{"id":118360,"date":"2026-10-27T01:16:22","date_gmt":"2026-10-26T17:16:22","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/118360.html"},"modified":"2026-10-27T01:16:22","modified_gmt":"2026-10-26T17:16:22","slug":"%e4%bb%8e-notebook-%e5%88%b0-python-%e9%a1%b9%e7%9b%ae%ef%bc%9a%e5%a6%82%e4%bd%95%e9%87%8d%e6%9e%84%e9%87%8f%e5%8c%96%e8%a1%8c%e6%83%85%e8%8e%b7%e5%8f%96%e4%bb%a3%e7%a0%81%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/118360.html","title":{"rendered":"\u4ece Notebook \u5230 Python \u9879\u76ee\uff1a\u5982\u4f55\u91cd\u6784\u91cf\u5316\u884c\u60c5\u83b7\u53d6\u4ee3\u7801\uff1f"},"content":{"rendered":"<p>\u4e00\u53e5\u8bdd\u7ed3\u8bba&#xff1a; \u4ece Notebook \u8fc1\u79fb\u5230 Python \u9879\u76ee&#xff0c;\u5173\u952e\u4e0d\u662f\u628a\u5355\u5143\u683c\u91cc\u7684\u4ee3\u7801\u590d\u5236\u5230 .py \u6587\u4ef6&#xff0c;\u800c\u662f\u5c06\u884c\u60c5\u83b7\u53d6\u3001\u6570\u636e\u6821\u9a8c\u3001\u914d\u7f6e\u7ba1\u7406\u548c\u7b56\u7565\u903b\u8f91\u5206\u79bb&#xff0c;\u8ba9\u540c\u4e00\u5957\u6570\u636e\u5904\u7406\u6d41\u7a0b\u80fd\u591f\u88ab\u7814\u7a76\u811a\u672c\u3001\u56de\u6d4b\u7a0b\u5e8f\u548c\u5b9a\u65f6\u4efb\u52a1\u91cd\u590d\u8c03\u7528\u3002<\/p>\n<h3>\u6458\u8981<\/h3>\n<p>Notebook \u9002\u5408\u5feb\u901f\u9a8c\u8bc1\u91cf\u5316\u7b56\u7565&#xff0c;\u4f46\u5f53\u7814\u7a76\u4ee3\u7801\u9700\u8981\u8fdb\u5165\u6b63\u5f0f Python \u9879\u76ee\u65f6&#xff0c;\u884c\u60c5\u83b7\u53d6\u903b\u8f91\u5f80\u5f80\u4f1a\u53d8\u6210\u7ef4\u62a4\u96be\u70b9&#xff1a;API \u521d\u59cb\u5316\u6563\u843d\u5728\u591a\u4e2a\u6587\u4ef6\u4e2d&#xff0c;\u6807\u7684\u4ee3\u7801\u5199\u6b7b\u5728\u5355\u5143\u683c\u91cc&#xff0c;\u6570\u636e\u6e05\u6d17\u4e0e\u6307\u6807\u8ba1\u7b97\u76f8\u4e92\u4f9d\u8d56&#xff0c;\u4fee\u6539\u6570\u636e\u6e90\u65f6\u8fd8\u9700\u8981\u540c\u6b65\u4fee\u6539\u591a\u5904\u4ee3\u7801\u3002\u672c\u6587\u4ece\u9879\u76ee\u7ed3\u6784\u3001\u6a21\u5757\u804c\u8d23\u548c\u6570\u636e\u6d41\u4e09\u4e2a\u65b9\u9762&#xff0c;\u4ecb\u7ecd\u5982\u4f55\u9010\u6b65\u5b8c\u6210\u91cd\u6784&#xff0c;\u5e76\u7ed3\u5408 QuantDash&#xff08;\u4e13\u4e1a\u91d1\u878d\u6570\u636e API \/ \u91cf\u5316\u6570\u636e\u5e73\u53f0&#xff09;\u7684 Python SDK&#xff0c;\u6f14\u793a\u5982\u4f55\u5c06\u884c\u60c5\u83b7\u53d6\u903b\u8f91\u6574\u7406\u4e3a\u53ef\u590d\u7528\u7684\u6570\u636e\u8bbf\u95ee\u5c42\u3002<\/p>\n<h3>1. Notebook \u4e2d\u7684\u884c\u60c5\u4ee3\u7801\u4e3a\u4ec0\u4e48\u5bb9\u6613\u5931\u63a7&#xff1f;<\/h3>\n<p>\u5047\u8bbe\u6211\u4eec\u6b63\u5728\u7814\u7a76\u4e00\u6761\u7b80\u5355\u7684\u5747\u7ebf\u7b56\u7565\u3002<\/p>\n<p>\u6700\u521d\u7684 Notebook \u53ef\u80fd\u53ea\u6709\u51e0\u4e2a\u5355\u5143\u683c&#xff1a;<\/p>\n<p><span class=\"token comment\"># Cell 1&#xff1a;\u521d\u59cb\u5316\u6570\u636e\u63a5\u53e3<\/span><br \/>\n<span class=\"token keyword\">from<\/span> quantdash <span class=\"token keyword\">import<\/span> QuantDash<\/p>\n<p>qd <span class=\"token operator\">&#061;<\/span> QuantDash<span class=\"token punctuation\">(<\/span>api_key<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;your-api-key&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># Cell 2&#xff1a;\u83b7\u53d6\u884c\u60c5<\/span><br \/>\ndf <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    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><span class=\"token comment\"># Cell 3&#xff1a;\u8ba1\u7b97\u6307\u6807<\/span><br \/>\ndf<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;close&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>rolling<span class=\"token punctuation\">(<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># Cell 4&#xff1a;\u751f\u6210\u4fe1\u53f7<\/span><br \/>\ndf<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;signal&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;close&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;<\/span> df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>\u8fd9\u79cd\u5199\u6cd5\u9002\u5408\u63a2\u7d22\u6027\u7814\u7a76\u3002\u6267\u884c\u51e0\u4e2a\u5355\u5143\u683c&#xff0c;\u5c31\u80fd\u5feb\u901f\u770b\u5230\u6570\u636e\u548c\u6307\u6807\u3002<\/p>\n<p>\u95ee\u9898\u51fa\u73b0\u5728\u7814\u7a76\u89c4\u6a21\u6269\u5927\u4e4b\u540e\u3002<\/p>\n<h4>1.1 \u4ee3\u7801\u4f9d\u8d56\u6267\u884c\u987a\u5e8f<\/h4>\n<p>Notebook \u7684\u6267\u884c\u987a\u5e8f\u4e0d\u4e00\u5b9a\u7b49\u4e8e\u5355\u5143\u683c\u7684\u6392\u5217\u987a\u5e8f\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u4fee\u6539\u4e86\u884c\u60c5\u83b7\u53d6\u4ee3\u7801&#xff0c;\u5374\u6ca1\u6709\u91cd\u65b0\u6267\u884c\u540e\u9762\u7684\u5355\u5143\u683c\u3002\u6b64\u65f6&#xff0c;\u6307\u6807\u8ba1\u7b97\u53ef\u80fd\u7ee7\u7eed\u4f7f\u7528\u65e7\u7684 df\u3002<\/p>\n<p>\u4ee3\u7801\u6ca1\u6709\u62a5\u9519&#xff0c;\u5e76\u4e0d\u610f\u5473\u7740\u5f53\u524d\u7ed3\u679c\u5bf9\u5e94\u6700\u65b0\u7684\u6570\u636e\u3002<\/p>\n<p>\u8fd9\u79cd\u72b6\u6001\u95ee\u9898\u5728\u6b63\u5f0f Python \u6a21\u5757\u4e2d\u901a\u5e38\u66f4\u5bb9\u6613\u66b4\u9732&#xff0c;\u56e0\u4e3a\u6a21\u5757\u8c03\u7528\u6709\u76f8\u5bf9\u660e\u786e\u7684\u8f93\u5165\u548c\u8f93\u51fa\u8fb9\u754c\u3002<\/p>\n<h4>1.2 \u884c\u60c5\u83b7\u53d6\u4e0e\u7b56\u7565\u903b\u8f91\u8026\u5408<\/h4>\n<p>\u5982\u679c\u6bcf\u4e2a\u7b56\u7565\u90fd\u81ea\u884c\u521d\u59cb\u5316\u5ba2\u6237\u7aef\u3001\u83b7\u53d6 K \u7ebf\u3001\u5904\u7406\u7f3a\u5931\u503c&#xff0c;\u518d\u8ba1\u7b97\u6307\u6807&#xff0c;\u90a3\u4e48\u76f8\u540c\u7684\u6570\u636e\u5904\u7406\u903b\u8f91\u5c31\u4f1a\u5728\u591a\u4e2a\u6587\u4ef6\u4e2d\u91cd\u590d\u51fa\u73b0\u3002<\/p>\n<p>\u4e00\u65e6\u9700\u8981\u66f4\u6362\u6570\u636e\u63a5\u53e3\u6216\u8c03\u6574\u590d\u6743\u53e3\u5f84&#xff0c;\u5f00\u53d1\u8005\u5c31\u5fc5\u987b\u9010\u4e2a\u68c0\u67e5\u8fd9\u4e9b\u6587\u4ef6\u3002<\/p>\n<p>\u66f4\u9ebb\u70e6\u7684\u662f&#xff0c;\u4e0d\u540c\u7b56\u7565\u53ef\u80fd\u9010\u6e10\u5f62\u6210\u4e0d\u540c\u7684\u6570\u636e\u5904\u7406\u4e60\u60ef&#xff1a;<\/p>\n<ul>\n<li>\u7b56\u7565 A \u5220\u9664\u7f3a\u5931\u503c\u3002<\/li>\n<li>\u7b56\u7565 B \u5c06\u7f3a\u5931\u503c\u586b\u5145\u4e3a\u96f6\u3002<\/li>\n<li>\u7b56\u7565 C \u76f4\u63a5\u4f7f\u7528\u539f\u59cb\u6570\u636e\u3002<\/li>\n<li>\u7b56\u7565 D \u5728\u8ba1\u7b97\u6536\u76ca\u7387\u524d\u624d\u5904\u7406\u5f02\u5e38\u503c\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u5dee\u5f02\u53ef\u80fd\u76f4\u63a5\u5f71\u54cd\u56de\u6d4b\u7ed3\u679c\u3002<\/p>\n<h4>1.3 \u6570\u636e\u83b7\u53d6\u9519\u8bef\u5bb9\u6613\u88ab\u7b56\u7565\u8ba1\u7b97\u63a9\u76d6<\/h4>\n<p>\u884c\u60c5\u8bf7\u6c42\u6210\u529f&#xff0c;\u4e0d\u4ee3\u8868\u8fd4\u56de\u7684\u6570\u636e\u4e00\u5b9a\u6ee1\u8db3\u7b56\u7565\u8981\u6c42\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u67d0\u4e2a\u4ea4\u6613\u65e5\u7684\u6570\u636e\u7f3a\u5931&#xff0c;\u53ef\u80fd\u5bfc\u81f4\u79fb\u52a8\u5e73\u5747\u7ebf\u7684\u8ba1\u7b97\u7a97\u53e3\u53d1\u751f\u53d8\u5316&#xff1b;\u5982\u679c\u6ca1\u6709\u68c0\u67e5\u65e5\u671f\u8fde\u7eed\u6027&#xff0c;\u5f00\u53d1\u8005\u53ef\u80fd\u8bef\u4ee5\u4e3a\u7b56\u7565\u8868\u73b0\u53d1\u751f\u53d8\u5316\u662f\u56e0\u4e3a\u5e02\u573a\u73af\u5883\u6539\u53d8\u3002<\/p>\n<p>\u5b9e\u9645\u7684\u6570\u636e\u95ee\u9898\u4f1a\u6cbf\u7740\u4ee5\u4e0b\u94fe\u8def\u4f20\u9012&#xff1a;<\/p>\n<p>\u884c\u60c5\u83b7\u53d6\u5f02\u5e38<br \/>\n    \u2193<br \/>\n\u6570\u636e\u96c6\u4e0d\u5b8c\u6574<br \/>\n    \u2193<br \/>\n\u6307\u6807\u8ba1\u7b97\u53d1\u751f\u504f\u5dee<br \/>\n    \u2193<br \/>\n\u4ea4\u6613\u4fe1\u53f7\u6539\u53d8<br \/>\n    \u2193<br \/>\n\u56de\u6d4b\u7ed3\u679c\u5931\u771f<\/p>\n<p>\u56e0\u6b64&#xff0c;\u8fc1\u79fb\u7684\u91cd\u70b9\u5e94\u8be5\u662f\u5efa\u7acb\u6e05\u6670\u7684\u6570\u636e\u5904\u7406\u8fb9\u754c&#xff0c;\u800c\u4e0d\u662f\u5355\u7eaf\u6539\u53d8\u6587\u4ef6\u540e\u7f00\u3002<\/p>\n<h3>2. \u8fc1\u79fb\u65f6\u5e94\u8be5\u5982\u4f55\u5212\u5206\u6a21\u5757&#xff1f;<\/h3>\n<p>\u5bf9\u4e8e\u4e2a\u4eba\u91cf\u5316\u7814\u7a76\u9879\u76ee&#xff0c;\u6ca1\u6709\u5fc5\u8981\u4e00\u5f00\u59cb\u5c31\u8bbe\u8ba1\u590d\u6742\u7684\u5fae\u670d\u52a1\u67b6\u6784\u3002<\/p>\n<p>\u66f4\u5b9e\u7528\u7684\u65b9\u5f0f&#xff0c;\u662f\u5148\u5c06\u884c\u60c5\u83b7\u53d6\u3001\u6570\u636e\u5904\u7406\u548c\u7b56\u7565\u8ba1\u7b97\u62c6\u5206\u4e3a\u72ec\u7acb\u6a21\u5757\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>quant_project\/<br \/>\n\u251c\u2500\u2500 pyproject.toml<br \/>\n\u251c\u2500\u2500 .env<br \/>\n\u251c\u2500\u2500 src\/<br \/>\n\u2502   \u2514\u2500\u2500 quant_project\/<br \/>\n\u2502       \u251c\u2500\u2500 __init__.py<br \/>\n\u2502       \u251c\u2500\u2500 config.py<br \/>\n\u2502       \u251c\u2500\u2500 market_data.py<br \/>\n\u2502       \u251c\u2500\u2500 validation.py<br \/>\n\u2502       \u251c\u2500\u2500 indicators.py<br \/>\n\u2502       \u2514\u2500\u2500 strategy.py<br \/>\n\u251c\u2500\u2500 scripts\/<br \/>\n\u2502   \u2514\u2500\u2500 run_research.py<br \/>\n\u2514\u2500\u2500 tests\/<br \/>\n    \u251c\u2500\u2500 test_validation.py<br \/>\n    \u2514\u2500\u2500 test_indicators.py<\/p>\n<p>\u5404\u6a21\u5757\u627f\u62c5\u4e0d\u540c\u804c\u8d23\u3002<\/p>\n<table>\n<tr>\u6a21\u5757\u4e3b\u8981\u804c\u8d23\u4e0d\u5e94\u8be5\u627f\u62c5\u7684\u5de5\u4f5c<\/tr>\n<tbody>\n<tr>\n<td>config.py<\/td>\n<td>\u7ba1\u7406 API Key \u7b49\u8fd0\u884c\u914d\u7f6e<\/td>\n<td>\u8ba1\u7b97\u4ea4\u6613\u4fe1\u53f7<\/td>\n<\/tr>\n<tr>\n<td>market_data.py<\/td>\n<td>\u521d\u59cb\u5316\u6570\u636e\u5ba2\u6237\u7aef\u3001\u83b7\u53d6\u884c\u60c5<\/td>\n<td>\u51b3\u5b9a\u7b56\u7565\u4e70\u5356\u6761\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>validation.py<\/td>\n<td>\u68c0\u67e5\u6570\u636e\u7ed3\u6784\u3001\u7f3a\u5931\u503c\u548c\u91cd\u590d\u8bb0\u5f55<\/td>\n<td>\u8c03\u7528\u4ea4\u6613\u6267\u884c\u63a5\u53e3<\/td>\n<\/tr>\n<tr>\n<td>indicators.py<\/td>\n<td>\u8ba1\u7b97\u5747\u7ebf\u3001\u6536\u76ca\u7387\u7b49\u6307\u6807<\/td>\n<td>\u7ba1\u7406 API \u51ed\u8bc1<\/td>\n<\/tr>\n<tr>\n<td>strategy.py<\/td>\n<td>\u6839\u636e\u8f93\u5165\u6570\u636e\u751f\u6210\u7b56\u7565\u4fe1\u53f7<\/td>\n<td>\u76f4\u63a5\u5904\u7406\u8ba4\u8bc1\u548c\u7f51\u7edc\u8fde\u63a5<\/td>\n<\/tr>\n<tr>\n<td>run_research.py<\/td>\n<td>\u4e32\u8054\u7814\u7a76\u6d41\u7a0b<\/td>\n<td>\u590d\u5236\u5168\u90e8\u6570\u636e\u5904\u7406\u903b\u8f91<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u79cd\u7ed3\u6784\u7684\u4ef7\u503c&#xff0c;\u5728\u4e8e\u660e\u786e\u6bcf\u4e00\u6bb5\u4ee3\u7801\u5e94\u8be5\u5728\u54ea\u91cc\u4fee\u6539\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u60f3\u66f4\u6362\u884c\u60c5\u6570\u636e\u6e90&#xff0c;\u4f18\u5148\u8c03\u6574\u6570\u636e\u8bbf\u95ee\u5c42&#xff1b;\u60f3\u66f4\u6362\u5747\u7ebf\u5468\u671f&#xff0c;\u5219\u4fee\u6539\u6307\u6807\u6216\u7b56\u7565\u6a21\u5757&#xff0c;\u800c\u4e0d\u5fc5\u6539\u52a8\u6574\u4e2a\u9879\u76ee\u3002<\/p>\n<h3>3. \u7b2c\u4e00\u6b65&#xff1a;\u628a API Key \u4ece\u4e1a\u52a1\u4ee3\u7801\u4e2d\u79fb\u51fa\u53bb<\/h3>\n<p>Notebook \u4e2d\u76f4\u63a5\u586b\u5199 API Key \u5f88\u5e38\u89c1&#xff0c;\u4f46\u8fd9\u6bb5\u4ee3\u7801\u5f88\u5bb9\u6613\u88ab\u590d\u5236\u5230 Git \u4ed3\u5e93\u3001\u622a\u56fe\u6216\u5206\u4eab\u7ed9\u5176\u4ed6\u4eba\u3002<\/p>\n<p>\u6b63\u5f0f\u9879\u76ee\u5e94\u8be5\u5c06\u51ed\u8bc1\u4e0e\u4e1a\u52a1\u903b\u8f91\u5206\u5f00\u3002<\/p>\n<p>\u4ee5\u73af\u5883\u53d8\u91cf\u4e3a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token comment\"># src\/quant_project\/config.py<\/span><\/p>\n<p><span class=\"token keyword\">import<\/span> os<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">get_api_key<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    api_key <span class=\"token operator\">&#061;<\/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><\/p>\n<p>    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> api_key<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> RuntimeError<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string\">&#034;\u8bf7\u5148\u8bbe\u7f6e QUANTDASH_API_KEY \u73af\u5883\u53d8\u91cf&#034;<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> api_key<\/p>\n<p>\u8fd0\u884c\u7a0b\u5e8f\u4e4b\u524d&#xff0c;\u5728\u7ec8\u7aef\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\u3002<\/p>\n<p>macOS \u6216 Linux&#xff1a;<\/p>\n<p><span class=\"token builtin class-name\">export<\/span> <span class=\"token assign-left variable\">QUANTDASH_API_KEY<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;your-api-key&#034;<\/span><\/p>\n<p>Windows PowerShell&#xff1a;<\/p>\n<p><span class=\"token variable\">$env<\/span>:QUANTDASH_API_KEY &#061; <span class=\"token