{"id":116912,"date":"2026-10-22T08:48:33","date_gmt":"2026-10-22T00:48:33","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/116912.html"},"modified":"2026-10-22T08:48:33","modified_gmt":"2026-10-22T00:48:33","slug":"%e5%88%86%e9%92%9f%e8%a1%8c%e6%83%85%e5%88%ab%e5%86%8d%e5%85%a8%e9%87%8f%e6%8b%89%e5%8f%96%ef%bc%9a%e5%a6%82%e4%bd%95%e8%ae%be%e8%ae%a1%e6%9b%b4%e7%b2%be%e7%a1%ae%e7%9a%84%e6%95%b0%e6%8d%ae%e6%9f%a5","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/116912.html","title":{"rendered":"\u5206\u949f\u884c\u60c5\u522b\u518d\u5168\u91cf\u62c9\u53d6\uff1a\u5982\u4f55\u8bbe\u8ba1\u66f4\u7cbe\u786e\u7684\u6570\u636e\u67e5\u8be2\u6d41\u7a0b\uff1f"},"content":{"rendered":"<p>\u5bf9\u4e8e\u91cf\u5316\u7cfb\u7edf\u6765\u8bf4&#xff0c;\u5206\u949f\u884c\u60c5\u83b7\u53d6\u7684\u95ee\u9898\u5f80\u5f80\u4e0d\u5728\u4e8e\u5982\u4f55\u628a\u6570\u636e\u4e0b\u8f7d\u4e0b\u6765&#xff0c;\u800c\u5728\u4e8e\u5982\u4f55\u8ba9\u6bcf\u4e00\u6b21\u8bf7\u6c42\u90fd\u670d\u52a1\u4e8e\u660e\u786e\u7684\u7814\u7a76\u4efb\u52a1\u3002<\/p>\n<p>\u5047\u8bbe\u4e00\u4e2a\u7814\u7a76\u7a0b\u5e8f\u6bcf\u5929\u9700\u8981\u8ba1\u7b97 20 \u53ea\u80a1\u7968\u5728\u5f00\u76d8\u540e\u524d 30 \u5206\u949f\u7684\u6ce2\u52a8\u7387\u3002\u5982\u679c\u7a0b\u5e8f\u6bcf\u6b21\u90fd\u83b7\u53d6\u8f83\u957f\u5386\u53f2\u533a\u95f4\u7684\u5206\u949f K \u7ebf&#xff0c;\u518d\u4ece\u4e2d\u622a\u53d6\u76ee\u6807\u65f6\u6bb5&#xff0c;\u90a3\u4e48\u5927\u91cf\u6570\u636e\u53ef\u80fd\u6839\u672c\u4e0d\u4f1a\u8fdb\u5165\u6700\u7ec8\u8ba1\u7b97\u3002<\/p>\n<p>\u8fd9\u4e0d\u4ec5\u4f1a\u589e\u52a0\u6570\u636e\u4f20\u8f93\u548c\u672c\u5730\u5904\u7406\u7684\u8d1f\u62c5&#xff0c;\u8fd8\u4f1a\u8ba9\u7814\u7a76\u4ee3\u7801\u53d8\u5f97\u96be\u4ee5\u7ef4\u62a4\u3002<\/p>\n<p>\u89e3\u51b3\u95ee\u9898\u7684\u5173\u952e\u4e0d\u662f\u4e00\u5473\u51cf\u5c11\u8bf7\u6c42&#xff0c;\u800c\u662f\u5efa\u7acb\u4e00\u5957\u6e05\u6670\u7684\u67e5\u8be2\u8fb9\u754c\u7ba1\u7406\u673a\u5236\u3002<\/p>\n<h3>1. \u5148\u5206\u6e05\u4e09\u4e2a\u4e0d\u540c\u7684\u6570\u636e\u8303\u56f4<\/h3>\n<p>\u5206\u949f\u884c\u60c5\u7814\u7a76\u901a\u5e38\u6d89\u53ca\u4e09\u4e2a\u8303\u56f4\u3002<\/p>\n<p>\u7b2c\u4e00\u5c42&#xff1a;\u670d\u52a1\u7aef\u67e5\u8be2\u8303\u56f4\u3002<\/p>\n<p>\u8fd9\u662f\u8bf7\u6c42\u5b9e\u9645\u8981\u6c42\u6570\u636e\u6e90\u8fd4\u56de\u7684\u8303\u56f4\u3002\u5047\u5982\u63a5\u53e3\u652f\u6301\u8d77\u6b62\u65f6\u95f4\u53c2\u6570&#xff0c;\u90a3\u4e48\u53ef\u4ee5\u5728\u8fd9\u91cc\u9650\u5236\u67e5\u8be2\u533a\u95f4\u3002<\/p>\n<p>\u7b2c\u4e8c\u5c42&#xff1a;\u672c\u5730\u6570\u636e\u8303\u56f4\u3002<\/p>\n<p>\u8fd9\u662f\u7a0b\u5e8f\u5b9e\u9645\u6536\u5230\u7684\u6570\u636e\u3002\u5b83\u53ef\u80fd\u56e0\u4e3a\u63a