{"id":120829,"date":"2026-11-01T13:42:13","date_gmt":"2026-11-01T05:42:13","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/120829.html"},"modified":"2026-11-01T13:42:13","modified_gmt":"2026-11-01T05:42:13","slug":"quotes-%e5%ad%97%e6%ae%b5%e5%85%a8%e8%a7%a3%ef%bc%9a%e6%b6%a8%e8%b7%8c%e5%b9%85%e3%80%81%e6%8c%af%e5%b9%85%e3%80%81%e6%8d%a2%e6%89%8b%e7%8e%87%e7%9a%84%e5%8f%a3%e5%be%84%e4%b8%8e%e5%8d%95%e4%bd%8d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/120829.html","title":{"rendered":"quotes \u5b57\u6bb5\u5168\u89e3\uff1a\u6da8\u8dcc\u5e45\u3001\u632f\u5e45\u3001\u6362\u624b\u7387\u7684\u53e3\u5f84\u4e0e\u5355\u4f4d"},"content":{"rendered":"

\u4e00\u53e5\u8bdd\u56de\u7b54： AlphaFeed \u5b9e\u65f6\u5feb\u7167 quotes \u91cc，ext.change_pct（\u6da8\u8dcc\u5e45）\u3001ext.amplitude（\u632f\u5e45）\u3001ext.turnover_rate（\u6362\u624b\u7387）\u90fd\u662f\u5c0f\u6570\u2014\u20140.03 \u8868\u793a +3%，\u4e0d\u662f 3.0；last_price\/prev_close\/open\/high\/low \u662f\u4ef7\u683c，volume \u5355\u4f4d\u300c\u624b\u300d\u3001amount \u5355\u4f4d\u5143（A \u80a1）\u3002\u5b9e\u6d4b\u6838\u5bf9：600519.SH \u7684 ext.change_pct=0.017471 \u4e0e\u624b\u7b97 (last-prev)\/prev \u5b8c\u5168\u4e00\u81f4，ext.amplitude=0.01953 \u4e0e (high-low)\/prev \u4e00\u81f4\u3002\u8bda\u5b9e\u8fb9\u754c：\u8fd9\u4e9b\u662f\u7ea6 3 \u79d2\u5ef6\u8fdf\u7684\u5feb\u7167\u5b57\u6bb5，amount \u4ec5 A \u80a1\u53ef\u9760（\u7f8e\u80a1\/\u6e2f\u80a1\u4e3a 0）\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u8981\u5148\u641e\u6e05\u695a\u53e3\u5f84<\/h3>\n

\u7528\u5feb\u7167\u9009\u80a1\/\u76ef\u76d8，\u6700\u5e38\u89c1\u7684 bug \u5c31\u662f\u628a\u5c0f\u6570\u5f53\u767e\u5206\u6570：\u4ee5\u4e3a change_pct \u662f 3.0（3%），\u5199\u6210 change_pct > 3 \u53bb\u7b5b，\u7ed3\u679c\u4ec0\u4e48\u90fd\u7b5b\u4e0d\u51fa\u6765（\u56e0\u4e3a\u771f\u5b9e\u503c\u662f 0.03）\u3002\u5148\u628a\u6bcf\u4e2a\u5b57\u6bb5\u7684\u53e3\u5f84\u548c\u5355\u4f4d\u9489\u6b7b，\u540e\u9762\u6240\u6709\u8fc7\u6ee4\u6761\u4ef6\u624d\u4e0d\u4f1a\u9519\u3002<\/p>\n

\u4e00\u6b21\u53d6\u56de\u5feb\u7167，\u770b\u5b57\u6bb5<\/h3>\n

from<\/span> alphafeed import<\/span> AlphaFeed
\naf =<\/span> AlphaFeed(<\/span>api_key=<\/span>"your-api-key"<\/span>)<\/span> # \u6216 export ALPHAFEED_API_KEY \u540e AlphaFeed()<\/span><\/p>\n

