{"id":117782,"date":"2026-10-25T11:32:31","date_gmt":"2026-10-25T03:32:31","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/117782.html"},"modified":"2026-10-25T11:32:31","modified_gmt":"2026-10-25T03:32:31","slug":"a%e8%82%a1%e9%87%8f%e5%8c%96%e7%ad%96%e7%95%a5%e5%9b%9e%e6%b5%8b%e5%ae%9e%e6%88%98%ef%bc%9a%e4%bb%8e%e8%a1%8c%e6%83%85%e6%95%b0%e6%8d%ae%e5%88%b0%e7%bb%a9%e6%95%88%e8%af%84%e4%bc%b0%ef%bc%88%e7%ac%ac","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/117782.html","title":{"rendered":"A\u80a1\u91cf\u5316\u7b56\u7565\u56de\u6d4b\u5b9e\u6218\uff1a\u4ece\u884c\u60c5\u6570\u636e\u5230\u7ee9\u6548\u8bc4\u4f30\uff08\u7b2c 18 \u7bc7\uff09\uff1a\u6210\u957f\u7b56\u7565"},"content":{"rendered":"

A\u80a1\u91cf\u5316\u7b56\u7565\u56de\u6d4b\u5b9e\u6218：\u4ece\u884c\u60c5\u6570\u636e\u5230\u7ee9\u6548\u8bc4\u4f30（\u7b2c 18 \u7bc7）：\u6210\u957f\u7b56\u7565<\/h2>\n

\u524d\u8a00<\/h3>\n

\u76c8\u5229\u8d28\u91cf\u770b"\u73b0\u5728\u8d5a\u4e0d\u8d5a"，\u6210\u957f\u770b"\u5c06\u6765\u8d5a\u5f97\u591a\u4e0d\u591a"\u3002\u9ad8\u6210\u957f\u516c\u53f8\u5f80\u5f80\u4eab\u53d7\u4f30\u503c\u6ea2\u4ef7，\u6210\u957f\u56e0\u5b50\u662f\u52a8\u91cf\/\u8d8b\u52bf\u4e4b\u5916\u53e6\u4e00\u5927\u6536\u76ca\u6765\u6e90\u3002\u672c\u7bc7\u7528 hicw \u771f\u5b9e\u7684\u6210\u957f\u80fd\u529b\u6570\u636e（\u8425\u6536\u589e\u901f\u3001\u5229\u6da6\u589e\u901f），\u505a\u9ad8\u6210\u957f\u9009\u80a1，\u5e76\u8ba8\u8bba\u6210\u957f\u7684\u53ef\u6301\u7eed\u6027\u4e0e"\u589e\u901f\u9677\u9631"\u3002<\/p>\n

\u4e00\u3001\u63a5\u53e3\u539f\u59cb\u5b57\u6bb5\u68b3\u7406<\/h3>\n

1）hicw\/cz \u6210\u957f\u80fd\u529b<\/h4>\n

\u5b57\u6bb5\u6765\u81ea\u5b98\u7f51\u8bf4\u660e（\u96f6\u7f16\u9020），\u5171 11 \u4e2a，\u5173\u952e\u662f：<\/p>\n\n\u5b57\u6bb5\u542b\u4e49<\/tr>\n\n\n\n\n\n\n\n
dm, mc<\/td>\n\u4ee3\u7801\u3001\u540d\u79f0<\/td>\n<\/tr>\n
zyzzl<\/td>\n\u8425\u4e1a\u6536\u5165\u589e\u957f\u7387<\/td>\n<\/tr>\n
jlrzzl<\/td>\n\u51c0\u5229\u6da6\u589e\u957f\u7387<\/td>\n<\/tr>\n
jzczzl<\/td>\n\u51c0\u8d44\u4ea7\u589e\u957f\u7387<\/td>\n<\/tr>\n
zzczzl<\/td>\n\u603b\u8d44\u4ea7\u589e\u957f\u7387<\/td>\n<\/tr>\n
y, q, yq<\/td>\n\u5e74\u3001\u5b63\u3001\u5e74\u6708\u6807\u8bc6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u8def\u5f84：{BASE}\/hicw\/cz\/{licence}（\u53ef\u6309 y\/q \u53d6\u62a5\u544a\u671f）\u3002\u672c\u7bc7\u7528 zyzzl（\u8425\u6536\u589e\u901f）\u3001jlrzzl（\u51c0\u5229\u589e\u901f）\u505a\u6210\u957f\u5206\u3002<\/p>\n

