{"id":90688,"date":"2026-08-05T20:24:29","date_gmt":"2026-08-05T12:24:29","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/90688.html"},"modified":"2026-08-05T20:24:29","modified_gmt":"2026-08-05T12:24:29","slug":"%e6%af%8f%e6%97%a5%e8%b4%a2%e7%bb%8f%e7%9f%a5%e8%af%86%ef%bc%9a%e5%8d%9a%e6%a0%bc%e5%85%ac%e5%bc%8f%e9%80%89%e8%82%a1-%e4%b8%80%e4%b8%aa%e5%85%ac%e5%bc%8f%ef%bc%8c%e7%ad%9b%e5%87%ba","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/90688.html","title":{"rendered":"\u6bcf\u65e5\u8d22\u7ecf\u77e5\u8bc6\uff1a\u535a\u683c\u516c\u5f0f\u9009\u80a1\u2014\u2014\u4e00\u4e2a\u516c\u5f0f\uff0c\u7b5b\u51fa\u80fd\u957f\u671f\u6301\u6709\u7684\u597d\u516c\u53f8\uff08\u57fa\u4e8e\uff1aTuShare API\uff09"},"content":{"rendered":"<p>\u539f\u521b | \u6765\u81ea\u5317\u65b9\u72fc \u00b7 StockStudy\u56ed\u5730 | 2026\u5e748\u67085\u65e5 17:41 \u91cd\u5e86<\/p>\n<p>\u524d\u7f6e\u8bf4\u660e&#xff1a;\u5982\u9700\u8981\u4e0b\u8f7d\u672c\u6587\u4ee3\u7801&#xff08;\u5171\u6709 360M \u5de6\u53f3&#xff0c;\u57fa\u7840\u6570\u636e&#xff09;&#xff0c;\u8bf7\u5927\u5bb6\u5173\u6ce8\u5fae\u4fe1\u516c\u4f17\u53f7&#xff1a;\u201cStockStudy\u56ed\u5730\u201d \u540e\u53f0\u56de\u590d&#xff1a;<\/p>\n<li>\u56de\u590d&#xff1a;\u57fa\u7840\u6570\u636e&#xff0c;\u5c31\u53ef\u4ee5\u4e0b\u8f7d\u57fa\u7840\u6570\u636e\u3002<\/li>\n<li>\u56de\u590d&#xff1a;\u535a\u683c\u9009\u80a1\u4ee3\u7801&#xff0c;\u5c31\u53ef\u4ee5\u4e0b\u8f7d\u672c\u6587\u7b97\u6cd5\u4ee3\u7801\u3002<\/li>\n<li>\u56de\u590d&#xff1a;\u535a\u683c\u9009\u80a1\u7ed3\u679c&#xff0c;\u5c31\u53ef\u4ee5\u4e0b\u8f7d\u672c\u6587\u4ee3\u7801\u8fd0\u884c\u7684\u7ed3\u679c\u6587\u4ef6&#xff08;\u57fa\u4e8e 2026\u5e748\u67085\u65e5 \u6536\u76d8\u6570\u636e\u4e3a\u51c6&#xff09;&#xff0c;\u8fd9\u6837\u5927\u5bb6\u4ec5\u9760\u8fd9\u4e2a\u6570\u636e\u90fd\u53ef\u4ee5\u53c2\u8003\u5f88\u4e45&#xff0c;\u56e0\u4e3a\u957f\u671f\u6570\u636e\u53d8\u5316\u4e0d\u5927\u3002<\/li>\n<hr \/>\n<h3>\u3010\u6838\u5fc3\u89c2\u70b9\u3011<\/h3>\n<li>\u957f\u671f\u6536\u76ca &#061; \u80a1\u606f\u7387 &#043; \u76c8\u5229\u589e\u901f&#xff0c;\u4f30\u503c\u566a\u97f3\u62b5\u6d88<\/li>\n<li>\u80a1\u606f\u7387 &lt; 0.5% \u6dd8\u6c70&#xff0c;\u589e\u901f\u6253\u6298\u5c01\u9876 15%<\/li>\n<li>\u516c\u5f0f\u4ec5\u4f5c\u521d\u7b5b&#xff0c;\u987b\u53e0\u52a0\u57fa\u672c\u9762\u4eba\u5de5\u590d\u6838<\/li>\n<h3>\u524d\u8a00<\/h3>\n<p>\u6295\u8d44\u6700\u6838\u5fc3\u7684\u96be\u70b9&#xff0c;\u662f\u5728\u7eb7\u7e41\u590d\u6742\u7684\u5e02\u573a\u4e2d\u627e\u5230\u7a33\u5b9a\u8d5a\u94b1\u7684\u516c\u53f8\u3002\u5f88\u591a\u6563\u6237\u8ffd\u70ed\u70b9\u3001\u7092\u9898\u6750&#xff0c;\u6700\u540e\u53ea\u62ff\u5230\u7eb8\u9762\u6d6e\u76c8&#xff0c;\u62ff\u4e0d\u5230\u771f\u5b9e\u73b0\u91d1\u6d41\u3002\u5148\u950b\u96c6\u56e2\u521b\u59cb\u4eba\u7ea6\u7ff0\u00b7\u535a\u683c\u63d0\u51fa\u7684\u535a\u683c\u516c\u5f0f&#xff0c;\u5265\u79bb\u80a1\u4ef7\u77ed\u671f\u6ce2\u52a8\u566a\u97f3&#xff0c;\u53ea\u6293\u957f\u671f\u6536\u76ca\u4e24\u5927\u6838\u5fc3\u6765\u6e90&#xff0c;\u666e\u901a\u4eba\u96f6\u57fa\u7840\u4e5f\u80fd\u5b66\u4f1a&#xff0c;\u65e2\u53ef\u624b\u52a8\u5728\u7092\u80a1\u8f6f\u4ef6\u6d4b\u7b97&#xff0c;\u4e5f\u80fd\u7528 Python &#043; Tushare \u5168\u81ea\u52a8\u6279\u91cf\u9009\u80a1\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001\u901a\u4fd7\u6545\u4e8b&#xff1a;\u770b\u61c2\u535a\u683c\u516c\u5f0f\u5e95\u5c42\u903b\u8f91<\/h3>\n<p>\u5047\u8bbe\u4e24\u4e2a\u5408\u4f5c\u5bf9\u8c61&#xff1a;<\/p>\n<li>\u670b\u53cb A&#xff1a;\u6bcf\u5e74\u7a33\u5b9a\u7ed9\u4f60\u73b0\u91d1\u5206\u7ea2&#xff0c;\u5206\u7ea2\u9010\u5e74\u4e0a\u6da8&#xff0c;\u53bb\u5e74\u5206 5 \u4e07&#xff0c;\u4eca\u5e74\u9884\u671f 5.5 \u4e07&#xff0c;\u6536\u76ca\u5b9e\u6253\u5b9e\u843d\u888b&#xff1b;<\/li>\n<li>\u670b\u53cb B&#xff1a;\u4ece\u4e0d\u5206\u7ea2&#xff0c;\u53ea\u4f1a\u53e3\u5934\u627f\u8bfa&#034;\u660e\u5e74\u66b4\u5bcc&#034;&#xff0c;\u5e74\u5e74\u753b\u997c\u65e0\u73b0\u91d1\u5151\u73b0\u3002<\/li>\n<p>\u7406\u6027\u4eba\u90fd\u4f1a\u9009\u62e9 A&#xff0c;\u4f46\u80a1\u5e02\u91cc\u5927\u91cf\u6295\u8d44\u8005\u504f\u7231&#034;\u8bb2\u6545\u4e8b\u3001\u65e0\u5206\u7ea2&#034;\u7684 B \u7c7b\u516c\u53f8\u3002\u535a\u683c\u516c\u5f0f\u5c31\u662f\u4e00\u5957\u91cf\u5316\u7b5b\u9009\u6807\u51c6&#xff0c;\u4e13\u95e8\u9501\u5b9a\u6301\u7eed\u5206\u7ea2\u3001\u76c8\u5229\u7a33\u5b9a\u589e\u957f\u7684\u4f18\u8d28\u4f01\u4e1a\u3002<\/p>\n<p>\u7ea6\u7ff0\u00b7\u535a\u683c\u6838\u5fc3\u7ed3\u8bba&#xff1a;\u6301\u6709\u5468\u671f\u62c9\u957f\u81f3 10 \u5e74\u4ee5\u4e0a&#xff0c;\u5e02\u76c8\u7387\u4f30\u503c\u6da8\u8dcc\u4f1a\u76f8\u4e92\u62b5\u6d88&#xff0c;\u80a1\u7968\u957f\u671f\u5e74\u5316\u6536\u76ca\u4ec5\u7531\u4e24\u90e8\u5206\u51b3\u5b9a&#xff1a;\u73b0\u91d1\u5206\u7ea2\u3001\u4f01\u4e1a\u51c0\u5229\u6da6\u957f\u671f\u589e\u957f\u3002<\/p>\n<p>\u7b80\u5316\u6838\u5fc3\u516c\u5f0f&#xff08;\u4e2a\u80a1\u957f\u671f\u6d4b\u7b97\u7248&#xff09;&#xff1a;<\/p>\n<p>\u9884\u671f\u5e74\u5316\u6536\u76ca\u7387 \u2248 TTM \u80a1\u606f\u7387 &#043; \u4fdd\u5b88\u4fee\u6b63\u6c38\u7eed\u5229\u6da6\u589e\u901f<\/p>\n<p>\u5224\u5b9a\u6807\u51c6&#xff1a;\u4e24\u8005\u76f8\u52a0 \u2265 10%&#xff0c;\u7eb3\u5165\u957f\u671f\u89c2\u5bdf\u6c60\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u4e09\u5927\u6838\u5fc3\u57fa\u7840\u6982\u5ff5&#xff08;\u5927\u4f17\u6613\u61c2\u7248&#xff09;<\/h3>\n<h4>2.1 