5\u53e3\u884c\u4e3a\u3001\u6570\u636e\u7f3a\u5931\u6216\u65f6\u95f4\u6233\u7ea6\u5b9a&#xff0c;\u4e0e\u8bf7\u6c42\u8303\u56f4\u5b58\u5728\u5dee\u5f02\u3002<\/p>\n<p>\u7b2c\u4e09\u5c42&#xff1a;\u7814\u7a76\u8ba1\u7b97\u8303\u56f4\u3002<\/p>\n<p>\u8fd9\u662f\u6700\u7ec8\u8fdb\u5165\u6307\u6807\u6216\u7b56\u7565\u8ba1\u7b97\u7684\u6570\u636e\u3002\u4f8b\u5982&#xff0c;\u867d\u7136\u672c\u5730\u7f13\u5b58\u4fdd\u5b58\u4e86\u67d0\u53ea\u80a1\u7968\u6574\u5929\u7684\u5206\u949f\u884c\u60c5&#xff0c;\u4f46\u5f53\u524d\u7814\u7a76\u53ef\u80fd\u53ea\u9700\u8981 09:30\u201410:00 \u7684\u90e8\u5206\u6570\u636e\u3002<\/p>\n<p>\u4e09\u4e2a\u8303\u56f4\u5e76\u4e0d\u4e00\u5b9a\u76f8\u540c&#xff0c;\u4f46\u5b83\u4eec\u4e4b\u95f4\u5fc5\u987b\u6709\u660e\u786e\u7684\u5173\u7cfb\u3002<\/p>\n<p>\u4e00\u4e2a\u5e38\u89c1\u7684\u5de5\u7a0b\u9519\u8bef\u662f&#xff1a;\u7a0b\u5e8f\u53ea\u63a7\u5236\u7b2c\u4e09\u5c42&#xff0c;\u5374\u8bef\u4ee5\u4e3a\u7b2c\u4e00\u5c42\u4e5f\u5df2\u7ecf\u53d7\u5230\u63a7\u5236\u3002\u5b9e\u9645\u4e0a&#xff0c;Pandas \u8fc7\u6ee4\u53ea\u80fd\u51b3\u5b9a\u54ea\u4e9b\u6570\u636e\u53c2\u4e0e\u8ba1\u7b97&#xff0c;\u5e76\u4e0d\u80fd\u64a4\u56de\u5df2\u7ecf\u53d1\u751f\u7684\u7f51\u7edc\u8bf7\u6c42\u3002<\/p>\n<h3>2. QuantDash \u6570\u636e\u63a5\u5165&#xff1a;\u4e0d\u8981\u6df7\u6dc6\u67e5\u8be2\u6761\u6570\u548c\u67e5\u8be2\u65f6\u95f4<\/h3>\n<p>QuantDash \u5b98\u65b9 Python \u793a\u4f8b\u63d0\u4f9b\u4e86\u57fa\u4e8e QuantDash \u5ba2\u6237\u7aef\u7684 K \u7ebf\u67e5\u8be2\u65b9\u5f0f&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">from<\/span> quantdash <span class=\"token keyword\">import<\/span> QuantDash<\/p>\n<p><span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;QUANTDASH_API_KEY&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">raise<\/span> RuntimeError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7f3a\u5c11 QUANTDASH_API_KEY \u73af\u5883\u53d8\u91cf&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>qd <span class=\"token operator\">&#061;<\/span> QuantDash<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>df <span class=\"token operator\">&#061;<\/span> qd<span class=\"token punctuation\">.<\/span>klines<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;600519.SH&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    period<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;1d&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    count<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    adjust<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;forward&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    to_dataframe<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u5c55\u793a\u4e86 SDK \u7684\u57fa\u7840\u8c03\u7528\u5f62\u5f0f&#xff0c;\u4f46\u4f7f\u7528\u7684\u662f\u65e5\u7ebf\u5468\u671f\u3002\u5b83\u9002\u5408\u8bf4\u660e\u53c2\u6570\u7ec4\u7ec7\u65b9\u5f0f&#xff0c;\u4e0d\u5e94\u88ab\u76f4\u63a5\u5f53\u6210\u5206\u949f\u884c\u60c5\u67e5\u8be2\u4ee3\u7801\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u91cd\u8981\u7684\u63a5\u53e3\u8bbe\u8ba1\u533a\u522b&#xff1a;<\/p>\n<ul>\n<li>count \u7528\u4e8e\u8868\u8fbe\u8bf7\u6c42\u7684\u6570\u636e\u6761\u6570&#xff1b;<\/li>\n<li>\u8d77\u6b62\u65f6\u95f4\u7528\u4e8e\u8868\u8fbe\u67e5\u8be2\u7684\u65f6\u95f4\u8fb9\u754c&#xff1b;<\/li>\n<li>\u4e24\u8005\u89e3\u51b3\u7684\u95ee\u9898\u4e0d\u540c&#xff0c;\u4e0d\u80fd\u9ed8\u8ba4\u4e92\u76f8\u66ff\u4ee3\u3002<\/li>\n<\/ul>\n<p>\u4f8b\u5982&#xff0c;\u5047\u8bbe\u7814\u7a76\u8005\u60f3\u83b7\u53d6 10:00\u201410:30 \u7684 1 \u5206\u949f K \u7ebf&#xff0c;\u5373\u4f7f\u77e5\u9053\u7406\u8bba\u4e0a\u53ef\u80fd\u6d89\u53ca\u7ea6 30 \u4e2a\u5206\u949f\u533a\u95f4&#xff0c;\u4e5f\u4e0d\u80fd\u636e\u6b64\u8ba4\u5b9a count&#061;30 \u5c31\u4e00\u5b9a\u4f1a\u8fd4\u56de\u76ee\u6807\u65f6\u6bb5\u7684\u6570\u636e\u3002<\/p>\n<p>\u6570\u91cf\u53c2\u6570\u672c\u8eab\u6ca1\u6709\u8bf4\u660e\u4ece\u54ea\u4e2a\u65f6\u95f4\u70b9\u5f00\u59cb\u8ba1\u6570&#xff0c;\u4e5f\u65e0\u6cd5\u5355\u72ec\u8868\u8fbe\u7a97\u53e3\u8fb9\u754c\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u5728\u7f16\u5199\u751f\u4ea7\u4ee3\u7801\u4e4b\u524d&#xff0c;\u5e94\u5148\u6838\u5b9e QuantDash \u5f53\u524d\u5206\u949f\u884c\u60c5\u63a5\u53e3\u662f\u5426\u63d0\u4f9b\u660e\u786e\u7684\u65f6\u95f4\u8303\u56f4\u67e5\u8be2&#xff0c;\u4ee5\u53ca\u76f8\u5173\u53c2\u6570\u548c\u8fd4\u56de\u5b57\u6bb5\u7684\u5b9e\u9645\u5b9a\u4e49\u3002\u5982\u679c\u63a5\u53e3\u4e0d\u652f\u6301\u6240\u9700\u7684\u67e5\u8be2\u65b9\u5f0f&#xff0c;\u5c31\u5e94\u5982\u5b9e\u5904\u7406\u8fd9\u4e00\u9650\u5236&#xff0c;\u800c\u4e0d\u662f\u5c06\u672a\u7ecf\u9a8c\u8bc1\u7684\u53c2\u6570\u5199\u5165\u7a0b\u5e8f\u3002<\/p>\n<h3>3. \u5c06\u7814\u7a76\u7a97\u53e3\u8bbe\u8ba1\u4e3a\u72ec\u7acb\u7684\u6570\u636e\u5bf9\u8c61<\/h3>\n<p>\u4e0e\u5176\u8ba9\u65f6\u95f4\u8fb9\u754c\u6563\u843d\u5728\u591a\u4e2a\u51fd\u6570\u4e2d&#xff0c;\u4e0d\u5982\u5c06\u5176\u4f5c\u4e3a\u660e\u786e\u7684\u8f93\u5165\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p><span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<br \/>\n<span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><span class=\"token punctuation\">(<\/span>frozen<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ResearchWindow<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    symbol<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    start<span class=\"token punctuation\">:<\/span> pd<span class=\"token punctuation\">.