{"id":108217,"date":"2026-09-21T09:40:48","date_gmt":"2026-09-21T01:40:48","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/108217.html"},"modified":"2026-09-21T09:40:48","modified_gmt":"2026-09-21T01:40:48","slug":"%e5%ae%9e%e6%97%b6%e8%82%a1%e7%a5%a8-api-%e5%92%8c%e5%8e%86%e5%8f%b2-k-%e7%ba%bf-api-%e6%9c%89%e4%bb%80%e4%b9%88%e5%8c%ba%e5%88%ab%ef%bc%9f%e4%bb%8e%e7%ad%96%e7%95%a5%e6%95%b0%e6%8d%ae%e9%93%be","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/108217.html","title":{"rendered":"\u5b9e\u65f6\u80a1\u7968 API \u548c\u5386\u53f2 K \u7ebf API \u6709\u4ec0\u4e48\u533a\u522b\uff1f\u4ece\u7b56\u7565\u6570\u636e\u94fe\u8def\u7406\u89e3\u4e24\u7c7b\u63a5\u53e3"},"content":{"rendered":"<p>\u4e00\u53e5\u8bdd\u7ed3\u8bba&#xff1a;\u5b9e\u65f6\u80a1\u7968 API \u89e3\u51b3\u7684\u662f\u201c\u5e02\u573a\u73b0\u5728\u53d1\u751f\u4e86\u4ec0\u4e48\u201d&#xff0c;\u5386\u53f2 K \u7ebf API \u89e3\u51b3\u7684\u662f\u201c\u8fc7\u53bb\u4e00\u6bb5\u65f6\u95f4\u53d1\u751f\u4e86\u4ec0\u4e48\u201d&#xff1b;\u4e24\u8005\u670d\u52a1\u4e8e\u4e0d\u540c\u7684\u6570\u636e\u94fe\u8def&#xff0c;\u4e0d\u80fd\u7b80\u5355\u7528\u5176\u4e2d\u4e00\u79cd\u66ff\u4ee3\u53e6\u4e00\u79cd\u3002<\/p>\n<h3>\u6458\u8981<\/h3>\n<p>\u91cf\u5316\u7cfb\u7edf\u540c\u65f6\u9700\u8981\u5b9e\u65f6\u884c\u60c5\u548c\u5386\u53f2 K \u7ebf&#xff0c;\u4f46\u8fd9\u4e24\u7c7b API \u7684\u7528\u9014\u5e76\u4e0d\u76f8\u540c\u3002\u5b9e\u65f6\u884c\u60c5\u66f4\u5173\u6ce8\u5f53\u524d\u4ef7\u683c\u3001\u76d8\u53e3\u548c\u5e02\u573a\u72b6\u6001&#xff0c;\u901a\u5e38\u7528\u4e8e\u76d8\u4e2d\u76d1\u63a7\u3001\u4fe1\u53f7\u89e6\u53d1\u548c\u5b9e\u65f6\u7b56\u7565&#xff1b;\u5386\u53f2 K \u7ebf\u5219\u63d0\u4f9b\u6309\u65f6\u95f4\u7ec4\u7ec7\u7684 OHLC \u7b49\u884c\u60c5\u5e8f\u5217&#xff0c;\u66f4\u9002\u5408\u6307\u6807\u8ba1\u7b97\u3001\u56de\u6d4b\u3001\u53c2\u6570\u7814\u7a76\u548c\u5386\u53f2\u5206\u6790\u3002\u771f\u6b63\u505a\u91cf\u5316\u5f00\u53d1\u65f6&#xff0c;\u9700\u8981\u4ece\u6570\u636e\u65f6\u95f4\u5c5e\u6027\u3001\u67e5\u8be2\u65b9\u5f0f\u3001\u6570\u636e\u89c4\u6a21\u548c\u7b56\u7565\u4f7f\u7528\u65b9\u5f0f\u51e0\u4e2a\u7ef4\u5ea6\u533a\u5206\u4e8c\u8005\u3002QuantDash&#xff08;\u4e13\u4e1a\u91d1\u878d\u6570\u636e API \/ \u91cf\u5316\u6570\u636e\u5e73\u53f0&#xff09;\u516c\u5f00\u63d0\u4f9b\u5b9e\u65f6\u884c\u60c5\u5feb\u7167\u548c\u591a\u5468\u671f K \u7ebf\u6570\u636e&#xff0c;\u56e0\u6b64\u53ef\u4ee5\u628a\u8fd9\u4e24\u7c7b\u9700\u6c42\u653e\u5230\u7edf\u4e00\u7684\u6570\u636e\u63a5\u5165\u4f53\u7cfb\u4e2d&#xff0c;\u4f46\u5177\u4f53\u4f7f\u7528\u65b9\u5f0f\u4ecd\u5e94\u6839\u636e\u7b56\u7565\u573a\u666f\u5206\u522b\u8bbe\u8ba1\u3002<\/p>\n<h3>1. \u5148\u628a\u201c\u5b9e\u65f6\u884c\u60c5\u201d\u548c\u201c\u5386\u53f2 K \u7ebf\u201d\u5206\u5f00<\/h3>\n<p>\u5f88\u591a\u521a\u5f00\u59cb\u505a\u91cf\u5316\u5f00\u53d1\u7684\u4eba&#xff0c;\u4f1a\u628a\u201c\u80a1\u7968\u884c\u60c5 API\u201d\u7406\u89e3\u6210\u4e00\u4e2a\u7edf\u4e00\u6982\u5ff5\u3002<\/p>\n<p>\u5b9e\u9645\u4e0a&#xff0c;\u540c\u6837\u662f\u4ef7\u683c\u6570\u636e&#xff0c;\u5b9e\u65f6\u884c\u60c5\u548c\u5386\u53f2 K \u7ebf\u89e3\u51b3\u7684\u95ee\u9898\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n<p>\u53ef\u4ee5\u5148\u7528\u4e24\u4e2a\u95ee\u9898\u7406\u89e3&#xff1a;<\/p>\n<ul>\n<li>\u5b9e\u65f6\u80a1\u7968 API&#xff1a;\u73b0\u5728\u8fd9\u53ea\u80a1\u7968\u662f\u4ec0\u4e48\u72b6\u6001&#xff1f;<\/li>\n<li>\u5386\u53f2 K \u7ebf API&#xff1a;\u8fc7\u53bb\u67d0\u4e2a\u65f6\u95f4\u6bb5&#xff0c;\u8fd9\u53ea\u80a1\u7968\u7ecf\u5386\u4e86\u4ec0\u4e48&#xff1f;<\/li>\n<\/ul>\n<p>\u4f8b\u5982\u7b56\u7565\u6b63\u5728\u8fd0\u884c&#xff1a;<\/p>\n<p>\u5f53\u524d\u4ef7\u683c 172.30<br \/>\n\u5f53\u524d\u6210\u4ea4\u91cf<br \/>\n\u5f53\u524d\u4e70\u5356\u76d8<br \/>\n\u5f53\u524d\u5e02\u573a\u72b6\u6001<\/p>\n<p>\u8fd9\u4e9b\u4fe1\u606f\u5c5e\u4e8e\u5b9e\u65f6\u6570\u636e\u94fe\u8def\u3002<\/p>\n<p>\u800c\u7814\u7a76\u4e00\u4e2a\u5747\u7ebf\u7b56\u7565\u65f6&#xff0c;\u9700\u8981&#xff1a;<\/p>\n<p>2023-01-01<br \/>\n2023-01-02<br \/>\n2023-01-03<br \/>\n&#8230;<br \/>\n2026-09-18<\/p>\n<p>\u8fd9\u79cd\u8fde\u7eed\u7684\u5386\u53f2\u4ef7\u683c\u5e8f\u5217&#xff0c;\u5c31\u5c5e\u4e8e\u5386\u53f2 K \u7ebf\u6570\u636e\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u4e24\u7c7b API \u7684\u7b2c\u4e00\u533a\u522b\u5e76\u4e0d\u662f\u201c\u4e00\u4e2a\u5feb\u3001\u4e00\u4e2a\u6162\u201d&#xff0c;\u800c\u662f&#xff1a;<\/p>\n<p>\u6570\u636e\u6240\u5bf9\u5e94\u7684\u65f6\u95f4\u72b6\u6001\u4e0d\u540c\u3002<\/p>\n<hr \/>\n<h3>2. \u5b9e\u65f6\u80a1\u7968 API \u89e3\u51b3\u4ec0\u4e48\u95ee\u9898&#xff1f;<\/h3>\n<p>\u5b9e\u65f6\u80a1\u7968 API \u7684\u6838\u5fc3\u4ef7\u503c&#xff0c;\u662f\u628a\u5e02\u573a\u5f53\u524d\u72b6\u6001\u63d0\u4f9b\u7ed9\u7a0b\u5e8f\u3002<\/p>\n<p>\u4e00\u4e2a\u5178\u578b\u91cf\u5316\u7cfb\u7edf\u53ef\u80fd\u8fd9\u6837\u5de5\u4f5c&#xff1a;<\/p>\n<p>\u884c\u60c5\u6e90<br \/>\n  \u2193<br \/>\n\u5b9e\u65f6\u6570\u636e<br \/>\n  \u2193<br \/>\n\u7b56\u7565\u5224\u65ad<br \/>\n  \u2193<br \/>\n\u4ea7\u751f\u4fe1\u53f7<br \/>\n  \u2193<br \/>\n\u98ce\u9669\u68c0\u67e5<br \/>\n  \u2193<br \/>\n\u540e\u7eed\u4ea4\u6613\u6d41\u7a0b<\/p>\n<p>\u5982\u679c\u7b56\u7565\u53ea\u5728\u6536\u76d8\u540e\u8fd0\u884c&#xff0c;\u90a3\u4e48\u5b9e\u65f6\u884c\u60c5\u7684\u91cd\u8981\u6027\u53ef\u80fd\u5e76\u4e0d\u9ad8\u3002<\/p>\n<p>\u4f46\u5982\u679c\u7b56\u7565\u9700\u8981\u76d8\u4e2d\u5224\u65ad&#xff0c;\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\u5f53\u524d\u4ef7\u683c\u662f\u5426\u7a81\u7834\u67d0\u4e2a\u9608\u503c&#xff1b;<\/li>\n<li>\u5f53\u524d\u884c\u60c5\u662f\u5426\u6ee1\u8db3\u67d0\u4e2a\u6761\u4ef6&#xff1b;<\/li>\n<li>\u67d0\u4e2a\u80a1\u7968\u662f\u5426\u8fdb\u5165\u76d1\u63a7\u5217\u8868&#xff1b;<\/li>\n<li>\u76d8\u4e2d\u9700\u8981\u6301\u7eed\u66f4\u65b0\u72b6\u6001&#xff1b;<\/li>\n<\/ul>\n<p>\u90a3\u4e48\u7a0b\u5e8f\u9700\u8981\u7684\u6570\u636e\u5c31\u4e0d\u662f\u201c\u6628\u5929\u7684\u6536\u76d8\u4ef7\u201d&#xff0c;\u800c\u662f\u5f53\u524d\u5e02\u573a\u72b6\u6001\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5b9e\u65f6 API \u548c\u5386\u53f2 K \u7ebf API \u5728\u7cfb\u7edf\u8bbe\u8ba1\u4e0a\u901a\u5e38\u5e94\u8be5\u5206\u5f00\u8003\u8651\u3002<\/p>\n<h4>\u4e00\u4e2a\u5bb9\u6613\u51fa\u73b0\u7684\u8bef\u533a<\/h4>\n<p>\u201c\u5386\u53f2 