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\"\"<\/figure>\n\n\n\n
\n
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# \u83b7\u53d6\u80a1\u7968\u4ef7\u683c\u6570\u636e\u7684\u6700\u4f73\u5b9e\u8df5<\/code><\/code># \u274c \u9519\u8bef\u505a\u6cd5\uff1a\u76f4\u63a5\u4f7f\u7528\u539f\u59cb\u4ef7\u683c<\/code>price_data = get_price('600519.SH')  # \u4f1a\u6709\u4ef7\u683c\u8df3\u7a7a\uff0c\u56de\u6d4b\u5931\u771f<\/code><\/code># \u2705 \u6b63\u786e\u505a\u6cd5\uff1a\u4f7f\u7528\u524d\u590d\u6743\u4ef7\u683c<\/code>price_data = get_price('600519.SH', adjust='qfq')  # \u4ef7\u683c\u8fde\u7eed\uff0c\u56de\u6d4b\u51c6\u786e<\/code><\/code><\/pre>\n\n\n\n
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\u8c03\u7528\u592a\u9891\u7e41<\/td>\u52a0time.sleep(0.5)\uff0c\u8bf7\u6c42\u95f4\u9694\u81f3\u5c110.5\u79d2<\/td>\u518d\u4e5f\u6ca1\u88ab429\u8fc7<\/td><\/tr>
\u7f51\u7edc\u6296\u52a8<\/td>\u5931\u8d25\u5c31\u91cd\u8bd5\uff0c\u7b491\u79d2\u30012\u79d2\u30014\u79d2\uff0c\u6307\u6570\u7ea7\u589e\u52a0<\/td>\u6210\u529f\u7387\u4ece70%\u523099%<\/td><\/tr>
\u91cd\u590d\u62c9\u53d6<\/td>\u672c\u5730\u5efa\u4e2a\u6570\u636e\u5e93\uff0c\u62c9\u8fc7\u7684\u5b58\u8d77\u6765\uff0c\u4e0b\u6b21\u76f4\u63a5\u67e5<\/td>\u6bcf\u5929\u77012\u5c0f\u65f6\uff0cAPI\u8c03\u7528\u91cf\u964d80%<\/td><\/tr>
\u5fd8\u8bb0\u66f4\u65b0<\/td>\u7528crontab\u5b9a\u65f6\u4efb\u52a1\uff0c\u6bcf\u5929\u51cc\u66684\u70b9\u81ea\u52a8\u8dd1<\/td>\u9192\u6765\u6570\u636e\u5df2\u5728\u7897\u91cc<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
# \u6211\u7684\u722c\u866b\"\u4e09\u4ece\u56db\u5fb7\"\u6a21\u677f<\/code>import requests<\/code>import time<\/code><\/code>def safe_request(url, params=None, max_retry=3):<\/code>    \"\"\"<\/code>    \u5b89\u5168\u7684\u8bf7\u6c42\u51fd\u6570\uff0c\u5305\u542b\u91cd\u8bd5\u673a\u5236\u548c\u9650\u901f\u5904\u7406<\/code><\/code>        Args:<\/code>        url (str): \u8bf7\u6c42\u7684URL<\/code>        params (dict, optional): \u8bf7\u6c42\u53c2\u6570\uff0c\u9ed8\u8ba4\u4e3aNone<\/code>        max_retry (int, optional): \u6700\u5927\u91cd\u8bd5\u6b21\u6570\uff0c\u9ed8\u8ba4\u4e3a3<\/code><\/code>    Returns:<\/code>        dict\/list\/None: \u6210\u529f\u8fd4\u56deJSON\u6570\u636e\uff0c\u5931\u8d25\u8fd4\u56deNone<\/code>    \"\"\"<\/code>    # \u786e\u4fddparams\u4e3a\u5b57\u5178\u7c7b\u578b<\/code>    params = params or {}<\/code><\/code>        for i in range(max_retry):<\/code>        try:<\/code>            response = requests.get(url, params=params, timeout=10)<\/code>            if response.status_code == 200:<\/code>                return response.json()<\/code>            elif response.status_code == 429:<\/code>                # \u88ab\u9650\u901f\u4e86\uff0c\u4f7f\u7528\u6307\u6570\u9000\u907f\u7b56\u7565<\/code>                wait_time = 2 ** i  # \u7b491\u79d2\u30012\u79d2\u30014\u79d2...