<\/span>Timestamp<br \/>\n    end<span class=\"token punctuation\">:<\/span> pd<span class=\"token punctuation\">.<\/span>Timestamp<br \/>\n    period<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;1m&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">validate<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>start <span class=\"token operator\">&gt;&#061;<\/span> self<span class=\"token punctuation\">.<\/span>end<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7814\u7a76\u7a97\u53e3\u7684\u5f00\u59cb\u65f6\u95f4\u5fc5\u987b\u65e9\u4e8e\u7ed3\u675f\u65f6\u95f4&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>start<span class=\"token punctuation\">.<\/span>tz <span class=\"token operator\">!&#061;<\/span> self<span class=\"token punctuation\">.<\/span>end<span class=\"token punctuation\">.<\/span>tz<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5f00\u59cb\u65f6\u95f4\u4e0e\u7ed3\u675f\u65f6\u95f4\u5fc5\u987b\u4f7f\u7528\u4e00\u81f4\u7684\u65f6\u533a\u53e3\u5f84&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u4f7f\u7528\u65b9\u5f0f&#xff1a;<\/p>\n<p>window <span class=\"token operator\">&#061;<\/span> ResearchWindow<span class=\"token punctuation\">(<\/span><br \/>\n    symbol<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;600519.SH&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    start<span class=\"token operator\">&#061;<\/span>pd<span class=\"token punctuation\">.<\/span>Timestamp<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;2026-10-15 10:00:00&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    end<span class=\"token operator\">&#061;<\/span>pd<span class=\"token punctuation\">.<\/span>Timestamp<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;2026-10-15 10:30:00&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    period<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;1m&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>window<span class=\"token punctuation\">.<\/span>validate<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u91cc\u91c7\u7528\u4e86\u65e0\u65f6\u533a\u65f6\u95f4\u6233&#xff0c;\u56e0\u6b64\u8981\u6c42\u5f00\u59cb\u65f6\u95f4\u548c\u7ed3\u675f\u65f6\u95f4\u5177\u6709\u4e00\u81f4\u7684\u65f6\u533a\u72b6\u6001\u3002\u5b9e\u9645\u9879\u76ee\u4e2d&#xff0c;\u8fd8\u5e94\u6839\u636e\u884c\u60c5\u6e90\u7684\u65f6\u95f4\u5b9a\u4e49\u51b3\u5b9a\u662f\u5426\u4f7f\u7528\u5e26\u65f6\u533a\u7684\u65f6\u95f4\u6233\u3002<\/p>\n<p>\u8fd9\u4e2a\u5bf9\u8c61\u672c\u8eab\u4e0d\u8d1f\u8d23\u8bf7\u6c42\u884c\u60c5&#xff0c;\u4e5f\u4e0d\u4ee3\u8868 QuantDash SDK \u652f\u6301\u76f8\u540c\u540d\u79f0\u7684\u53c2\u6570\u3002\u5b83\u53ea\u662f\u5e94\u7528\u5c42\u7684\u6570\u636e\u7ed3\u6784&#xff0c;\u7528\u6765\u7edf\u4e00\u7ba1\u7406\u7814\u7a76\u6761\u4ef6\u3002<\/p>\n<p>\u63a5\u4e0b\u6765&#xff0c;\u53ef\u4ee5\u8ba9\u7ecf\u8fc7\u6838\u5b9e\u7684\u884c\u60c5\u83b7\u53d6\u51fd\u6570\u63a5\u6536\u8be5\u5bf9\u8c61&#xff0c;\u518d\u5c06\u67e5\u8be2\u8303\u56f4\u6620\u5c04\u5230\u6570\u636e\u6e90\u5b9e\u9645\u652f\u6301\u7684\u53c2\u6570\u3002<\/p>\n<p>\u8fd9\u6837\u8bbe\u8ba1\u7684\u597d\u5904\u662f&#xff1a;\u5f53\u7b56\u7565\u9700\u8981\u4ece 10:00\u201410:30 \u6539\u4e3a 10:15\u201410:45 \u65f6&#xff0c;\u53ea\u9700\u4fee\u6539\u7a97\u53e3\u8f93\u5165&#xff0c;\u800c\u4e0d\u5fc5\u5728\u8bf7\u6c42\u4ee3\u7801\u3001\u8fc7\u6ee4\u4ee3\u7801\u548c\u6307\u6807\u4ee3\u7801\u4e2d\u5206\u522b\u4fee\u6539\u65f6\u95f4\u3002<\/p>\n<h3>4. \u5728\u6570\u636e\u8fb9\u754c\u5904\u9a8c\u8bc1\u7ed3\u679c<\/h3>\n<p>\u5de5\u7a0b\u7cfb\u7edf\u4e0d\u80fd\u53ea\u5173\u6ce8\u8bf7\u6c42\u662f\u5426\u6210\u529f&#xff0c;\u8fd8\u9700\u8981\u68c0\u67e5\u7ed3\u679c\u662f\u5426\u7b26\u5408\u7814\u7a76\u7ea6\u675f\u3002<\/p>\n<p>\u4ee5\u4e0b\u51fd\u6570\u6f14\u793a\u5982\u4f55\u5bf9\u5df2\u83b7\u53d6\u7684\u5206\u949f\u884c\u60c5\u6267\u884c\u7a97\u53e3\u8fc7\u6ee4\u3002\u5b83\u5047\u8bbe\u65f6\u95f4\u5b57\u6bb5\u5df2\u7ecf\u7edf\u4e00\u4e3a timestamp&#xff0c;\u5b9e\u9645\u63a5\u5165\u65f6\u5e94\u6839\u636e\u6570\u636e\u6e90\u8fd4\u56de\u7ed3\u6784\u8fdb\u884c\u6620\u5c04\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">filter_research_window<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    df<span class=\"token punctuation\">:<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">,<\/span><br \/>\n    start<span class=\"token punctuation\">:<\/span> pd<span class=\"token punctuation\">.<\/span>Timestamp<span class=\"token punctuation\">,<\/span><br \/>\n    end<span class=\"token punctuation\">:<\/span> pd<span class=\"token punctuation\">.<\/span>Timestamp<span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;timestamp&#034;<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> df<span class=\"token punctuation\">.<\/span>columns<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7f3a\u5c11 timestamp \u5b57\u6bb5&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> start <span class=\"token operator\">&gt;&#061;<\/span> end<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u65e0\u6548\u7684\u7814\u7a76\u65f6\u95f4\u7a97\u53e3&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    result <span class=\"token operator\">&#061;<\/span> df<span class=\"token punctuation\">.<\/span>copy<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;timestamp&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> pd<span class=\"token punctuation\">.