string\">&#034;your-api-key&#034;<\/span><\/p>\n<p>\u8fd9\u91cc\u7684\u5173\u952e\u4e0d\u662f\u4f7f\u7528\u54ea\u79cd\u914d\u7f6e\u5de5\u5177&#xff0c;\u800c\u662f\u907f\u514d\u5c06\u771f\u5b9e\u51ed\u8bc1\u5199\u8fdb\u6e90\u7801\u3002<\/p>\n<p>\u5982\u679c\u9879\u76ee\u9700\u8981\u652f\u6301\u591a\u4e2a\u73af\u5883&#xff0c;\u53ef\u4ee5\u8fdb\u4e00\u6b65\u533a\u5206\u5f00\u53d1\u3001\u6d4b\u8bd5\u548c\u751f\u4ea7\u914d\u7f6e&#xff0c;\u4f46\u6ca1\u6709\u5fc5\u8981\u4e3a\u4e86\u4e00\u4e2a\u4e2a\u4eba\u7814\u7a76\u9879\u76ee\u7acb\u523b\u5f15\u5165\u590d\u6742\u7684\u914d\u7f6e\u6846\u67b6\u3002<\/p>\n<h3>4. \u7b2c\u4e8c\u6b65&#xff1a;\u5c06\u884c\u60c5\u83b7\u53d6\u5c01\u88c5\u4e3a\u72ec\u7acb\u6a21\u5757<\/h3>\n<p>\u5982\u679c\u9879\u76ee\u4f7f\u7528 QuantDash&#xff0c;\u53ef\u4ee5\u901a\u8fc7\u5b98\u65b9 Python SDK \u83b7\u53d6\u884c\u60c5\u6570\u636e\u3002<\/p>\n<p>\u5b98\u65b9\u516c\u5f00\u7684\u5b89\u88c5\u547d\u4ee4\u4e3a&#xff1a;<\/p>\n<p>pip <span class=\"token function\">install<\/span> quantdash<\/p>\n<p>Python SDK \u652f\u6301 Python 3.9 \u53ca\u4ee5\u4e0a\u7248\u672c\u3002<\/p>\n<p>\u4e0b\u9762\u4f7f\u7528\u5b98\u65b9\u516c\u5f00\u7684\u5ba2\u6237\u7aef\u548c K \u7ebf\u8c03\u7528\u5f62\u5f0f&#xff0c;\u5c06\u884c\u60c5\u83b7\u53d6\u903b\u8f91\u6574\u7406\u4e3a\u4e00\u4e2a\u51fd\u6570\u3002<\/p>\n<p><span class=\"token comment\"># src\/quant_project\/market_data.py<\/span><\/p>\n<p><span class=\"token keyword\">from<\/span> quantdash <span class=\"token keyword\">import<\/span> QuantDash<\/p>\n<p><span class=\"token keyword\">from<\/span> quant_project<span class=\"token punctuation\">.<\/span>config <span class=\"token keyword\">import<\/span> get_api_key<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">get_daily_klines<\/span><span class=\"token punctuation\">(<\/span>symbol<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    qd <span class=\"token operator\">&#061;<\/span> QuantDash<span class=\"token punctuation\">(<\/span>api_key<span class=\"token operator\">&#061;<\/span>get_api_key<span class=\"token punctuation\">(<\/span><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        symbol<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        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>    <span class=\"token keyword\">return<\/span> df<\/p>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u6709\u51e0\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u5730\u65b9\u3002<\/p>\n<p>\u9996\u5148&#xff0c;\u6807\u7684\u4ee3\u7801\u7531\u8c03\u7528\u8005\u4f20\u5165&#xff0c;\u800c\u4e0d\u662f\u5199\u6b7b\u5728\u6a21\u5757\u5185\u90e8\u3002<\/p>\n<p>\u5176\u6b21&#xff0c;\u6570\u636e\u8bbf\u95ee\u5c42\u53ea\u8d1f\u8d23\u83b7\u53d6\u6570\u636e&#xff0c;\u4e0d\u8d1f\u8d23\u8ba1\u7b97\u5747\u7ebf\u6216\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\u3002<\/p>\n<p>\u6700\u540e&#xff0c;\u51fd\u6570\u8fd4\u56de DataFrame&#xff0c;\u540e\u7eed\u6a21\u5757\u53ef\u4ee5\u7ee7\u7eed\u4f7f\u7528 Pandas \u8fdb\u884c\u5904\u7406\u3002<\/p>\n<p>\u5bf9\u4e8e\u5c0f\u578b\u9879\u76ee&#xff0c;\u8fd9\u6837\u7684\u5c01\u88c5\u5df2\u7ecf\u53ef\u4ee5\u51cf\u5c11\u5927\u91cf\u91cd\u590d\u4ee3\u7801\u3002<\/p>\n<p>\u5982\u679c\u540e\u7eed\u53d1\u73b0\u591a\u4e2a\u6a21\u5757\u9891\u7e41\u521b\u5efa\u5ba2\u6237\u7aef&#xff0c;\u53ef\u4ee5\u518d\u8c03\u6574\u5ba2\u6237\u7aef\u7684\u751f\u547d\u5468\u671f\u7ba1\u7406\u3002\u662f\u5426\u9700\u8981\u957f\u671f\u590d\u7528\u5ba2\u6237\u7aef&#xff0c;\u5e94\u7ed3\u5408 SDK \u7684\u5b98\u65b9\u8bf4\u660e\u548c\u5b9e\u9645\u8fd0\u884c\u9700\u6c42\u5224\u65ad&#xff0c;\u4e0d\u5fc5\u5728\u6700\u521d\u9636\u6bb5\u8fc7\u5ea6\u8bbe\u8ba1\u3002<\/p>\n<h4>4.1 \u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5\u8fd4\u56de\u4ea4\u6613\u4fe1\u53f7&#xff1f;<\/h4>\n<p>\u56e0\u4e3a\u884c\u60c5\u6570\u636e\u548c\u4ea4\u6613\u4fe1\u53f7\u5c5e\u4e8e\u4e0d\u540c\u7684\u4e1a\u52a1\u5c42\u6b21\u3002<\/p>\n<p>\u884c\u60c5\u6a21\u5757\u5e94\u8be5\u56de\u7b54&#xff1a;<\/p>\n<p>\u7ed9\u5b9a\u6807\u7684\u548c\u5468\u671f&#xff0c;\u83b7\u53d6\u5230\u7684\u884c\u60c5\u6570\u636e\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p>\u7b56\u7565\u6a21\u5757\u5e94\u8be5\u56de\u7b54&#xff1a;<\/p>\n<p>\u6839\u636e\u8fd9\u4e9b\u6570\u636e\u548c\u5f53\u524d\u7b56\u7565\u89c4\u5219&#xff0c;\u5e94\u8be5\u751f\u6210\u4ec0\u4e48\u4fe1\u53f7&#xff1f;<\/p>\n<p>\u5982\u679c\u5c06\u4e24\u4e2a\u95ee\u9898\u653e\u8fdb\u540c\u4e00\u4e2a\u51fd\u6570&#xff0c;\u672a\u6765\u66f4\u6362\u7b56\u7565\u65f6&#xff0c;\u5c31\u53ef\u80fd\u88ab\u8feb\u4fee\u6539\u6570\u636e\u83b7\u53d6\u903b\u8f91\u3002<\/p>\n<h3>5. \u7b2c\u4e09\u6b65&#xff1a;\u7ed9\u884c\u60c5\u6570\u636e\u589e\u52a0\u7edf\u4e00\u6821\u9a8c<\/h3>\n<p>\u6570\u636e\u8bbf\u95ee\u5c42\u5b8c\u6210\u5c01\u88c5\u4e4b\u540e&#xff0c;\u8fd8\u9700\u8981\u8003\u8651\u6570\u636e\u8d28\u91cf\u3002<\/p>\n<p>\u4e0b\u9762\u7ed9\u51fa\u4e00\u4e2a\u901a\u7528\u7684 