{"id":103063,"date":"2026-09-09T20:24:58","date_gmt":"2026-09-09T12:24:58","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/103063.html"},"modified":"2026-09-09T20:24:58","modified_gmt":"2026-09-09T12:24:58","slug":"%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8-python-%e8%8e%b7%e5%8f%96%e8%82%a1%e7%a5%a8%e4%ba%94%e6%a1%a3%e7%9b%98%e5%8f%a3%ef%bc%9f%e4%bb%8e%e6%95%b0%e6%8d%ae%e7%bb%93%e6%9e%84%e5%88%b0%e9%87%8f%e5%8c%96","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/103063.html","title":{"rendered":"\u5982\u4f55\u4f7f\u7528 Python \u83b7\u53d6\u80a1\u7968\u4e94\u6863\u76d8\u53e3\uff1f\u4ece\u6570\u636e\u7ed3\u6784\u5230\u91cf\u5316\u7b56\u7565\u5b9e\u6218"},"content":{"rendered":"<p>\u4e00\u53e5\u8bdd\u7ed3\u8bba&#xff1a;\u80a1\u7968\u4e94\u6863\u76d8\u53e3\u4e0d\u662f\u7b80\u5355\u7684\u201c\u6700\u65b0\u4ef7\u683c\u63a5\u53e3\u201d&#xff0c;\u800c\u662f\u4e00\u7ec4\u63cf\u8ff0\u4e70\u5356\u53cc\u65b9\u5f53\u524d\u6302\u5355\u7ed3\u6784\u7684\u6570\u636e&#xff1b;\u5982\u679c\u8981\u7528\u4e8e\u91cf\u5316\u7b56\u7565&#xff0c;\u91cd\u70b9\u4e0d\u4ec5\u662f\u83b7\u53d6\u76d8\u53e3&#xff0c;\u8fd8\u8981\u4fdd\u8bc1\u6807\u7684\u4ee3\u7801\u3001\u65f6\u95f4\u6233\u3001\u6570\u636e\u5b8c\u6574\u6027\u548c\u5f02\u5e38\u5904\u7406\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<h3>\u6458\u8981<\/h3>\n<p>\u5bf9\u4e8e\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf\u6765\u8bf4&#xff0c;\u6700\u65b0\u6210\u4ea4\u4ef7\u53ea\u80fd\u544a\u8bc9\u6211\u4eec\u201c\u5e02\u573a\u521a\u521a\u6210\u4ea4\u5728\u54ea\u91cc\u201d&#xff0c;\u800c\u4e94\u6863\u76d8\u53e3\u53ef\u4ee5\u8fdb\u4e00\u6b65\u89c2\u5bdf\u4e70\u4e00\u5230\u4e70\u4e94\u3001\u5356\u4e00\u5230\u5356\u4e94\u7684\u6302\u5355\u7ed3\u6784\u3002Python \u83b7\u53d6\u4e94\u6863\u76d8\u53e3\u540e&#xff0c;\u53ef\u4ee5\u8fdb\u4e00\u6b65\u8ba1\u7b97\u4e70\u5356\u4ef7\u5dee\u3001\u76d8\u53e3\u6df1\u5ea6\u3001\u4e70\u5356\u76d8\u4e0d\u5e73\u8861\u7b49\u7814\u7a76\u6307\u6807\u3002\u4e0d\u8fc7&#xff0c;\u771f\u6b63\u8fdb\u5165\u7b56\u7565\u7cfb\u7edf\u4e4b\u524d&#xff0c;\u8fd8\u9700\u8981\u89e3\u51b3\u6570\u636e\u7f3a\u5931\u3001\u5f02\u5e38\u503c\u3001\u65f6\u95f4\u540c\u6b65\u3001\u8bf7\u6c42\u5931\u8d25\u4ee5\u53ca\u4e0d\u540c\u5e02\u573a\u4ee3\u7801\u683c\u5f0f\u7b49\u5de5\u7a0b\u95ee\u9898\u3002\u672c\u6587\u4ece\u4e94\u6863\u76d8\u53e3\u7684\u6570\u636e\u7ed3\u6784\u51fa\u53d1&#xff0c;\u4ecb\u7ecd Python \u83b7\u53d6\u76d8\u53e3\u6570\u636e\u65f6\u5e94\u8be5\u5173\u6ce8\u7684\u6280\u672f\u95ee\u9898&#xff0c;\u5e76\u8bf4\u660e QuantDash \u5728\u91d1\u878d\u884c\u60c5\u6570\u636e API \u573a\u666f\u4e2d\u7684\u76f8\u5173\u80fd\u529b\u3002<\/p>\n<h3>1. \u95ee\u9898\u5b9a\u4e49<\/h3>\n<p>\u6240\u8c13\u80a1\u7968\u4e94\u6863\u76d8\u53e3&#xff0c;\u901a\u5e38\u662f\u6307\u5f53\u524d\u5e02\u573a\u4e2d\u4e70\u65b9\u548c\u5356\u65b9\u6700\u9760\u8fd1\u6210\u4ea4\u4ef7\u683c\u7684\u82e5\u5e72\u6863\u59d4\u6258\u4fe1\u606f\u3002<\/p>\n<p>\u4ee5\u7b80\u5316\u540e\u7684\u7ed3\u6784\u4e3a\u4f8b&#xff1a;<\/p>\n<table>\n<tr>\u6863\u4f4d\u4e70\u4ef7\u4e70\u91cf\u5356\u4ef7\u5356\u91cf<\/tr>\n<tbody>\n<tr>\n<td>\u4e70\u4e00\/\u5356\u4e00<\/td>\n<td align=\"right\">100.01<\/td>\n<td align=\"right\">5000<\/td>\n<td align=\"right\">100.02<\/td>\n<td align=\"right\">3200<\/td>\n<\/tr>\n<tr>\n<td>\u4e70\u4e8c\/\u5356\u4e8c<\/td>\n<td align=\"right\">100.00<\/td>\n<td align=\"right\">7200<\/td>\n<td align=\"right\">100.03<\/td>\n<td align=\"right\">4100<\/td>\n<\/tr>\n<tr>\n<td>\u4e70\u4e09\/\u5356\u4e09<\/td>\n<td align=\"right\">99.99<\/td>\n<td align=\"right\">6300<\/td>\n<td align=\"right\">100.04<\/td>\n<td align=\"right\">5100<\/td>\n<\/tr>\n<tr>\n<td>\u4e70\u56db\/\u5356\u56db<\/td>\n<td align=\"right\">99.98<\/td>\n<td align=\"right\">4800<\/td>\n<td align=\"right\">100.05<\/td>\n<td align=\"right\">3600<\/td>\n<\/tr>\n<tr>\n<td>\u4e70\u4e94\/\u5356\u4e94<\/td>\n<td align=\"right\">99.97<\/td>\n<td align=\"right\">3900<\/td>\n<td align=\"right\">100.06<\/td>\n<td align=\"right\">2900<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u91cc\u81f3\u5c11\u5305\u542b\u4e24\u4e2a\u7ef4\u5ea6&#xff1a;<\/p>\n<ul>\n<li>\u4ef7\u683c<\/li>\n<li>\u5bf9\u5e94\u59d4\u6258\u91cf<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff0c;\u4e94\u6863\u76d8\u53e3\u4e0e\u666e\u901a\u80a1\u7968\u884c\u60c5\u5e76\u4e0d\u662f\u540c\u4e00\u79cd\u6570\u636e\u3002<\/p>\n<p>\u666e\u901a\u884c\u60c5\u53ef\u80fd\u53ea\u9700\u8981&#xff1a;<\/p>\n<p>\u6700\u65b0\u4ef7<br \/>\n\u6210\u4ea4\u91cf<br \/>\n\u6210\u4ea4\u989d<br \/>\n\u6da8\u8dcc\u5e45<\/p>\n<p>\u800c\u76d8\u53e3\u6570\u636e\u9700\u8981\u8fdb\u4e00\u6b65\u63cf\u8ff0&#xff1a;<\/p>\n<p>Bid 1 ~ Bid 5<br \/>\nAsk 1 ~ Ask 5<\/p>\n<p>\u5bf9\u4e8e\u91cf\u5316\u7b56\u7565\u800c\u8a00&#xff0c;\u8fd9\u79cd\u5dee\u5f02\u975e\u5e38\u91cd\u8981\u3002<\/p>\n<hr \/>\n<h3>2. \u4e3a\u4ec0\u4e48\u4e94\u6863\u76d8\u53e3\u662f\u91cf\u5316\u5f00\u53d1\u4e2d\u7684\u771f\u5b9e\u95ee\u9898<\/h3>\n<p>\u5982\u679c\u7b56\u7565\u53ea\u7814\u7a76\u65e5\u7ebf\u6216\u8005\u5206\u949f K \u7ebf&#xff0c;OHLCV \u6570\u636e\u901a\u5e38\u5df2\u7ecf\u80fd\u591f\u6ee1\u8db3\u57fa\u672c\u7814\u7a76\u9700\u6c42\u3002<\/p>\n<p>\u4f46\u5982\u679c\u7b56\u7565\u6d89\u53ca&#xff1a;<\/p>\n<ul>\n<li>\u77ed\u5468\u671f\u4ea4\u6613<\/li>\n<li>\u76d8\u53e3\u5f3a\u5f31\u5224\u65ad<\/li>\n<li>\u4e70\u5356\u76d8\u4e0d\u5e73\u8861<\/li>\n<li>\u6d41\u52a8\u6027\u5206\u6790<\/li>\n<li>\u4e70\u5356\u4ef7\u5dee\u5206\u6790<\/li>\n<li>\u65e5\u5185\u4fe1\u53f7\u8fc7\u6ee4<\/li>\n<\/ul>\n<p>\u90a3\u4e48\u4ec5\u4ec5\u4f7f\u7528 K \u7ebf\u53ef\u80fd\u662f\u4e0d\u591f\u7684\u3002<\/p>\n<p>\u4f8b\u5982\u67d0\u53ea\u80a1\u7968\u6700\u65b0\u4ef7\u90fd\u662f 100 \u5143\u3002<\/p>\n<p>\u7b2c\u4e00\u79cd\u60c5\u51b5&#xff1a;<\/p>\n<p>\u4e70\u4e00&#xff1a;99.99 \u00d7 10000<br \/>\n\u5356\u4e00&#xff1a;100.01 \u00d7 10000<\/p>\n<p>\u7b2c\u4e8c\u79cd\u60c5\u51b5&#xff1a;<\/p>\n<p>\u4e70\u4e00&#xff1a;99.99 \u00d7 1000<br \/>\n\u5356\u4e00&#xff1a;100.01 \u00d7 30000<\/p>\n<p>\u4e24\u79cd\u60c5\u51b5\u4e0b\u6700\u65b0\u6210\u4ea4\u4ef7\u53ef\u80fd\u5b8c\u5168\u76f8\u540c&#xff0c;\u4f46\u76d8\u53e3\u7ed3\u6784\u660e\u663e\u4e0d\u540c\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u91cf\u5316\u7cfb\u7edf\u9700\u8981\u628a&#xff1a;<\/p>\n<p>\u6210\u4ea4\u6570\u636e<\/p>\n<p>\u548c&#xff1a;<\/p>\n<p>\u59d4\u6258\u76d8\u53e3\u6570\u636e<\/p>\n<p>\u533a\u5206\u5f00\u3002<\/p>\n<hr \/>\n<h3>3. \u4e94\u6863\u76d8\u53e3\u53ef\u4ee5\u8ba1\u7b97\u4ec0\u4e48<\/h3>\n<p>\u83b7\u53d6\u4e94\u6863\u76d8\u53e3\u4ee5\u540e&#xff0c;\u53ef\u4ee5\u6784\u5efa\u4e00\u4e9b\u57fa\u7840\u7814\u7a76\u6307\u6807\u3002<\/p>\n<h4>3.1 \u4e70\u5356\u4ef7\u5dee<\/h4>\n<p>\u6700\u7b80\u5355\u7684\u662f&#xff1a;<\/p>\n<p>Spread &#061; Ask1 &#8211; Bid1<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>Bid1 &#061; 10.00<br \/>\nAsk1 &#061; 10.02<\/p>\n<p>\u5219&#xff1a;<\/p>\n<p>Spread &#061; 0.02<\/p>\n<p>\u4ef7\u5dee\u53ef\u4ee5\u4f5c\u4e3a\u6d41\u52a8\u6027\u7814\u7a76\u4e2d\u7684\u4e00\u4e2a\u57fa\u7840\u53d8\u91cf\u3002<\/p>\n<hr \/>\n<h4>3.2 \u4e2d\u95f4\u4ef7<\/h4>\n<p>\u53ef\u4ee5\u5b9a\u4e49&#xff1a;<\/p>\n<p>Mid &#061; (Bid1 &#043; Ask1) \/ 2<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>Bid1 &#061; 10.00<br \/>\nAsk1 &#061; 10.02<\/p>\n<p>\u90a3\u4e48&#xff1a;<\/p>\n<p>Mid &#061; 