<\/code>                print(f'\u88ab\u9650\u901f\u4e86\uff0c\u7b2c{i+1}\u6b21\u91cd\u8bd5\uff0c\u7b49\u5f85{wait_time}\u79d2...')<\/code>                time.sleep(wait_time)<\/code>            else:<\/code>                print(f'\u8bf7\u6c42\u5931\u8d25\uff0c\u72b6\u6001\u7801: {response.status_code}')<\/code>                return None<\/code><\/code>        except requests.exceptions.Timeout:<\/code>            print(f'\u7b2c{i+1}\u6b21\u8bf7\u6c42\u8d85\u65f6')<\/code>        except requests.exceptions.ConnectionError:<\/code>            print(f'\u7b2c{i+1}\u6b21\u8fde\u63a5\u9519\u8bef')<\/code>        except requests.exceptions.RequestException as e:<\/code>            print(f'\u7b2c{i+1}\u6b21\u8bf7\u6c42\u5f02\u5e38: {e}')<\/code>        except ValueError as e:<\/code>            print(f'JSON\u89e3\u6790\u9519\u8bef: {e}')<\/code>            return None<\/code> <\/code><\/code>    print(f'\u7ecf\u8fc7{max_retry}\u6b21\u91cd\u8bd5\u540e\u4ecd\u7136\u5931\u8d25')<\/code>    return None<\/code><\/code># \u4f7f\u7528\u793a\u4f8b<\/code>if __name__ == \"__main__\":<\/code>    # \u793a\u4f8b\u7528\u6cd5<\/code>    result = safe_request(<\/code>        url=\"https:\/\/api.example.com\/data\",<\/code>        params={\"page\": 1, \"limit\": 10}<\/code>    )<\/code><\/code>    if result:<\/code>        print(\"\u8bf7\u6c42\u6210\u529f:\", result)<\/code>    else:<\/code>        print(\"\u8bf7\u6c42\u5931\u8d25\")<\/code><\/code><\/pre>\n\n\n\n
\u8fd9\u6837\u505a\u4e4b\u540e\uff0c\u6211\u7684\u6570\u636e\u83b7\u53d6\u6210\u529f\u7387\u4ece60%\u63d0\u5347\u523099%\uff0c\u518d\u4e5f\u4e0d\u7528\u62c5\u5fc3\u7a0b\u5e8f\u534a\u591c\u5d29\u6e83\u4e86\u3002<\/p>\n\n\n\n
\u5929\u5751\u56db\uff1a\u62ff\u5230\u6570\u636e\u5c31\u7528\uff0c<\/strong>\u4e0d\u505a\u9a8c\u8bc1<\/strong><\/h2>\n\n\n\n
\u5f88\u591a\u65b0\u624b\u6709\u4e2a\u8bef\u533a\uff1a\u53ea\u8981\u7a0b\u5e8f\u80fd\u4e0b\u8f7d\u6570\u636e\uff0c\u6570\u636e\u5c31\u4e00\u5b9a\u5bf9\u3002\u8fd9\u592a\u5371\u9669\u4e86\uff01\u6211\u5403\u8fc7\u4e00\u6b21\u5927\u4e8f\uff1a\u67d0\u5929\u4e0b\u8f7d\u7684\u67d0\u53ea\u80a1\u7968\u6570\u636e\uff0c\u4ef7\u683c\u5168\u662f0\u3002\u7a0b\u5e8f\u6ca1\u62a5\u9519\uff0c\u6211\u4e5f\u61d2\u5f97\u68c0\u67e5\uff0c\u76f4\u63a5\u62ff\u53bb\u5206\u6790\u3002\u7ed3\u679c\u7b56\u7565\u5b8c\u5168\u5931\u6548\uff0c\u5dee\u70b9\u8ddf\u6295\u5b9e\u76d8\u3002<\/p>\n\n\n\n
\u73b0\u5728\u6211\u517b\u6210\u4e86”\u4e09\u67e5\u4e09\u5bf9”\u7684\u4e60\u60ef\uff1a<\/p>\n\n\n\n