TTM \u80a1\u606f\u7387&#xff08;\u786e\u5b9a\u73b0\u91d1\u6536\u76ca&#xff09;<\/h4>\n<li>\u5b9a\u4e49&#xff1a;\u8fc7\u53bb 12 \u4e2a\u6708\u6bcf\u80a1\u73b0\u91d1\u5206\u7ea2 \u00f7 \u5f53\u524d\u80a1\u4ef7&#xff0c;\u53cd\u6620\u5f53\u4e0b\u4e70\u5165\u6bcf\u5e74\u80fd\u62ff\u5230\u7684\u73b0\u91d1\u56de\u62a5&#xff1b;<\/li>\n<li>\u5b9e\u64cd\u4e3e\u4f8b&#xff1a;\n<ul>\n<li>\u4e2a\u80a1\u5168\u5e74\u4e24\u6b21\u5206\u7ea2&#xff1a;10 \u6d3e 5&#xff08;\u6bcf\u80a1 0.5 \u5143&#xff09;\u300110 \u6d3e 3&#xff08;\u6bcf\u80a1 0.3 \u5143&#xff09;&#xff0c;\u5168\u5e74\u5408\u8ba1\u6bcf\u80a1\u5206\u7ea2 0.8 \u5143&#xff0c;\u73b0\u4ef7 16 \u5143\u3002<\/li>\n<li>TTM \u80a1\u606f\u7387 &#061; 0.8 \u00f7 16 &#061; 5%&#xff1b;<\/li>\n<\/ul>\n<\/li>\n<li>\u4f5c\u7528&#xff1a;\u552f\u4e00\u4e0d\u4f9d\u8d56\u5e02\u573a\u884c\u60c5\u3001\u80fd\u76f4\u63a5\u5230\u624b\u7684\u6536\u76ca&#xff0c;\u662f\u6295\u8d44\u5b89\u5168\u57ab&#xff1b;\u5feb\u901f\u8fc7\u6ee4\u6807\u51c6&#xff1a;\u80a1\u606f\u7387 &lt; 0.5% \u76f4\u63a5\u6dd8\u6c70\u3002<\/li>\n<h4>2.2 CAGR \u590d\u5408\u5e74\u5747\u589e\u957f\u7387&#xff08;\u5254\u9664\u77ed\u671f\u6c34\u5206&#xff09;<\/h4>\n<li>\u5b9a\u4e49&#xff1a;\u628a\u591a\u5e74\u6ce2\u52a8\u7684\u51c0\u5229\u6da6\u589e\u901f\u6298\u7b97\u6210\u5300\u901f\u590d\u5229\u589e\u957f\u5e74\u5316\u503c&#xff0c;\u907f\u514d\u5355\u4e00\u5e74\u4efd\u4e00\u6b21\u6027\u6536\u76ca&#xff08;\u5356\u8d44\u4ea7\u3001\u653f\u5e9c\u8865\u8d34&#xff09;\u5e72\u6270\u5224\u65ad&#xff1b;<\/li>\n<li>\u9519\u8bef\u7b97\u6cd5&#xff1a;\u76f4\u63a5\u7b97\u672f\u5e73\u5747&#xff0c;\u5ffd\u7565\u590d\u5229\u6548\u5e94&#xff1b;<\/li>\n<li>\u6807\u51c6\u8ba1\u7b97\u516c\u5f0f&#xff1a;<\/li>\n<p>CAGR &#061; (\u671f\u672b\u503c \/ \u671f\u521d\u503c)^(1 \/ \u5e74\u6570) &#8211; 1<\/p>\n<li>\u4e3e\u4f8b&#xff1a;3 \u5e74\u51c0\u5229\u6da6\u589e\u901f 15%\u300110%\u30019%\u3002<\/li>\n<h4>2.3 \u4fdd\u5b88\u6c38\u7eed\u589e\u901f&#xff08;\u5386\u53f2\u589e\u901f\u6253\u6298&#xff0c;\u7406\u6027\u9884\u5224\u672a\u6765&#xff09;<\/h4>\n<p>\u6838\u5fc3\u903b\u8f91&#xff1a;\u5386\u53f2\u589e\u901f\u8d8a\u9ad8&#xff0c;\u957f\u671f\u7ef4\u6301\u96be\u5ea6\u8d8a\u5927&#xff0c;\u5fc5\u987b\u9636\u68af\u6253\u6298&#xff0c;\u540c\u65f6\u8bbe\u7f6e\u4e0a\u9650 15%&#xff08;\u6ca1\u6709\u4f01\u4e1a\u80fd\u6c38\u4e45\u8d85 15% \u590d\u5229\u589e\u957f&#xff09;&#xff0c;\u4e8f\u635f\u4f01\u4e1a\u4fdd\u5e95 -5%\u3002<\/p>\n<table>\n<tr>\u5386\u53f2\u52a0\u6743 CAGR \u533a\u95f4\u7559\u5b58\u6298\u7b97\u6bd4\u4f8b\u6848\u4f8b\u6f14\u793a<\/tr>\n<tbody>\n<tr>\n<td>&#xff1e;25%<\/td>\n<td>35%<\/td>\n<td>\u5386\u53f2 50% \u589e\u901f&#xff0c;\u6298\u7b97\u540e 17.5%<\/td>\n<\/tr>\n<tr>\n<td>&#xff1e;20%<\/td>\n<td>45%<\/td>\n<td>\u5386\u53f2 30% \u589e\u901f&#xff0c;\u6298\u7b97\u540e 13.5%<\/td>\n<\/tr>\n<tr>\n<td>&#xff1e;15%<\/td>\n<td>55%<\/td>\n<td>\u5386\u53f2 20% \u589e\u901f&#xff0c;\u6298\u7b97\u540e 11%<\/td>\n<\/tr>\n<tr>\n<td>&#xff1e;10%<\/td>\n<td>65%<\/td>\n<td>\u5386\u53f2 15% \u589e\u901f&#xff0c;\u6298\u7b97\u540e 9.75%<\/td>\n<\/tr>\n<tr>\n<td>&#xff1e;5%<\/td>\n<td>75%<\/td>\n<td>\u5386\u53f2 8% \u589e\u901f&#xff0c;\u6298\u7b97\u540e 6%<\/td>\n<\/tr>\n<tr>\n<td>&#xff1e;0%<\/td>\n<td>85%<\/td>\n<td>\u5386\u53f2 3% \u589e\u901f&#xff0c;\u6298\u7b97\u540e 2.55%<\/td>\n<\/tr>\n<tr>\n<td>\u22640%<\/td>\n<td>\u4fdd\u5e95 -5%<\/td>\n<td>\u76c8\u5229\u4e0b\u6ed1&#xff0c;\u6700\u4f4e\u6309 -5% \u8ba1\u7b97<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h3>\u4e09\u3001\u901a\u8fbe\u4fe1\u8f6f\u4ef6\u624b\u5de5\u5b8c\u6574\u6d4b\u7b97\u6d41\u7a0b&#xff08;\u957f\u57ce\u8bc1\u5238\u70fd\u706b\u7248\u901a\u7528&#xff09;<\/h3>\n<h4>\u6b65\u9aa4 1&#xff1a;\u63d0\u53d6 TTM \u80a1\u606f\u7387<\/h4>\n<li>\u8f93\u5165\u80a1\u7968\u4ee3\u7801&#xff0c;\u6309 F10&#xff0c;\u8fdb\u5165\u300c\u5206\u7ea2\u878d\u8d44\u300d&#xff0c;\u7edf\u8ba1\u8fd1 12 \u4e2a\u6708\u73b0\u91d1\u5206\u7ea2\u603b\u989d&#xff1b;<\/li>\n<li>\u884c\u60c5\u9875\u9762\u53f3\u952e\u81ea\u5b9a\u4e49\u5217&#xff0c;\u76f4\u63a5\u6dfb\u52a0\u300c\u80a1\u606f\u7387 (TTM)\u300d\u4e00\u952e\u67e5\u770b&#xff1b;<\/li>\n<li>\u524d\u7f6e\u7b5b\u9009&#xff1a;\u80a1\u606f\u7387\u4f4e\u4e8e 0.5% \u76f4\u63a5\u653e\u5f03&#xff0c;\u65e0\u9700\u540e\u7eed\u8ba1\u7b97\u3002<\/li>\n<h4>\u6b65\u9aa4 2&#xff1a;\u63d0\u53d6 7 \u5e74\u51c0\u5229\u6da6\u540c\u6bd4\u589e\u901f<\/h4>\n<li>\u5feb\u6377\u952e F11 \u6253\u5f00\u6210\u957f\u80fd\u529b\u9875\u9762&#xff0c;\u67e5\u770b\u7cfb\u7edf\u81ea\u5e26 3-5 \u5e74\u51c0\u5229\u6da6\u540c\u6bd4&#xff1b;<\/li>\n<li>\u6570\u636e\u4e0d\u8db3 7 \u5e74&#xff1a;F10 \u5229\u6da6\u8868\u7ffb\u5386\u53f2\u5e74\u62a5&#xff0c;\u624b\u52a8\u8ba1\u7b97\u6bcf\u5e74\u540c\u6bd4&#xff1a;<\/li>\n<p>\u5f53\u5e74\u51c0\u5229\u6da6\u589e\u901f &#061; (\u5f53\u5e74\u51c0\u5229\u6da6 &#8211; \u4e0a\u5e74\u51c0\u5229\u6da6) \u00f7 |\u4e0a\u5e74\u51c0\u5229\u6da6| \u00d7 100%<\/p>\n<h4>\u6b65\u9aa4 3&#xff1a;\u5206\u522b\u8ba1\u7b97 3 \/ 5 \/ 7 \u5e74\u671f CAGR<\/h4>\n<p>\u7edf\u4e00\u4f7f\u7528\u590d\u5229\u5f00\u65b9\u516c\u5f0f&#xff0c;\u53d6\u5b8c\u6574\u5e74\u5ea6\u51c0\u5229\u6da6\u589e\u901f\u6570\u636e\u4ee3\u5165\u3002<\/p>\n<h4>\u6b65\u9aa4 