{"id":1171779,"date":"2025-01-15T16:39:47","date_gmt":"2025-01-15T08:39:47","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1171779.html"},"modified":"2025-01-15T16:39:50","modified_gmt":"2025-01-15T08:39:50","slug":"python%e5%a6%82%e4%bd%95%e8%8e%b7%e5%8f%96a%e8%82%a1%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1171779.html","title":{"rendered":"python\u5982\u4f55\u83b7\u53d6a\u80a1\u6570\u636e"},"content":{"rendered":"

\"python\u5982\u4f55\u83b7\u53d6a\u80a1\u6570\u636e\"<\/p>\n

Python\u83b7\u53d6A\u80a1\u6570\u636e\u7684\u65b9\u5f0f\u6709\u591a\u79cd\uff1a\u53ef\u4ee5\u901a\u8fc7\u7f51\u7edc\u722c\u866b\u3001\u4f7f\u7528\u7b2c\u4e09\u65b9API\u3001\u4f7f\u7528\u91d1\u878d\u6570\u636e\u5305\u7b49\u65b9\u5f0f\u83b7\u53d6\u3002\u4ee5\u4e0b\u8be6\u7ec6\u4ecb\u7ecd\u5176\u4e2d\u4e00\u79cd\u65b9\u5f0f\u2014\u2014\u4f7f\u7528Tushare\u5e93\u6765\u83b7\u53d6A\u80a1\u6570\u636e\u3002<\/strong><\/p>\n<\/p>\n

\u4f7f\u7528Tushare\u5e93\u662f\u83b7\u53d6A\u80a1\u6570\u636e\u7684\u5e38\u89c1\u65b9\u5f0f\u4e4b\u4e00\u3002Tushare\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u91d1\u878d\u6570\u636e\u63a5\u53e3\u5305\uff0c\u4e13\u6ce8\u4e8e\u63d0\u4f9b\u4e2d\u56fd\u80a1\u5e02\u3001\u57fa\u91d1\u3001\u671f\u8d27\u548c\u5b8f\u89c2\u7ecf\u6d4e\u7b49\u591a\u65b9\u9762\u7684\u6570\u636e\u670d\u52a1\u3002\u901a\u8fc7Tushare\uff0c\u7528\u6237\u53ef\u4ee5\u65b9\u4fbf\u5730\u83b7\u53d6\u5404\u79cd\u91d1\u878d\u6570\u636e\uff0c\u5e76\u8fdb\u884c\u5206\u6790\u548c\u7814\u7a76\u3002<\/p>\n<\/p>\n

\u8be6\u7ec6\u63cf\u8ff0\uff1a<\/strong><\/p>\n

Tushare\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u91d1\u878d\u6570\u636e\u63a5\u53e3\uff0c\u5305\u62ec\u80a1\u7968\u7684\u65e5\u7ebf\u6570\u636e\u3001\u5468\u7ebf\u6570\u636e\u3001\u6708\u7ebf\u6570\u636e\u3001\u5b9e\u65f6\u884c\u60c5\u6570\u636e\u3001\u5206\u7b14\u6570\u636e\u3001\u8d22\u52a1\u6570\u636e\u7b49\u3002\u4f7f\u7528Tushare\u83b7\u53d6A\u80a1\u6570\u636e\u7684\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<\/p>\n

    \n
  1. \u5b89\u88c5Tushare\u5e93\u3002<\/li>\n
  2. \u6ce8\u518cTushare\u8d26\u53f7\u5e76\u83b7\u53d6API Token\u3002<\/li>\n
  3. \u4f7f\u7528API Token\u521d\u59cb\u5316Tushare\u5e93\u3002<\/li>\n
  4. \u8c03\u7528Tushare\u63d0\u4f9b\u7684\u63a5\u53e3\u83b7\u53d6\u6240\u9700\u7684A\u80a1\u6570\u636e\u3002<\/li>\n<\/ol>\n

    \u4e00\u3001\u5b89\u88c5Tushare\u5e93<\/h3>\n<\/p>\n

    \u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u5728Python\u73af\u5883\u4e2d\u5b89\u88c5Tushare\u5e93\u3002\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n

    pip install tushare<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u5373\u53ef\u5728Python\u4ee3\u7801\u4e2d\u5bfc\u5165Tushare\u5e93\uff0c\u5e76\u8c03\u7528\u76f8\u5173\u63a5\u53e3\u83b7\u53d6\u6570\u636e\u3002<\/p>\n<\/p>\n
