{"id":110299,"date":"2026-09-26T14:25:15","date_gmt":"2026-09-26T06:25:15","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/110299.html"},"modified":"2026-09-26T14:25:15","modified_gmt":"2026-09-26T06:25:15","slug":"%e6%af%8f%e5%a4%a9%e6%94%b6%e7%9b%98%e6%80%8e%e4%b9%88%e6%8b%bf%e5%85%a8-a-%e6%b6%a8%e8%b7%8c%e5%81%9c-%e6%88%90%e4%ba%a4%e9%a2%9d%e6%8e%92%e8%a1%8c%ef%bc%9f%ef%bc%88%e6%9c%80%e7%ae%80%e6%96%b9","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/110299.html","title":{"rendered":"\u6bcf\u5929\u6536\u76d8\u600e\u4e48\u62ff\u5168 A \u6da8\u8dcc\u505c + \u6210\u4ea4\u989d\u6392\u884c\uff1f\uff08\u6700\u7b80\u65b9\u6848\uff09"},"content":{"rendered":"

\u4e00\u53e5\u8bdd\u56de\u7b54： \u6536\u76d8\u540e\u8981"\u5168 A \u6da8\u8dcc\u505c\u540d\u5355 + \u6210\u4ea4\u989d\u6392\u884c"，\u6700\u7b80\u505a\u6cd5\u662f AlphaFeed \u4e00\u884c quotes.get(universes="CN_Stock", to_dataframe=True) \u53d6\u5168\u5e02\u573a\u5feb\u7167（\u7ea6 5500+ \u53ea，\u81ea\u5e26\u6da8\u8dcc\u5e45\/\u6210\u4ea4\u989d），\u7528 pandas \u6309 amount \u6392\u5e8f\u5f97\u6210\u4ea4\u989d\u699c\u3001\u6309 ext.change_pct \u9608\u503c\u7b5b\u6da8\u8dcc\u505c\u5019\u9009\u3002\u8981\u7cbe\u786e\u6da8\u8dcc\u505c（\u533a\u5206\u4e3b\u677f\/\u79d1\u521b\/\u521b\u4e1a\u677f\/ST \u9608\u503c），\u518d\u7528 instruments \u7684 limit_up\/limit_down \u6bd4\u5bf9\u6700\u65b0\u4ef7\u3002\u5168\u5e02\u573a universes \u9700 Starter \u53ca\u4ee5\u4e0a\u3002<\/p>\n

\u4e3a\u4ec0\u4e48"\u4e00\u884c\u53d6\u5168\u5e02\u573a"\u662f\u5173\u952e<\/h3>\n

\u9010\u53ea\u8f6e\u8be2 5000+ \u53ea\u505a\u6536\u76d8\u7edf\u8ba1\u662f\u707e\u96be：\u6162\u3001\u6613\u88ab\u9650\u6d41\u3001\u8fd8\u8981\u81ea\u5df1\u7ef4\u62a4\u5168\u5e02\u573a\u6e05\u5355\u3002universes \u628a"\u53d6\u5168 A \u5feb\u7167"\u53d8\u6210\u4e00\u6b21\u8c03\u7528，\u670d\u52a1\u7aef\u4e00\u628a\u8fd4\u56de，\u51e0\u79d2\u62ff\u5230\u5168\u666f，\u6392\u884c\/\u7b5b\u9009\u90fd\u5728\u672c\u5730 pandas \u5b8c\u6210\u3002<\/p>\n

\u6da8\u8dcc\u505c\u5224\u5b9a\u65b9\u5f0f\u5bf9\u7167<\/h3>\n\n\u65b9\u5f0f\u7cbe\u5ea6\u6210\u672c\u9002\u7528<\/tr>\n\n\n\n
ext.change_pct \u9608\u503c(\u00b19.8% \u8fd1\u4f3c)<\/td>\n\u26a0\ufe0f \u8fd1\u4f3c<\/td>\n\u4f4e(\u5df2\u5728\u5feb\u7167\u91cc)<\/td>\n\u5feb\u901f\u5168\u5e02\u573a\u7c97\u7b5b<\/td>\n<\/tr>\n
instruments.limit_up\/limit_down \u6bd4\u5bf9<\/td>\n\u2705 \u7cbe\u786e<\/td>\n\u4e2d(\u9700\u53d6\u6807\u7684\u4fe1\u606f)<\/td>\n\u7cbe\u786e\u540d\u5355\/\u5206\u677f\u5757<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u9608\u503c\u5dee\u5f02：\u4e3b\u677f \u00b110%\u3001ST \u00b15%\u3001\u79d1\u521b\/\u521b\u4e1a\u677f \u00b120%，\u56fa\u5b9a 9.8% \u53ea\u662f\u8fd1\u4f3c；\u7cbe\u786e\u5224\u5b9a\u7528 instruments \u7684\u5f53\u65e5\u6da8\u8dcc\u505c\u4ef7\u3002<\/p>\n