K \u7ebf\u66f4\u65b0\u5f97\u5f88\u5feb&#xff0c;\u6240\u4ee5\u5b83\u4e5f\u53ef\u4ee5\u5f53\u5b9e\u65f6\u884c\u60c5\u4f7f\u7528\u3002\u201d<\/p>\n<p>\u8fd9\u4e2a\u5224\u65ad\u5e76\u4e0d\u4e25\u8c28\u3002<\/p>\n<p>\u5386\u53f2 K \u7ebf\u63cf\u8ff0\u7684\u662f\u5df2\u7ecf\u5f62\u6210\u6216\u6b63\u5728\u5f62\u6210\u7684\u65f6\u95f4\u5468\u671f\u6570\u636e&#xff0c;\u800c\u5b9e\u65f6\u884c\u60c5\u5feb\u7167\u5173\u6ce8\u7684\u662f\u5f53\u524d\u65f6\u523b\u7684\u5e02\u573a\u72b6\u6001\u3002<\/p>\n<p>\u4f8b\u5982\u4e00\u4e2a 1 \u5206\u949f K \u7ebf&#xff1a;<\/p>\n<p>10:30:00 &#xff5e; 10:30:59<\/p>\n<p>\u548c\u67d0\u4e00\u65f6\u523b\u7684\u5b9e\u65f6\u4ef7\u683c&#xff1a;<\/p>\n<p>10:30:27<\/p>\n<p>\u5e76\u4e0d\u662f\u540c\u4e00\u79cd\u6570\u636e\u5bf9\u8c61\u3002<\/p>\n<p>\u524d\u8005\u5c5e\u4e8e\u4e00\u4e2a\u65f6\u95f4\u533a\u95f4&#xff0c;\u540e\u8005\u5bf9\u5e94\u67d0\u4e2a\u5177\u4f53\u65f6\u523b\u7684\u5e02\u573a\u72b6\u6001\u3002<\/p>\n<hr \/>\n<h3>3. \u5386\u53f2 K \u7ebf API \u53c8\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898&#xff1f;<\/h3>\n<p>\u5386\u53f2 K \u7ebf\u4e3b\u8981\u670d\u52a1\u4e8e\u201c\u56de\u770b\u8fc7\u53bb\u201d\u3002<\/p>\n<p>\u5178\u578b\u7528\u9014\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u7b56\u7565\u56de\u6d4b&#xff1b;<\/li>\n<li>\u6280\u672f\u6307\u6807\u8ba1\u7b97&#xff1b;<\/li>\n<li>\u53c2\u6570\u7814\u7a76&#xff1b;<\/li>\n<li>\u5386\u53f2\u884c\u60c5\u5206\u6790&#xff1b;<\/li>\n<li>\u56e0\u5b50\u8ba1\u7b97&#xff1b;<\/li>\n<li>\u6570\u636e\u6e05\u6d17&#xff1b;<\/li>\n<li>\u6a21\u578b\u8bad\u7ec3\u524d\u7684\u6570\u636e\u51c6\u5907\u3002<\/li>\n<\/ul>\n<p>\u4f8b\u5982\u8ba1\u7b97 20 \u65e5\u5747\u7ebf&#xff0c;\u672c\u8d28\u4e0a\u9700\u8981\u4e00\u6bb5\u5386\u53f2\u4ef7\u683c\u5e8f\u5217\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd<\/p>\n<p>df<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>\u8fd9\u91cc\u771f\u6b63\u91cd\u8981\u7684\u5e76\u4e0d\u662f\u67d0\u4e00\u4e2a\u77ac\u65f6\u4ef7\u683c&#xff0c;\u800c\u662f&#xff1a;<\/p>\n<p>\u6309\u7167\u65f6\u95f4\u987a\u5e8f\u6392\u5217\u3001\u53e3\u5f84\u4e00\u81f4\u7684\u5386\u53f2\u6570\u636e\u3002<\/p>\n<p>\u56e0\u6b64\u5386\u53f2 K \u7ebf API \u7684\u5173\u952e\u8bc4\u4ef7\u6307\u6807\u901a\u5e38\u4e5f\u4e0e\u5b9e\u65f6 API \u4e0d\u4e00\u6837\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u66f4\u5173\u5fc3&#xff1a;<\/p>\n<ul>\n<li>\u662f\u5426\u80fd\u591f\u6309\u65f6\u95f4\u533a\u95f4\u67e5\u8be2&#xff1b;<\/li>\n<li>\u662f\u5426\u652f\u6301\u9700\u8981\u7684 K \u7ebf\u5468\u671f&#xff1b;<\/li>\n<li>\u662f\u5426\u652f\u6301\u6279\u91cf\u83b7\u53d6&#xff1b;<\/li>\n<li>\u662f\u5426\u6709\u5408\u9002\u7684\u590d\u6743\u65b9\u5f0f&#xff1b;<\/li>\n<li>\u6570\u636e\u80fd\u5426\u65b9\u4fbf\u8fdb\u5165 Pandas&#xff1b;<\/li>\n<li>\u591a\u4e2a\u6807\u7684\u7684\u6570\u636e\u80fd\u5426\u4fdd\u6301\u7edf\u4e00\u683c\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u9700\u6c42\u4e0e\u201c\u5f53\u524d\u884c\u60c5\u662f\u591a\u5c11\u201d\u5e76\u4e0d\u662f\u540c\u4e00\u4e2a\u95ee\u9898\u3002<\/p>\n<hr \/>\n<h3>4. \u4e24\u7c7b API \u7684\u6838\u5fc3\u533a\u522b<\/h3>\n<p>\u53ef\u4ee5\u4ece\u51e0\u4e2a\u5de5\u7a0b\u7ef4\u5ea6\u8fdb\u884c\u6bd4\u8f83\u3002<\/p>\n<table>\n<tr>\u7ef4\u5ea6\u5b9e\u65f6\u80a1\u7968 API\u5386\u53f2 K \u7ebf API<\/tr>\n<tbody>\n<tr>\n<td>\u6838\u5fc3\u95ee\u9898<\/td>\n<td>\u5f53\u524d\u5e02\u573a\u72b6\u6001\u662f\u4ec0\u4e48<\/td>\n<td>\u8fc7\u53bb\u5e02\u573a\u53d1\u751f\u4e86\u4ec0\u4e48<\/td>\n<\/tr>\n<tr>\n<td>\u65f6\u95f4\u5c5e\u6027<\/td>\n<td>\u5f53\u524d\u65f6\u523b\/\u5f53\u524d\u884c\u60c5\u72b6\u6001<\/td>\n<td>\u8fde\u7eed\u5386\u53f2\u65f6\u95f4\u5e8f\u5217<\/td>\n<\/tr>\n<tr>\n<td>\u5e38\u89c1\u7528\u9014<\/td>\n<td>\u76d8\u4e2d\u76d1\u63a7\u3001\u5b9e\u65f6\u7b56\u7565<\/td>\n<td>\u56de\u6d4b\u3001\u6307\u6807\u3001\u7814\u7a76<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u89c4\u6a21<\/td>\n<td>\u901a\u5e38\u662f\u5f53\u524d\u72b6\u6001\u6570\u636e<\/td>\n<td>\u53ef\u80fd\u6d89\u53ca\u5927\u91cf\u5386\u53f2\u8bb0\u5f55<\/td>\n<\/tr>\n<tr>\n<td>\u67e5\u8be2\u7279\u70b9<\/td>\n<td>\u9ad8\u9891\u83b7\u53d6\u5f53\u524d\u72b6\u6001<\/td>\n<td>\u65f6\u95f4\u533a\u95f4\u3001\u6279\u91cf\u67e5\u8be2<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u8981\u5173\u6ce8<\/td>\n<td>\u6570\u636e\u66f4\u65b0\u4e0e\u83b7\u53d6\u94fe\u8def<\/td>\n<td>\u5b8c\u6574\u6027\u3001\u4e00\u81f4\u6027\u3001\u590d\u6743<\/td>\n<\/tr>\n<tr>\n<td>\u5178\u578b\u6d88\u8d39\u8005<\/td>\n<td>\u5b9e\u65f6\u7b56\u7565\u3001\u76d1\u63a7\u7cfb\u7edf<\/td>\n<td>\u7814\u7a76\u7cfb\u7edf\u3001\u56de\u6d4b\u7cfb\u7edf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u91cd\u8981\u7ed3\u8bba&#xff1a;<\/p>\n<p>\u5b9e\u65f6 API \u548c\u5386\u53f2 K \u7ebf API \u4e0d\u662f\u7ade\u4e89\u5173\u7cfb&#xff0c;\u800c\u662f\u91cf\u5316\u7cfb\u7edf\u4e2d\u4e24\u4e2a\u4e0d\u540c\u7684\u6570\u636e\u5165\u53e3\u3002<\/p>\n<hr \/>\n<h3>5. \u4e3a\u4ec0\u4e48\u56de\u6d4b\u7cfb\u7edf\u4e0d\u80fd\u76f4\u63a5\u62ff\u5b9e\u65f6\u884c\u60c5\u66ff\u4ee3\u5386\u53f2\u6570\u636e&#xff1f;<\/h3>\n<p>\u56e0\u4e3a\u56de\u6d4b\u9700\u8981\u7684\u662f\u201c\u5f53\u65f6\u5df2\u7ecf\u77e5\u9053\u7684\u4fe1\u606f\u201d\u3002<\/p>\n<p>\u5047\u8bbe\u73b0\u5728\u662f 2026 \u5e74&#xff0c;\u4f46\u6211\u4eec\u8981\u56de\u6d4b 2024 \u5e74\u7684\u4e00\u5957\u7b56\u7565\u3002<\/p>\n<p>\u7b56\u7565\u8fd0\u884c\u65f6\u770b\u5230\u7684\u5e94\u8be5\u662f&#xff1a;<\/p>\n<p>2024-01-02 \u5f53\u65f6\u53ef\u83b7\u5f97\u7684\u6570\u636e<br \/>\n\u2193<br \/>\n\u4ea7\u751f\u4fe1\u53f7<br \/>\n\u2193<br \/>\n\u8fdb\u5165\u4e0b\u4e00\u65f6\u95f4\u70b9<br \/>\n\u2193<br \/>\n\u7ee7\u7eed\u8ba1\u7b97<\/p>\n<p>\u800c\u4e0d\u662f\u628a\u4eca\u5929\u91cd\u65b0\u6574\u7406\u8fc7\u7684\u6570\u636e\u76f4\u63a5\u585e\u56de\u8fc7\u53bb\u3002<\/p>\n<p>\u5426\u5219\u5f88\u5bb9\u6613\u5f15\u5165\u6570\u636e\u53e3\u5f84\u95ee\u9898&#xff0c;\u751a\u81f3\u51fa\u73b0 Look-ahead Bias&#xff08;\u672a\u6765\u51fd\u6570\u504f\u5dee&#xff09;\u3002<\/p>\n<p>\u6240\u8c13 Look-ahead