4&#xff1a;\u52a0\u6743\u5408\u5e76\u591a\u5468\u671f\u589e\u901f<\/h4>\n<p>\u6743\u91cd\u5206\u914d&#xff1a;7 \u5e74 CAGR \u00d7 0.4 &#043; 5 \u5e74 CAGR \u00d7 0.35 &#043; 3 \u5e74 CAGR \u00d7 0.25<\/p>\n<p>\u793a\u4f8b\u6570\u636e&#xff1a;7 \u5e74 CAGR 13.38%\u30015 \u5e74 14.72%\u30013 \u5e74 11.29%<\/p>\n<p>\u52a0\u6743\u539f\u59cb CAGR &#061; 13.38 \u00d7 0.4 &#043; 14.72 \u00d7 0.35 &#043; 11.29 \u00d7 0.25 &#061; 13.33%<\/p>\n<h4>\u6b65\u9aa4 5&#xff1a;\u9636\u68af\u8870\u51cf\u6253\u6298<\/h4>\n<p>13.33% \u843d\u5728 10%~15% \u533a\u95f4&#xff0c;\u7559\u5b58 65%&#xff1a;<\/p>\n<p>\u8870\u51cf\u540e\u589e\u901f &#061; 13.33% \u00d7 0.65 &#061; 8.66%<\/p>\n<h4>\u6b65\u9aa4 6&#xff1a;\u589e\u901f\u5c01\u9876\u9650\u5236<\/h4>\n<p>\u4fdd\u5b88\u6c38\u7eed\u589e\u901f &#061; min(\u8870\u51cf\u540e\u6570\u503c&#xff0c;15%) &#061; 8.66%<\/p>\n<h4>\u6b65\u9aa4 7&#xff1a;\u535a\u683c\u516c\u5f0f\u8ba1\u7b97\u9884\u671f\u5e74\u5316\u6536\u76ca<\/h4>\n<p>\u9884\u671f\u5e74\u5316 &#061; TTM \u80a1\u606f\u7387 &#043; \u4fdd\u5b88\u6c38\u7eed\u589e\u901f<\/p>\n<p>\u82e5\u4e2a\u80a1\u80a1\u606f\u7387 5%&#xff0c;\u603b\u6536\u76ca &#061; 5% &#043; 8.66% &#061; 13.66% \u2265 10%&#xff0c;\u8fbe\u6807\u5165\u9009\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001Python &#043; Tushare \u81ea\u52a8\u5316\u9009\u80a1\u5b8c\u6574\u65b9\u6848<\/h3>\n<h4>4.1 \u6570\u636e\u63a5\u53e3\u5bf9\u5e94\u8bf4\u660e&#xff08;Tushare \u51fd\u6570\u5bf9\u7167\u8868&#xff09;<\/h4>\n<table>\n<tr>\u9700\u8981\u6570\u636eTushare Pro \u63a5\u53e3\u5173\u952e\u5b57\u6bb5\u53e3\u5f84\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>TTM \u80a1\u606f\u7387\u3001\u80a1\u4ef7\u3001\u5e02\u503c\u3001PE\/PB<\/td>\n<td>daily_basic<\/td>\n<td>dv_ratio<\/td>\n<td>dv_ratio \u539f\u751f\u4e3a TTM \u80a1\u606f\u7387&#xff0c;\u4e0e\u624b\u5de5\u8ba1\u7b97\u53e3\u5f84\u4e00\u81f4<\/td>\n<\/tr>\n<tr>\n<td>\u5e74\u62a5\u51c0\u5229\u6da6\u540c\u6bd4\u589e\u901f<\/td>\n<td>fina_indicator<\/td>\n<td>netprofit_yoy<\/td>\n<td>\u4ec5\u7b5b\u9009 end_date&#061;1231 \u7684\u5e74\u5ea6\u6570\u636e&#xff0c;\u5254\u9664\u5b63\u62a5<\/td>\n<\/tr>\n<tr>\n<td>\u80a1\u7968\u540d\u79f0\u3001\u884c\u4e1a\u5206\u7c7b<\/td>\n<td>stock_basic<\/td>\n<td>ts_code\u3001name\u3001industry<\/td>\n<td>\u4e2a\u80a1\u57fa\u7840\u4fe1\u606f\u8865\u5145<\/td>\n<\/tr>\n<tr>\n<td>ROE\u3001\u51c0\u5229\u7387<\/td>\n<td>fina_indicator<\/td>\n<td>roe\u3001netprofit_margin<\/td>\n<td>\u8f85\u52a9\u57fa\u672c\u9762\u6821\u9a8c\u6307\u6807<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4.2 \u5b8c\u6574\u4ee3\u7801\u5206\u6b65\u5b9e\u73b0<\/h4>\n<p>1&#xff09;\u73af\u5883\u521d\u59cb\u5316\u4e0e Token \u914d\u7f6e<\/p>\n<p><span class=\"token keyword\">import<\/span> tushare <span class=\"token keyword\">as<\/span> ts<br \/>\n<span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd<br \/>\n<span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np<br \/>\n<span class=\"token keyword\">import<\/span> math<\/p>\n<p><span class=\"token comment\"># \u66ff\u6362\u4e3a\u4e2a\u4ebaTushare Pro Token<\/span><br \/>\nts<span class=\"token punctuation\">.<\/span>set_token<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\u4f60\u7684Tushare Token&#039;<\/span><span class=\"token punctuation\">)<\/span><br \/>\npro <span class=\"token operator\">&#061;<\/span> ts<span class=\"token punctuation\">.<\/span>pro_api<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>2&#xff09;\u5355\u53ea\u80a1\u7968\u63d0\u53d6 7 \u5e74\u5e74\u62a5\u51c0\u5229\u6da6\u540c\u6bd4\u589e\u901f<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">get_yoy_data<\/span><span class=\"token punctuation\">(<\/span>ts_code<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u83b7\u53d6\u5355\u53ea\u80a1\u7968\u8fd17\u5e74\u5e74\u62a5\u51c0\u5229\u6da6\u540c\u6bd4\u589e\u901f&#034;&#034;&#034;<\/span><br \/>\n    df <span class=\"token operator\">&#061;<\/span> pro<span class=\"token punctuation\">.<\/span>fina_indicator<span class=\"token punctuation\">(<\/span><br \/>\n        ts_code<span class=\"token operator\">&#061;<\/span>ts_code<span class=\"token punctuation\">,<\/span><br \/>\n        fields<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;ts_code,end_date,netprofit_yoy,ann_date&#039;<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u4ec5\u4fdd\u755912\u670831\u65e5\u5e74\u62a5\u6570\u636e<\/span><br \/>\n    df_annual <span class=\"token operator\">&#061;<\/span> df<span class=\"token punctuation\">[<\/span>df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;end_date&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">.<\/span>endswith<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;1231&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token comment\"># \u6309\u516c\u544a\u65e5\u671f\u53bb\u91cd&#xff0c;\u4fdd\u7559\u6700\u65b0\u5e74\u62a5<\/span><br \/>\n    df_annual <span class=\"token operator\">&#061;<\/span> df_annual<span class=\"token punctuation\">.<\/span>sort_values<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;ann_date&#039;<\/span><span class=\"token punctuation\">,<\/span> ascending<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    df_annual <span class=\"token operator\">&#061;<\/span> df_annual<span class=\"token punctuation\">.