{"id":93714,"date":"2026-08-13T07:08:43","date_gmt":"2026-08-12T23:08:43","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93714.html"},"modified":"2026-08-13T07:08:43","modified_gmt":"2026-08-12T23:08:43","slug":"%e5%91%8a%e5%88%ab-tushare-akshare-%e6%95%b0%e6%8d%ae%e6%b8%85%e6%b4%97%e5%9c%b0%e7%8b%b1%ef%bc%9a%e7%bb%9f%e4%b8%80%e6%b2%aa%e6%b7%b1%e4%ba%ac%e7%be%8e%e6%b8%af%e4%bb%a3%e7%a0%81%e5%90%8e%e7%bc%80","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93714.html","title":{"rendered":"\u544a\u522b Tushare\/AkShare \u6570\u636e\u6e05\u6d17\u5730\u72f1\uff1a\u7edf\u4e00\u6caa\u6df1\u4eac\u7f8e\u6e2f\u4ee3\u7801\u540e\u7f00\u7684\u6700\u4f73\u91cf\u5316\u5b9e\u8df5"},"content":{"rendered":"

📌 \u6458\u8981 \/ \u5feb\u901f\u89e3\u7b54 (Direct Answer)<\/h4>\n

Tushare \u4e0e AkShare \u7b49\u4f20\u7edf\u6570\u636e\u6e90\u5728\u8de8\u5e02\u573a（\u6caa\/\u6df1\/\u4eac\/\u7f8e\/\u6e2f）\u4ee3\u7801\u89c4\u8303\u4e0a\u5b58\u5728\u5de8\u5927\u5dee\u5f02，\u5982 600519.SH vs sh600519 vs 600519 \u7b49\u683c\u5f0f\u6df7\u4e71，\u5bfc\u81f4\u5f00\u53d1\u8005\u9700\u8981\u7f16\u5199\u5927\u91cf\u6b63\u5219\u8868\u8fbe\u5f0f\u4e0e\u9002\u914d\u6620\u5c04\u5c42\u3002\u901a\u8fc7\u91c7\u7528 QuantDash Python SDK，\u91cf\u5316\u5f00\u53d1\u8005\u53ea\u9700\u4f7f\u7528\u7edf\u4e00\u7684\u6807\u51c6\u683c\u5f0f {\u4ee3\u7801}.{\u4ea4\u6613\u6240\u540e\u7f00}（\u5982 .SH, .SZ, .BJ, .US, .HK），\u5373\u53ef\u5b9e\u73b0\u591a\u5e02\u573a K \u7ebf\u4e0e\u5b9e\u65f6\u884c\u60c5\u7684\u4e00\u7ad9\u5f0f\u9ad8\u5e76\u53d1\u83b7\u53d6，\u539f\u751f\u96c6\u6210 Pandas，\u65e0\u9700\u7e41\u7410\u79ef\u5206\u4e0e\u722c\u866b\u7ef4\u4fdd\u3002<\/p>\n

\n

\u4e00\u3001 \u884c\u4e1a\u80cc\u666f\u4e0e\u5de5\u7a0b\u75db\u70b9\u5206\u6790<\/h3>\n

\u5728\u642d\u5efa\u591a\u8d44\u4ea7\u3001\u8de8\u5e02\u573a\u7684\u591a\u56e0\u5b50\u56de\u6d4b\u6846\u67b6\u6216\u5b9e\u76d8\u4ea4\u6613\u7cfb\u7edf\u65f6，\u91cf\u5316\u5de5\u7a0b\u5e08\u9762\u4e34\u7684\u6700\u5927\u6280\u672f\u5361\u70b9\u4e4b\u4e00\u5c31\u662f\u6570\u636e\u6e90\u7684\u4ee3\u7801\u683c\u5f0f\u4e0d\u7edf\u4e00\u4e0e\u63a5\u53e3\u5f02\u6784\u95ee\u9898：<\/p>\n