    \u4e8c\u3001\u6ce8\u518cTushare\u8d26\u53f7\u5e76\u83b7\u53d6API Token<\/h3>\n<\/p>\n
    \u8bbf\u95eeTushare\u5b98\u7f51\uff08https:\/\/tushare.pro\/\uff09\uff0c\u6ce8\u518c\u4e00\u4e2a\u8d26\u53f7\u5e76\u767b\u5f55\u3002\u767b\u5f55\u540e\uff0c\u5728\u4e2a\u4eba\u4e2d\u5fc3\u9875\u9762\u4e2d\u53ef\u4ee5\u627e\u5230API<\/a> Token\u3002\u8fd9\u4e2aToken\u662f\u8bbf\u95eeTushare\u6570\u636e\u63a5\u53e3\u7684\u5fc5\u8981\u51ed\u8bc1\u3002<\/p>\n<\/p>\n
    \u4e09\u3001\u521d\u59cb\u5316Tushare\u5e93<\/h3>\n<\/p>\n
    \u5728Python\u4ee3\u7801\u4e2d\u4f7f\u7528\u83b7\u53d6\u5230\u7684API Token\u8fdb\u884c\u521d\u59cb\u5316\uff1a<\/p>\n<\/p>\n
    import tushare as ts<\/p>\n
    \u66ff\u6362\u6210\u4f60\u7684API Token<\/strong><\/h2>\n
    api_token = 'your_api_token'<\/p>\n
    ts.set_token(api_token)<\/p>\n
    pro = ts.pro_api()<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u901a\u8fc7\u4ee5\u4e0a\u4ee3\u7801\uff0c\u6211\u4eec\u5b8c\u6210\u4e86Tushare\u5e93\u7684\u521d\u59cb\u5316\uff0c\u5e76\u83b7\u53d6\u4e86\u4e00\u4e2aPro API\u5bf9\u8c61pro<\/code>\uff0c\u7528\u4e8e\u540e\u7eed\u7684\u6570\u636e\u83b7\u53d6\u3002<\/p>\n<\/p>\n
    \u56db\u3001\u83b7\u53d6A\u80a1\u6570\u636e<\/h3>\n<\/p>\n
    \u83b7\u53d6\u80a1\u7968\u57fa\u672c\u4fe1\u606f<\/h4>\n<\/p>\n
    # \u83b7\u53d6\u6240\u6709A\u80a1\u80a1\u7968\u7684\u57fa\u672c\u4fe1\u606f<\/p>\n
    stock_basic = pro.stock_basic(exchange='', list_status='L', fields='ts_code,symbol,name,area,industry,list_date')<\/p>\n
    print(stock_basic)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u8be5\u4ee3\u7801\u83b7\u53d6\u6240\u6709\u5728A\u80a1\u4e0a\u5e02\u7684\u80a1\u7968\u57fa\u672c\u4fe1\u606f\uff0c\u5305\u62ec\u80a1\u7968\u4ee3\u7801\u3001\u540d\u79f0\u3001\u5730\u533a\u3001\u884c\u4e1a\u3001\u4e0a\u5e02\u65e5\u671f\u7b49\u3002<\/p>\n<\/p>\n
    \u83b7\u53d6\u80a1\u7968\u65e5\u7ebf\u6570\u636e<\/h4>\n<\/p>\n
    # \u83b7\u53d6\u67d0\u53ea\u80a1\u7968\u7684\u65e5\u7ebf\u6570\u636e<\/p>\n
    ts_code = '000001.SZ'  # \u66ff\u6362\u4e3a\u4f60\u611f\u5174\u8da3\u7684\u80a1\u7968\u4ee3\u7801<\/p>\n
    start_date = '20210101'<\/p>\n
    end_date = '20211031'<\/p>\n
    dAI<\/a>ly_data = pro.daily(ts_code=ts_code, start_date=start_date, end_date=end_date)<\/p>\n
    print(daily_data)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u8be5\u4ee3\u7801\u83b7\u53d6\u6307\u5b9a\u80a1\u7968\u5728\u6307\u5b9a\u65f6\u95f4\u8303\u56f4\u5185\u7684\u65e5\u7ebf\u6570\u636e\uff0c\u5305\u62ec\u5f00\u76d8\u4ef7\u3001\u6536\u76d8\u4ef7\u3001\u6700\u9ad8\u4ef7\u3001\u6700\u4f4e\u4ef7\u3001\u6210\u4ea4\u91cf\u7b49\u3002<\/p>\n<\/p>\n
    \u4e94\u3001\u83b7\u53d6\u5b9e\u65f6\u884c\u60c5\u6570\u636e<\/h3>\n<\/p>\n