<\/span>drop_duplicates<span class=\"token punctuation\">(<\/span>subset<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;end_date&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> df_annual<span class=\"token punctuation\">.<\/span>empty<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><br \/>\n    latest_year <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>df_annual<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;end_date&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    yoy_list <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token comment\"># \u63d0\u53d6\u8fd17\u5e74\u6570\u636e<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> year <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span>latest_year <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">6<\/span><span class=\"token punctuation\">,<\/span> latest_year <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        row <span class=\"token operator\">&#061;<\/span> df_annual<span class=\"token punctuation\">[<\/span>df_annual<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;end_date&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">.<\/span>startswith<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>year<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> row<span class=\"token punctuation\">.<\/span>empty <span class=\"token keyword\">and<\/span> pd<span class=\"token punctuation\">.<\/span>notna<span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;netprofit_yoy&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            yoy_val <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">(<\/span>row<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;netprofit_yoy&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            yoy_list<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>yoy_val<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> yoy_list<span class=\"token punctuation\">,<\/span> latest_year<\/p>\n<p>3&#xff09;CAGR \u8ba1\u7b97\u51fd\u6570&#xff08;\u6781\u7aef\u589e\u901f\u7ea6\u675f&#xff09;<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">calc_cagr<\/span><span class=\"token punctuation\">(<\/span>yoy_list<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8ba1\u7b97\u5355\u5468\u671f\u590d\u5408\u5e74\u5747\u589e\u901f&#xff0c;\u9650\u5236\u6781\u7aef\u6ce2\u52a8&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> yoy_list <span class=\"token keyword\">or<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>yoy_list<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    <span class=\"token comment\"># \u7ea6\u675f\u589e\u901f\u6781\u503c&#xff0c;\u907f\u514d\u5f02\u5e38\u503c\u5e72\u6270<\/span><br \/>\n    ratios <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> y <span class=\"token keyword\">in<\/span> yoy_list<span class=\"token punctuation\">:<\/span><br \/>\n        y_clamp <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">95<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">300<\/span><span class=\"token punctuation\">,<\/span> y<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        ratios<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token operator\">&#043;<\/span> y_clamp <span class=\"token operator\">\/<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    product <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1.0<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> r <span class=\"token keyword\">in<\/span> ratios<span class=\"token punctuation\">:<\/span><br \/>\n        product <span class=\"token operator\">*&#061;<\/span> r<br \/>\n    years <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>yoy_list<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> product <span class=\"token operator\">**<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token operator\">\/<\/span> years<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">get_cagrs<\/span><span class=\"token punctuation\">(<\/span>yoy_list<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5206\u522b\u8f93\u51fa3\/5\/7\u5e74\u671fCAGR&#034;&#034;&#034;<\/span><br \/>\n    cagr_3y <span class=\"token operator\">&#061;<\/span> calc_cagr<span class=\"token punctuation\">(<\/span>yoy_list<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>yoy_list<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">3<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    cagr_5y <span class=\"token operator\">&#061;<\/span> calc_cagr<span class=\"token punctuation\">(<\/span>yoy_list<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>yoy_list<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">5<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    cagr_7y <span class=\"token operator\">&#061;<\/span> calc_cagr<span class=\"token punctuation\">(<\/span>yoy_list<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">7<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>yoy_list<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">7<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> cagr_3y<span class=\"token punctuation\">,<\/span> cagr_5y<span class=\"token punctuation\">,<\/span> cagr_7y<\/p>\n<p>4&#xff09;\u5386\u53f2\u589e\u901f\u52a0\u6743 &#043; \u9636\u68af\u8870\u51cf &#043; \u5c01\u9876\u51fd\u6570<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">conservative_growth<\/span><span class=\"token punctuation\">(<\/span>cagr_3y<span class=\"token punctuation\">,<\/span> cagr_5y<span class=\"token punctuation\">,<\/span> cagr_7y<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u52a0\u6743\u8ba1\u7b97<\/span><br \/>\n    weight_map <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> cagr_7y <span class=\"token keyword\">is<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        weight_map<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>cagr_7y <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.40<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> cagr_5y <span class=\"token keyword\">is<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        weight_map<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>cagr_5y <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.35<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> cagr_3y <span class=\"token keyword\">is<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        weight_map<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>cagr_3y <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.25<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> weight_map<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token number\">0.0<\/span><br \/>\n    total_w <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>w <span class=\"token keyword\">for<\/span> _<span class=\"token punctuation\">,<\/span> w <span class=\"token keyword\">in<\/span> weight_map<span class=\"token punctuation\">)<\/span><br \/>\n    weighted_cagr <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>v <span class=\"token operator\">*<\/span> w <span class=\"token keyword\">for<\/span> v<span class=\"token punctuation\">,<\/span> w <span class=\"token keyword\">in<\/span> weight_map<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> total_w<br \/>\n    <span class=\"token comment\"># \u9636\u68af\u6253\u6298<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> weighted_cagr <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">25<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        decayed <span class=\"token operator\">&#061;<\/span> weighted_cagr <span class=\"token operator\">*<\/span> <span class=\"token number\">0.35<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> weighted_cagr <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">20<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        decayed <span class=\"token operator\">&#061;<\/span> weighted_cagr <span class=\"token operator\">*<\/span> <span class=\"token number\">0.45<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> weighted_cagr <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">15<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        decayed <span class=\"token operator\">&#061;<\/span> weighted_cagr <span class=\"token operator\">*<\/span> <span class=\"token number\">0.55<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> weighted_cagr <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">10<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        decayed <span class=\"token operator\">&#061;<\/span> weighted_cagr <span class=\"token operator\">*<\/span> <span class=\"token number\">0.65<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> weighted_cagr <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        decayed <span class=\"token operator\">&#061;<\/span> weighted_cagr <span class=\"token operator\">*<\/span> <span class=\"token number\">0.75<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> weighted_cagr <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        decayed <span class=\"token operator\">&#061;<\/span> weighted_cagr <span class=\"token operator\">*<\/span> <span class=\"token number\">0.85<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        decayed <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span>weighted_cagr<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token number\">5.0<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u589e\u901f\u4e0a\u965015%<\/span><br \/>\n    capped <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span>decayed<span class=\"token punctuation\">,<\/span> <span class=\"token number\">15.0<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> capped<\/p>\n<p>5&#xff09;\u4e3b\u9009\u80a1\u51fd\u6570&#xff08;\u6279\u91cf\u5168\u5e02\u573a\u7b5b\u9009&#xff09;<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">bogle_screening<\/span><span class=\"token punctuation\">(<\/span>target_return<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10.0<\/span><span class=\"token punctuation\">,<\/span> trade_date<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;20260804&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u83b7\u53d6\u5168\u5e02\u573a\u6bcf\u65e5\u57fa\u7840\u6307\u6807&#xff0c;\u8fc7\u6ee4\u80a1\u606f\u7387\u22650.5%<\/span><br \/>\n    df_daily <span class=\"token operator\">&#061;<\/span> pro<span class=\"token punctuation\">.