ce\u9669\u63a7\u5236\uff0c\u4e0d\u76f2\u76ee\u8ffd\u6c42\u9ad8\u6536\u76ca\uff0c\u786e\u4fdd\u8d44\u91d1\u7684\u5b89\u5168\u548c\u7a33\u5065\u589e\u503c\u3002<\/p>\n<\/p>\n
                \u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
                 \u5982\u4f55\u5728Python\u4e2d\u8fde\u63a5\u5b9e\u76d8\u6613API\uff1f<\/strong>
                \u8981\u5728Python\u4e2d\u8fde\u63a5\u5b9e\u76d8\u6613API\uff0c\u60a8\u9996\u5148\u9700\u8981\u5b89\u88c5\u76f8\u5173\u7684\u5e93\uff0c\u5982requests<\/code>\u6216\u8005\u4f7f\u7528\u4e13\u95e8\u7684SDK\u3002\u63a5\u4e0b\u6765\uff0c\u60a8\u9700\u8981\u6ce8\u518c\u5b9e\u76d8\u6613\u8d26\u53f7\u5e76\u83b7\u53d6API\u5bc6\u94a5\u3002\u901a\u8fc7\u4f7f\u7528HTTP\u8bf7\u6c42\uff0c\u60a8\u53ef\u4ee5\u53d1\u9001\u6307\u4ee4\u5e76\u63a5\u6536\u6570\u636e\u3002\u5efa\u8bae\u67e5\u9605\u5b9e\u76d8\u6613\u7684\u5b98\u65b9\u6587\u6863\uff0c\u4e86\u89e3\u5177\u4f53\u7684API\u63a5\u53e3\u548c\u8bf7\u6c42\u53c2\u6570\u3002<\/p>\n
                \u4f7f\u7528Python\u5b9e\u73b0\u5b9e\u76d8\u6613\u7684\u4ea4\u6613\u7b56\u7565\u9700\u8981\u54ea\u4e9b\u6b65\u9aa4\uff1f<\/strong>
                \u5b9e\u73b0\u4ea4\u6613\u7b56\u7565\u7684\u6b65\u9aa4\u5305\u62ec\uff1a\u9996\u5148\uff0c\u5b9a\u4e49\u60a8\u7684\u4ea4\u6613\u903b\u8f91\u548c\u7b56\u7565\uff1b\u5176\u6b21\uff0c\u5229\u7528\u5b9e\u76d8\u6613API\u83b7\u53d6\u5e02\u573a\u6570\u636e\uff0c\u5206\u6790\u5e76\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\uff1b\u63a5\u7740\uff0c\u4f7f\u7528API\u6267\u884c\u4ea4\u6613\u6307\u4ee4\u3002\u5efa\u8bae\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u6a21\u62df\u8d26\u6237\u8fdb\u884c\u6d4b\u8bd5\uff0c\u4ee5\u786e\u4fdd\u7b56\u7565\u7684\u6709\u6548\u6027\u548c\u5b89\u5168\u6027\u3002<\/p>\n
                \u5982\u4f55\u5728\u5b9e\u76d8\u6613\u4e0a\u5904\u7406\u5f02\u5e38\u60c5\u51b5\u4e0e\u9519\u8bef\uff1f<\/strong>
                \u5728\u4f7f\u7528\u5b9e\u76d8\u6613API\u65f6\uff0c\u5904\u7406\u5f02\u5e38\u60c5\u51b5\u4e0e\u9519\u8bef\u81f3\u5173\u91cd\u8981\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u6355\u83b7API\u8fd4\u56de\u7684\u9519\u8bef\u4ee3\u7801\u548c\u4fe1\u606f\uff0c\u91c7\u53d6\u76f8\u5e94\u7684\u63aa\u65bd\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u7f51\u7edc\u9519\u8bef\uff0c\u53ef\u4ee5\u8bbe\u7f6e\u91cd\u8bd5\u673a\u5236\uff1b\u5bf9\u4e8e\u4ea4\u6613\u5931\u8d25\uff0c\u53ef\u4ee5\u8bb0\u5f55\u65e5\u5fd7\u5e76\u5206\u6790\u5931\u8d25\u539f\u56e0\u3002\u786e\u4fdd\u60a8\u7684\u4ee3\u7801\u5177\u6709\u826f\u597d\u7684\u9519\u8bef\u5904\u7406\u80fd\u529b\uff0c\u4ee5\u63d0\u9ad8\u4ea4\u6613\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python\u4f7f\u7528\u5b9e\u76d8\u6613\u7684\u65b9\u6cd5\u4e3b\u8981\u5305\u62ec\uff1a\u5b89\u88c5\u5b9e\u76d8\u6613\u3001\u914d\u7f6eAPI\u3001\u7f16\u5199\u4ea4\u6613\u7b56\u7565\u3001\u6267\u884c\u548c\u76d1\u63a7\u4ea4\u6613\u3002 \u5b89\u88c5\u5b9e\u76d8\u6613\uff1a\u9996\u5148 […]","protected":false},"author":3,"featured_media":1164234,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1164229"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=1164229"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1164229\/revisions"}],"predecessor-version":[{"id":1164236,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1164229\/revisions\/1164236"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1164234"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1164229"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1164229"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1164229"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}