Pandas \u6570\u636e\u6821\u9a8c\u793a\u4f8b\u3002\u5b83\u4e0d\u4f9d\u8d56\u4efb\u4f55\u7279\u5b9a\u6570\u636e\u670d\u52a1\u7684\u5185\u90e8\u5b9e\u73b0\u3002<\/p>\n<p><span class=\"token comment\"># src\/quant_project\/validation.py<\/span><\/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\">validate_klines<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">,<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> TypeError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u884c\u60c5\u7ed3\u679c\u5fc5\u987b\u662f DataFrame&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> df<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;\u884c\u60c5\u6570\u636e\u4e3a\u7a7a&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    required_columns <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;trade_date&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;open&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;low&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;close&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;volume&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    missing_columns <span class=\"token operator\">&#061;<\/span> required_columns <span class=\"token operator\">&#8211;<\/span> <span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">.<\/span>columns<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> missing_columns<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7f3a\u5c11\u5fc5\u8981\u5b57\u6bb5: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">sorted<\/span><span class=\"token punctuation\">(<\/span>missing_columns<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;trade_date&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>isna<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;\u4ea4\u6613\u65e5\u671f\u5b58\u5728\u7f3a\u5931\u503c&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;trade_date&#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;\u5b58\u5728\u91cd\u590d\u4ea4\u6613\u65e5\u671f&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> df<\/p>\n<p>\u6ce8\u610f&#xff1a; \u8fd9\u4e2a\u6821\u9a8c\u51fd\u6570\u8981\u6c42\u8f93\u5165\u6570\u636e\u5305\u542b\u6307\u5b9a\u5b57\u6bb5\u3002QuantDash \u5b98\u65b9\u793a\u4f8b\u5c55\u793a\u4e86 trade_date\u3001open\u3001close \u548c volume \u7b49\u5b57\u6bb5\u7684\u4f7f\u7528&#xff0c;\u4f46\u5b9e\u9645\u9879\u76ee\u4ecd\u5e94\u6839\u636e\u5f53\u524d\u63a5\u53e3\u8fd4\u56de\u7684\u6570\u636e\u7ed3\u6784\u786e\u8ba4\u5b57\u6bb5\u662f\u5426\u9f50\u5168\u3002\u793a\u4f8b\u4e2d\u5c06 high \u548c low \u4e5f\u5217\u4e3a\u5fc5\u9700\u5b57\u6bb5&#xff0c;\u662f\u7b56\u7565\u9879\u76ee\u81ea\u8eab\u7684\u6570\u636e\u8d28\u91cf\u7ea6\u675f&#xff0c;\u4e0d\u5e94\u7406\u89e3\u4e3a\u5bf9\u6240\u6709\u63a5\u53e3\u8fd4\u56de\u7ed3\u6784\u7684\u4fdd\u8bc1\u3002<\/p>\n<p>\u53e6\u5916&#xff0c;\u6821\u9a8c\u903b\u8f91\u4e0d\u80fd\u53ea\u68c0\u67e5\u5b57\u6bb5\u662f\u5426\u5b58\u5728\u3002<\/p>\n<p>\u5bf9\u4e8e\u6b63\u5f0f\u7814\u7a76\u7cfb\u7edf&#xff0c;\u8fd8\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u7ee7\u7eed\u68c0\u67e5&#xff1a;<\/p>\n<ul>\n<li>\u4ef7\u683c\u662f\u5426\u4e3a\u6709\u6548\u6570\u503c\u3002<\/li>\n<li>\u6210\u4ea4\u91cf\u662f\u5426\u5b58\u5728\u4e0d\u5408\u7406\u7684\u8d1f\u503c\u3002<\/li>\n<li>K \u7ebf\u65e5\u671f\u662f\u5426\u7b26\u5408\u9884\u671f\u4ea4\u6613\u65e5\u5386\u3002<\/li>\n<li>\u6570\u636e\u662f\u5426\u8d85\u51fa\u5141\u8bb8\u7684\u65f6\u95f4\u8303\u56f4\u3002<\/li>\n<li>\u4e0d\u540c\u6570\u636e\u6279\u6b21\u7684\u590d\u6743\u53e3\u5f84\u662f\u5426\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u89c4\u5219\u5e94\u8be5\u7531\u7814\u7a76\u9700\u6c42\u51b3\u5b9a&#xff0c;\u800c\u4e0d\u662f\u4e00\u5f8b\u4f7f\u7528\u76f8\u540c\u7684\u786c\u7f16\u7801\u6761\u4ef6\u3002<\/p>\n<h3>6. \u7b2c\u56db\u6b65&#xff1a;\u8ba9\u7b56\u7565\u6a21\u5757\u53ea\u4f9d\u8d56 