<\/span>daily_basic<span class=\"token punctuation\">(<\/span><br \/>\n        trade_date<span class=\"token operator\">&#061;<\/span>trade_date<span class=\"token punctuation\">,<\/span><br \/>\n        fields<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;ts_code,dv_ratio,close,pe_ttm,pb,total_mv&#039;<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    df_daily <span class=\"token operator\">&#061;<\/span> df_daily<span class=\"token punctuation\">[<\/span>df_daily<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;dv_ratio&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0.5<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    result_list <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    total_count <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>df_daily<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u904d\u5386\u6bcf\u53ea\u80a1\u7968\u8ba1\u7b97\u535a\u683c\u9884\u671f\u6536\u76ca<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> idx<span class=\"token punctuation\">,<\/span> row <span class=\"token keyword\">in<\/span> df_daily<span class=\"token punctuation\">.<\/span>iterrows<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        ts_code <span class=\"token operator\">&#061;<\/span> row<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;ts_code&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        dv <span class=\"token operator\">&#061;<\/span> row<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;dv_ratio&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        yoy_data<span class=\"token punctuation\">,<\/span> _ <span class=\"token operator\">&#061;<\/span> get_yoy_data<span class=\"token punctuation\">(<\/span>ts_code<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>yoy_data<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">continue<\/span><br \/>\n        c3<span class=\"token punctuation\">,<\/span> c5<span class=\"token punctuation\">,<\/span> c7 <span class=\"token operator\">&#061;<\/span> get_cagrs<span class=\"token punctuation\">(<\/span>yoy_data<span class=\"token punctuation\">)<\/span><br \/>\n        safe_growth <span class=\"token operator\">&#061;<\/span> conservative_growth<span class=\"token punctuation\">(<\/span>c3<span class=\"token punctuation\">,<\/span> c5<span class=\"token punctuation\">,<\/span> c7<span class=\"token punctuation\">)<\/span><br \/>\n        exp_return <span class=\"token operator\">&#061;<\/span> dv <span class=\"token operator\">&#043;<\/span> safe_growth<br \/>\n        result_list<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;ts_code&#034;<\/span><span class=\"token punctuation\">:<\/span> ts_code<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;TTM\u80a1\u606f\u7387&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>dv<span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;\u4fdd\u5b88\u6c38\u7eed\u589e\u901f%&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>safe_growth<span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;\u535a\u683c\u9884\u671f\u5e74\u5316%&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>exp_return<span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;3\u5e74CAGR%&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>c3<span class=\"token operator\">*<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> c3 <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;5\u5e74CAGR%&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>c5<span class=\"token operator\">*<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> c5 <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;7\u5e74CAGR%&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>c7<span class=\"token operator\">*<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> c7 <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token comment\"># \u6bcf100\u53ea\u6253\u5370\u8fdb\u5ea6<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>idx <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">%<\/span> <span class=\"token number\">100<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5df2\u5904\u7406 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>idx<span class=\"token operator\">&#043;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>total_count<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u7b5b\u9009\u8fbe\u6807\u6807\u7684\u5e76\u6392\u5e8f<\/span><br \/>\n    df_res <span class=\"token operator\">&#061;<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">(<\/span>result_list<span class=\"token punctuation\">)<\/span><br \/>\n    df_pass <span class=\"token operator\">&#061;<\/span> df_res<span class=\"token punctuation\">[<\/span>df_res<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u535a\u683c\u9884\u671f\u5e74\u5316%&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;&#061;<\/span> target_return<span class=\"token punctuation\">]<\/span><br \/>\n    df_pass <span class=\"token operator\">&#061;<\/span> df_pass<span class=\"token punctuation\">.