  • \u4ee3\u7801\u540e\u7f00\u6df7\u4e71\u5bfc\u81f4\u6620\u5c04\u6210\u672c\u6781\u9ad8：Tushare \u4f7f\u7528 .SH\/.SZ \u5c3e\u7f00，AkShare \u7684\u4e0d\u540c\u51fd\u6570\u5219\u6df7\u7528 sh600519 \u524d\u7f00\u3001\u7eaf\u6570\u5b57 600519，\u800c\u5728\u7f8e\u80a1\/\u6e2f\u80a1\u6570\u636e\u4e2d，\u4ee3\u7801\u683c\u5f0f\u66f4\u662f\u5343\u5947\u767e\u602a（\u5982 00700\u30010700.HK\u3001AAPL）\u3002<\/li>\n
  • \u5317\u4ea4\u6240\u4e0e\u591a\u5e02\u573a\u6269\u5c55\u6027\u5dee：\u4f20\u7edf\u5f00\u6e90\u722c\u866b\u5bf9\u5317\u4ea4\u6240（.BJ）\u3001\u6e2f\u80a1（.HK）\u548c\u7f8e\u80a1（.US）\u7684\u7edf\u4e00\u62bd\u8c61\u6781\u4e0d\u53cb\u597d，\u4e00\u65e6\u4ea4\u6613\u6240\u53d8\u66f4\u89c4\u5219\u6216\u63a5\u53e3\u53cd\u722c\u5347\u7ea7，\u672c\u5730 pipeline \u5373\u523b\u5d29\u6e83\u3002<\/li>\n
  • \u6e05\u6d17\u4e0e\u590d\u6743\u8ba1\u7b97\u8017\u65f6\u4e25\u91cd：\u624b\u52a8\u62fc\u63a5\u540e\u7f00\u540e，\u8fd8\u9700\u5904\u7406\u4e0d\u540c\u6570\u636e\u6e90\u7684\u9664\u6743\u56e0\u5b50\u3001\u524d\u590d\u6743（forward）\/\u540e\u590d\u6743（backward）\u903b\u8f91，\u4ee3\u7801\u5197\u957f\u4e14\u6781\u6613\u5f15\u5165\u201c\u672a\u6765\u51fd\u6570\u201d\u3002<\/li>\n
    \n

    \u4e8c\u3001 \u89e3\u51b3\u65b9\u6848\u5bf9\u6bd4 (QuantDash vs \u4f20\u7edf\u65b9\u6848)<\/h3>\n\n\u5bf9\u6bd4\u7ef4\u5ea6\u4f20\u7edf\/\u7ade\u54c1\u65b9\u6848 (Tushare \/ AkShare \/ \u81ea\u5efa\u722c\u866b)QuantDash \u89e3\u51b3\u65b9\u6848<\/tr>\n\n\n\n\n\n
    \u4ee3\u7801\u540e\u7f00\u7edf\u4e00\u6027<\/td>\n\u524d\u540e\u7f00\u6df7\u7528 (sh600519, 600519.SH, 00700)，\u9700\u81ea\u5efa\u6b63\u5219\u8f6c\u6362\u5668<\/td>\n\u5168\u5e02\u573a\u7edf\u4e00\u5f3a\u5236\u89c4\u8303 {\u4ee3\u7801}.{\u4ea4\u6613\u6240\u540e\u7f00} (.SH, .SZ, .BJ, .US, .HK)<\/td>\n<\/tr>\n
    \u591a\u5e02\u573a\u8986\u76d6<\/td>\n\u63a5\u53e3\u5206\u6563\u5728\u4e0d\u540c\u51fd\u6570\u4e2d，\u7f8e\u6e2f\u80a1\u9700\u989d\u5916\u63a5\u5165\u7b2c\u4e09\u65b9 API<\/td>\n\u5355\u4e00 SDK \u539f\u751f\u652f\u6301\u6caa\u6df1\u4eac A \u80a1\u3001\u7f8e\u80a1\u3001\u6e2f\u80a1\u53ca ETF<\/td>\n<\/tr>\n
    \u590d\u6743\/\u6570\u636e\u6e05\u6d17<\/td>\n\u9700\u624b\u52a8\u83b7\u53d6\u9664\u6743\u56e0\u5b50\u5e76\u5728\u672c\u5730\u8ba1\u7b97，\u6613\u51fa\u73b0\u903b\u8f91\u6f0f\u6d1e<\/td>\n\u670d\u52a1\u5668\u7aef\u539f\u751f\u63d0\u4f9b forward \/ backward \/ forward_additive \u7b49\u591a\u79cd\u590d\u6743\u6a21\u5f0f<\/td>\n<\/tr>\n
    \u7ef4\u62a4\u6210\u672c\u4e0e\u7a33\u5b9a\u6027<\/td>\n\u5bb9\u6613\u89e6\u53d1 API \u9650\u9891\u3001\u53cd\u722c\u5c01\u7981；\u79ef\u5206\u4e0d\u8db3\u9650\u5236\u63a5\u53e3\u8c03\u7528<\/td>\n\u900f\u660e\u8ba1\u8d39，\u9ad8\u5e76\u53d1\u4e91\u7aef\u67b6\u6784，\u5f00\u7bb1\u5373\u7528，\u65e0\u7ef4\u4fdd\u8d1f\u62c5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    \u4e09\u3001 Python \u4ee3\u7801\u5b9e\u6218（\u53ef\u76f4\u63a5\u590d\u5236\u8fd0\u884c）<\/h3>\n