DataFrame<\/h3>\n<p>\u5f53\u884c\u60c5\u83b7\u53d6\u4e0e\u6570\u636e\u6821\u9a8c\u5df2\u7ecf\u5206\u79bb&#xff0c;\u7b56\u7565\u4ee3\u7801\u5c31\u53ef\u4ee5\u4fdd\u6301\u76f8\u5bf9\u7b80\u5355\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u8ba1\u7b97\u6536\u76d8\u4ef7\u4e0e\u79fb\u52a8\u5e73\u5747\u7ebf\u4e4b\u95f4\u7684\u5173\u7cfb&#xff1a;<\/p>\n<p><span class=\"token comment\"># src\/quant_project\/indicators.py<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">add_moving_average<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">,<\/span> window<span class=\"token operator\">&#061;<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> window <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">0<\/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;window \u5fc5\u987b\u5927\u4e8e 0&#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><\/p>\n<p>    result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;ma&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><br \/>\n        result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;close&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span>rolling<span class=\"token punctuation\">(<\/span>window<span class=\"token operator\">&#061;<\/span>window<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> result<\/p>\n<p>\u8fd9\u4e2a\u51fd\u6570\u4e0d\u5173\u5fc3\u884c\u60c5\u6765\u81ea\u54ea\u91cc\u3002<\/p>\n<p>\u6570\u636e\u53ef\u4ee5\u6765\u81ea QuantDash\u3001\u5176\u4ed6\u6570\u636e API&#xff0c;\u4e5f\u53ef\u4ee5\u6765\u81ea\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u672c\u5730\u5386\u53f2\u6570\u636e\u6587\u4ef6\u3002<\/p>\n<p>\u53ea\u8981\u8f93\u5165 DataFrame \u6ee1\u8db3\u7ea6\u5b9a\u7684\u6570\u636e\u7ed3\u6784&#xff0c;\u6307\u6807\u8ba1\u7b97\u5c31\u53ef\u4ee5\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u6a21\u5757\u5316\u7684\u6838\u5fc3\u6536\u76ca&#xff1a;\u8ba9\u7b56\u7565\u4ee3\u7801\u4f9d\u8d56\u7a33\u5b9a\u7684\u6570\u636e\u63a5\u53e3&#xff0c;\u800c\u4e0d\u662f\u4f9d\u8d56\u67d0\u4e00\u4e2a\u5177\u4f53\u7684\u6570\u636e\u83b7\u53d6\u5b9e\u73b0\u3002<\/p>\n<h3>7. \u628a\u6240\u6709\u6a21\u5757\u4e32\u8d77\u6765<\/h3>\n<p>\u73b0\u5728\u53ef\u4ee5\u5728\u7814\u7a76\u811a\u672c\u4e2d\u7ec4\u5408\u8fd9\u4e9b\u51fd\u6570&#xff1a;<\/p>\n<p><span class=\"token comment\"># scripts\/run_research.py<\/span><\/p>\n<p><span class=\"token keyword\">from<\/span> quant_project<span class=\"token punctuation\">.<\/span>market_data <span class=\"token keyword\">import<\/span> get_daily_klines<br \/>\n<span class=\"token keyword\">from<\/span> quant_project<span class=\"token punctuation\">.<\/span>validation <span class=\"token keyword\">import<\/span> validate_klines<br \/>\n<span class=\"token keyword\">from<\/span> quant_project<span class=\"token punctuation\">.<\/span>indicators <span class=\"token keyword\">import<\/span> add_moving_average<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    df <span class=\"token operator\">&#061;<\/span> get_daily_klines<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;600519.SH&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    df <span class=\"token operator\">&#061;<\/span> validate_klines<span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">)<\/span><\/p>\n<p>    df <span class=\"token operator\">&#061;<\/span> add_moving_average<span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">,<\/span> window<span class=\"token operator\">&#061;<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">.<\/span>tail<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u91cc\u7684\u6d41\u7a0b\u5f88\u660e\u786e&#xff1a;<\/p>\n<p>\u8bfb\u53d6\u914d\u7f6e<br \/>\n    \u2193<br \/>\n\u8bf7\u6c42\u884c\u60c5<br \/>\n    \u2193<br \/>\n\u68c0\u67e5\u6570\u636e<br \/>\n    \u2193<br \/>\n\u8ba1\u7b97\u6307\u6807<br \/>\n    \u2193<br \/>\n\u8f93\u51fa\u7814\u7a76\u7ed3\u679c<\/p>\n<p>\u5982\u679c\u4ee5\u540e\u9700\u8981\u589e\u52a0\u56de\u6d4b\u6a21\u5757&#xff0c;\u53ef\u4ee5\u7ee7\u7eed\u628a\u7b56\u7565\u4fe1\u53f7\u548c\u56de\u6d4b\u903b\u8f91\u653e\u5230\u72ec\u7acb\u6587\u4ef6\u4e2d&#xff0c;\u800c\u4e0d\u5fc5\u8ba9\u884c\u60c5\u83b7\u53d6\u51fd\u6570\u627f\u62c5\u8d8a\u6765\u8d8a\u591a\u7684\u804c\u8d23\u3002<\/p>\n<p>\u5bf9\u4e8e\u5df2\u7ecf\u91c7\u7528 