{"id":111460,"date":"2026-10-01T09:16:47","date_gmt":"2026-10-01T01:16:47","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/111460.html"},"modified":"2026-10-01T09:16:47","modified_gmt":"2026-10-01T01:16:47","slug":"%e6%b2%aa%e6%b7%b1%e6%b8%af%e9%80%9a%e6%95%b0%e6%8d%ae%e5%ae%9e%e6%88%98%ef%bc%9a%e4%bb%8e%e5%8c%97%e5%90%91%e8%b5%84%e9%87%91%e5%88%b0%e6%8b%a9%e6%97%b6%e4%bf%a1%e5%8f%b7%e7%9a%84%e5%85%a8%e9%93%be","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/111460.html","title":{"rendered":"\u6caa\u6df1\u6e2f\u901a\u6570\u636e\u5b9e\u6218\uff1a\u4ece\u5317\u5411\u8d44\u91d1\u5230\u62e9\u65f6\u4fe1\u53f7\u7684\u5168\u94fe\u8def\u91cf\u5316\uff08\u7b2c 11 \u7bc7\uff09\uff1a\u81ea\u7814\u5317\u5411\u62e9\u65f6\u7efc\u5408\u6307\u6807\uff1a\u51c0\u6d41\u5165\u3001\u6210\u5206\u80a1\u4e0e\u6392\u540d\u5171\u632f"},"content":{"rendered":"

\u6caa\u6df1\u6e2f\u901a\u6570\u636e\u5b9e\u6218：\u4ece\u5317\u5411\u8d44\u91d1\u5230\u62e9\u65f6\u4fe1\u53f7\u7684\u5168\u94fe\u8def\u91cf\u5316（\u7b2c 11 \u7bc7）：\u81ea\u7814\u5317\u5411\u62e9\u65f6\u7efc\u5408\u6307\u6807：\u51c0\u6d41\u5165\u3001\u6210\u5206\u80a1\u4e0e\u6392\u540d\u5171\u632f<\/h2>\n

\u4e00\u3001\u524d\u8a00<\/h3>\n

\u524d 10 \u7bc7\u5206\u522b\u6253\u901a\u4e86\u300c\u8d44\u91d1\u9762\u300d（\u7b2c 1\u30012 \u7bc7）\u3001\u300c\u6210\u5206\u80a1\u60c5\u7eea\u300d（\u7b2c 3 \u7bc7）\u3001\u300c\u6392\u540d\u6301\u7eed\u5ea6\u300d（\u7b2c 8 \u7bc7）\u4e09\u6761\u7ebf\u7d22\u3002\u672c\u7bc7\u662f\u62e9\u65f6\u7efc\u5408\u5c42：\u628a\u8fd9\u4e09\u4e2a\u5355\u56e0\u5b50\u6309\u6743\u91cd\u5408\u6210\u4e00\u4e2a\u53ef\u91cf\u5316\u7684\u5317\u5411\u62e9\u65f6\u7efc\u5408\u6253\u5206，\u843d\u5e93 ht_composite，\u4f5c\u4e3a\u7b2c 12 \u7bc7\u5b9e\u6218\u6d41\u6c34\u7ebf\u7684\u8f93\u51fa\u76ee\u6807\u3002<\/p>\n

\u4e8c\u3001\u56e0\u5b50\u6765\u6e90（\u5747\u6765\u81ea\u672c\u7cfb\u5217\u524d\u6587\u843d\u5e93\u8868）<\/h3>\n\n\u56e0\u5b50\u6765\u6e90\u8868\u5b57\u6bb5\u542b\u4e49<\/tr>\n\n\n\n\n
\u8d44\u91d1\u9762<\/td>\nht_bx_trend<\/td>\nsignal<\/td>\n\u7b2c 2 \u7bc7\u5317\u5411\u51c0\u6d41\u5165\u52a8\u91cf\u4fe1\u53f7（\u22121\/0\/1）<\/td>\n<\/tr>\n
\u6210\u5206\u80a1\u60c5\u7eea<\/td>\nht_hgtc \/ ht_sgtc<\/td>\npc<\/td>\n\u7b2c 3 \u7bc7\u5317\u5411\u6210\u5206\u80a1\u5e73\u5747\u6da8\u8dcc\u5e45<\/td>\n<\/tr>\n
\u6392\u540d\u6301\u7eed\u5ea6<\/td>\nht_bxpm<\/td>\nzqszzf<\/td>\n\u7b2c 8 \u7bc7\u5317\u5411\u5468\u671f\u5e02\u503c\u6da8\u5e45<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e09\u3001\u81ea\u7814\u7efc\u5408\u6307\u6807<\/h3>\n