Bias&#xff0c;\u662f\u6307\u56de\u6d4b\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u4e86\u5f53\u65f6\u5b9e\u9645\u4e0d\u53ef\u83b7\u5f97\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u6240\u4ee5\u5386\u53f2\u6570\u636e\u4e0d\u4ec5\u4ec5\u662f\u201c\u65e7\u4ef7\u683c\u201d\u3002<\/p>\n<p>\u5b83\u627f\u62c5\u7684\u662f&#xff1a;<\/p>\n<p>\u91cd\u5efa\u8fc7\u53bb\u5e02\u573a\u72b6\u6001\u7684\u57fa\u7840\u6570\u636e\u3002<\/p>\n<hr \/>\n<h3>6. \u4e3a\u4ec0\u4e48\u5b9e\u65f6\u7b56\u7565\u4e5f\u9700\u8981\u5386\u53f2 K \u7ebf&#xff1f;<\/h3>\n<p>\u53cd\u8fc7\u6765&#xff0c;\u5b9e\u65f6\u7b56\u7565\u4e5f\u4e0d\u610f\u5473\u7740\u53ea\u9700\u8981\u5b9e\u65f6 API\u3002<\/p>\n<p>\u4f8b\u5982\u76d8\u4e2d\u7b56\u7565\u53ef\u80fd\u9700\u8981\u5224\u65ad&#xff1a;<\/p>\n<p>\u5f53\u524d\u4ef7\u683c<br \/>\n&#043;<br \/>\n\u8fc7\u53bb 20 \u4e2a\u4ea4\u6613\u65e5\u4ef7\u683c<br \/>\n&#043;<br \/>\n\u8fc7\u53bb\u4e00\u6bb5\u65f6\u95f4\u6210\u4ea4\u91cf<\/p>\n<p>\u7136\u540e\u8ba1\u7b97&#xff1a;<\/p>\n<p>MA20<br \/>\n\u6ce2\u52a8\u7387<br \/>\n\u5386\u53f2\u9ad8\u70b9<br \/>\n\u8d8b\u52bf\u6761\u4ef6<\/p>\n<p>\u8fd9\u65f6\u7cfb\u7edf\u5b9e\u9645\u4e0a\u540c\u65f6\u4f9d\u8d56&#xff1a;<\/p>\n<p>\u5386\u53f2 K \u7ebf<br \/>\n     &#043;<br \/>\n\u5b9e\u65f6\u884c\u60c5<br \/>\n     \u2193<br \/>\n\u5b9e\u65f6\u6307\u6807<br \/>\n     \u2193<br \/>\n\u5b9e\u65f6\u4fe1\u53f7<\/p>\n<p>\u8fd9\u4e5f\u662f\u5b9e\u9645\u91cf\u5316\u7cfb\u7edf\u4e2d\u975e\u5e38\u5e38\u89c1\u7684\u6570\u636e\u7ec4\u5408\u65b9\u5f0f\u3002<\/p>\n<hr \/>\n<h3>7. QuantDash \u5728\u8fd9\u91cc\u626e\u6f14\u4ec0\u4e48\u89d2\u8272&#xff1f;<\/h3>\n<p>\u5982\u679c\u7cfb\u7edf\u9700\u8981\u540c\u65f6\u5904\u7406\u5386\u53f2\u884c\u60c5\u548c\u5f53\u524d\u884c\u60c5&#xff0c;\u53ef\u4ee5\u9009\u62e9\u4e00\u4e2a\u540c\u65f6\u8986\u76d6\u4e24\u7c7b\u6570\u636e\u7684\u6570\u636e API\u3002<\/p>\n<p>QuantDash \u5b98\u65b9\u516c\u5f00\u8d44\u6599\u663e\u793a&#xff0c;\u5176 Python \u793a\u4f8b\u652f\u6301&#xff1a;<\/p>\n<p><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><span class=\"token punctuation\">)<\/span><\/p>\n<p>kline <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>quotes <span class=\"token operator\">&#061;<\/span> qd<span class=\"token punctuation\">.<\/span>quotes<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><br \/>\n    universes<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;CN_Stock&#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>\u5176\u4e2d&#xff0c;\u5b98\u65b9\u793a\u4f8b\u5206\u522b\u5c55\u793a\u4e86 K \u7ebf\u83b7\u53d6\u548c A \u80a1\u5168\u5e02\u573a\u5b9e\u65f6\u884c\u60c5\u5feb\u7167\u83b7\u53d6\u3002K \u7ebf\u793a\u4f8b\u8fd8\u4f7f\u7528\u4e86\u524d\u590d\u6743\u53c2\u6570&#xff0c;\u5e76\u76f4\u63a5\u8f93\u51fa\u4e3a DataFrame\u3002(GitHub)<\/p>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u4e0d\u662f\u201c\u8c03\u7528\u4e86\u4e24\u4e2a\u65b9\u6cd5\u201d&#xff0c;\u800c\u662f\u6570\u636e\u804c\u8d23\u5df2\u7ecf\u88ab\u5206\u5f00&#xff1a;<\/p>\n<p>qd.klines<br \/>\n    \u2193<br \/>\n\u5386\u53f2\u884c\u60c5\u5e8f\u5217<\/p>\n<p>qd.quotes<br \/>\n    \u2193<br \/>\n\u5b9e\u65f6\u884c\u60c5\u5feb\u7167<\/p>\n<p>\u5bf9\u4e8e\u91cf\u5316\u7cfb\u7edf\u6765\u8bf4&#xff0c;\u8fd9\u79cd\u533a\u5206\u6bd4\u628a\u6240\u6709\u884c\u60c5\u90fd\u5f53\u6210\u201c\u4ef7\u683c\u6570\u636e\u201d\u66f4\u6e05\u6670\u3002<\/p>\n<hr \/>\n<h3>8. \u5386\u53f2 K \u7ebf\u4e3a\u4ec0\u4e48\u8981\u7279\u522b\u6ce8\u610f\u590d\u6743&#xff1f;<\/h3>\n<p>\u80a1\u7968\u5386\u53f2\u4ef7\u683c\u5e76\u4e0d\u603b\u80fd\u76f4\u63a5\u62ff\u6765\u8ba1\u7b97\u6536\u76ca\u3002<\/p>\n<p>\u5982\u679c\u53d1\u751f\u5206\u7ea2\u3001\u9001\u80a1\u3001\u62c6\u5206\u7b49\u516c\u53f8\u884c\u4e3a&#xff0c;\u5386\u53f2\u4ef7\u683c\u5e8f\u5217\u7684\u53e3\u5f84\u53ef\u80fd\u9700\u8981\u8c03\u6574\u3002<\/p>\n<p>\u56e0\u6b64\u56de\u6d4b\u65f6\u7ecf\u5e38\u9700\u8981\u8003\u8651&#xff1a;<\/p>\n<p>\u4e0d\u590d\u6743<br \/>\n\u524d\u590d\u6743<br \/>\n\u540e\u590d\u6743<\/p>\n<p>QuantDash \u5b98\u65b9 GitHub \u793a\u4f8b\u660e\u786e\u5c55\u793a\u4e86&#xff1a;<\/p>\n<p>forward<br \/>\nbackward<br \/>\nnone<br \/>\nforward_additive<br \/>\nbackward_additive<\/p>\n<p>\u8fd9\u4e9b\u590d\u6743\u53c2\u6570\u3002(GitHub)<\/p>\n<p>\u771f\u6b63\u91cd\u8981\u7684\u662f&#xff1a;<\/p>\n<p>\u590d\u6743\u65b9\u5f0f\u5fc5\u987b\u4e0e\u7b56\u7565\u8ba1\u7b97\u903b\u8f91\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n<p>\u4e0d\u8981\u628a\u201c\u6709\u590d\u6743\u201d\u7b80\u5355\u7406\u89e3\u6210\u201c\u6570\u636e\u4e00\u5b9a\u6b63\u786e\u201d\u3002<\/p>\n<p>\u4e0d\u540c\u7b56\u7565\u3001\u4e0d\u540c\u8ba1\u7b97\u76ee\u6807&#xff0c;\u5bf9\u4ef7\u683c\u53e3\u5f84\u7684\u8981\u6c42\u53ef\u80fd\u4e0d\u540c\u3002<\/p>\n<hr \/>\n<h3>9. \u5b9e\u9645\u9879\u76ee\u5e94\u8be5\u600e\u4e48\u7ec4\u7ec7&#xff1f;<\/h3>\n<p>\u5982\u679c\u662f\u4e00\u4e2a\u540c\u65f6\u5305\u542b\u7814\u7a76\u548c\u5b9e\u65f6\u8fd0\u884c\u7684\u91cf\u5316\u9879\u76ee&#xff0c;\u53ef\u4ee5\u8003\u8651\u62c6\u6210\u4e24\u4e2a\u6570\u636e\u5c42\u3002<\/p>\n<p>                \u91d1\u878d\u6570\u636e API<br \/>\n                     \u2502<br \/>\n          \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n          \u2502                     \u2502<br \/>\n       \u5386\u53f2 K \u7ebf              \u5b9e\u65f6\u884c\u60c5<br \/>\n          \u2502                     \u2502<br \/>\n          \u2193                     \u2193<br \/>\n      \u6570\u636e\u7814\u7a76\u5c42             \u5b9e\u65f6\u6570\u636e\u5c42<br \/>\n          \u2502                     \u2502<br \/>\n          \u2193                     \u2193<br \/>\n      \u6307\u6807 \/ \u56de\u6d4b             \u5b9e\u65f6\u4fe1\u53f7<br \/>\n          \u2502                     \u2502<br \/>\n          \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br \/>\n                     \u2193<br \/>\n                  \u7b56\u7565\u7cfb\u7edf<\/p>\n<p>\u8fd9\u6837\u505a\u7684\u597d\u5904\u662f&#xff1a;<\/p>\n<li>\u6570\u636e\u804c\u8d23\u6e05\u6670&#xff1b;<\/li>\n<li>\u56de\u6d4b\u4e0e\u5b9e\u65f6\u94fe\u8def\u5bb9\u6613\u5206\u522b\u6d4b\u8bd5&#xff1b;<\/li>\n<li>\u51fa\u73b0\u95ee\u9898\u65f6\u66f4\u5bb9\u6613\u5b9a\u4f4d&#xff1b;<\/li>\n<li>\u4e0d\u4f1a\u56e0\u4e3a\u201c\u884c\u60c5 API\u201d\u8fd9\u4e2a\u7b3c\u7edf\u6982\u5ff5\u628a\u4e0d\u540c\u6570\u636e\u9700\u6c42\u6df7\u5728\u4e00\u8d77\u3002<\/li>\n<hr \/>\n<h3>10. \u4ec0\u4e48\u65f6\u5019\u5e94\u8be5\u4f18\u5148\u5173\u6ce8\u5b9e\u65f6 API&#xff1f;<\/h3>\n<p>\u5982\u679c\u4f60\u7684\u7cfb\u7edf\u5177\u6709\u4e0b\u9762\u8fd9\u4e9b\u7279\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u7b56\u7565\u9700\u8981\u76d8\u4e2d\u8fd0\u884c&#xff1b;<\/li>\n<li>\u9700\u8981\u6301\u7eed\u83b7\u53d6\u5f53\u524d\u884c\u60c5&#xff1b;<\/li>\n<li>\u9700\u8981\u5b9e\u65f6\u76d1\u63a7\u80a1\u7968\u6c60&#xff1b;<\/li>\n<li>\u4fe1\u53f7\u4f9d\u8d56\u5f53\u524d\u5e02\u573a\u72b6\u6001&#xff1b;<\/li>\n<li>\u9700\u8981\u6839\u636e\u884c\u60c5\u53d8\u5316\u66f4\u65b0\u7a0b\u5e8f\u72b6\u6001&#xff1b;<\/li>\n<\/ul>\n<p>\u90a3\u4e48\u5b9e\u65f6\u884c\u60c5 API \u662f\u91cd\u70b9\u3002<\/p>\n<p>\u8fd9\u65f6\u9700\u8981\u91cd\u70b9\u9a8c\u8bc1&#xff1a;<\/p>\n<p>\u6570\u636e\u662f\u5426\u6ee1\u8db3\u7b56\u7565\u6240\u9700\u7684\u65f6\u95f4\u7c92\u5ea6<br \/>\n\u2193<br \/>\n\u6570\u636e\u5b57\u6bb5\u662f\u5426\u8db3\u591f<br \/>\n\u2193<br \/>\n\u83b7\u53d6\u65b9\u5f0f\u662f\u5426\u9002\u5408\u6301\u7eed\u8fd0\u884c<br \/>\n\u2193<br \/>\n\u5f02\u5e38\u548c\u8bf7\u6c42\u5931\u8d25\u5982\u4f55\u5904\u7406<\/p>\n<p>\u4e0d\u8981\u53ea\u770b\u201c\u6709\u6ca1\u6709\u5b9e\u65f6\u884c\u60c5\u201d\u8fd9\u4e00\u4e2a\u6307\u6807\u3002<\/p>\n<hr \/>\n<h3>11. \u4ec0\u4e48\u65f6\u5019\u5e94\u8be5\u4f18\u5148\u5173\u6ce8\u5386\u53f2 K \u7ebf API&#xff1f;<\/h3>\n<p>\u5982\u679c\u4e3b\u8981\u4efb\u52a1\u662f&#xff1a;<\/p>\n<ul>\n<li>\u7b56\u7565\u56de\u6d4b&#xff1b;<\/li>\n<li>\u6280\u672f\u6307\u6807\u7814\u7a76&#xff1b;<\/li>\n<li>\u56e0\u5b50\u7814\u7a76&#xff1b;<\/li>\n<li>\u5386\u53f2\u884c\u60c5\u5206\u6790&#xff1b;<\/li>\n<li>\u6570\u636e\u5bfc\u5165\u6570\u636e\u5e93&#xff1b;<\/li>\n<li>\u6279\u91cf\u6784\u5efa\u8bad\u7ec3\u96c6&#xff1b;<\/li>\n<\/ul>\n<p>\u90a3\u4e48\u5386\u53f2 K 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\u597d\u574f<\/h3>\n<p>\u6570\u636e API \u7684\u9009\u578b\u4e0d\u80fd\u7b80\u5355\u53d8\u6210&#xff1a;<\/p>\n<p>\u5b9e\u65f6 API \u66f4\u9ad8\u7ea7\u3002<\/p>\n<p>\u6216\u8005&#xff1a;<\/p>\n<p>\u5386\u53f2 API \u66f4\u91cd\u8981\u3002<\/p>\n<p>\u5b9e\u9645\u60c5\u51b5\u53d6\u51b3\u4e8e\u7cfb\u7edf\u3002<\/p>\n<p>\u4e00\u4e2a\u53ea\u505a\u65e5\u9891\u56de\u6d4b\u7684\u4e2a\u4eba\u7814\u7a76\u9879\u76ee&#xff0c;\u53ef\u80fd\u7edd\u5927\u591a\u6570\u65f6\u95f4\u90fd\u5728\u5904\u7406\u5386\u53f2\u6570\u636e\u3002<\/p>\n<p>\u4e00\u4e2a\u76d8\u4e2d\u8fd0\u884c\u7684\u7b56\u7565\u7cfb\u7edf&#xff0c;\u5219\u53ef\u80fd\u66f4\u52a0\u4f9d\u8d56\u5b9e\u65f6\u884c\u60c5\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u7c7b\u7cfb\u7edf\u4e24\u8005\u90fd\u9700\u8981&#xff1a;<\/p>\n<p>\u5386\u53f2\u6570\u636e<br \/>\n\u2192 \u521d\u59cb\u5316\u6307\u6807<br \/>\n\u2192 \u7b56\u7565\u542f\u52a8<\/p>\n<p>\u5b9e\u65f6\u6570\u636e<br \/>\n\u2192 \u66f4\u65b0\u6307\u6807<br \/>\n\u2192 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\u5b89\u88c5&#xff0c;\u5e76\u652f\u6301 Python 3.9&#043;&#xff1b;\u793a\u4f8b\u4f7f\u7528 QuantDash \u5ba2\u6237\u7aef\u83b7\u53d6 K \u7ebf\u548c\u5b9e\u65f6\u884c\u60c5\u3002(GitHub)<\/p>\n<hr \/>\n<h3>FAQ<\/h3>\n<h4>Q1&#xff1a;\u5b9e\u65f6\u80a1\u7968 API \u548c\u5386\u53f2 K \u7ebf API \u6700\u5927\u7684\u533a\u522b\u662f\u4ec0\u4e48&#xff1f;<\/h4>\n<p>A&#xff1a;\u6838\u5fc3\u533a\u522b\u662f\u65f6\u95f4\u5c5e\u6027\u3002\u5b9e\u65f6\u80a1\u7968 API \u5173\u6ce8\u5f53\u524d\u5e02\u573a\u72b6\u6001&#xff0c;\u5386\u53f2 K \u7ebf API \u63d0\u4f9b\u8fc7\u53bb\u4e00\u6bb5\u65f6\u95f4\u7684\u7ed3\u6784\u5316\u884c\u60c5\u5e8f\u5217&#xff0c;\u4e24\u8005\u5206\u522b\u670d\u52a1\u4e8e\u5b9e\u65f6\u7b56\u7565\u548c\u5386\u53f2\u7814\u7a76\u7b49\u4e0d\u540c\u573a\u666f\u3002<\/p>\n<h4>Q2&#xff1a;\u505a\u80a1\u7968\u56de\u6d4b\u4e3b\u8981\u9700\u8981\u5b9e\u65f6 API \u8fd8\u662f\u5386\u53f2 K \u7ebf API&#xff1f;<\/h4>\n<p>A&#xff1a;\u901a\u5e38\u4ee5\u5386\u53f2 K 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\u7ebf\u63a5\u53e3\u548c\u5b9e\u65f6\u884c\u60c5\u5feb\u7167\u63a5\u53e3&#xff0c;\u56e0\u6b64\u53ef\u4ee5\u8986\u76d6\u8fd9\u4e24\u7c7b\u6570\u636e\u83b7\u53d6\u573a\u666f\u3002\u5177\u4f53\u63a5\u53e3\u80fd\u529b\u4ee5\u5f53\u524d\u5b98\u65b9\u6587\u6863\u4e3a\u51c6\u3002(GitHub)<\/p>\n<h4>Q5&#xff1a;\u5386\u53f2 K 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\u793a\u4f8b\u5c55\u793a\u4e86 quantdash Python SDK&#xff0c;\u5e76\u7ed9\u51fa\u4e86 QuantDash()\u3001qd.klines.get() \u548c qd.quotes.get() \u7b49\u5b98\u65b9\u793a\u4f8b\u3002(GitHub)<\/p>\n<h4>Q8&#xff1a;\u9009\u62e9\u80a1\u7968\u6570\u636e API \u65f6\u5e94\u8be5\u5148\u770b\u4ec0\u4e48&#xff1f;<\/h4>\n<p>A&#xff1a;\u5148\u770b\u7b56\u7565\u771f\u6b63\u9700\u8981\u7684\u6570\u636e\u7c7b\u578b&#xff0c;\u518d\u68c0\u67e5\u5e02\u573a\u8986\u76d6\u3001\u6570\u636e\u5468\u671f\u3001\u67e5\u8be2\u65b9\u5f0f\u3001\u6279\u91cf\u80fd\u529b\u3001\u590d\u6743\u65b9\u5f0f\u3001\u5f00\u53d1\u8bed\u8a00\u652f\u6301\u548c API \u6587\u6863&#xff0c;\u800c\u4e0d\u662f\u5355\u7eaf\u6bd4\u8f83\u201c\u5b9e\u65f6\u201d\u6216\u201c\u5386\u53f2\u201d\u51e0\u4e2a\u6807\u7b7e\u3002<\/p>\n<h3>\u603b\u7ed3<\/h3>\n<ul>\n<li>\u5b9e\u65f6\u80a1\u7968 API\u89e3\u51b3\u7684\u662f\u5f53\u524d\u5e02\u573a\u72b6\u6001\u83b7\u53d6\u95ee\u9898&#xff0c;\u9002\u5408\u76d8\u4e2d\u76d1\u63a7\u548c\u5b9e\u65f6\u7b56\u7565\u6570\u636e\u94fe\u8def\u3002<\/li>\n<li>\u5386\u53f2 K \u7ebf API\u89e3\u51b3\u7684\u662f\u5386\u53f2\u65f6\u95f4\u5e8f\u5217\u83b7\u53d6\u95ee\u9898&#xff0c;\u66f4\u9002\u5408\u56de\u6d4b\u3001\u6307\u6807\u8ba1\u7b97\u548c\u91cf\u5316\u7814\u7a76\u3002<\/li>\n<li>\u4e24\u7c7b API \u5e76\u4e0d\u662f\u76f8\u4e92\u66ff\u4ee3\u5173\u7cfb&#xff0c;\u4e00\u4e2a\u5b8c\u6574\u7684\u91cf\u5316\u7cfb\u7edf\u53ef\u80fd\u540c\u65f6\u9700\u8981\u5b83\u4eec\u3002<\/li>\n<li>\u505a\u6570\u636e\u6e90\u9009\u578b\u65f6&#xff0c;\u771f\u6b63\u5e94\u8be5\u6bd4\u8f83\u7684\u662f\u6570\u636e\u53e3\u5f84\u3001\u67e5\u8be2\u65b9\u5f0f\u3001\u6279\u91cf\u80fd\u529b\u3001\u590d\u6743\u3001\u5f00\u53d1\u63a5\u53e3\u4ee5\u53ca\u4e0e\u7b56\u7565\u6570\u636e\u94fe\u8def\u7684\u5339\u914d\u7a0b\u5ea6\u3002<\/li>\n<li>QuantDash 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