\u4e8c\u3001\u81ea\u7814\u884d\u751f\u7edf\u8ba1\u6307\u6807<\/h3>\n
    \n
  • \u8425\u6536\u589e\u901f\u6392\u540d rank(zyzzl)：\u4e1a\u52a1\u6269\u5f20\u80fd\u529b\u3002<\/li>\n
  • \u51c0\u5229\u589e\u901f\u6392\u540d rank(jlrzzl)：\u76c8\u5229\u6269\u5f20\u80fd\u529b\u3002<\/li>\n
  • \u6210\u957f\u7efc\u5408 growth = z(\u8425\u6536\u589e\u901f) + z(\u51c0\u5229\u589e\u901f)（z-score \u5408\u6210）\u3002<\/li>\n
  • \u8d28\u91cf\u8fc7\u6ee4：\u51c0\u5229\u589e\u901f\u9ad8\u4f46\u8425\u6536\u4e0d\u589e（\u9760\u975e\u7ecf\u5e38\u6027\u6536\u76ca），\u8d28\u91cf\u5dee；\u4e24\u8005\u540c\u9ad8\u624d\u4f18\u3002<\/li>\n
  • \u5254\u9664\u8d1f\u589e\u957f\/\u5f02\u5e38\u503c：\u589e\u901f\u6781\u7aef（\u5982 >500%）\u53ef\u80fd\u662f\u4f4e\u57fa\u6570\u53cd\u5f39，\u9700\u914d\u5408\u7edd\u5bf9\u503c\u3002<\/li>\n<\/ul>\n

    \u4e09\u3001\u6570\u636e\u8868\u8bbe\u8ba1<\/h3>\n

    CREATE<\/span> TABLE<\/span> IF<\/span> NOT<\/span> EXISTS<\/span> growth_factor (<\/span>
    \n yq TEXT<\/span> NOT<\/span> NULL<\/span>,<\/span>
    \n dm TEXT<\/span> NOT<\/span> NULL<\/span>,<\/span>
    \n zyzzl REAL<\/span>,<\/span> jlrzzl REAL<\/span>,<\/span>
    \n growth REAL<\/span>,<\/span>
    \n PRIMARY<\/span> KEY<\/span> (<\/span>yq,<\/span> dm)<\/span>
    \n)<\/span>;<\/span><\/p>\n

    \u56db\u3001\u5b8c\u6574\u4ee3\u7801<\/h3>\n

    4.1 \u6210\u957f\u6253\u5206（z-score）<\/h4>\n

    import<\/span> sqlite3,<\/span> json,<\/span> time,<\/span> math<\/p>\n

    BASE =<\/span> "https:\/\/api.biyingapi.com"<\/span>
    \nLICENCE =<\/span> "YOUR_LICENCE_HERE"<\/span>
    \nDB_PATH =<\/span> "backtest.db"<\/span><\/p>\n

    def<\/span> biying_api_get_retry<\/span>(<\/span>url,<\/span> timeout=<\/span>15<\/span>,<\/span> max_retry=<\/span>3<\/span>)<\/span>:<\/span>
    \n import<\/span> urllib.<\/span>request
    \n last =<\/span> None<\/span>
    \n for<\/span> i in<\/span> range<\/span>(<\/span>max_retry)<\/span>:<\/span>
    \n try<\/span>:<\/span>
    \n req =<\/span> urllib.<\/span>request.<\/span>Request(<\/span>url,<\/span> headers=<\/span>{<\/span>'User-Agent'<\/span>:<\/span> 'Mozilla\/5.0'<\/span>}<\/span>)<\/span>
    \n with<\/span> urllib.<\/span>request.<\/span>urlopen(<\/span>req,<\/span> timeout=<\/span>timeout)<\/span> as<\/span> r:<\/span>
    \n return<\/span> json.<\/span>loads(<\/span>r.<\/span>read(<\/span>)<\/span>.<\/span>decode(<\/span>'utf-8'<\/span>,<\/span> 'ignore'<\/span>)<\/span>)<\/span>
    \n except<\/span> Exception as<\/span> e:<\/span>
    \n last =<\/span> e
    \n if<\/span> i <<\/span> max_retry –<\/span> 1<\/span>:<\/span>
    \n time.<\/span>sleep(<\/span>1<\/span> +<\/span> i)<\/span>
    \n raise<\/span> last<\/p>\n