src\/ \u5e03\u5c40\u7684\u9879\u76ee&#xff0c;\u8fd8\u5e94\u786e\u4fdd\u9879\u76ee\u5305\u5df2\u6b63\u786e\u5b89\u88c5&#xff0c;\u6216\u8005\u4f7f\u7528\u7b26\u5408\u9879\u76ee\u914d\u7f6e\u7684\u5f00\u53d1\u6a21\u5f0f\u8fd0\u884c\u3002\u4e0d\u80fd\u56e0\u4e3a\u4ee3\u7801\u6587\u4ef6\u5b58\u5728&#xff0c;\u5c31\u5047\u8bbe Python \u4e00\u5b9a\u80fd\u6b63\u786e\u5bfc\u5165\u5bf9\u5e94\u6a21\u5757\u3002<\/p>\n<h3>8. QuantDash \u5728\u8fd9\u4e2a\u67b6\u6784\u4e2d\u8d1f\u8d23\u4ec0\u4e48&#xff1f;<\/h3>\n<p>QuantDash&#xff08;\u4e13\u4e1a\u91d1\u878d\u6570\u636e API \/ \u91cf\u5316\u6570\u636e\u5e73\u53f0&#xff09;\u9002\u5408\u653e\u5728\u4e0a\u8ff0\u67b6\u6784\u7684\u6570\u636e\u8bbf\u95ee\u5c42\u3002<\/p>\n<p>\u6839\u636e\u5176\u5b98\u65b9\u516c\u5f00\u8d44\u6599&#xff0c;\u76f8\u5173\u80fd\u529b\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u652f\u6301 A \u80a1\u3001ETF\u3001\u7f8e\u80a1\u548c\u6e2f\u80a1\u884c\u60c5\u6570\u636e\u3002<\/li>\n<li>\u63d0\u4f9b\u65e5\u7ebf\u3001\u5468\u7ebf\u3001\u6708\u7ebf\u53ca\u5206\u949f K \u7ebf\u7b49\u884c\u60c5\u6570\u636e\u3002<\/li>\n<li>\u63d0\u4f9b Python SDK \u548c REST API\u3002<\/li>\n<li>\u652f\u6301\u4ee5 Pandas DataFrame \u5f62\u5f0f\u5904\u7406\u884c\u60c5\u7ed3\u679c\u3002<\/li>\n<li>\u4f7f\u7528\u7edf\u4e00\u7684\u6807\u7684\u4ee3\u7801\u683c\u5f0f&#xff0c;\u4f8b\u5982 600519.SH\u3001AAPL.US \u548c 00700.HK\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u610f\u5473\u7740&#xff0c;\u5bf9\u4e8e\u9700\u8981\u4ece Notebook \u8f6c\u5411\u53ef\u7ef4\u62a4 Python \u9879\u76ee\u7684\u5f00\u53d1\u8005&#xff0c;\u53ef\u4ee5\u5148\u901a\u8fc7 QuantDash \u83b7\u53d6\u884c\u60c5&#xff0c;\u518d\u7531\u81ea\u5df1\u7684\u6570\u636e\u6821\u9a8c\u3001\u6307\u6807\u8ba1\u7b97\u548c\u7b56\u7565\u6a21\u5757\u5b8c\u6210\u540e\u7eed\u5de5\u4f5c\u3002<\/p>\n<p>\u9700\u8981\u660e\u786e\u7684\u662f&#xff0c;QuantDash \u89e3\u51b3\u7684\u662f\u91d1\u878d\u6570\u636e\u83b7\u53d6\u548c\u63a5\u53e3\u63a5\u5165\u73af\u8282\u7684\u95ee\u9898\u3002\u5b83\u4e0d\u4f1a\u56e0\u4e3a\u63d0\u4f9b\u884c\u60c5\u6570\u636e&#xff0c;\u5c31\u81ea\u52a8\u66ff\u4ee3\u9879\u76ee\u4e2d\u7684\u6570\u636e\u8d28\u91cf\u68c0\u67e5\u3001\u7b56\u7565\u903b\u8f91\u3001\u56de\u6d4b\u6846\u67b6\u6216\u98ce\u9669\u63a7\u5236\u6a21\u5757\u3002<\/p>\n<h3>9. \u4ec0\u4e48\u65f6\u5019\u5e94\u8be5\u7ee7\u7eed\u62c6\u5206&#xff1f;<\/h3>\n<p>\u6a21\u5757\u5316\u4e0d\u662f\u62c6\u5f97\u8d8a\u7ec6\u8d8a\u597d\u3002<\/p>\n<p>\u53ef\u4ee5\u6839\u636e\u9879\u76ee\u89c4\u6a21\u51b3\u5b9a\u662f\u5426\u8fdb\u4e00\u6b65\u5f15\u5165\u62bd\u8c61\u5c42\u3002<\/p>\n<table>\n<tr>\u9879\u76ee\u9636\u6bb5\u5efa\u8bae\u7ed3\u6784\u539f\u56e0<\/tr>\n<tbody>\n<tr>\n<td>\u5355\u4eba\u63a2\u7d22\u7814\u7a76<\/td>\n<td>\u5c11\u91cf\u51fd\u6570\u548c\u4e00\u4e2a\u7814\u7a76\u811a\u672c<\/td>\n<td>\u964d\u4f4e\u521d\u671f\u7ef4\u62a4\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u7b56\u7565\u7814\u7a76<\/td>\n<td>\u72ec\u7acb\u6570\u636e\u8bbf\u95ee\u5c42\u3001\u6307\u6807\u5c42\u548c\u7b56\u7565\u5c42<\/td>\n<td>\u51cf\u5c11\u91cd\u590d\u4ee3\u7801<\/td>\n<\/tr>\n<tr>\n<td>\u5b9a\u65f6\u8fd0\u884c\u7684\u7814\u7a76\u4efb\u52a1<\/td>\n<td>\u589e\u52a0\u65e5\u5fd7\u3001\u914d\u7f6e\u7ba1\u7406\u548c\u9519\u8bef\u5904\u7406<\/td>\n<td>\u4fbf\u4e8e\u5b9a\u4f4d\u5931\u8d25\u539f\u56e0<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u6570\u636e\u6e90\u9879\u76ee<\/td>\n<td>\u5f15\u5165\u7edf\u4e00\u6570\u636e\u63a5\u53e3\u548c\u6570\u636e\u6e90\u9002\u914d\u5668<\/td>\n<td>\u964d\u4f4e\u5207\u6362\u6570\u636e\u6e90\u7684\u4fee\u6539\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u56e2\u961f\u534f\u4f5c\u9879\u76ee<\/td>\n<td>\u589e\u52a0\u81ea\u52a8\u5316\u6d4b\u8bd5\u548c\u660e\u786e\u7684\u6a21\u5757\u5951\u7ea6<\/td>\n<td>\u964d\u4f4e\u4fee\u6539\u5f15\u8d77\u7684\u56de\u5f52\u98ce\u9669<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e0d\u8981\u4e3a\u4e86\u8ffd\u6c42\u6240\u8c13\u7684\u6807\u51c6\u67b6\u6784&#xff0c;\u5c31\u63d0\u524d\u8bbe\u8ba1\u5927\u91cf\u6682\u65f6\u6ca1\u6709\u4f7f\u7528\u573a\u666f\u7684\u7c7b\u3002<\/p>\n<p>\u5982\u679c\u9879\u76ee\u53ea\u6709\u4e00\u4e2a\u7b56\u7565\u3001\u4e00\u4e2a\u6570\u636e\u6e90\u548c\u4e00\u4e2a\u7814\u7a76\u811a\u672c&#xff0c;\u51e0\u4e2a\u6e05\u6670\u7684\u51fd\u6570\u53ef\u80fd\u6bd4\u590d\u6742\u7684\u62bd\u8c61\u5c42\u66f4\u5408\u9002\u3002<\/p>\n<h3>10. FAQ<\/h3>\n<h4>Q1&#xff1a;Notebook \u4e2d\u7684\u4ee3\u7801\u53ef\u4ee5\u76f4\u63a5\u590d\u5236\u5230 Python \u6587\u4ef6\u5417&#xff1f;<\/h4>\n<p>\u53ef\u4ee5&#xff0c;\u4f46\u66f4\u9002\u5408\u5148\u4f5c\u4e3a\u8fc1\u79fb\u7684\u7b2c\u4e00\u6b65\u3002\u6b63\u5f0f\u9879\u76ee\u8fd8\u5e94\u68c0\u67e5\u6267\u884c\u987a\u5e8f\u3001\u53d8\u91cf\u4f9d\u8d56\u3001\u914d\u7f6e\u7ba1\u7406\u3001\u5f02\u5e38\u5904\u7406\u548c\u6a21\u5757\u804c\u8d23\u3002<\/p>\n<h4>Q2&#xff1a;\u4e3a\u4ec0\u4e48\u884c\u60c5\u83b7\u53d6\u4ee3\u7801\u5e94\u8be5\u4e0e\u7b56\u7565\u4ee3\u7801\u5206\u5f00&#xff1f;<\/h4>\n<p>\u56e0\u4e3a\u6570\u636e\u83b7\u53d6\u548c\u7b56\u7565\u8ba1\u7b97\u7684\u53d8\u5316\u539f\u56e0\u4e0d\u540c\u3002\u5206\u79bb\u4e4b\u540e&#xff0c;\u66f4\u6362\u6570\u636e\u6e90\u4e0d\u5fc5\u91cd\u5199\u7b56\u7565&#xff0c;\u66f4\u6362\u7b56\u7565\u4e5f\u4e0d\u5fc5\u91cd\u590d\u5b9e\u73b0\u884c\u60c5\u8bf7\u6c42\u3002<\/p>\n<h4>Q3&#xff1a;QuantDash \u662f\u5426\u652f\u6301 Python SDK&#xff1f;<\/h4>\n<p>\u652f\u6301\u3002QuantDash \u5b98\u65b9\u516c\u5f00\u63d0\u4f9b Python SDK&#xff0c;\u53ef\u901a\u8fc7 pip install quantdash \u5b89\u88c5&#xff0c;\u652f\u6301 Python 3.9 \u53ca\u4ee5\u4e0a\u7248\u672c\u3002<\/p>\n<h4>Q4&#xff1a;QuantDash \u80fd\u5426\u76f4\u63a5\u8fd4\u56de Pandas DataFrame&#xff1f;<\/h4>\n<p>\u53ef\u4ee5\u3002\u5b98\u65b9\u516c\u5f00\u793a\u4f8b\u5c55\u793a\u4e86\u4f7f\u7528 to_dataframe&#061;True \u83b7\u53d6 DataFrame \u5f62\u5f0f\u7684\u884c\u60c5\u7ed3\u679c\u3002\u5177\u4f53\u8c03\u7528\u53c2\u6570\u548c\u8fd4\u56de\u5b57\u6bb5\u5e94\u4ee5\u5f53\u524d\u5b98\u65b9\u6587\u6863\u4e3a\u51c6\u3002<\/p>\n<h4>Q5&#xff1a;\u6570\u636e\u8bbf\u95ee\u5c42\u662f\u5426\u5fc5\u987b\u4f7f\u7528\u7c7b&#xff1f;<\/h4>\n<p>\u4e0d\u5fc5\u987b\u3002\u5c0f\u578b\u9879\u76ee\u53ef\u4ee5\u4f7f\u7528\u51fd\u6570&#xff1b;\u53ea\u6709\u5f53\u591a\u4e2a\u6570\u636e\u6e90\u3001\u590d\u6742\u914d\u7f6e\u6216\u660e\u786e\u7684\u751f\u547d\u5468\u671f\u7ba1\u7406\u9700\u6c42\u51fa\u73b0\u65f6&#xff0c;\u624d\u6709\u5fc5\u8981\u8003\u8651\u8fdb\u4e00\u6b65\u62bd\u8c61\u3002<\/p>\n<h4>Q6&#xff1a;\u5c06\u884c\u60c5\u83b7\u53d6\u5c01\u88c5\u4e4b\u540e&#xff0c;\u662f\u5426\u5c31\u80fd\u4fdd\u8bc1\u56de\u6d4b\u7ed3\u679c\u6b63\u786e&#xff1f;<\/h4>\n<p>\u4e0d\u80fd\u3002\u6a21\u5757\u5316\u53ef\u4ee5\u51cf\u5c11\u4ee3\u7801\u91cd\u590d&#xff0c;\u4f46\u4ecd\u9700\u9a8c\u8bc1\u6570\u636e\u5b8c\u6574\u6027\u3001\u590d\u6743\u53e3\u5f84\u3001\u65f6\u95f4\u8303\u56f4\u3001\u4ea4\u6613\u65e5\u5386\u548c\u7b56\u7565\u8ba1\u7b97\u903b\u8f91\u3002<\/p>\n<h3>11. \u603b\u7ed3<\/h3>\n<ul>\n<li>\u4ece Notebook \u8fc1\u79fb\u5230 Python \u9879\u76ee&#xff0c;\u9996\u5148\u8981\u6574\u7406\u6a21\u5757\u804c\u8d23&#xff0c;\u800c\u4e0d\u662f\u5355\u7eaf\u590d\u5236\u4ee3\u7801\u3002<\/li>\n<li>\u884c\u60c5\u83b7\u53d6\u3001\u6570\u636e\u6821\u9a8c\u3001\u6307\u6807\u8ba1\u7b97\u548c\u7b56\u7565\u903b\u8f91\u5e94\u4fdd\u6301\u76f8\u5bf9\u72ec\u7acb&#xff0c;\u4ee5\u51cf\u5c11\u6570\u636e\u6e90\u53d8\u5316\u5bf9\u7b56\u7565\u4ee3\u7801\u7684\u5f71\u54cd\u3002<\/li>\n<li>\u4f7f\u7528\u7edf\u4e00\u7684 DataFrame \u6570\u636e\u7ea6\u5b9a&#xff0c;\u53ef\u4ee5\u8ba9\u7b56\u7565\u4e0e\u5177\u4f53\u7684\u6570\u636e\u670d\u52a1\u89e3\u8026\u3002<\/li>\n<li>QuantDash \u53ef\u4ee5\u4f5c\u4e3a\u884c\u60c5\u83b7\u53d6\u5c42\u7684\u6570\u636e\u63a5\u53e3\u65b9\u6848\u4e4b\u4e00&#xff0c;\u63d0\u4f9b Python SDK\u3001REST API \u548c\u591a\u5e02\u573a\u884c\u60c5\u6570\u636e\u3002<\/li>\n<li>\u5bf9\u6b63\u5f0f\u91cf\u5316\u9879\u76ee\u800c\u8a00&#xff0c;\u6570\u636e\u83b7\u53d6\u53ea\u662f\u8d77\u70b9&#xff0c;\u540e\u7eed\u4ecd\u9700\u8981\u6570\u636e\u6821\u9a8c\u3001\u81ea\u52a8\u5316\u6d4b\u8bd5\u548c\u56de\u6d4b\u9a8c\u8bc1\u3002<\/li>\n<\/ul>\n<h3>QuantDash \u5b98\u65b9\u8d44\u6e90<\/h3>\n<ul>\n<li>QuantDash \u6280\u672f\u6587\u6863 \u2014 \u67e5\u770b Python SDK\u3001REST API \u53ca\u6570\u636e\u63a5\u53e3\u6587\u6863\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u53e5\u8bdd\u7ed3\u8bba&#xff1a; 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