    \u9664\u4e86\u5386\u53f2\u6570\u636e\uff0cTushare\u8fd8\u63d0\u4f9b\u5b9e\u65f6\u884c\u60c5\u6570\u636e\u63a5\u53e3\uff0c\u53ef\u4ee5\u83b7\u53d6A\u80a1\u5e02\u573a\u7684\u5b9e\u65f6\u884c\u60c5\u4fe1\u606f\u3002<\/p>\n<\/p>\n
    # \u83b7\u53d6\u5b9e\u65f6\u884c\u60c5\u6570\u636e<\/p>\n
    real_time_data = ts.get_today_all()<\/p>\n
    print(real_time_data)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u8be5\u4ee3\u7801\u83b7\u53d6\u5f53\u524d\u6240\u6709A\u80a1\u80a1\u7968\u7684\u5b9e\u65f6\u884c\u60c5\u6570\u636e\uff0c\u5305\u62ec\u6700\u65b0\u4ef7\u3001\u6da8\u8dcc\u5e45\u3001\u6210\u4ea4\u91cf\u3001\u6210\u4ea4\u989d\u7b49\u3002<\/p>\n<\/p>\n
    \u516d\u3001\u83b7\u53d6\u8d22\u52a1\u6570\u636e<\/h3>\n<\/p>\n
    \u8d22\u52a1\u6570\u636e\u662f\u8fdb\u884c\u80a1\u7968\u5206\u6790\u548c\u7814\u7a76\u7684\u91cd\u8981\u6570\u636e\u6765\u6e90\u3002Tushare\u63d0\u4f9b\u4e86\u591a\u79cd\u8d22\u52a1\u6570\u636e\u63a5\u53e3\uff0c\u53ef\u4ee5\u83b7\u53d6\u4e0a\u5e02\u516c\u53f8\u7684\u8d22\u52a1\u62a5\u8868\u3001\u4e1a\u7ee9\u9884\u544a\u3001\u5206\u7ea2\u9001\u80a1\u7b49\u4fe1\u606f\u3002<\/p>\n<\/p>\n
    # \u83b7\u53d6\u67d0\u53ea\u80a1\u7968\u7684\u8d22\u52a1\u62a5\u8868\u6570\u636e<\/p>\n
    ts_code = '000001.SZ'  # \u66ff\u6362\u4e3a\u4f60\u611f\u5174\u8da3\u7684\u80a1\u7968\u4ee3\u7801<\/p>\n
    income_data = pro.income(ts_code=ts_code, start_date=start_date, end_date=end_date)<\/p>\n
    balance_data = pro.balancesheet(ts_code=ts_code, start_date=start_date, end_date=end_date)<\/p>\n
    cashflow_data = pro.cashflow(ts_code=ts_code, start_date=start_date, end_date=end_date)<\/p>\n
    print(income_data)<\/p>\n
    print(balance_data)<\/p>\n
    print(cashflow_data)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u8be5\u4ee3\u7801\u83b7\u53d6\u6307\u5b9a\u80a1\u7968\u7684\u8d22\u52a1\u62a5\u8868\u6570\u636e\uff0c\u5305\u62ec\u5229\u6da6\u8868\u3001\u8d44\u4ea7\u8d1f\u503a\u8868\u3001\u73b0\u91d1\u6d41\u91cf\u8868\u7b49\u3002<\/p>\n<\/p>\n
    \u4e03\u3001\u4f7f\u7528pandas\u8fdb\u884c\u6570\u636e\u5206\u6790<\/h3>\n<\/p>\n
    Tushare\u83b7\u53d6\u7684\u6570\u636e\u901a\u5e38\u4ee5pandas DataFrame\u7684\u5f62\u5f0f\u8fd4\u56de\uff0c\u56e0\u6b64\u53ef\u4ee5\u65b9\u4fbf\u5730\u4f7f\u7528pandas\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u8ba1\u7b97\u80a1\u7968\u7684\u65e5\u6536\u76ca\u7387\u3001\u7ed8\u5236K\u7ebf\u56fe\u3001\u8fdb\u884c\u6280\u672f\u6307\u6807\u5206\u6790\u7b49\u3002<\/p>\n<\/p>\n
    import pandas as pd<\/p>\n
    \u8ba1\u7b97\u65e5\u6536\u76ca\u7387<\/strong><\/h2>\n
    daily_data['pct_chg'] = daily_data['close'].pct_change()<\/p>\n
    \u7ed8\u5236K\u7ebf\u56fe<\/strong><\/h2>\n
    import matplotlib.pyplot as plt<\/p>\n
    import mplfinance as mpf<\/p>\n
    mpf.plot(daily_data.set_index('trade_date'), type='candle', volume=True, style='charles')<\/p>\n