\u68c0\u67e5\u9879\u76ee<\/th>\u68c0\u67e5\u65b9\u6cd5<\/th>\u5e38\u89c1\u95ee\u9898<\/th>\u89e3\u51b3\u65b9\u6848<\/th><\/tr><\/thead>
\u5b8c\u6574\u6027\u68c0\u67e5<\/td>\u68c0\u67e5\u65e5\u671f\u662f\u5426\u8fde\u7eed<\/td>\u8282\u5047\u65e5\u6570\u636e\u7f3a\u5931<\/td>\u624b\u52a8\u8865\u5145\u6216\u6807\u8bb0<\/td><\/tr>
\u5408\u7406\u6027\u68c0\u67e5<\/td>\u4ef7\u683c\u662f\u5426\u5728\u6b63\u5e38\u8303\u56f4<\/td>\u4ef7\u683c\u4e3a\u8d1f\u6570\u6216\u5f02\u5e38\u9ad8<\/td>\u7528\u524d\u4e00\u65e5\u4ef7\u683c\u66ff\u4ee3<\/td><\/tr>
\u552f\u4e00\u6027\u68c0\u67e5<\/td>\u68c0\u67e5\u91cd\u590d\u8bb0\u5f55<\/td>\u540c\u4e00\u5929\u591a\u6b21\u8bb0\u5f55<\/td>\u4fdd\u7559\u6700\u65b0\u4e00\u6761<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u53e6\u5916\uff0c\u6211\u8fd8\u4f1a\u8bb0\u5f55\u6570\u636e\u6765\u6e90\u548c\u4e0b\u8f7d\u65f6\u95f4\u3002\u6bd4\u5982”\u6570\u636e\u6765\u6e90\uff1a\u96c5\u864e\u8d22\u7ecf\uff0c\u4e0b\u8f7d\u65f6\u95f4\uff1a2025-11-11 03:00″\u3002\u8fd9\u6837\u4e07\u4e00\u51fa\u95ee\u9898\uff0c\u80fd\u5feb\u901f\u5b9a\u4f4d\u539f\u56e0\u3002<\/p>\n\n\n\n
# \u4ef7\u683c\"\u4f53\u68c0\"\u4ee3\u7801<\/code>import pandas as pd<\/code><\/code>def data_check(df, expected_days=240):<\/code>    \"\"\"<\/code>    \u6570\u636e\u8d28\u91cf\u68c0\u67e5<\/code>    Returns:<\/code>        bool: \u68c0\u67e5\u662f\u5426\u901a\u8fc7<\/code>    \"\"\"<\/code>    checks_passed = True<\/code><\/code>    # 1. \u5b8c\u6574\u6027\u68c0\u67e5<\/code>    if len(df) < expected_days * 0.9:<\/code>        print(f'\u8b66\u544a\uff1a\u6570\u636e\u7f3a\u5931\uff01\u5b9e\u9645{len(df)}\u5929\uff0c\u9884\u671f{expected_days}\u5929')<\/code>        checks_passed = False<\/code><\/code>    # 2. \u5408\u7406\u6027\u68c0\u67e5<\/code>    if (df['close'] <= 0).any():<\/code>        negative_count = (df['close'] <= 0).sum()<\/code>        print(f'\u9519\u8bef\uff1a\u6536\u76d8\u4ef7\u5b58\u5728{negative_count}\u6761\u5f02\u5e38\u503c')<\/code>        checks_passed = False<\/code><\/code>    # 3. \u91cd\u590d\u6570\u636e\u68c0\u67e5<\/code>    duplicates = df.duplicated(subset=['date', 'code']).sum()<\/code>    if duplicates > 0:<\/code>        print(f'\u9519\u8bef\uff1a\u53d1\u73b0{duplicates}\u6761\u91cd\u590d\u6570\u636e')<\/code>        checks_passed = False<\/code>    if checks_passed:<\/code>        print('\u2705 \u6240\u6709\u68c0\u67e5\u901a\u8fc7')<\/code><\/code>    return checks_passed<\/code><\/code># \u4f7f\u7528\u793a\u4f8b<\/code>if __name__ == \"__main__\":<\/code>    # \u521b\u5efa\u793a\u4f8b\u6570\u636e<\/code>    sample_df = pd.DataFrame({<\/code>        