\u7efc\u5408\u6253\u5206（\u6f14\u793a\u7528\u7ebf\u6027\u52a0\u6743，\u6743\u91cd\u53ef\u6309\u6837\u672c\u5916\u8c03\u4f18）：<\/p>\n

score = 0.4 * \u8d44\u91d1\u9762\u4fe1\u53f7 + 0.3 * \u6210\u5206\u80a1\u60c5\u7eea\u5f52\u4e00 + 0.3 * \u6392\u540d\u6301\u7eed\u5ea6\u5f52\u4e00<\/p>\n

    \n
  • \u6210\u5206\u80a1\u60c5\u7eea\u5f52\u4e00：mean(pc) \/ 10（\u6da8\u8dcc\u5e45\u767e\u5206\u6bd4\u538b\u7f29\u5230 \u2248[\u22121,1]）\u3002<\/li>\n
  • \u6392\u540d\u6301\u7eed\u5ea6\u5f52\u4e00：mean(zqszzf) \/ 10\u3002<\/li>\n
  • \u4e09\u8005\u540c\u5411\u4e3a\u6b63\u65f6 score \u663e\u8457\u4e3a\u6b63，\u4ee3\u8868\u300c\u8d44\u91d1\u5728\u4e70 + \u6807\u7684\u8d70\u5f3a + \u6301\u7eed\u52a0\u4ed3\u300d\u5171\u632f\u3002<\/li>\n<\/ul>\n

    \u56db\u3001\u6570\u636e\u8868\u8bbe\u8ba1<\/h3>\n

    CREATE<\/span> TABLE<\/span> ht_composite (<\/span>ts TEXT<\/span>,<\/span> bx_signal REAL<\/span>,<\/span> board REAL<\/span>,<\/span> rank REAL<\/span>,<\/span> score REAL<\/span>)<\/span>;<\/span><\/p>\n

    \u4e94\u3001\u5b8c\u6574\u4ee3\u7801<\/h3>\n

    import<\/span> sqlite3,<\/span> pandas as<\/span> pd,<\/span> logging
    \nfrom<\/span> datetime import<\/span> datetime<\/p>\n

    DB_PATH =<\/span> "quant.db"<\/span>
    \nLOG_FILE =<\/span> "season4_article11.log"<\/span>
    \nlogging.<\/span>basicConfig(<\/span>filename=<\/span>LOG_FILE,<\/span> level=<\/span>logging.<\/span>INFO,<\/span>
    \n format<\/span>=<\/span>"%(asctime)s %(levelname)s %(message)s"<\/span>)<\/span><\/p>\n

    def<\/span> _safe_read<\/span>(<\/span>sql)<\/span>:<\/span>
    \n try<\/span>:<\/span>
    \n conn =<\/span> sqlite3.<\/span>connect(<\/span>DB_PATH)<\/span>
    \n df =<\/span> pd.<\/span>read_sql(<\/span>sql,<\/span> conn)<\/span>
    \n conn.<\/span>close(<\/span>)<\/span>
    \n return<\/span> df
    \n except<\/span> Exception:<\/span>
    \n return<\/span> pd.<\/span>DataFrame(<\/span>)<\/span><\/p>\n

    def<\/span> composite_signal<\/span>(<\/span>)<\/span>:<\/span>
    \n trend =<\/span> _safe_read(<\/span>"SELECT signal FROM ht_bx_trend ORDER BY t DESC LIMIT 1"<\/span>)<\/span>
    \n hg =<\/span> _safe_read(<\/span>"SELECT pc FROM ht_hgtc"<\/span>)<\/span>
    \n sg =<\/span> _safe_read(<\/span>"SELECT pc FROM ht_sgtc"<\/span>)<\/span>
    \n rank =<\/span> _safe_read(<\/span>"SELECT zqszzf FROM ht_bxpm"<\/span>)<\/span><\/p>\n