    def<\/span> fetch_cz<\/span>(<\/span>y=<\/span>None<\/span>,<\/span> q=<\/span>None<\/span>)<\/span>:<\/span>
    \n url =<\/span> f"<\/span>{<\/span>BASE}<\/span><\/span>\/hicw\/cz\/<\/span>{<\/span>LICENCE}<\/span><\/span>"<\/span><\/span>
    \n if<\/span> y:<\/span>
    \n url +=<\/span> f"?y=<\/span>{<\/span>y}<\/span><\/span>"<\/span><\/span> +<\/span> (<\/span>f"&q=<\/span>{<\/span>q}<\/span><\/span>"<\/span><\/span> if<\/span> q else<\/span> ""<\/span>)<\/span>
    \n data =<\/span> biying_api_get_retry(<\/span>url)<\/span>
    \n return<\/span> data if<\/span> isinstance<\/span>(<\/span>data,<\/span> list<\/span>)<\/span> else<\/span> data.<\/span>get(<\/span>'data'<\/span>,<\/span> [<\/span>]<\/span>)<\/span><\/p>\n

    def<\/span> _zscore<\/span>(<\/span>vals)<\/span>:<\/span>
    \n n =<\/span> len<\/span>(<\/span>vals)<\/span>
    \n if<\/span> n <<\/span> 2<\/span>:<\/span>
    \n return<\/span> [<\/span>0.0<\/span>]<\/span> *<\/span> n
    \n m =<\/span> sum<\/span>(<\/span>vals)<\/span> \/<\/span> n
    \n var =<\/span> sum<\/span>(<\/span>(<\/span>x –<\/span> m)<\/span> **<\/span> 2<\/span> for<\/span> x in<\/span> vals)<\/span> \/<\/span> (<\/span>n –<\/span> 1<\/span>)<\/span>
    \n sd =<\/span> math.<\/span>sqrt(<\/span>var)<\/span> if<\/span> var ><\/span> 0<\/span> else<\/span> 1.0<\/span>
    \n return<\/span> [<\/span>(<\/span>x –<\/span> m)<\/span> \/<\/span> sd for<\/span> x in<\/span> vals]<\/span><\/p>\n

    def<\/span> growth_score<\/span>(<\/span>rows)<\/span>:<\/span>
    \n """\u8425\u6536+\u51c0\u5229\u589e\u901f z-score \u6c42\u548c（\u7eaf\u8ba1\u7b97）\u3002"""<\/span>
    \n rev =<\/span> [<\/span>float<\/span>(<\/span>r[<\/span>'zyzzl'<\/span>]<\/span>)<\/span> for<\/span> r in<\/span> rows if<\/span> r.<\/span>get(<\/span>'zyzzl'<\/span>)<\/span> is<\/span> not<\/span> None<\/span>]<\/span>
    \n pro =<\/span> [<\/span>float<\/span>(<\/span>r[<\/span>'jlrzzl'<\/span>]<\/span>)<\/span> for<\/span> r in<\/span> rows if<\/span> r.<\/span>get(<\/span>'jlrzzl'<\/span>)<\/span> is<\/span> not<\/span> None<\/span>]<\/span>
    \n zr,<\/span> zp =<\/span> _zscore(<\/span>rev)<\/span>,<\/span> _zscore(<\/span>pro)<\/span>
    \n out =<\/span> {<\/span>}<\/span>
    \n idx =<\/span> 0<\/span>
    \n for<\/span> r in<\/span> rows:<\/span>
    \n if<\/span> r.<\/span>get(<\/span>'zyzzl'<\/span>)<\/span> is<\/span> not<\/span> None<\/span> and<\/span> r.<\/span>get(<\/span>'jlrzzl'<\/span>)<\/span> is<\/span> not<\/span> None<\/span>:<\/span>
    \n out[<\/span>r[<\/span>'dm'<\/span>]<\/span>]<\/span> =<\/span> zr[<\/span>idx]<\/span> +<\/span> zp[<\/span>idx]<\/span>
    \n idx +=<\/span> 1<\/span>
    \n return<\/span> out<\/p>\n