<\/span>sort_values<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u535a\u683c\u9884\u671f\u5e74\u5316%&#034;<\/span><span class=\"token punctuation\">,<\/span> ascending<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> df_pass<\/p>\n<p><span class=\"token comment\"># \u6267\u884c\u9009\u80a1&#xff0c;trade_date\u66ff\u6362\u4e3a\u6700\u65b0\u4ea4\u6613\u65e5<\/span><br \/>\nqualified_df <span class=\"token operator\">&#061;<\/span> bogle_screening<span class=\"token punctuation\">(<\/span>target_return<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10.0<\/span><span class=\"token punctuation\">,<\/span> trade_date<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;20260804&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u535a\u683c\u516c\u5f0f\u7b5b\u9009\u8fbe\u6807\u4e2a\u80a1\u603b\u6570&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>qualified_df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>qualified_df<span class=\"token punctuation\">.<\/span>head<span class=\"token punctuation\">(<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>6&#xff09;\u8865\u5145\u4e2a\u80a1\u884c\u4e1a\u3001ROE\u3001\u51c0\u5229\u7387\u8f85\u52a9\u4fe1\u606f<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">enrich_fundamental<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    enrich_list <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> _<span class=\"token punctuation\">,<\/span> row <span class=\"token keyword\">in<\/span> df<span class=\"token punctuation\">.<\/span>iterrows<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        code <span class=\"token operator\">&#061;<\/span> row<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;ts_code&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token comment\"># \u83b7\u53d6\u80a1\u7968\u540d\u79f0\u3001\u884c\u4e1a<\/span><br \/>\n        stock_info <span class=\"token operator\">&#061;<\/span> pro<span class=\"token punctuation\">.<\/span>stock_basic<span class=\"token punctuation\">(<\/span>ts_code<span class=\"token operator\">&#061;<\/span>code<span class=\"token punctuation\">,<\/span> fields<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;ts_code,name,industry&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        name <span class=\"token operator\">&#061;<\/span> stock_info<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;name&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> stock_info<span class=\"token punctuation\">.<\/span>empty <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;&#034;<\/span><br \/>\n        industry <span class=\"token operator\">&#061;<\/span> stock_info<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;industry&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> stock_info<span class=\"token punctuation\">.<\/span>empty <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;&#034;<\/span><br \/>\n        <span class=\"token comment\"># \u83b7\u53d6\u6700\u65b0ROE\u3001\u51c0\u5229\u7387<\/span><br \/>\n        fin_ind <span class=\"token operator\">&#061;<\/span> pro<span class=\"token punctuation\">.<\/span>fina_indicator<span class=\"token punctuation\">(<\/span>ts_code<span class=\"token operator\">&#061;<\/span>code<span class=\"token punctuation\">,<\/span> limit<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> fields<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;roe,netprofit_margin&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        roe <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>fin_ind<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;roe&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> fin_ind<span class=\"token punctuation\">.<\/span>empty <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span><br \/>\n        margin <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>fin_ind<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;netprofit_margin&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> fin_ind<span class=\"token punctuation\">.<\/span>empty <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span><br \/>\n        line <span class=\"token operator\">&#061;<\/span> row<span class=\"token punctuation\">.<\/span>to_dict<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        line<span class=\"token punctuation\">.<\/span>update<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;\u80a1\u7968\u540d\u79f0&#034;<\/span><span class=\"token punctuation\">:<\/span> name<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u884c\u4e1a&#034;<\/span><span class=\"token punctuation\">:<\/span> industry<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u6700\u65b0ROE%&#034;<\/span><span class=\"token punctuation\">:<\/span> roe<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u51c0\u5229\u7387%&#034;<\/span><span class=\"token punctuation\">:<\/span> margin<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        enrich_list<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>line<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">(<\/span>enrich_list<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u8c03\u7528\u8865\u5145\u4fe1\u606f<\/span><br \/>\nfull_df <span class=\"token operator\">&#061;<\/span> enrich_fundamental<span class=\"token punctuation\">(<\/span>qualified_df<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token comment\"># \u5bfc\u51faExcel\u672c\u5730\u4fdd\u5b58<\/span><br \/>\nfull_df<span class=\"token punctuation\">.