    w_bx =<\/span> int<\/span>(<\/span>trend[<\/span>"signal"<\/span>]<\/span>.<\/span>iloc[<\/span>0<\/span>]<\/span>)<\/span> if<\/span> not<\/span> trend.<\/span>empty else<\/span> 0<\/span>
    \n pc_series =<\/span> pd.<\/span>concat(<\/span>[<\/span>hg,<\/span> sg]<\/span>)<\/span>[<\/span>"pc"<\/span>]<\/span> if<\/span> (<\/span>not<\/span> hg.<\/span>empty or<\/span> not<\/span> sg.<\/span>empty)<\/span> else<\/span> pd.<\/span>Series(<\/span>dtype=<\/span>float<\/span>)<\/span>
    \n w_board =<\/span> pd.<\/span>to_numeric(<\/span>pc_series,<\/span> errors=<\/span>"coerce"<\/span>)<\/span>.<\/span>mean(<\/span>)<\/span> \/<\/span> 10.0<\/span> if<\/span> len<\/span>(<\/span>pc_series)<\/span> else<\/span> 0.0<\/span>
    \n w_rank =<\/span> pd.<\/span>to_numeric(<\/span>rank[<\/span>"zqszzf"<\/span>]<\/span>,<\/span> errors=<\/span>"coerce"<\/span>)<\/span>.<\/span>mean(<\/span>)<\/span> \/<\/span> 10.0<\/span> if<\/span> not<\/span> rank.<\/span>empty else<\/span> 0.0<\/span><\/p>\n

    score =<\/span> 0.4<\/span> *<\/span> w_bx +<\/span> 0.3<\/span> *<\/span> w_board +<\/span> 0.3<\/span> *<\/span> w_rank
    \n conn =<\/span> sqlite3.<\/span>connect(<\/span>DB_PATH)<\/span>
    \n conn.<\/span>execute(<\/span>"""CREATE TABLE IF NOT EXISTS ht_composite (
    \n ts TEXT, bx_signal REAL, board REAL, rank REAL, score REAL)"""<\/span>)<\/span>
    \n conn.<\/span>execute(<\/span>"INSERT INTO ht_composite VALUES (?,?,?,?,?)"<\/span>,<\/span>
    \n (<\/span>datetime.<\/span>now(<\/span>)<\/span>.<\/span>isoformat(<\/span>)<\/span>,<\/span> float<\/span>(<\/span>w_bx)<\/span>,<\/span> float<\/span>(<\/span>w_board)<\/span>,<\/span>
    \n float<\/span>(<\/span>w_rank)<\/span>,<\/span> float<\/span>(<\/span>score)<\/span>)<\/span>)<\/span>
    \n conn.<\/span>commit(<\/span>)<\/span>;<\/span> conn.<\/span>close(<\/span>)<\/span>
    \n logging.<\/span>info(<\/span>"composite score=%.4f"<\/span>,<\/span> score)<\/span>
    \n print<\/span>(<\/span>f"\u8d44\u91d1\u9762=<\/span>{<\/span>w_bx}<\/span><\/span> \u6210\u5206\u80a1\u60c5\u7eea=<\/span>{<\/span>w_board:<\/span>.3f<\/span>}<\/span><\/span> \u6392\u540d\u6301\u7eed\u5ea6=<\/span>{<\/span>w_rank:<\/span>.3f<\/span>}<\/span><\/span> "<\/span><\/span>
    \n f"\u7efc\u5408\u6253\u5206=<\/span>{<\/span>score:<\/span>.3f<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>
    \n return<\/span> score<\/p>\n

    if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
    \n composite_signal(<\/span>)<\/span><\/p>\n