'date': pd.date_range('2023-01-01', periods=200),<\/code>        'code': ['000001'] * 200,<\/code>        'close': range(10, 210)<\/code>    })<\/code> <\/code>    result = data_check(sample_df)<\/code>    print(f'\u68c0\u67e5\u7ed3\u679c: {\"\u901a\u8fc7\" if result else \"\u4e0d\u901a\u8fc7\"}')<\/code><\/code><\/pre>\n\n\n\n
\u6570\u636e\u9a8c\u8bc1\u5c31\u50cf\u5403\u996d\u524d\u6d17\u624b\uff0c\u770b\u4f3c\u9ebb\u70e6\uff0c\u5374\u80fd\u907f\u514d90%\u7684\u4e0d\u5e72\u51c0\u3002<\/p>\n\n\n\n
\u5929\u5751\u4e94\uff1a<\/strong>\u5ffd\u7565\u80a1\u7968\u4ee3\u7801\u3001\u4ea4\u6613\u6240\u3001\u65f6\u533a\u7b49\u7ec6\u8282<\/strong><\/h2>\n\n\n\n
\u8fd9\u4e2a\u95ee\u9898\u6700\u9690\u853d\uff0c\u5371\u5bb3\u4e5f\u6700\u5927\u3002<\/p>\n\n\n\n
\u540c\u6837\u662f”\u8d35\u5dde\u8305\u53f0”\uff0c\u5728\u4e0d\u540c\u6570\u636e\u5e73\u53f0\uff0c\u4ee3\u7801\u53ef\u80fd\u4e0d\u4e00\u6837\uff1a\u6709\u7684\u53eb”600519″\uff0c\u6709\u7684\u53eb”600519.SH”\uff0c\u8fd8\u6709\u7684\u53eb”SH600519″\u3002<\/p>\n\n\n\n
\u66f4\u9ebb\u70e6\u7684\u662f\u65f6\u533a\u95ee\u9898\u3002\u7f8e\u80a1\u4ea4\u6613\u65f6\u95f4\u662f\u5317\u4eac\u65f6\u95f4\u665a\u4e0a\uff0c\u5982\u679c\u6211\u4eec\u4e0d\u7edf\u4e00\u65f6\u533a\uff0c\u5f88\u5bb9\u6613\u628a\u6628\u5929\u7684\u6570\u636e\u5f53\u6210\u4eca\u5929\u7684\u3002<\/p>\n\n\n\n
\u6211\u73b0\u5728\u7684\u6807\u51c6\u5316\u505a\u6cd5\uff1a<\/p>\n\n\n\n
\u80a1\u7968\u4ee3\u7801\u6807\u51c6\u5316<\/strong>\uff1a\u7edf\u4e00\u7528”\u4ee3\u7801.\u4ea4\u6613\u6240”\u683c\u5f0f\uff0c\u6bd4\u5982”600519.SH”\u4ee3\u8868\u4e0a\u6d77\u4ea4\u6613\u6240\uff0c”000001.SZ”\u4ee3\u8868\u6df1\u5733\u4ea4\u6613\u6240\uff0c”AAPL.US”\u4ee3\u8868\u7f8e\u56fd\u82f9\u679c\u516c\u53f8\u3002<\/p>\n\n\n\n
\u65f6\u95f4\u7edf\u4e00\u5316<\/strong>\uff1a\u6240\u6709\u65f6\u95f4\u90fd\u8f6c\u6210\u5317\u4eac\u65f6\u95f4\uff0c\u907f\u514d\u65f6\u533a\u6df7\u4e71\u3002\u7279\u522b\u662f\u505a\u5168\u7403\u8d44\u4ea7\u914d\u7f6e\u65f6\uff0c\u8fd9\u4e2a\u6b65\u9aa4\u5fc5\u4e0d\u53ef\u5c11\u3002<\/p>\n\n\n\n
\u5efa\u7acb\u6620\u5c04\u8868<\/strong>\uff1a\u7ef4\u62a4\u4e00\u4e2a\u80a1\u7968\u4ee3\u7801\u6620\u5c04\u8868\uff0c\u8bb0\u5f55\u4e0d\u540c\u5e73\u53f0\u7684\u4ee3\u7801\u5bf9\u5e94\u5173\u7cfb\u3002\u8fd9\u6837\u6362\u6570\u636e\u6e90\u65f6\uff0c\u4e0d\u7528\u91cd\u65b0\u6539\u4ee3\u7801\u3002<\/p>\n\n\n\n
\u5c0f\u6280\u5de7\uff1a<\/strong>\u7528pandas\u7684tz_convert()\u51fd\u6570\uff0c\u4e00\u884c\u4ee3\u7801\u641e\u5b9a\u65f6\u533a\u8f6c\u6362\u3002\u522b\u50cf\u6211\u5f53\u5e74\u7528\u624b\u5de5\u52a0\u51cf8\u5c0f\u65f6\uff0c\u590f\u4ee4\u65f6\u4e00\u6765\u5168\u4e71\u4e86\u3002<\/p>\n\n\n\n