    def<\/span> demo_growth<\/span>(<\/span>)<\/span>:<\/span>
    \n rows =<\/span> [<\/span>
    \n {<\/span>'dm'<\/span>:<\/span> 'A'<\/span>,<\/span> 'zyzzl'<\/span>:<\/span> 30.0<\/span>,<\/span> 'jlrzzl'<\/span>:<\/span> 40.0<\/span>}<\/span>,<\/span>
    \n {<\/span>'dm'<\/span>:<\/span> 'B'<\/span>,<\/span> 'zyzzl'<\/span>:<\/span> 5.0<\/span>,<\/span> 'jlrzzl'<\/span>:<\/span> 8.0<\/span>}<\/span>,<\/span>
    \n {<\/span>'dm'<\/span>:<\/span> 'C'<\/span>,<\/span> 'zyzzl'<\/span>:<\/span> 50.0<\/span>,<\/span> 'jlrzzl'<\/span>:<\/span> 60.0<\/span>}<\/span>,<\/span>
    \n ]<\/span>
    \n print<\/span>(<\/span>"\u6210\u957f\u5206:"<\/span>,<\/span> growth_score(<\/span>rows)<\/span>)<\/span><\/p>\n

    if<\/span> __name__ ==<\/span> '__main__'<\/span>:<\/span>
    \n demo_growth(<\/span>)<\/span><\/p>\n

    \u4e94\u3001\u5173\u952e\u4e1a\u52a1\u8bf4\u660e<\/h3>\n
      \n
    • \u8425\u6536\u4e0e\u51c0\u5229\u8981\u540c\u770b：\u51c0\u5229\u9ad8\u589e\u4f46\u8425\u6536\u505c\u6ede，\u53ef\u80fd\u662f\u5356\u8d44\u4ea7\/\u7406\u8d22\u7b49\u975e\u7ecf\u5e38\u6027\u6536\u76ca，\u4e0d\u53ef\u6301\u7eed；\u8425\u6536\u51c0\u5229\u53cc\u589e\u624d\u5065\u5eb7\u3002<\/li>\n
    • \u589e\u901f\u9677\u9631：\u8d85\u9ad8\u589e\u901f（>100%）\u5e38\u56e0\u524d\u4e00\u5e74\u57fa\u6570\u4f4e（\u5982\u75ab\u60c5\u540e\u590d\u82cf），\u5e76\u975e\u771f\u6210\u957f；\u5e94\u770b"\u7edd\u5bf9\u503c+\u6301\u7eed\u6027"\u3002<\/li>\n
    • \u6210\u957f\u9700\u4e0e\u4f30\u503c\u5e73\u8861：\u9ad8\u6210\u957f\u80a1\u5f80\u5f80\u8d35（\u9ad8 PE），\u7eaf\u6210\u957f\u7b56\u7565\u6613\u4e70\u5728\u9876\u90e8；\u4e0e\u4ef7\u503c\u7ed3\u5408（GARP）\u66f4\u7a33（\u7b2c 19 \u7bc7）\u3002<\/li>\n
    • \u62a5\u544a\u671f\u524d\u89c6：\u8d22\u52a1\u6570\u636e\u62ab\u9732\u6ede\u540e，\u56de\u6d4b\u8981\u7528"\u5f53\u65f6\u5df2\u62ab\u9732"\u7684\u62a5\u544a\u671f，\u4e0d\u80fd\u62ff\u672a\u53d1\u5e03\u7684\u8d22\u62a5\u3002<\/li>\n<\/ul>\n