<\/span>to_datetime<span class=\"token punctuation\">(<\/span><br \/>\n        result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;timestamp&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        errors<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;coerce&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    result <span class=\"token operator\">&#061;<\/span> result<span class=\"token punctuation\">.<\/span>dropna<span class=\"token punctuation\">(<\/span>subset<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;timestamp&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    mask <span class=\"token operator\">&#061;<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;timestamp&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>between<span class=\"token punctuation\">(<\/span><br \/>\n        start<span class=\"token punctuation\">,<\/span><br \/>\n        end<span class=\"token punctuation\">,<\/span><br \/>\n        inclusive<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;both&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    result <span class=\"token operator\">&#061;<\/span> result<span class=\"token punctuation\">.<\/span>loc<span class=\"token punctuation\">[<\/span>mask<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>sort_values<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;timestamp&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> result<span class=\"token punctuation\">.<\/span>empty<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7814\u7a76\u7a97\u53e3\u5185\u6ca1\u6709\u53ef\u7528\u884c\u60c5&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;timestamp&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>duplicated<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7814\u7a76\u7a97\u53e3\u5185\u5b58\u5728\u91cd\u590d\u65f6\u95f4\u6233&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> result<\/p>\n<p>\u8fd9\u4e2a\u51fd\u6570\u89e3\u51b3\u4e86\u4e09\u4e2a\u95ee\u9898&#xff1a;<\/p>\n<li>\u907f\u514d\u65e0\u6548\u65f6\u95f4\u6233\u8fdb\u5165\u7814\u7a76\u6570\u636e&#xff1b;<\/li>\n<li>\u4fdd\u8bc1\u8fd4\u56de\u7684\u6570\u636e\u4f4d\u4e8e\u6307\u5b9a\u7a97\u53e3\u5185&#xff1b;<\/li>\n<li>\u53d1\u73b0\u91cd\u590d\u65f6\u95f4\u6233&#xff0c;\u907f\u514d\u540e\u7eed\u6307\u6807\u8ba1\u7b97\u53d7\u5230\u91cd\u590d\u8bb0\u5f55\u5f71\u54cd\u3002<\/li>\n<p>\u5b83\u5e76\u4e0d\u80fd\u4fdd\u8bc1\u884c\u60c5\u5b8c\u6574&#xff0c;\u4e5f\u4e0d\u80fd\u8bc1\u660e\u6570\u636e\u6e90\u6ca1\u6709\u9057\u6f0f\u8bb0\u5f55\u3002\u82e5\u7b56\u7565\u4f9d\u8d56\u6bcf\u4e2a\u9884\u671f\u5206\u949f\u90fd\u5b58\u5728\u6570\u636e&#xff0c;\u8fd8\u9700\u8981\u6839\u636e\u4ea4\u6613\u65e5\u5386\u3001\u4ea4\u6613\u65f6\u6bb5\u53ca\u6240\u9009 