\u8fd9\u4e9b\u7ec6\u8282\u770b\u8d77\u6765\u5f88\u7410\u788e\uff0c\u4f46\u6b63\u662f\u5b83\u4eec\u51b3\u5b9a\u4e86\u4f60\u7684\u5206\u6790\u662f\u4e13\u4e1a\u8fd8\u662f\u4e1a\u4f59\u3002<\/p>\n\n\n\n
Bonus\uff1a\u6570\u636e\u6807\u51c6\u5316\uff0c\u8ba9\u6a21\u578b\u5403\u5f97\u66f4\u9999<\/strong><\/h2>\n\n\n\n
\u89e3\u51b3\u4e86\u4e0a\u9762\u7684\u5751\uff0c\u6570\u636e\u80fd\u7528\u4f46\u4e0d\u597d\u7528\u3002\u4e0d\u540c\u80a1\u7968\u7684\u4ef7\u683c\u5dee\u5f02\u5927\uff0c\u8305\u53f01700\u5757\uff0c\u5de5\u5546\u94f6\u884c\u624d5\u5757\u3002\u6254\u8fdb\u6a21\u578b\uff0c\u8305\u53f0\u7684\u6743\u91cd\u76f4\u63a5\u78be\u538b\u3002<\/p>\n\n\n\n
\u8fd9\u91cc\u8981\u7528\u5230\u6570\u636e\u6807\u51c6\u5316<\/strong>\uff0c\u8ba9\u4e0d\u540c\u91cf\u7ea7\u7684\u6570\u636e\u5728\u540c\u4e00\u4e2a\u8d77\u8dd1\u7ebf\u4e0a\u3002\u6211\u5e38\u7528\u7684\u4e09\u62db\uff1a<\/p>\n\n\n\n
\u65b9\u6cd5<\/th>\u901a\u4fd7\u89e3\u91ca<\/th>\u9002\u7528\u573a\u666f<\/th>\u4ee3\u7801\u793a\u4f8b<\/th><\/tr>
min-max\u7f29\u653e<\/strong><\/td>\u628a\u6570\u636e\u538b\u52300-100\u5206<\/td>\u4ef7\u683c\u672c\u8eab\u6709\u610f\u4e49\u65f6<\/td>(x-min)\/(max-min)<\/td><\/tr>
z-score\u6807\u51c6\u5316<\/strong><\/td>\u770b\u6570\u636e\u79bb\u5e73\u5747\u503c\u51e0\u4e2a\u6807\u51c6\u5dee<\/td>\u6570\u636e\u6709\u504f\uff08\u6bd4\u5982\u76c8\u5229\u6570\u636e\uff09<\/td>(x-mean)\/std<\/td><\/tr>
\u7f29\u5c3e\u5904\u7406<\/strong><\/td>\u628a\u6781\u7aef\u503c\u6390\u5934\u53bb\u5c3e<\/td>\u8d22\u52a1\u6570\u636e\u5e38\u6709\u6781\u7aef\u503c<\/td>\u9650\u5b9a1%-99%\u5206\u4f4d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u8fd9\u6837\u7684\u7ed3\u679c\u5c31\u662f\u56de\u6d4b\u4e0d\u518d”\u8fc7\u62df\u5408”\uff0c\u5b9e\u76d8\u8868\u73b0\u548c\u56de\u6d4b\u8d8a\u6765\u8d8a\u63a5\u8fd1\u3002<\/p>\n\n\n\n
\u65f6\u95f4\u540c\u6b65\u7cbe\u5ea6\u4e0d\u591f\uff0c\u7b56\u7565\u6162\u4eba\u4e00\u62cd<\/strong><\/h2>\n\n\n\n
\u524d\u9762\u8bf4\u7684\u90fd\u662f\u6570\u636e\u5185\u5bb9\uff0c\u73b0\u5728\u8bf4\u4e2a\u66f4\u5e95\u5c42\u7684\uff1a\u65f6\u95f4\u6233\u4e0d\u51c6<\/strong>\u3002<\/strong><\/p>\n\n\n\n
\u76d1\u7ba1\u673a\u6784\uff08\u7f8e\u56fdSEC\u3001\u6b27\u6d32ESMA\uff09\u89c4\u5b9a\uff0c\u9ad8\u9891\u4ea4\u6613\u7684\u65f6\u95f4\u6233\u7cbe\u5ea6\u8981\u8fbe\u5230100\u5fae\u79d2\u3002\u4ec0\u4e48\u6982\u5ff5\uff1f\u7728\u773c\u9700\u898110\u4e07\u5fae\u79d2\uff0c\u4f60\u5fc5\u987b\u5728\u5343\u5206\u4e4b\u4e00\u7728\u773c\u4e4b\u95f4\u5b8c\u6210\u8ba1\u65f6\u3002<\/p>\n\n\n\n
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    <\/p>\n\n\n\n
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    \n\n\n\n
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