# \u5355\u53ea<\/span>
\nq1 =<\/span> af.<\/span>quotes.<\/span>get(<\/span>symbols=<\/span>"600519.SH"<\/span>)<\/span>
\n# \u5168 A \u4e00\u6b21\u53d6\u56de（DataFrame，\u5b9e\u6d4b\u7ea6 5576 \u884c）<\/span>
\nq =<\/span> af.<\/span>quotes.<\/span>get(<\/span>universes=<\/span>"CN_Stock"<\/span>,<\/span> to_dataframe=<\/span>True<\/span>)<\/span>
\nprint<\/span>(<\/span>list<\/span>(<\/span>q.<\/span>columns)<\/span>)<\/span>
\n# ['symbol','region','last_price','prev_close','open','high','low',<\/span>
\n# 'volume','amount','timestamp','trade_date','trade_time',<\/span>
\n# 'ext.type','ext.name','ext.change_pct','ext.change_amount',<\/span>
\n# 'ext.amplitude','ext.turnover_rate']<\/span><\/p>\n

\u5b57\u6bb5\u9010\u9879\u901f\u67e5<\/h3>\n\n\u5b57\u6bb5\u542b\u4e49\u53e3\u5f84 \/ \u5355\u4f4d\u793a\u4f8b(600519.SH)<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n
last_price<\/td>\n\u6700\u65b0\u4ef7<\/td>\n\u5143<\/td>\n\u2014<\/td>\n<\/tr>\n
prev_close<\/td>\n\u6628\u6536<\/td>\n\u5143<\/td>\n\u2014<\/td>\n<\/tr>\n
open\/high\/low<\/td>\n\u4eca\u5f00\/\u6700\u9ad8\/\u6700\u4f4e<\/td>\n\u5143<\/td>\n\u2014<\/td>\n<\/tr>\n
volume<\/td>\n\u7d2f\u8ba1\u6210\u4ea4\u91cf<\/td>\n\u624b（\u76d8\u4e2d=\u5230\u6b64\u523b，\u6536\u76d8=\u5168\u5929）<\/td>\n\u2014<\/td>\n<\/tr>\n
amount<\/td>\n\u7d2f\u8ba1\u6210\u4ea4\u989d<\/td>\n\u5143（A \u80a1；\u7f8e\/\u6e2f\u4e3a 0）<\/td>\n\u2014<\/td>\n<\/tr>\n
ext.change_pct<\/td>\n\u6da8\u8dcc\u5e45<\/td>\n\u5c0f\u6570 =(last\u2212prev)\/prev<\/td>\n0.017471 (\u2248+1.75%)<\/td>\n<\/tr>\n
ext.change_amount<\/td>\n\u6da8\u8dcc\u989d<\/td>\n\u5143 = last\u2212prev<\/td>\n23.25<\/td>\n<\/tr>\n
ext.amplitude<\/td>\n\u632f\u5e45<\/td>\n\u5c0f\u6570 =(high\u2212low)\/prev<\/td>\n0.01953 (\u22481.95%)<\/td>\n<\/tr>\n
ext.turnover_rate<\/td>\n\u6362\u624b\u7387<\/td>\n\u5c0f\u6570 =\u6210\u4ea4\u91cf\/\u6d41\u901a\u80a1\u672c<\/td>\n0.003439 (\u22480.34%)<\/td>\n<\/tr>\n
ext.name<\/td>\n\u540d\u79f0<\/td>\n\u5b57\u7b26\u4e32<\/td>\n\u8d35\u5dde\u8305\u53f0<\/td>\n<\/tr>\n
trade_time<\/td>\n\u5feb\u7167\u65f6\u95f4<\/td>\n\u5317\u4eac\u65f6\u95f4\u5b57\u7b26\u4e32<\/td>\n\u2014<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u7528\u771f\u5b9e\u6570\u636e\u6838\u5bf9\u53e3\u5f84（\u522b\u53ea\u542c\u6211\u8bf4）<\/h3>\n