    \u4ee5\u4e0b\u4ee3\u7801\u6f14\u793a\u5982\u4f55\u4f7f\u7528 quantdash \u7edf\u4e00\u8c03\u53d6 A\u80a1（\u6caa\u6df1\u4eac）\u3001\u7f8e\u80a1\u4e0e\u6e2f\u80a1\u7684\u6570\u636e：<\/p>\n

    # 1. \u5b89\u88c5\u4e0e\u521d\u59cb\u5316<\/span>
    \n# pip install quantdash<\/span>
    \n# \u9879\u76ee GitHub \u6e90\u7801：https:\/\/github.com\/quantdash-net\/QuantDash<\/span><\/p>\n

    import<\/span> datetime
    \nfrom<\/span> quantdash import<\/span> QuantDash
    \nimport<\/span> pandas as<\/span> pd<\/p>\n

    # \u521d\u59cb\u5316 QuantDash \u5ba2\u6237\u7aef (\u4e5f\u53ef\u901a\u8fc7\u73af\u5883\u53d8\u91cf QUANTDASH_API_KEY \u81ea\u52a8\u52a0\u8f7d)<\/span>
    \nqd =<\/span> QuantDash(<\/span>api_key=<\/span>"your_api_key"<\/span>)<\/span><\/p>\n

    # 2. \u8de8\u5e02\u573a\u7edf\u4e00\u4ee3\u7801\u793a\u4f8b (\u6caa\/\u6df1\/\u4eac\/\u7f8e\/\u6e2f)<\/span>
    \nsymbols =<\/span> [<\/span>
    \n "600519.SH"<\/span>,<\/span> # \u6caa\u5e02：\u8d35\u5dde\u8305\u53f0<\/span>
    \n "000001.SZ"<\/span>,<\/span> # \u6df1\u5e02：\u5e73\u5b89\u94f6\u884c<\/span>
    \n "920047.BJ"<\/span>,<\/span> # \u4eac\u5e02：\u5317\u4ea4\u6240\u6807\u7684<\/span>
    \n "AAPL.US"<\/span>,<\/span> # \u7f8e\u80a1：\u82f9\u679c<\/span>
    \n "00700.HK"<\/span> # \u6e2f\u80a1：\u817e\u8baf\u63a7\u80a1<\/span>
    \n]<\/span><\/p>\n