    plt.show()<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u8be5\u4ee3\u7801\u8ba1\u7b97\u80a1\u7968\u7684\u65e5\u6536\u76ca\u7387\uff0c\u5e76\u4f7f\u7528mplfinance\u5e93\u7ed8\u5236K\u7ebf\u56fe\u3002<\/p>\n<\/p>\n
    \u516b\u3001\u603b\u7ed3<\/h3>\n<\/p>\n
    \u901a\u8fc7\u4f7f\u7528Tushare\u5e93\uff0c\u6211\u4eec\u53ef\u4ee5\u65b9\u4fbf\u5730\u83b7\u53d6A\u80a1\u5e02\u573a\u7684\u5404\u79cd\u6570\u636e\uff0c\u5305\u62ec\u80a1\u7968\u57fa\u672c\u4fe1\u606f\u3001\u5386\u53f2\u884c\u60c5\u6570\u636e\u3001\u5b9e\u65f6\u884c\u60c5\u6570\u636e\u3001\u8d22\u52a1\u6570\u636e\u7b49\u3002\u7ed3\u5408pandas\u7b49\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u53ef\u4ee5\u5bf9\u83b7\u53d6\u7684\u6570\u636e\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u5206\u6790\u548c\u7814\u7a76\u3002Tushare\u5e93\u7684\u4f7f\u7528\u7b80\u5355\u800c\u7075\u6d3b\uff0c\u662f\u8fdb\u884cA\u80a1\u6570\u636e\u5206\u6790\u7684\u6709\u529b\u5de5\u5177\u3002<\/p>\n<\/p>\n
    \u4e5d\u3001\u5176\u4ed6\u83b7\u53d6A\u80a1\u6570\u636e\u7684\u65b9\u5f0f<\/h3>\n<\/p>\n
    \u9664\u4e86Tushare\uff0c\u8fd8\u6709\u5176\u4ed6\u591a\u79cd\u65b9\u5f0f\u53ef\u4ee5\u83b7\u53d6A\u80a1\u6570\u636e\uff0c\u5982\u4f7f\u7528\u7f51\u7edc\u722c\u866b\u3001\u5176\u4ed6\u7b2c\u4e09\u65b9API\u3001\u91d1\u878d\u6570\u636e\u5305\u7b49\u3002<\/p>\n<\/p>\n
    \u4f7f\u7528\u7f51\u7edc\u722c\u866b<\/h4>\n<\/p>\n
    \u53ef\u4ee5\u901a\u8fc7\u7f16\u5199\u7f51\u7edc\u722c\u866b\u7a0b\u5e8f\uff0c\u4ece\u5404\u5927\u8d22\u7ecf\u7f51\u7ad9\uff08\u5982\u65b0\u6d6a\u8d22\u7ecf\u3001\u4e1c\u65b9\u8d22\u5bcc\u7f51\uff09\u83b7\u53d6A\u80a1\u6570\u636e\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u4f7f\u7528\u7f51\u7edc\u722c\u866b\u83b7\u53d6\u6570\u636e\u65f6\uff0c\u8981\u9075\u5b88\u76f8\u5173\u7f51\u7ad9\u7684\u4f7f\u7528\u6761\u6b3e\uff0c\u907f\u514d\u5bf9\u7f51\u7ad9\u670d\u52a1\u5668\u9020\u6210\u8fc7\u5927\u538b\u529b\u3002<\/p>\n<\/p>\n
    import requests<\/p>\n
    from bs4 import BeautifulSoup<\/p>\n
    \u83b7\u53d6\u67d0\u53ea\u80a1\u7968\u7684\u5b9e\u65f6\u884c\u60c5\u6570\u636e<\/strong><\/h2>\n
    url = 'https:\/\/finance.sina.com.cn\/realstock\/company\/sz000001\/nc.shtml'<\/p>\n
    response = requests.get(url)<\/p>\n
    soup = BeautifulSoup(response.text, 'html.parser')<\/p>\n
    \u89e3\u6790\u7f51\u9875\u5185\u5bb9\uff0c\u63d0\u53d6\u6240\u9700\u6570\u636e<\/strong><\/h2>\n
    \u6ce8\u610f\uff1a\u4e0d\u540c\u7f51\u7ad9\u7684\u7f51\u9875\u7ed3\u6784\u4e0d\u540c\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u60c5\u51b5\u7f16\u5199\u89e3\u6790\u4ee3\u7801<\/strong><\/h2>\n
    print(soup)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u4f7f\u7528\u5176\u4ed6\u7b2c\u4e09\u65b9API<\/h4>\n<\/p>\n