10.01<\/p>\n<p>\u9700\u8981\u6ce8\u610f&#xff0c;\u4e2d\u95f4\u4ef7\u5e76\u4e0d\u662f\u5b9e\u9645\u6210\u4ea4\u4ef7\u683c\u3002<\/p>\n<p>\u5b83\u53ea\u662f\u6839\u636e\u4e70\u4e00\u548c\u5356\u4e00\u6784\u9020\u51fa\u6765\u7684\u53c2\u8003\u4ef7\u683c\u3002<\/p>\n<hr \/>\n<h4>3.3 \u76d8\u53e3\u4e0d\u5e73\u8861<\/h4>\n<p>\u4e00\u79cd\u5e38\u89c1\u7814\u7a76\u65b9\u6cd5\u662f\u6bd4\u8f83\u4e70\u5356\u76d8\u603b\u91cf\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>BidVolume &#061; Bid1 &#043; Bid2 &#043; &#8230; &#043; Bid5<br \/>\nAskVolume &#061; Ask1 &#043; Ask2 &#043; &#8230; &#043; Ask5<\/p>\n<p>\u8fdb\u4e00\u6b65\u53ef\u4ee5\u5b9a\u4e49&#xff1a;<\/p>\n<p>Imbalance &#061;<br \/>\n(BidVolume &#8211; AskVolume)<br \/>\n\/<br \/>\n(BidVolume &#043; AskVolume)<\/p>\n<p>\u8fd9\u7c7b\u6307\u6807\u53ef\u4ee5\u7528\u4e8e\u7814\u7a76\u4e70\u5356\u53cc\u65b9\u6302\u5355\u7ed3\u6784\u3002<\/p>\n<p>\u4f46\u9700\u8981\u5f3a\u8c03&#xff1a;<\/p>\n<p>\u76d8\u53e3\u4e0d\u5e73\u8861\u5e76\u4e0d\u7b49\u4e8e\u672a\u6765\u4ef7\u683c\u4e00\u5b9a\u4e0a\u6da8\u6216\u4e0b\u8dcc\u3002<\/p>\n<p>\u6302\u5355\u53ef\u4ee5\u64a4\u9500&#xff0c;\u4e5f\u53ef\u80fd\u5b58\u5728\u9690\u85cf\u6d41\u52a8\u6027&#xff0c;\u56e0\u6b64\u4e0d\u80fd\u7b80\u5355\u628a\u76d8\u53e3\u6307\u6807\u7406\u89e3\u4e3a\u786e\u5b9a\u6027\u7684\u4ea4\u6613\u4fe1\u53f7\u3002<\/p>\n<hr \/>\n<h3>4. Python \u83b7\u53d6\u4e94\u6863\u76d8\u53e3\u65f6\u6700\u5bb9\u6613\u8e29\u7684\u5751<\/h3>\n<h4>4.1 \u628a\u4e94\u6863\u76d8\u53e3\u5f53\u6210\u666e\u901a K \u7ebf<\/h4>\n<p>K \u7ebf\u7684\u6838\u5fc3\u7ed3\u6784\u662f&#xff1a;<\/p>\n<p>Open<br \/>\nHigh<br \/>\nLow<br \/>\nClose<br \/>\nVolume<\/p>\n<p>\u4e94\u6863\u76d8\u53e3\u5219\u662f\u53e6\u4e00\u79cd\u6570\u636e\u7ed3\u6784\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u5728\u6570\u636e\u5e93\u8bbe\u8ba1\u4e2d\u6700\u597d\u4e0d\u8981\u5f3a\u884c\u628a\u4e24\u8005\u585e\u8fdb\u5b8c\u5168\u76f8\u540c\u7684\u6570\u636e\u6a21\u578b\u3002<\/p>\n<hr \/>\n<h4>4.2 \u5ffd\u7565\u65f6\u95f4<\/h4>\n<p>\u76d8\u53e3\u6570\u636e\u5177\u6709\u660e\u663e\u7684\u65f6\u95f4\u5c5e\u6027\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>09:30:01<br \/>\n09:30:02<br \/>\n09:30:03<\/p>\n<p>\u5373\u4f7f\u540c\u4e00\u53ea\u80a1\u7968\u7684\u4ee3\u7801\u4e0d\u53d8&#xff0c;\u4e09\u4e2a\u65f6\u95f4\u70b9\u7684\u76d8\u53e3\u4e5f\u53ef\u80fd\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n<p>\u56e0\u6b64\u4fdd\u5b58\u76d8\u53e3\u6570\u636e\u65f6\u81f3\u5c11\u5e94\u8be5\u8003\u8651&#xff1a;<\/p>\n<p>symbol<br \/>\ntimestamp<br \/>\nbid prices<br \/>\nbid volumes<br \/>\nask prices<br \/>\nask volumes<\/p>\n<p>\u5177\u4f53\u5b57\u6bb5\u540d\u79f0\u5e94\u8be5\u4ee5\u6570\u636e\u6e90\u5b98\u65b9\u63a5\u53e3\u8fd4\u56de\u7ed3\u6784\u4e3a\u51c6\u3002<\/p>\n<hr \/>\n<h4>4.3 \u4e0d\u68c0\u67e5\u5f02\u5e38\u76d8\u53e3<\/h4>\n<p>\u6570\u636e\u8fdb\u5165\u7b56\u7565\u4e4b\u524d&#xff0c;\u53ef\u4ee5\u589e\u52a0\u4e00\u4e9b\u57fa\u7840\u6821\u9a8c\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">validate_book<\/span><span class=\"token punctuation\">(<\/span>bid1<span class=\"token punctuation\">,<\/span> ask1<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> bid1 <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">or<\/span> ask1 <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> bid1 <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">0<\/span> <span class=\"token keyword\">or<\/span> ask1 <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><\/p>\n<p>\u8fd9\u53ea\u662f\u4e00\u4e2a\u57fa\u7840\u793a\u4f8b\u3002<\/p>\n<p>\u771f\u5b9e\u7cfb\u7edf\u8fd8\u5e94\u8be5\u6839\u636e\u4ea4\u6613\u5e02\u573a\u89c4\u5219\u8fdb\u4e00\u6b65\u8bbe\u8ba1&#xff1a;<\/p>\n<ul>\n<li>\u7a7a\u6570\u636e\u68c0\u67e5<\/li>\n<li>\u65f6\u95f4\u6233\u68c0\u67e5<\/li>\n<li>\u91cd\u590d\u6570\u636e\u68c0\u67e5<\/li>\n<li>\u5f02\u5e38\u4ef7\u683c\u68c0\u67e5<\/li>\n<li>\u6570\u91cf\u5f02\u5e38\u68c0\u67e5<\/li>\n<li>\u6570\u636e\u8fde\u7eed\u6027\u68c0\u67e5<\/li>\n<\/ul>\n<hr \/>\n<h3>5. \u5e38\u89c1\u83b7\u53d6\u65b9\u6848\u53ca\u4f18\u7f3a\u70b9<\/h3>\n<h4>\u65b9\u6848\u4e00&#xff1a;\u76f4\u63a5\u4f7f\u7528\u884c\u60c5\u8f6f\u4ef6\u5bfc\u51fa<\/h4>\n<p>\u4f18\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u4e0a\u624b\u7b80\u5355<\/li>\n<li>\u9002\u5408\u4eba\u5de5\u89c2\u5bdf<\/li>\n<\/ul>\n<p>\u7f3a\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u4e0d\u9002\u5408\u81ea\u52a8\u5316\u7b56\u7565<\/li>\n<li>\u6570\u636e\u5904\u7406\u80fd\u529b\u6709\u9650<\/li>\n<li>\u96be\u4ee5\u76f4\u63a5\u8fdb\u5165 Python \u6570\u636e\u7ba1\u9053<\/li>\n<\/ul>\n<hr \/>\n<h4>\u65b9\u6848\u4e8c&#xff1a;\u81ea\u884c\u5bfb\u627e\u514d\u8d39\u6570\u636e\u63a5\u53e3<\/h4>\n<p>\u4f18\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u6210\u672c\u53ef\u80fd\u8f83\u4f4e<\/li>\n<li>\u9002\u5408\u4e2a\u4eba\u7814\u7a76<\/li>\n<\/ul>\n<p>\u7f3a\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u63a5\u53e3\u7a33\u5b9a\u6027\u9700\u8981\u81ea\u884c\u9a8c\u8bc1<\/li>\n<li>\u6570\u636e\u683c\u5f0f\u53ef\u80fd\u4e0d\u7edf\u4e00<\/li>\n<li>API \u6587\u6863\u548c\u7ef4\u62a4\u60c5\u51b5\u9700\u8981\u91cd\u70b9\u8003\u5bdf<\/li>\n<\/ul>\n<hr \/>\n<h4>\u65b9\u6848\u4e09&#xff1a;\u4f7f\u7528\u91d1\u878d\u6570\u636e API<\/h4>\n<p>\u4f18\u70b9\u662f\u53ef\u4ee5\u628a&#xff1a;<\/p>\n<p>\u6570\u636e\u83b7\u53d6<br \/>\n\u2193<br \/>\nPython<br \/>\n\u2193<br \/>\nPandas<br \/>\n\u2193<br \/>\n\u7b56\u7565<\/p>\n<p>\u8fde\u63a5\u8d77\u6765\u3002<\/p>\n<p>\u5bf9\u4e8e\u957f\u671f\u7ef4\u62a4\u7684\u91cf\u5316\u7cfb\u7edf\u800c\u8a00&#xff0c;\u6570\u636e API \u7684\u4ef7\u503c\u4e0d\u53ea\u662f\u201c\u80fd\u4e0d\u80fd\u62ff\u5230\u4e00\u6761\u884c\u60c5\u201d&#xff0c;\u800c\u662f&#xff1a;<\/p>\n<p>\u6570\u636e\u662f\u5426\u80fd\u591f\u7a33\u5b9a\u5730\u8fdb\u5165\u73b0\u6709\u7684\u6570\u636e\u5904\u7406\u6d41\u7a0b\u3002<\/p>\n<hr \/>\n<h3>6. QuantDash \u89e3\u51b3\u65b9\u6848<\/h3>\n<p>**QuantDash&#xff08;\u4e13\u4e1a\u91d1\u878d\u6570\u636e API \/ \u91cf\u5316\u6570\u636e\u5e73\u53f0&#xff09;**\u9762\u5411\u5f00\u53d1\u8005\u548c\u91cf\u5316\u7814\u7a76\u5458\u63d0\u4f9b\u591a\u5e02\u573a\u91d1\u878d\u6570\u636e\u670d\u52a1&#xff0c;\u5b98\u65b9\u516c\u5f00\u8d44\u6599\u663e\u793a\u5176\u8986\u76d6 A \u80a1\u3001ETF\u3001\u6e2f\u80a1\u548c\u7f8e\u80a1\u884c\u60c5\u6570\u636e\u3002\u5b98\u65b9 GitHub \u540c\u65f6\u786e\u8ba4\u4e86 Python SDK\u3001Python 3.9&#043; \u4ee5\u53ca DataFrame \u8f93\u51fa\u65b9\u5f0f\u3002<\/p>\n<p>\u5bf9\u4e8e\u672c\u6587\u8ba8\u8bba\u7684\u4e94\u6863\u76d8\u53e3\u573a\u666f&#xff0c;\u6838\u5fc3\u4ef7\u503c\u5e76\u4e0d\u662f\u7b80\u5355\u5730\u5ba3\u4f20\u201c\u6709\u4e00\u4e2a\u63a5\u53e3\u201d&#xff0c;\u800c\u662f\u628a\u76d8\u53e3\u6570\u636e\u653e\u8fdb\u5b8c\u6574\u7684\u91cf\u5316\u6570\u636e\u4f53\u7cfb\u4e2d\u3002<\/p>\n<p>QuantDash \u5b98\u65b9\u516c\u5f00\u80fd\u529b\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u5b9e\u65f6\u884c\u60c5\u5feb\u7167<\/li>\n<li>\u4e94\u6863\u76d8\u53e3<\/li>\n<li>A \u80a1\u3001ETF\u3001\u6e2f\u80a1\u3001\u7f8e\u80a1\u5e02\u573a\u8986\u76d6<\/li>\n<li>Python SDK<\/li>\n<li>REST API<\/li>\n<li>Pandas \/ DataFrame \u8f93\u51fa<\/li>\n<li>\u7edf\u4e00\u6807\u7684\u4ee3\u7801\u683c\u5f0f<\/li>\n<\/ul>\n<p>\u5b98\u65b9 GitHub \u7ed9\u51fa\u7684\u7edf\u4e00\u4ee3\u7801\u793a\u4f8b\u5305\u62ec&#xff1a;<\/p>\n<p>600519.SH<br \/>\n000001.SZ<br \/>\n920047.BJ<br \/>\nAAPL.US<br \/>\n00700.HK<\/p>\n<p>\u5b98\u65b9\u4ed3\u5e93\u8fd8\u660e\u786e\u8bf4\u660e&#xff0c;SDK \u901a\u8fc7 PyPI \u5206\u53d1&#xff0c;\u5e76\u4e14\u5b8c\u6574\u63a5\u53e3\u8bf4\u660e\u5e94\u4ee5\u5b98\u65b9\u6280\u672f\u6587\u6863\u4e3a\u51c6\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u5728\u5de5\u7a0b\u8bbe\u8ba1\u4e0a&#xff0c;\u53ef\u4ee5\u5148\u7edf\u4e00&#xff1a;<\/p>\n<p>\u6807\u7684\u4ee3\u7801<br \/>\n\u2193<br \/>\n\u6570\u636e\u83b7\u53d6<br \/>\n\u2193<br \/>\nDataFrame<br \/>\n\u2193<br \/>\n\u6570\u636e\u8d28\u91cf\u68c0\u67e5<br \/>\n\u2193<br \/>\n\u7b56\u7565\u8ba1\u7b97<\/p>\n<p>\u800c\u4e0d\u662f\u8ba9\u6bcf\u4e2a\u7b56\u7565\u81ea\u5df1\u5904\u7406\u6570\u636e\u683c\u5f0f\u3002<\/p>\n<hr \/>\n<h3>7. Python \/ REST API \u5b9e\u6218<\/h3>\n<h4>7.1 \u5b89\u88c5 Python SDK<\/h4>\n<p>\u5b98\u65b9 GitHub \u5f53\u524d\u793a\u4f8b\u4e0e\u516c\u5f00 SDK 0.1.0 \u5bf9\u9f50&#xff0c;\u5e76\u652f\u6301 Python 3.9&#043;\u3002\u5b98\u65b9\u7ed9\u51fa\u7684\u5b89\u88c5\u65b9\u5f0f\u4e3a&#xff1a;<\/p>\n<p>pip <span class=\"token function\">install<\/span> <span class=\"token assign-left variable\">quantdash<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token number\">0.1<\/span>.0<\/p>\n<p>\u4e5f\u53ef\u4ee5\u4f7f\u7528\u73af\u5883\u53d8\u91cf\u4fdd\u5b58 API Key&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> os<\/p>\n<p>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>\u5b98\u65b9\u793a\u4f8b\u660e\u786e\u5efa\u8bae\u4e0d\u8981\u628a\u771f\u5b9e API Key \u5199\u8fdb\u4ee3\u7801\u6216\u63d0\u4ea4\u5230 Git\u3002<\/p>\n<h4>7.2 \u4e3a\u4ec0\u4e48\u8fd9\u91cc\u4e0d\u76f4\u63a5\u865a\u6784\u201c\u4e94\u6863\u76d8\u53e3\u65b9\u6cd5\u540d\u201d<\/h4>\n<p>\u8fd9\u662f\u4f7f\u7528\u91d1\u878d\u6570\u636e API \u65f6\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u5de5\u7a0b\u539f\u5219\u3002<\/p>\n<p>\u5982\u679c\u5b98\u65b9\u6587\u6863\u6ca1\u6709\u786e\u8ba4&#xff1a;<\/p>\n<p>qd<span class=\"token punctuation\">.<\/span>orderbook<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u6216\u8005&#xff1a;<\/p>\n<p>qd<span class=\"token punctuation\">.<\/span>quotes<span class=\"token punctuation\">.