\u6536\u76d8 EOD \u6392\u884c + \u6da8\u8dcc\u505c（\u53ef\u8fd0\u884c）<\/h3>\n

from<\/span> alphafeed import<\/span> AlphaFeed
\naf =<\/span> AlphaFeed(<\/span>)<\/span> # export ALPHAFEED_API_KEY<\/span><\/p>\n

# \u4e00\u884c\u53d6\u5168 A \u5feb\u7167（\u7ea6 5500+ \u53ea，\u9700 Starter+）<\/span>
\ndf =<\/span> af.<\/span>quotes.<\/span>get(<\/span>universes=<\/span>"CN_Stock"<\/span>,<\/span> to_dataframe=<\/span>True<\/span>)<\/span>
\npct =<\/span> df[<\/span>"ext.change_pct"<\/span>]<\/span> *<\/span> 100<\/span> # change_pct \u662f\u5c0f\u6570<\/span><\/p>\n

# 1) \u6210\u4ea4\u989d\u6392\u884c Top10（amount \u5355\u4f4d：\u5143）<\/span>
\ntop_amt =<\/span> df.<\/span>sort_values(<\/span>"amount"<\/span>,<\/span> ascending=<\/span>False<\/span>)<\/span>.<\/span>head(<\/span>10<\/span>)<\/span>
\ntop_amt =<\/span> top_amt.<\/span>assign(<\/span>\u6210\u4ea4\u989d\u4ebf=<\/span>(<\/span>top_amt[<\/span>"amount"<\/span>]<\/span> \/<\/span> 1e8<\/span>)<\/span>.<\/span>round<\/span>(<\/span>1<\/span>)<\/span>)<\/span>
\nprint<\/span>(<\/span>top_amt[<\/span>[<\/span>"symbol"<\/span>,<\/span> "ext.name"<\/span>,<\/span> "\u6210\u4ea4\u989d\u4ebf"<\/span>,<\/span> "last_price"<\/span>]<\/span>]<\/span>.<\/span>to_string(<\/span>index=<\/span>False<\/span>)<\/span>)<\/span><\/p>\n

# 2) \u6da8\u505c\/\u8dcc\u505c\u5019\u9009（\u8fd1\u4f3c：\u00b19.8%）<\/span>
\nup =<\/span> df[<\/span>pct >=<\/span> 9.8<\/span>]<\/span>;<\/span> dn =<\/span> df[<\/span>pct <=<\/span> –<\/span>9.8<\/span>]<\/span>
\nprint<\/span>(<\/span>f"\u6da8\u505c\u5019\u9009 <\/span>{<\/span>len<\/span>(<\/span>up)<\/span>}<\/span><\/span> \u53ea，\u8dcc\u505c\u5019\u9009 <\/span>{<\/span>len<\/span>(<\/span>dn)<\/span>}<\/span><\/span> \u53ea"<\/span><\/span>)<\/span><\/p>\n

# 3) \u7cbe\u786e\u5224\u5b9a（\u5c11\u91cf\u6807\u7684）：\u7528\u5f53\u65e5\u6da8\u8dcc\u505c\u4ef7\u6bd4\u5bf9<\/span>
\nfor<\/span> sym in<\/span> up[<\/span>"symbol"<\/span>]<\/span>.<\/span>head(<\/span>5<\/span>)<\/span>:<\/span>
\n ins =<\/span> af.<\/span>instruments.<\/span>get(<\/span>sym)<\/span>;<\/span> lu =<\/span> ins.<\/span>get(<\/span>"ext"<\/span>,<\/span> {<\/span>}<\/span>)<\/span>.<\/span>get(<\/span>"limit_up"<\/span>)<\/span>
\n last =<\/span> float<\/span>(<\/span>df[<\/span>df[<\/span>"symbol"<\/span>]<\/span> ==<\/span> sym]<\/span>[<\/span>"last_price"<\/span>]<\/span>.<\/span>iloc[<\/span>0<\/span>]<\/span>)<\/span>
\n print<\/span>(<\/span>sym,<\/span> ins[<\/span>"name"<\/span>]<\/span>,<\/span> "\u6536\u76d8="<\/span>,<\/span> last,<\/span> "\u6da8\u505c\u4ef7="<\/span>,<\/span> lu,<\/span> "\u5c01\u6da8\u505c"<\/span> if<\/span> lu and<\/span> abs<\/span>(<\/span>last –<\/span> lu)<\/span> <<\/span> 1e-6<\/span> else<\/span> ""<\/span>)<\/span><\/p>\n