    \u9664\u4e86Tushare\uff0c\u8fd8\u6709\u5176\u4ed6\u7b2c\u4e09\u65b9API\u63d0\u4f9bA\u80a1\u6570\u636e\u670d\u52a1\uff0c\u5982\u805a\u5bbd\uff08JoinQuant\uff09\u3001\u7c73\u7b50\uff08Ricequant\uff09\u3001\u767e\u5ea6\u80a1\u5e02\u901aAPI\u7b49\u3002\u8fd9\u4e9bAPI\u7684\u4f7f\u7528\u65b9\u6cd5\u4e0eTushare\u7c7b\u4f3c\uff0c\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684API\u3002<\/p>\n<\/p>\n
    # \u793a\u4f8b\uff1a\u4f7f\u7528\u805a\u5bbdAPI\u83b7\u53d6A\u80a1\u6570\u636e<\/p>\n
    import jqdatasdk<\/p>\n
    jqdatasdk.auth('your_username', 'your_password')<\/p>\n
    \u83b7\u53d6\u67d0\u53ea\u80a1\u7968\u7684\u65e5\u7ebf\u6570\u636e<\/strong><\/h2>\n
    data = jqdatasdk.get_price('000001.XSHE', start_date='2021-01-01', end_date='2021-10-31', frequency='daily')<\/p>\n
    print(data)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u4f7f\u7528\u91d1\u878d\u6570\u636e\u5305<\/h4>\n<\/p>\n
    \u6709\u4e9b\u91d1\u878d\u6570\u636e\u5305\u63d0\u4f9b\u4e86\u83b7\u53d6A\u80a1\u6570\u636e\u7684\u529f\u80fd\uff0c\u5982Wind\u91d1\u878d\u7ec8\u7aef\u3001\u540c\u82b1\u987a\u91d1\u878d\u6570\u636e\u7b49\u3002\u8fd9\u4e9b\u6570\u636e\u5305\u901a\u5e38\u9700\u8981\u4ed8\u8d39\u8ba2\u9605\uff0c\u53ef\u4ee5\u63d0\u4f9b\u66f4\u52a0\u5168\u9762\u548c\u4e13\u4e1a\u7684\u91d1\u878d\u6570\u636e\u670d\u52a1\u3002<\/p>\n<\/p>\n
    # \u793a\u4f8b\uff1a\u4f7f\u7528Wind\u91d1\u878d\u7ec8\u7aef\u83b7\u53d6A\u80a1\u6570\u636e<\/p>\n
    import WindPy<\/p>\n
    WindPy.w.start()<\/p>\n
    \u83b7\u53d6\u67d0\u53ea\u80a1\u7968\u7684\u65e5\u7ebf\u6570\u636e<\/strong><\/h2>\n
    data = WindPy.w.wsd('000001.SZ', 'open,high,low,close,volume', '2021-01-01', '2021-10-31')<\/p>\n
    print(data)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u603b\u4e4b\uff0c\u83b7\u53d6A\u80a1\u6570\u636e\u7684\u65b9\u5f0f\u6709\u591a\u79cd\uff0c\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u5f0f\u3002\u901a\u8fc7\u5408\u7406\u5730\u83b7\u53d6\u548c\u5206\u6790A\u80a1\u6570\u636e\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6295\u8d44\u8005\u505a\u51fa\u66f4\u52a0\u79d1\u5b66\u548c\u7406\u6027\u7684\u6295\u8d44\u51b3\u7b56\u3002<\/p>\n<\/p>\n
    \u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
     \u5982\u4f55\u4f7f\u7528Python\u83b7\u53d6A\u80a1\u5e02\u573a\u7684\u5b9e\u65f6\u6570\u636e\uff1f<\/strong>
    \u8981\u83b7\u53d6A\u80a1\u5e02\u573a\u7684\u5b9e\u65f6\u6570\u636e\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u7b2c\u4e09\u65b9\u5e93\uff0c\u5982Tushare<\/code>\u6216akshare<\/code>\u3002\u8fd9\u4e9b\u5e93\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684API\uff0c\u80fd\u591f\u83b7\u53d6\u80a1\u7968\u7684\u5b9e\u65f6\u884c\u60c5\u3001\u5386\u53f2\u6570\u636e\u548c\u8d22\u52a1\u6570\u636e\u3002\u5b89\u88c5\u8fd9\u4e9b\u5e93\u540e\uff0c\u60a8\u9700\u8981\u6ce8\u518c\u5e76\u83b7\u53d6API\u5bc6\u94a5\uff0c\u4f7f\u7528\u76f8\u5e94\u7684\u51fd\u6570\u8c03\u7528\u5373\u53ef\u8f7b\u677e\u83b7\u53d6\u6240\u9700\u6570\u636e\u3002\u4f8b\u5982\uff0c\u4f7f\u7528Tushare\u7684pro_bar<\/code>\u51fd\u6570\u53ef\u4ee5\u83b7\u53d6\u7279\u5b9a\u80a1\u7968\u7684\u5386\u53f2K\u7ebf\u6570\u636e\u3002<\/p>\n