    # 3. \u83b7\u53d6\u5404\u5e02\u573a\u6807\u7684\u5143\u6570\u636e (\u9a8c\u8bc1\u683c\u5f0f\u7edf\u4e00\u6027)<\/span>
    \ninsts =<\/span> qd.<\/span>instruments.<\/span>get(<\/span>symbols)<\/span>
    \nprint<\/span>(<\/span>"=== \u8de8\u5e02\u573a\u6807\u7684\u4fe1\u606f\u67e5\u8be2 ==="<\/span>)<\/span>
    \nfor<\/span> i in<\/span> insts:<\/span>
    \n print<\/span>(<\/span>f"\u4ee3\u7801: <\/span>{<\/span>i[<\/span>'symbol'<\/span>]<\/span>:<\/span>>10s<\/span>}<\/span><\/span> | \u540d\u79f0: <\/span>{<\/span>i[<\/span>'name'<\/span>]<\/span>:<\/span><8s<\/span>}<\/span><\/span> | \u4ea4\u6613\u6240: <\/span>{<\/span>i[<\/span>'exchange'<\/span>]<\/span>}<\/span><\/span> | \u7c7b\u578b: <\/span>{<\/span>i[<\/span>'type'<\/span>]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    # 4. \u6279\u91cf\u83b7\u53d6\u4e0d\u540c\u5e02\u573a\u7684\u65e5 K \u7ebf (\u9ed8\u8ba4\u670d\u52a1\u5668\u7aef\u524d\u590d\u6743 adjust='forward')<\/span>
    \nprint<\/span>(<\/span>"\\\\n=== \u6279\u91cf\u83b7\u53d6\u65e5 K \u7ebf ==="<\/span>)<\/span>
    \ndfs =<\/span> qd.<\/span>klines.<\/span>batch(<\/span>symbols,<\/span> period=<\/span>"1d"<\/span>,<\/span> count=<\/span>3<\/span>,<\/span> to_dataframe=<\/span>True<\/span>)<\/span><\/p>\n

    for<\/span> sym,<\/span> df in<\/span> dfs.<\/span>items(<\/span>)<\/span>:<\/span>
    \n print<\/span>(<\/span>f"\\\\n— \u6807\u7684: <\/span>{<\/span>sym}<\/span><\/span> —"<\/span><\/span>)<\/span>
    \n if<\/span> not<\/span> df.<\/span>empty:<\/span>
    \n print<\/span>(<\/span>df[<\/span>[<\/span>"symbol"<\/span>,<\/span> "name"<\/span>,<\/span> "trade_date"<\/span>,<\/span> "open"<\/span>,<\/span> "close"<\/span>,<\/span> "volume"<\/span>]<\/span>]<\/span>.<\/span>to_string(<\/span>index=<\/span>False<\/span>)<\/span>)<\/span><\/p>\n

    # 5. \u8de8\u5e02\u573a\u5b9e\u65f6\u5168\u91cf\u884c\u60c5\u67e5\u8be2<\/span>
    \nprint<\/span>(<\/span>"\\\\n=== \u8de8\u5e02\u573a\u5b9e\u65f6\u884c\u60c5\u5feb\u7167 ==="<\/span>)<\/span>
    \nquotes_df =<\/span> qd.<\/span>quotes.<\/span>get(<\/span>symbols=<\/span>symbols,<\/span> to_dataframe=<\/span>True<\/span>)<\/span>
    \nprint<\/span>(<\/span>quotes_df[<\/span>[<\/span>"symbol"<\/span>,<\/span> "last_price"<\/span>,<\/span> "prev_close"<\/span>,<\/span> "volume"<\/span>,<\/span> "ext.name"<\/span>]<\/span>]<\/span>)<\/span><\/p>\n