<\/span>order_book<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u6837\u7684\u5177\u4f53\u65b9\u6cd5&#xff0c;\u5c31\u4e0d\u5e94\u8be5\u6839\u636e\u5e38\u89c1 SDK \u8bbe\u8ba1\u4e60\u60ef\u81ea\u884c\u521b\u9020\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u5b9e\u9645\u5f00\u53d1\u65f6\u5e94\u8be5&#xff1a;<\/p>\n<li>\u67e5\u770b QuantDash \u5b98\u65b9\u6280\u672f\u6587\u6863&#xff1b;<\/li>\n<li>\u786e\u8ba4\u4e94\u6863\u76d8\u53e3\u5bf9\u5e94\u63a5\u53e3&#xff1b;<\/li>\n<li>\u786e\u8ba4 HTTP Method&#xff1b;<\/li>\n<li>\u786e\u8ba4\u53c2\u6570&#xff1b;<\/li>\n<li>\u786e\u8ba4\u8fd4\u56de\u5b57\u6bb5&#xff1b;<\/li>\n<li>\u518d\u5c06\u7ed3\u679c\u8f6c\u6362\u4e3a DataFrame\u3002<\/li>\n<p>\u8fd9\u79cd\u505a\u6cd5\u6bd4\u201c\u4ee3\u7801\u770b\u8d77\u6765\u5b8c\u6574\u4f46 API \u5b9e\u9645\u4e0d\u5b58\u5728\u201d\u66f4\u53ef\u9760\u3002<\/p>\n<hr \/>\n<h3>8. \u9002\u7528\u573a\u666f<\/h3>\n<p>\u4e94\u6863\u76d8\u53e3\u5c24\u5176\u9002\u5408\u7814\u7a76&#xff1a;<\/p>\n<ul>\n<li>\u65e5\u5185\u7b56\u7565<\/li>\n<li>\u4e70\u5356\u76d8\u5f3a\u5f31<\/li>\n<li>\u6d41\u52a8\u6027<\/li>\n<li>Spread<\/li>\n<li>\u76d8\u53e3\u4e0d\u5e73\u8861<\/li>\n<li>\u77ed\u5468\u671f\u4fe1\u53f7\u8fc7\u6ee4<\/li>\n<\/ul>\n<p>\u800c\u5982\u679c\u7b56\u7565\u53ea\u4f7f\u7528&#xff1a;<\/p>\n<p>\u65e5\u7ebf<br \/>\n\u5468\u7ebf<br \/>\n\u6708\u7ebf<\/p>\n<p>\u90a3\u4e48\u4e94\u6863\u76d8\u53e3\u901a\u5e38\u4e0d\u662f\u6838\u5fc3\u6570\u636e\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u4e0d\u5e94\u8be5\u4e3a\u4e86\u201c\u6570\u636e\u8d8a\u591a\u8d8a\u597d\u201d\u800c\u76f2\u76ee\u63a5\u5165\u76d8\u53e3\u3002<\/p>\n<hr \/>\n<h3>9. \u6ce8\u610f\u4e8b\u9879<\/h3>\n<h4>\u7b2c\u4e00&#xff0c;\u76d8\u53e3\u4e0d\u662f\u6210\u4ea4\u6570\u636e<\/h4>\n<p>\u6302\u5355\u5e76\u4e0d\u4ee3\u8868\u6210\u4ea4\u3002<\/p>\n<h4>\u7b2c\u4e8c&#xff0c;\u76d8\u53e3\u4e0d\u80fd\u76f4\u63a5\u7b49\u540c\u4e8e\u4ea4\u6613\u4fe1\u53f7<\/h4>\n<p>\u4e70\u76d8\u5927\u5e76\u4e0d\u610f\u5473\u7740\u4ef7\u683c\u5fc5\u7136\u4e0a\u6da8\u3002<\/p>\n<h4>\u7b2c\u4e09&#xff0c;\u6ce8\u610f\u65f6\u95f4\u4e00\u81f4\u6027<\/h4>\n<p>\u5982\u679c\u76d8\u53e3\u548c K \u7ebf\u65f6\u95f4\u6233\u6ca1\u6709\u6b63\u786e\u5bf9\u5e94&#xff0c;\u7b56\u7565\u7814\u7a76\u53ef\u80fd\u51fa\u73b0\u6570\u636e\u9519\u4f4d\u3002<\/p>\n<h4>\u7b2c\u56db&#xff0c;\u6ce8\u610f API \u9519\u8bef<\/h4>\n<p>QuantDash \u5b98\u65b9 GitHub \u5bf9 API Key \u548c HTTP \u9519\u8bef\u6709\u660e\u786e\u8bf4\u660e&#xff0c;\u5176\u4e2d\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>401<\/li>\n<li>403<\/li>\n<li>429<\/li>\n<\/ul>\n<p>\u5176\u4e2d 429 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