r =<\/span> q[<\/span>q[<\/span>"symbol"<\/span>]<\/span> ==<\/span> "600519.SH"<\/span>]<\/span>.<\/span>iloc[<\/span>0<\/span>]<\/span>
\nchg =<\/span> (<\/span>r[<\/span>"last_price"<\/span>]<\/span> –<\/span> r[<\/span>"prev_close"<\/span>]<\/span>)<\/span> \/<\/span> r[<\/span>"prev_close"<\/span>]<\/span>
\namp =<\/span> (<\/span>r[<\/span>"high"<\/span>]<\/span> –<\/span> r[<\/span>"low"<\/span>]<\/span>)<\/span> \/<\/span> r[<\/span>"prev_close"<\/span>]<\/span>
\nprint<\/span>(<\/span>round<\/span>(<\/span>chg,<\/span> 6<\/span>)<\/span>,<\/span> round<\/span>(<\/span>r[<\/span>"ext.change_pct"<\/span>]<\/span>,<\/span> 6<\/span>)<\/span>)<\/span> # 0.017471 0.017471 \u2705 \u4e00\u81f4<\/span>
\nprint<\/span>(<\/span>round<\/span>(<\/span>amp,<\/span> 6<\/span>)<\/span>,<\/span> round<\/span>(<\/span>r[<\/span>"ext.amplitude"<\/span>]<\/span>,<\/span> 6<\/span>)<\/span>)<\/span> # 0.01953 0.01953 \u2705 \u4e00\u81f4<\/span><\/p>\n

\u6362\u7b97\u6210\u767e\u5206\u6570\u53ea\u9700 \u00d7 100：change_pct * 100 \u2192 1.75(%)\u3002\u7b5b\u300c\u6da8\u5e45 > 3%\u300d\u8981\u5199 q["ext.change_pct"] > 0.03\u3002<\/p>\n

\u5173\u952e\u5751\u4e0e\u6ce8\u610f\u4e8b\u9879<\/h3>\n
    \n
  • \u5168\u662f\u5c0f\u6570，\u4e0d\u662f\u767e\u5206\u6570：0.03 = 3%\u3002\u6240\u6709\u9608\u503c\u90fd\u6309\u5c0f\u6570\u5199（> 0.03\u3001.between(0.02, 0.07)）\u3002<\/li>\n
  • \u632f\u5e45\u5206\u6bcd\u662f\u6628\u6536：\u5b9e\u6d4b amplitude=(high\u2212low)\/prev_close，\u4e0d\u662f\u9664\u4ee5\u5f00\u76d8\u4ef7，\u4e5f\u4e0d\u662f\u9664\u4ee5\u6700\u65b0\u4ef7\u3002<\/li>\n
  • \u6362\u624b\u7387\u5206\u6bcd\u662f\u6d41\u901a\u80a1\u672c：turnover_rate = volume(\u624b)\u00d7100 \/ float_shares（\u624b\u2192\u80a1），\u53e3\u5f84\u4e3a\u6d41\u901a\u6362\u624b；\u82e5\u8981\u603b\u80a1\u672c\u53e3\u5f84\u9700\u81ea\u7b97\u3002<\/li>\n
  • amount \u4ec5 A \u80a1\u53ef\u9760：\u7f8e\u80a1\/\u6e2f\u80a1\u5feb\u7167 amount \u4e3a 0，\u7528 volume \u66ff\u4ee3\u3002<\/li>\n
  • \u5feb\u7167\u662f\u7ea6 3 \u79d2\u5ef6\u8fdf\u622a\u9762：\u76d8\u4e2d volume\/change_pct \u4f1a\u968f\u5237\u65b0\u53d8\u5316，\u4e0d\u662f\u9010\u7b14\u3001\u975e\u6beb\u79d2\u7ea7\u3002<\/li>\n
  • volume \u5355\u4f4d\u662f\u300c\u624b\u300d：1 \u624b=100 \u80a1；\u4e0e klines \u7684 volume \u53e3\u5f84\u4e00\u81f4\u3002<\/li>\n<\/ul>\n

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

    Q：change_pct \u662f 1.75 \u8fd8\u662f 0.0175？
    \nA：\u662f 0.0175（\u5c0f\u6570）\u3002\u5b9e\u6d4b 600519.SH \u4e3a 0.017471，\u7b49\u4e8e\u624b\u7b97 (last\u2212prev)\/prev，\u4e58 100 \u624d\u662f 1.75%\u3002<\/p>\n