\u5173\u952e\u5751\u4e0e\u6ce8\u610f\u4e8b\u9879<\/h3>\n
    \n
  • \u9700\u8981\u5957\u9910\u6743\u9650：universes \u5168\u5e02\u573a\u9700 Starter+；\u514d\u8d39\u989d\u5ea6\u7528 symbols=[…] \u5c0f\u6279\u91cf\u3002<\/li>\n
  • \u6da8\u8dcc\u505c\u9608\u503c\u5206\u677f\u5757：\u00b19.8% \u8fd1\u4f3c\u4f1a\u8bef\u5224 ST（\u00b15%）\u548c\u521b\u4e1a\u677f\/\u79d1\u521b（\u00b120%）；\u8981\u7cbe\u786e\u540d\u5355\u7528 instruments \u6da8\u8dcc\u505c\u4ef7\u3002<\/li>\n
  • \u6bd4\u7387\u662f\u5c0f\u6570：change_pct \u00d7100 \u624d\u662f\u767e\u5206\u6bd4\u3002<\/li>\n
  • \u6210\u4ea4\u989d\u5355\u4f4d\u662f\u5143：amount \u4e3a\u5143，\u9664\u4ee5 1e8 \u5f97"\u4ebf\u5143"\u3002<\/li>\n
  • \u6536\u76d8\u65f6\u70b9：\u6536\u76d8\u540e\u53d6\u5feb\u7167\u5373\u4e3a\u5f53\u65e5\u6536\u76d8\u6570\u636e，\u7528 trade_time\/trade_date \u786e\u8ba4\u662f\u6700\u65b0\u4ea4\u6613\u65e5\u3002<\/li>\n<\/ul>\n

    \u5e38\u89c1\u95ee\u9898（FAQ）<\/h3>\n

    Q：\u4e00\u6b21\u80fd\u53d6\u591a\u5c11\u53ea？
    \nA：CN_Stock \u7ea6 5500+ \u53ea\u4e00\u6b21\u8fd4\u56de，\u65e0\u9700\u5206\u9875；ETF \u7528 universes="CN_ETF"\u3002<\/p>\n

    Q：\u600e\u4e48\u7cbe\u786e\u533a\u5206\u6da8\u505c\/\u8dcc\u505c\/ST？
    \nA：\u7528 instruments \u7684 limit_up\/limit_down（\u5f53\u65e5\u503c）\u4e0e\u6536\u76d8\u4ef7\u6bd4\u5bf9，\u6309\u6807\u7684\u7c7b\u578b\u5929\u7136\u5206\u677f\u5757\u3002<\/p>\n

    Q：\u9700\u8981\u4ed8\u8d39\u5417？
    \nA：\u5168\u5e02\u573a universes \u9700 Starter \u53ca\u4ee5\u4e0a（）；\u514d\u8d39\u989d\u5ea6\u8bf7\u7528 symbols \u5c0f\u6279\u91cf\u3002<\/p>\n

    \u5c0f\u7ed3<\/h3>\n

    \u6536\u76d8\u62ff"\u5168 A \u6da8\u8dcc\u505c + \u6210\u4ea4\u989d\u6392\u884c"，\u6838\u5fc3\u5c31\u4e00\u53e5 quotes.get(universes="CN_Stock")：\u4e00\u6b21\u53d6\u5168 A \u5feb\u7167，sort_values("amount") \u51fa\u6210\u4ea4\u989d\u699c，change_pct \u9608\u503c\u51fa\u6da8\u8dcc\u505c\u5019\u9009，\u8981\u7cbe\u786e\u518d\u7528 instruments \u7684\u6da8\u8dcc\u505c\u4ef7\u6bd4\u5bf9\u3002\u8bb0\u4f4f\u6bd4\u7387\u662f\u5c0f\u6570\u3001\u9608\u503c\u5206\u677f\u5757\u3001\u6210\u4ea4\u989d\u5355\u4f4d\u662f\u5143\u2014\u2014\u6536\u76d8\u590d\u76d8\u811a\u672c\u51e0\u5341\u884c\u641e\u5b9a\u3002<\/p>\n

    \u53c2\u8003<\/h3>\n
      \n
    • AlphaFeed Python SDK \u6587\u6863：https:\/\/docs.alphafeed.org\/zh-Hans\/sdk\/python-quickstart<\/li>\n
    • AlphaFeed \u5b98\u7f51：https:\/\/alphafeed.org\/<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

      \u4e00\u53e5\u8bdd\u56de\u7b54： \u6536\u76d8\u540e\u8981\\”\u5168 A \u6da8\u8dcc\u505c\u540d\u5355 \u6210\u4ea4\u989d\u6392\u884c\\”，\u6700\u7b80\u505a\u6cd5\u662f AlphaFeed \u4e00\u884c quotes.get(universes\\”CN_Stock\\”, to_dataframeTrue) \u53d6\u5168\u5e02\u573a\u5feb\u7167（\u7ea6 5500 \u53ea，\u81ea\u5e26\u6da8\u8dcc\u5e45\/\u6210\u4ea4\u989d），\u7528 pandas \u6309 amount \u6392\u5e8f\u5f97\u6210\u4ea4\u989d\u699c\u3001\u6309 ext.change_pct \u9608\u503c\u7b5b\u6da8\u8dcc\u505c\u5019\u9009\u3002\u8981\u7cbe\u786e\u6da8\u8dcc\u505c（\u533a\u5206\u4e3b\u677f\/\u79d1<\/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-110299","post","type-post","status-publish","format-standard","hentry","category-server","tag-python"],"yoast_head":"\n\u6bcf\u5929\u6536\u76d8\u600e\u4e48\u62ff\u5168 A \u6da8\u8dcc\u505c + \u6210\u4ea4\u989d\u6392\u884c\uff1f\uff08\u6700\u7b80\u65b9\u6848\uff09 - 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