    \u516d\u3001\u4e1a\u52a1\u5173\u952e\u70b9<\/h3>\n
      \n
    • \u672c\u7bc7\u662f\u300c\u805a\u5408\u5c42\u300d，\u4f9d\u8d56\u524d\u6587\u7684\u8868\u5df2\u5b58\u5728；\u7528 _safe_read \u515c\u5e95，\u7f3a\u8868\u65f6\u8be5\u56e0\u5b50\u8bb0\u4e3a 0，\u4e0d\u4f1a\u6574\u4f53\u5d29\u6e83\u3002<\/li>\n
    • \u6743\u91cd 0.4\/0.3\/0.3 \u4ec5\u4f5c\u6f14\u793a，\u5b9e\u76d8\u5e94\u5f53\u7528\u5386\u53f2\u6837\u672c\u505a\u5f52\u4e00\u4e0e\u8c03\u53c2，\u907f\u514d\u8fc7\u62df\u5408\u3002<\/li>\n
    • \u6253\u5206\u7684\u300c\u5171\u632f\u300d\u601d\u60f3\u53ef\u6269\u5c55\u5230\u7b2c 9\u300110 \u7bc7\u7684\u5357\u5317\u957f\u5468\u671f\u56e0\u5b50，\u505a\u6210\u591a\u5468\u671f\u7248\u672c\u3002<\/li>\n<\/ul>\n

      \u4e03\u3001\u62d3\u5c55\u7ec3\u4e60<\/h3>\n
    • \u628a\u4e09\u4e2a\u56e0\u5b50\u5404\u81ea\u505a z-score \u6807\u51c6\u5316\u540e\u518d\u52a0\u6743，\u524a\u5f31\u91cf\u7eb2\u5dee\u5f02\u3002<\/li>\n
    • \u7528 ht_composite.score \u5386\u53f2\u5e8f\u5217\u505a\u5206\u4f4d\u5207\u5206，\u5b9a\u4e49\u300c\u5f3a\u770b\u591a \/ \u4e2d\u6027 \/ \u5f3a\u770b\u7a7a\u300d\u4e09\u533a\u3002<\/li>\n
    • \u5c06\u672c\u7bc7 score \u4e0e\u6caa\u6df1 300 \u540e\u7eed N \u65e5\u6536\u76ca\u505a\u76f8\u5173\u6027\u68c0\u9a8c，\u8bc4\u4f30\u56e0\u5b50\u6709\u6548\u6027\u3002<\/li>\n

      \u516b\u3001\u4e0b\u7bc7\u9884\u544a<\/h3>\n

      \u4e0b\u4e00\u7bc7\u300a\u7efc\u5408\u5b9e\u6218\u6d41\u6c34\u7ebf：\u6570\u636e\u8c03\u5ea6\u4e0e\u5317\u5411\u770b\u677f\u300b\u5c06\u628a\u5168\u7cfb\u5217 21 \u4e2a\u63a5\u53e3\u7528\u7edf\u4e00\u8c03\u5ea6\u4e32\u8d77\u6765，\u5e76\u7528\u4e00\u4e2a\u901a\u7528\u843d\u5e93\u51fd\u6570 + \u8c03\u5ea6\u6846\u67b6，\u8f93\u51fa\u5317\u5411\u770b\u677f，\u5b8c\u6210\u672c\u5b63\u6536\u5b98\u3002<\/p>\n

      \u514d\u8d23\u7533\u660e：\u6587\u4e2d\u6240\u6709\u6570\u636e\u5904\u7406\u903b\u8f91\u4ec5\u4e3a\u7f16\u7a0b\u6f14\u793a，\u4ec5\u4e3a\u6570\u636e\u6f14\u793a，\u4e0d\u6784\u6210\u6295\u8d44\u5efa\u8bae\u3002\u5e02\u573a\u6709\u98ce\u9669，\u6295\u8d44\u9700\u8c28\u614e\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u6caa\u6df1\u6e2f\u901a\u6570\u636e\u5b9e\u6218：\u4ece\u5317\u5411\u8d44\u91d1\u5230\u62e9\u65f6\u4fe1\u53f7\u7684\u5168\u94fe\u8def\u91cf\u5316（\u7b2c 11 \u7bc7）：\u81ea\u7814\u5317\u5411\u62e9\u65f6\u7efc\u5408\u6307\u6807：\u51c0\u6d41\u5165\u3001\u6210\u5206\u80a1\u4e0e\u6392\u540d\u5171\u632f
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