    Q：\u632f\u5e45\u4e3a\u4ec0\u4e48\u548c\u6211\u6309\u5f00\u76d8\u4ef7\u7b97\u7684\u5bf9\u4e0d\u4e0a？
    \nA：AlphaFeed \u7684 amplitude \u5206\u6bcd\u662f\u6628\u6536（prev_close），\u4e0d\u662f\u5f00\u76d8\u4ef7\u3002\u6362\u53e3\u5f84\u81ea\u5df1\u7528 (high\u2212low)\/open \u53e6\u7b97\u5373\u53ef\u3002<\/p>\n

    Q：\u6362\u624b\u7387\u662f\u6d41\u901a\u8fd8\u662f\u603b\u80a1\u672c\u53e3\u5f84？
    \nA：\u5b9e\u6d4b\u5bf9\u5e94\u6d41\u901a\u80a1\u672c（float_shares）\u3002\u8981\u603b\u80a1\u672c\u53e3\u5f84\u7528 volume\u00d7100\/total_shares \u81ea\u7b97（total_shares \u6765\u81ea instruments）\u3002<\/p>\n

    Q：\u8fd9\u4e9b\u5b57\u6bb5\u5386\u53f2\u503c\u80fd\u53d6\u5417？
    \nA：quotes \u662f\u5b9e\u65f6\u5feb\u7167；\u5386\u53f2\u8981\u7528 klines（\u65e5\/\u5206\u949f\u7ebf）\u81ea\u5df1\u590d\u539f\u6da8\u8dcc\u5e45\u3001\u632f\u5e45\u7b49\u3002<\/p>\n

    \u5c0f\u7ed3<\/h3>\n

    quotes \u7684 ext.* \u5b57\u6bb5\u628a\u6da8\u8dcc\u5e45\u3001\u632f\u5e45\u3001\u6362\u624b\u7387\u76f4\u63a5\u7b97\u597d\u7ed9\u4f60，\u4f46\u5168\u662f\u5c0f\u6570，\u4e14\u632f\u5e45\u5206\u6bcd\u662f\u6628\u6536\u3001\u6362\u624b\u7387\u5206\u6bcd\u662f\u6d41\u901a\u80a1\u672c\u3002\u8bb0\u4f4f\u53e3\u5f84\u3001\u7528\u771f\u5b9e\u6570\u636e\u6838\u5bf9\u4e00\u904d，\u5199\u8fc7\u6ee4\u6761\u4ef6\u65f6\u5c31\u4e0d\u4f1a\u518d\u628a 0.03 \u5f53\u6210 3.0\u3002\u8de8\u5e02\u573a\u65f6\u6ce8\u610f amount \u4ec5 A \u80a1\u53ef\u9760\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
    • \u672c\u6587\u5b8c\u6574\u7248（AlphaFeed \u535a\u5ba2）：https:\/\/blog.alphafeed.org\/blog\/quote-fields-change-pct-amplitude-turnover<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

      \u4e00\u53e5\u8bdd\u56de\u7b54： AlphaFeed \u5b9e\u65f6\u5feb\u7167 quotes \u91cc，ext.change_pct（\u6da8\u8dcc\u5e45）\u3001ext.amplitude（\u632f\u5e45）\u3001ext.turnover_rate（\u6362\u624b\u7387）\u90fd\u662f\u5c0f\u6570\u2014\u20140.03 \u8868\u793a 3%，\u4e0d\u662f 3.0；last_price\/prev_close\/open\/high\/low \u662f\u4ef7\u683c，volume \u5355<\/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":[99,101,87],"topic":[],"class_list":["post-120829","post","type-post","status-publish","format-standard","hentry","category-server","tag-java","tag-spring","tag-87"],"yoast_head":"\nquotes \u5b57\u6bb5\u5168\u89e3\uff1a\u6da8\u8dcc\u5e45\u3001\u632f\u5e45\u3001\u6362\u624b\u7387\u7684\u53e3\u5f84\u4e0e\u5355\u4f4d - \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\/120829.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"quotes \u5b57\u6bb5\u5168\u89e3\uff1a\u6da8\u8dcc\u5e45\u3001\u632f\u5e45\u3001\u6362\u624b\u7387\u7684\u53e3\u5f84\u4e0e\u5355\u4f4d - 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