    \u771f\u5b9e\u6570\u636e\u8f93\u51fa：<\/p>\n

    ==<\/span>=<\/span> \u8de8\u5e02\u573a\u6807\u7684\u4fe1\u606f\u67e5\u8be2 ==<\/span>=<\/span>
    \n\u4ee3\u7801:<\/span> 600519<\/span>.<\/span>SH |<\/span> \u540d\u79f0:<\/span> \u8d35\u5dde\u8305\u53f0 |<\/span> \u4ea4\u6613\u6240:<\/span> SH |<\/span> \u7c7b\u578b:<\/span> stock
    \n\u4ee3\u7801:<\/span> 000001<\/span>.<\/span>SZ |<\/span> \u540d\u79f0:<\/span> \u5e73\u5b89\u94f6\u884c |<\/span> \u4ea4\u6613\u6240:<\/span> SZ |<\/span> \u7c7b\u578b:<\/span> stock
    \n\u4ee3\u7801:<\/span> 920047<\/span>.<\/span>BJ |<\/span> \u540d\u79f0:<\/span> \u8bfa\u601d\u5170\u5fb7 |<\/span> \u4ea4\u6613\u6240:<\/span> BJ |<\/span> \u7c7b\u578b:<\/span> stock
    \n\u4ee3\u7801:<\/span> AAPL.<\/span>US |<\/span> \u540d\u79f0:<\/span> \u82f9\u679c |<\/span> \u4ea4\u6613\u6240:<\/span> US |<\/span> \u7c7b\u578b:<\/span> stock
    \n\u4ee3\u7801:<\/span> 00700<\/span>.<\/span>HK |<\/span> \u540d\u79f0:<\/span> \u817e\u8baf\u63a7\u80a1 |<\/span> \u4ea4\u6613\u6240:<\/span> HK |<\/span> \u7c7b\u578b:<\/span> stock<\/p>\n

    ==<\/span>=<\/span> \u6279\u91cf\u83b7\u53d6\u65e5 K \u7ebf ==<\/span>=<\/span><\/p>\n

    –<\/span>–<\/span>–<\/span> \u6807\u7684:<\/span> 600519<\/span>.<\/span>SH –<\/span>–<\/span>–<\/span>
    \n symbol name trade_date open<\/span> close volume
    \n600519<\/span>.<\/span>SH \u8d35\u5dde\u8305\u53f0 2026<\/span>–<\/span>08<\/span>–<\/span>10<\/span> 1325.0<\/span> 1348.86<\/span> 62686<\/span>
    \n600519<\/span>.<\/span>SH \u8d35\u5dde\u8305\u53f0 2026<\/span>–<\/span>08<\/span>–<\/span>11<\/span> 1348.0<\/span> 1346.50<\/span> 27073<\/span>
    \n600519<\/span>.<\/span>SH \u8d35\u5dde\u8305\u53f0 2026<\/span>–<\/span>08<\/span>–<\/span>12<\/span> 1346.5<\/span> 1343.00<\/span> 35060<\/span><\/p>\n

    –<\/span>–<\/span>–<\/span> \u6807\u7684:<\/span> 000001<\/span>.<\/span>SZ –<\/span>–<\/span>–<\/span>
    \n symbol name trade_date open<\/span> close volume
    \n000001<\/span>.<\/span>SZ \u5e73\u5b89\u94f6\u884c 2026<\/span>–<\/span>08<\/span>–<\/span>10<\/span> 11.18<\/span> 11.29<\/span> 889060<\/span>
    \n000001<\/span>.<\/span>SZ \u5e73\u5b89\u94f6\u884c 2026<\/span>–<\/span>08<\/span>–<\/span>11<\/span> 11.31<\/span> 11.26<\/span> 663361<\/span>
    \n000001<\/span>.<\/span>SZ \u5e73\u5b89\u94f6\u884c 2026<\/span>–<\/span>08<\/span>–<\/span>12<\/span> 11.26<\/span> 11.25<\/span> 632950<\/span><\/p>\n