    \u83b7\u53d6A\u80a1\u6570\u636e\u9700\u8981\u54ea\u4e9bPython\u5e93\uff1f<\/strong>
    \u83b7\u53d6A\u80a1\u6570\u636e\u5e38\u7528\u7684Python\u5e93\u5305\u62ecTushare<\/code>\u3001akshare<\/code>\u548cpandas_datareader<\/code>\u3002Tushare<\/code>\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u80a1\u7968\u6570\u636e\u63a5\u53e3\uff0cakshare<\/code>\u4e5f\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u91d1\u878d\u6570\u636e\uff0c\u9002\u5408\u83b7\u53d6\u591a\u79cd\u5e02\u573a\u6570\u636e\u3002\u60a8\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u5e93\uff0c\u5e76\u901a\u8fc7pip<\/code>\u547d\u4ee4\u8f7b\u677e\u5b89\u88c5\u3002<\/p>\n
    \u5982\u4f55\u5904\u7406\u83b7\u53d6\u7684A\u80a1\u6570\u636e\u4ee5\u8fdb\u884c\u5206\u6790\uff1f<\/strong>
    \u83b7\u53d6A\u80a1\u6570\u636e\u540e\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528pandas<\/code>\u5e93\u8fdb\u884c\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u3002\u4f7f\u7528pandas<\/code>\u53ef\u4ee5\u8f7b\u677e\u5730\u5bf9\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u3001\u7b5b\u9009\u548c\u53ef\u89c6\u5316\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528DataFrame<\/code>\u8fdb\u884c\u6570\u636e\u6846\u7684\u64cd\u4f5c\uff0c\u7ed8\u5236\u80a1\u4ef7\u8d70\u52bf\u56fe\uff0c\u4ee5\u53ca\u8ba1\u7b97\u6280\u672f\u6307\u6807\u7b49\u3002\u7ed3\u5408matplotlib<\/code>\u6216seaborn<\/code>\u7b49\u53ef\u89c6\u5316\u5e93\uff0c\u60a8\u53ef\u4ee5\u751f\u6210\u4e13\u4e1a\u7684\u56fe\u8868\u6765\u5c55\u793a\u5206\u6790\u7ed3\u679c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python\u83b7\u53d6A\u80a1\u6570\u636e\u7684\u65b9\u5f0f\u6709\u591a\u79cd\uff1a\u53ef\u4ee5\u901a\u8fc7\u7f51\u7edc\u722c\u866b\u3001\u4f7f\u7528\u7b2c\u4e09\u65b9API\u3001\u4f7f\u7528\u91d1\u878d\u6570\u636e\u5305\u7b49\u65b9\u5f0f\u83b7\u53d6\u3002\u4ee5\u4e0b\u8be6\u7ec6\u4ecb […]","protected":false},"author":3,"featured_media":1171787,"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\/1171779"}],"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=1171779"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1171779\/revisions"}],"predecessor-version":[{"id":1171790,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1171779\/revisions\/1171790"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1171787"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1171779"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1171779"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1171779"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}