K \u7ebf\u9891\u7387\u5efa\u7acb\u9884\u671f\u65f6\u95f4\u70b9&#xff0c;\u518d\u4e0e\u5b9e\u9645\u65f6\u95f4\u6233\u8fdb\u884c\u6bd4\u8f83\u3002<\/p>\n<h3>5. \u591a\u6807\u7684\u7814\u7a76\u65f6&#xff0c;\u51cf\u5c11\u91cd\u590d\u8bf7\u6c42\u6bd4\u76f2\u76ee\u7f29\u77ed\u7a97\u53e3\u66f4\u91cd\u8981<\/h3>\n<p>\u5f53\u7814\u7a76\u6269\u5c55\u5230\u591a\u4e2a\u6807\u7684\u65f6&#xff0c;\u67e5\u8be2\u8bbe\u8ba1\u8fd8\u4f1a\u5f71\u54cd\u6574\u4f53\u8bf7\u6c42\u7ec4\u7ec7\u65b9\u5f0f\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u540c\u4e00\u4e2a\u4ea4\u6613\u65e5\u5185&#xff0c;\u591a\u4e2a\u7814\u7a76\u6a21\u5757\u90fd\u9700\u8981\u83b7\u53d6\u67d0\u53ea\u80a1\u7968\u7684\u5206\u949f\u884c\u60c5\u3002\u5982\u679c\u6bcf\u4e2a\u6a21\u5757\u90fd\u5355\u72ec\u8bf7\u6c42\u76f8\u540c\u7684\u6570\u636e&#xff0c;\u5373\u4f7f\u6bcf\u6b21\u67e5\u8be2\u7a97\u53e3\u4e0d\u5927&#xff0c;\u4e5f\u53ef\u80fd\u4ea7\u751f\u5927\u91cf\u91cd\u590d\u5de5\u4f5c\u3002<\/p>\n<p>\u53ef\u4ee5\u8003\u8651\u5728\u5e94\u7528\u5c42\u5efa\u7acb\u4e00\u4e2a\u7b80\u5355\u7684\u67e5\u8be2\u6d41\u7a0b&#xff1a;<\/p>\n<ul>\n<li>\u5148\u660e\u786e\u6bcf\u9879\u7814\u7a76\u9700\u8981\u7684\u6807\u7684\u3001\u9891\u7387\u548c\u65f6\u95f4\u8303\u56f4&#xff1b;<\/li>\n<li>\u68c0\u67e5\u672c\u5730\u662f\u5426\u5df2\u6709\u6ee1\u8db3\u6761\u4ef6\u7684\u6570\u636e&#xff1b;<\/li>\n<li>\u5bf9\u786e\u5b9e\u7f3a\u5931\u7684\u533a\u95f4\u53d1\u8d77\u8bf7\u6c42&#xff1b;<\/li>\n<li>\u5bf9\u8fd4\u56de\u6570\u636e\u8fdb\u884c\u65f6\u95f4\u8303\u56f4\u548c\u5b8c\u6574\u6027\u68c0\u67e5&#xff1b;<\/li>\n<li>\u5c06\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u6570\u636e\u4ea4\u7ed9\u7814\u7a76\u6a21\u5757\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u91cc\u7684\u7f13\u5b58\u3001\u67e5\u8be2\u5408\u5e76\u548c\u7f3a\u5931\u533a\u95f4\u7ba1\u7406\u5c5e\u4e8e\u5e94\u7528\u7a0b\u5e8f\u7684\u5de5\u7a0b\u8bbe\u8ba1&#xff0c;\u4e0d\u5e94\u88ab\u8bef\u8ba4\u4e3a SDK \u81ea\u52a8\u63d0\u4f9b\u7684\u529f\u80fd\u3002<\/p>\n<p>\u540c\u65f6&#xff0c;\u4e0d\u8981\u4e3a\u4e86\u51cf\u5c11\u8bf7\u6c42\u800c\u65e0\u6761\u4ef6\u5408\u5e76\u6240\u6709\u7a97\u53e3\u3002\u5982\u679c\u4e24\u4e2a\u7814\u7a76\u4efb\u52a1\u7684\u65f6\u95f4\u8303\u56f4\u76f8\u8ddd\u5f88\u8fdc&#xff0c;\u5408\u5e76\u540e\u53cd\u800c\u53ef\u80fd\u83b7\u53d6\u5927\u91cf\u65e0\u7528\u6570\u636e\u3002\u662f\u5426\u5408\u5e76&#xff0c;\u5e94\u6839\u636e\u8bf7\u6c42\u5f00\u9500\u3001\u6570\u636e\u4f20\u8f93\u91cf\u3001\u63a5\u53e3\u80fd\u529b\u548c\u6570\u636e\u590d\u7528\u60c5\u51b5\u5224\u65ad\u3002<\/p>\n<h3>6. 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