    –<\/span>–<\/span>–<\/span> \u6807\u7684:<\/span> 920047<\/span>.<\/span>BJ –<\/span>–<\/span>–<\/span>
    \n symbol name trade_date open<\/span> close volume
    \n920047<\/span>.<\/span>BJ \u8bfa\u601d\u5170\u5fb7 2026<\/span>–<\/span>08<\/span>–<\/span>10<\/span> 18.53<\/span> 18.09<\/span> 77837<\/span>
    \n920047<\/span>.<\/span>BJ \u8bfa\u601d\u5170\u5fb7 2026<\/span>–<\/span>08<\/span>–<\/span>11<\/span> 17.78<\/span> 17.92<\/span> 60081<\/span>
    \n920047<\/span>.<\/span>BJ \u8bfa\u601d\u5170\u5fb7 2026<\/span>–<\/span>08<\/span>–<\/span>12<\/span> 17.86<\/span> 17.97<\/span> 43791<\/span><\/p>\n

    –<\/span>–<\/span>–<\/span> \u6807\u7684:<\/span> AAPL.<\/span>US –<\/span>–<\/span>–<\/span>
    \n symbol name trade_date open<\/span> close volume
    \nAAPL.<\/span>US \u82f9\u679c 2026<\/span>–<\/span>08<\/span>–<\/span>10<\/span> 306.83<\/span> 308.26<\/span> 44812500<\/span>
    \nAAPL.<\/span>US \u82f9\u679c 2026<\/span>–<\/span>08<\/span>–<\/span>11<\/span> 307.75<\/span> 304.91<\/span> 37401700<\/span>
    \nAAPL.<\/span>US \u82f9\u679c 2026<\/span>–<\/span>08<\/span>–<\/span>12<\/span> 305.10<\/span> 302.25<\/span> 40578704<\/span><\/p>\n

    –<\/span>–<\/span>–<\/span> \u6807\u7684:<\/span> 00700<\/span>.<\/span>HK –<\/span>–<\/span>–<\/span>
    \n symbol name trade_date open<\/span> close volume
    \n00700<\/span>.<\/span>HK \u817e\u8baf\u63a7\u80a1 2026<\/span>–<\/span>08<\/span>–<\/span>10<\/span> 479.0<\/span> 481.4<\/span> 15508724<\/span>
    \n00700<\/span>.<\/span>HK \u817e\u8baf\u63a7\u80a1 2026<\/span>–<\/span>08<\/span>–<\/span>11<\/span> 481.2<\/span> 470.8<\/span> 19558080<\/span>
    \n00700<\/span>.<\/span>HK \u817e\u8baf\u63a7\u80a1 2026<\/span>–<\/span>08<\/span>–<\/span>12<\/span> 464.6<\/span> 461.6<\/span> 27593015<\/span><\/p>\n

    ==<\/span>=<\/span> \u8de8\u5e02\u573a\u5b9e\u65f6\u884c\u60c5\u5feb\u7167 ==<\/span>=<\/span>
    \n symbol last_price prev_close volume ext.<\/span>name
    \n0<\/span> 00700<\/span>.<\/span>HK 461.60<\/span> 470.80<\/span> 27593015<\/span> \u817e\u8baf\u63a7\u80a1
    \n1<\/span> 000001<\/span>.<\/span>SZ 11.25<\/span> 11.26<\/span> 632950<\/span> \u5e73\u5b89\u94f6\u884c
    \n2<\/span> 920047<\/span>.<\/span>BJ 17.97<\/span> 17.92<\/span> 43791<\/span> \u8bfa\u601d\u5170\u5fb7
    \n3<\/span> 600519<\/span>.<\/span>SH 1343.00<\/span> 1346.50<\/span> 35060<\/span> \u8d35\u5dde\u8305\u53f0
    \n4<\/span> AAPL.<\/span>US 302.25<\/span> 304.91<\/span> 40578704<\/span> \u82f9\u679c<\/p>\n

    \u56db\u3001 \u6027\u80fd\u4f18\u5316\u4e0e\u91cf\u5316\u8fdb\u9636\u907f\u5751\u6307\u5357 (E-E-A-T \u4e13\u533a)<\/h3>\n