      \u516d\u3001\u62d3\u5c55\u7ec3\u4e60<\/h3>\n
    • \u628a\u6210\u957f\u5206\u4e0e\u7b2c 16 \u7bc7\u4ef7\u503c\u5206\u5408\u6210 GARP \u5206\u6570（\u6210\u957f\/PE \u6216 PEG \u601d\u8def）\u3002<\/li>\n
    • \u7528\u591a\u671f\u589e\u901f\u7b97"\u7a33\u5b9a\u6027"，\u5254\u9664\u4e00\u6b21\u6027\u9ad8\u589e\u957f\u3002<\/li>\n
    • \u63a5\u7b2c 25 \u7bc7\u7ec4\u5408，\u505a\u5b63\u5ea6\u8c03\u4ed3\u7684\u9ad8\u6210\u957f\u7ec4\u5408\u3002<\/li>\n
    • \u628a\u6210\u957f\u5206\u4f5c\u4e3a\u7b2c 10 \u7bc7\u6295\u7968\u5668\u7684"\u57fa\u672c\u9762\u7968"，\u5e73\u8861\u6280\u672f\u566a\u97f3\u3002<\/li>\n

      \u4e0b\u7bc7\u9884\u544a<\/h3>\n

      \u7cfb\u5217\u7b2c 19 \u7bc7：\u8d28\u91cf\u7efc\u5408\u6253\u5206\u7b56\u7565 \u2014\u2014 \u4ef7\u503c\u3001\u76c8\u5229\u3001\u6210\u957f\u90fd\u662f\u5355\u56e0\u5b50，\u4e0b\u4e00\u7bc7\u628a\u5b83\u4eec\u7edf\u4e00 z-score \u5408\u6210\u4e00\u4e2a\u7efc\u5408\u8d28\u91cf\u5206，\u505a\u51fa\u53ef\u56de\u6d4b\u7684\u591a\u56e0\u5b50\u9009\u80a1\u6a21\u578b\u3002<\/p>\n

      \u514d\u8d23\u7533\u660e：\u672c\u7bc7\u5168\u90e8\u4ee3\u7801\u4e0e\u56de\u6d4b\u7ed3\u679c\u4ec5\u4f5c\u4e3a\u91cf\u5316\u7f16\u7a0b\u4e0e\u7b56\u7565\u7814\u7a76\u7684\u5b66\u4e60\u6f14\u793a，\u6240\u6709\u56de\u6d4b\u5747\u4e3a\u65b9\u6cd5\u6f14\u793a，\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002\u5e02\u573a\u6709\u98ce\u9669，\u6295\u8d44\u9700\u8c28\u614e\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      A\u80a1\u91cf\u5316\u7b56\u7565\u56de\u6d4b\u5b9e\u6218：\u4ece\u884c\u60c5\u6570\u636e\u5230\u7ee9\u6548\u8bc4\u4f30（\u7b2c 18 \u7bc7）：\u6210\u957f\u7b56\u7565
      \n\u524d\u8a00
      \n\u76c8\u5229\u8d28\u91cf\u770b\\”\u73b0\u5728\u8d5a\u4e0d\u8d5a\\”，\u6210\u957f\u770b\\”\u5c06\u6765\u8d5a\u5f97\u591a\u4e0d\u591a\\”\u3002\u9ad8\u6210\u957f\u516c\u53f8\u5f80\u5f80\u4eab\u53d7\u4f30\u503c\u6ea2\u4ef7，\u6210\u957f\u56e0\u5b50\u662f\u52a8\u91cf\/\u8d8b\u52bf\u4e4b\u5916\u53e6\u4e00\u5927\u6536\u76ca\u6765\u6e90\u3002\u672c\u7bc7\u7528 hicw \u771f\u5b9e\u7684\u6210\u957f\u80fd\u529b\u6570\u636e（\u8425\u6536\u589e\u901f\u3001\u5229\u6da6\u589e\u901f），\u505a\u9ad8\u6210\u957f\u9009\u80a1，\u5e76\u8ba8\u8bba\u6210\u957f\u7684\u53ef\u6301\u7eed\u6027\u4e0e\\”\u589e\u901f\u9677\u9631\\”\u3002
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