<\/span>to_excel<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u535a\u683c\u516c\u5f0f\u9009\u80a1\u7ed3\u679c.xlsx&#034;<\/span><span class=\"token punctuation\">,<\/span> index<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<hr \/>\n<h3>\u4e94\u3001\u5173\u952e\u53e3\u5f84\u7edf\u4e00\u8bf4\u660e&#xff08;\u624b\u5de5\u8ba1\u7b97\u4e0e Tushare \u5bf9\u9f50&#xff09;<\/h3>\n<li>dv_ratio&#xff1a;Tushare \u539f\u751f\u4e3a TTM \u8fc7\u53bb 12 \u4e2a\u6708\u80a1\u606f\u7387&#xff0c;\u548c\u8f6f\u4ef6 F10 \u624b\u5de5\u7edf\u8ba1\u5206\u7ea2\u8ba1\u7b97\u7ed3\u679c\u5b8c\u5168\u5339\u914d&#xff1b;<\/li>\n<li>netprofit_yoy&#xff1a;\u5355\u5e74\u5ea6\u51c0\u5229\u6da6\u540c\u6bd4\u589e\u901f&#xff0c;\u4ec5\u4f7f\u7528 1231 \u5e74\u62a5\u6570\u636e&#xff0c;\u5b63\u62a5\u3001\u4e2d\u62a5\u4e0d\u53c2\u4e0e CAGR \u8fd0\u7b97&#xff1b;<\/li>\n<li>\u6570\u636e\u6e05\u6d17\u89c4\u5219&#xff1a;\u51c0\u5229\u6da6\u589e\u901f\u6b63\u8d1f\u6781\u7aef\u503c\u5f3a\u5236\u7ea6\u675f&#xff0c;\u907f\u514d\u4e00\u6b21\u6027\u8d44\u4ea7\u5904\u7f6e\u3001\u653f\u5e9c\u8865\u8d34\u626d\u66f2\u957f\u671f\u589e\u957f\u5224\u65ad&#xff1b;<\/li>\n<li>\u65f6\u95f4\u7a97\u53e3&#xff1a;\u4ec5\u4e0a\u5e02\u6ee1 3 \u5e74\u4e2a\u80a1\u53c2\u4e0e\u8ba1\u7b97&#xff0c;\u65b0\u80a1\u65e0\u5b8c\u6574\u5386\u53f2\u76c8\u5229\u6570\u636e\u76f4\u63a5\u5254\u9664\u3002<\/li>\n<hr 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\/>\n<h3>\u4e03\u3001\u6587\u6863\u603b\u7ed3<\/h3>\n<li>\u7406\u8bba\u5c42&#xff1a;\u535a\u683c\u516c\u5f0f\u5265\u79bb\u77ed\u671f\u4f30\u503c\u6ce2\u52a8&#xff0c;\u957f\u671f\u6536\u76ca &#061; TTM \u80a1\u606f\u7387 &#043; \u4fdd\u5b88\u6c38\u7eed\u51c0\u5229\u6da6\u589e\u901f&#xff0c;\u5e74\u5316 \u2265 10% \u4e3a\u4f18\u8d28\u89c2\u5bdf\u6807\u7684&#xff1b;<\/li>\n<li>\u5b9e\u64cd\u5c42&#xff1a;\u901a\u8fbe\u4fe1\u8f6f\u4ef6 7 \u6b65\u624b\u5de5\u6d4b\u7b97&#xff0c;\u96f6\u57fa\u7840\u6295\u8d44\u8005\u53ef\u5355\u53ea\u4e2a\u80a1\u590d\u76d8&#xff1b;<\/li>\n<li>\u81ea\u52a8\u5316\u5c42&#xff1a;\u4f9d\u6258 Tushare daily_basic\u3001fina_indicator\u3001stock_basic \u4e09\u5927\u63a5\u53e3&#xff0c;\u5b8c\u6574 Python \u4ee3\u7801\u5b9e\u73b0\u5168\u5e02\u573a\u6279\u91cf\u9009\u80a1&#xff0c;\u81ea\u52a8\u5bfc\u51fa\u7ed3\u679c\u8868\u683c&#xff1b;<\/li>\n<li>\u98ce\u63a7\u5c42&#xff1a;\u660e\u786e\u884c\u4e1a\u3001\u6807\u7684\u9002\u914d\u8fb9\u754c&#xff0c;\u91cf\u5316\u7b5b\u9009\u4ec5\u4f5c\u521d\u7b5b&#xff0c;\u5fc5\u987b\u53e0\u52a0\u57fa\u672c\u9762\u4eba\u5de5\u590d\u6838&#xff0c;\u4e0d\u53ef\u5355\u4e00\u516c\u5f0f\u76f4\u63a5\u91cd\u4ed3\u3002<\/li>\n<p>\u6570\u636e\u6765\u6e90&#xff1a;Tushare Pro \u91d1\u878d\u6570\u636e API<br \/>\n\u521b\u4f5c\u65f6\u95f4&#xff1a;2026-08-05<\/p>\n<p>\u9644&#xff1a;\u7a0b\u5e8f\u8fd0\u884c\u540e&#xff0c;\u9009\u51fa\u7684\u90e8\u5206\u80a1\u7968\u53c2\u8003&#xff08;\u8be6\u89c1\u516c\u4f17\u53f7\u540e\u53f0\u56de\u590d&#034;\u535a\u683c\u9009\u80a1\u7ed3\u679c&#034;\u4e0b\u8f7d&#xff09;\u3002<\/p>\n<hr \/>\n<p>\u672c\u6587\u8f6c\u8f7d\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7\u300cStockStudy\u56ed\u5730\u300d&#xff08;\u4f5c\u8005&#xff1a;\u5317\u65b9\u72fc&#xff09;&#xff0c;\u539f\u6587\u53d1\u5e03\u4e8e 2026\u5e748\u67085\u65e5\u3002\u4ec5\u4f9b\u5b66\u4e60\u4ea4\u6d41&#xff0c;\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u521b | \u6765\u81ea\u5317\u65b9\u72fc \u00b7 StockStudy\u56ed\u5730 | 2026\u5e748\u67085\u65e5 17:41 \u91cd\u5e86\u524d\u7f6e\u8bf4\u660e&#xff1a;\u5982\u9700\u8981\u4e0b\u8f7d\u672c\u6587\u4ee3\u7801&#xff08;\u5171\u6709 360M \u5de6\u53f3&#xff0c;\u57fa\u7840\u6570\u636e&#xff09;&#xff0c;\u8bf7\u5927\u5bb6\u5173\u6ce8\u5fae\u4fe1\u516c\u4f17\u53f7&#xff1a;\u201cStockStudy\u56ed\u5730\u201d \u540e\u53f0\u56de\u590d&#xff1a;<br \/>\n\u56de\u590d&#xff1a;\u57fa\u7840\u6570\u636e&#xff0c;\u5c31\u53ef\u4ee5\u4e0b\u8f7d\u57fa\u7840\u6570\u636e\u3002\u56de\u590d&#xff1a;\u535a\u683c\u9009\u80a1\u4ee3\u7801&#xff0c;\u5c31\u53ef\u4ee5\u4e0b\u8f7d\u672c\u6587\u7b97\u6cd5\u4ee3\u7801\u3002\u56de\u590d&#xff1a;\u535a\u683c\u9009<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81],"topic":[],"class_list":["post-90688","post","type-post","status-publish","format-standard","hentry","category-server","tag-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6bcf\u65e5\u8d22\u7ecf\u77e5\u8bc6\uff1a\u535a\u683c\u516c\u5f0f\u9009\u80a1\u2014\u2014\u4e00\u4e2a\u516c\u5f0f\uff0c\u7b5b\u51fa\u80fd\u957f\u671f\u6301\u6709\u7684\u597d\u516c\u53f8\uff08\u57fa\u4e8e\uff1aTuShare API\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/90688.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u6bcf\u65e5\u8d22\u7ecf\u77e5\u8bc6\uff1a\u535a\u683c\u516c\u5f0f\u9009\u80a1\u2014\u2014\u4e00\u4e2a\u516c\u5f0f\uff0c\u7b5b\u51fa\u80fd\u957f\u671f\u6301\u6709\u7684\u597d\u516c\u53f8\uff08\u57fa\u4e8e\uff1aTuShare API\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u539f\u521b | \u6765\u81ea\u5317\u65b9\u72fc \u00b7 StockStudy\u56ed\u5730 | 2026\u5e748\u67085\u65e5 17:41 \u91cd\u5e86\u524d\u7f6e\u8bf4\u660e&#xff1a;\u5982\u9700\u8981\u4e0b\u8f7d\u672c\u6587\u4ee3\u7801&#xff08;\u5171\u6709 360M 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