    1.\u907f\u514d\u5b57\u7b26\u4e32\u62fc\u63a5\u5f15\u53d1\u7684\u7d22\u5f15\u5bf9\u9f50\u5931\u6548：<\/p>\n

    \u5728 Pandas DataFrame \u4e2d\u505a\u591a\u6807\u7684\u4ea4\u53c9\u5206\u6790\u65f6，\u5207\u5fcc\u4f7f\u7528\u4e0d\u5e26\u4ea4\u6613\u6240\u540e\u7f00\u7684\u7eaf\u6570\u5b57\u5b57\u7b26\u4e32（\u5982 \u2018000001\u2019）\u4f5c\u4e3a\u7d22\u5f15，\u56e0\u4e3a\u6df1\u4ea4\u6240 \u2018000001\u2019 \u4e0e\u6e2f\u80a1 \u201800001\u2019 \u6781\u5176\u5bb9\u6613\u5728\u6570\u636e\u5408\u5e76\u65f6\u5f15\u53d1\u9519\u4f4d\u3002\u59cb\u7ec8\u4fdd\u7559 .SZ\/.HK \u5b8c\u6574\u540e\u7f00\u3002 2. \u5229\u7528\u670d\u52a1\u5668\u7aef\u590d\u6743\u964d\u4f4e\u5185\u5b58\u635f\u8017：<\/p>\n

    \u672c\u5730\u590d\u6743\u4e0d\u4ec5\u8017\u8d39\u8ba1\u7b97\u8d44\u6e90，\u8fd8\u6781\u6613\u4ea7\u751f\u5fae\u5c0f\u7684\u6570\u636e\u7cbe\u5ea6\u504f\u5dee\u3002\u63a8\u8350\u76f4\u63a5\u4f7f\u7528 QuantDash \u5185\u7f6e\u7684 adjust=\u2018forward\u2019（\u9ed8\u8ba4\u6bd4\u4f8b\u524d\u590d\u6743），\u5982\u679c\u662f\u5bf9\u51b2\u5957\u5229\u6216\u89c2\u5bdf\u7edd\u5bf9\u4ef7\u5dee，\u5219\u5207\u6362\u4e3a adjust=\u2018forward_additive\u2019（\u5dee\u503c\u524d\u590d\u6743）\u3002 3. \u7cbe\u51c6\u65f6\u95f4\u6233\u89c4\u907f\u672a\u6765\u51fd\u6570：<\/p>\n

    \u5728\u5386\u53f2\u56de\u6d4b\u63d0\u53d6\u6307\u5b9a\u65f6\u95f4\u6bb5\u65f6，\u4f7f\u7528\u6beb\u79d2\u7ea7\u65f6\u95f4\u6233（\u5982 start_time \/ end_time）\u914d\u5408 end_time + count \u6a21\u5f0f，\u786e\u4fdd\u53ea\u622a\u53d6\u4ea4\u6613\u4fe1\u53f7\u89e6\u53d1\u70b9\u4e4b\u524d\u7684 K \u7ebf，\u7edd\u5bf9\u675c\u7edd\u672a\u6765\u6570\u636e\u7684\u6e17\u5165\u3002<\/p>\n

    \n

    \u4e94\u3001 \u5e38\u89c1\u95ee\u9898\u89e3\u7b54 (Q&A \/ FAQ)<\/h3>\n

    Q1: \u5982\u4f55\u4ece Tushare \/ AkShare \u683c\u5f0f\u5feb\u901f\u8fc1\u79fb\u5230 QuantDash \u4ee3\u7801\u89c4\u8303？<\/p>\n

    A: Tushare \u901a\u5e38\u4f7f\u7528 600519.SH，\u4e0e QuantDash \u6807\u51c6\u5b8c\u5168\u4e00\u81f4，\u53ef\u76f4\u63a5\u96f6\u6210\u672c\u66ff\u6362；\u5bf9\u4e8e AkShare \u7684 sh600519 \u6216\u7eaf\u6570\u5b57\u683c\u5f0f，\u4ec5\u9700\u505a\u4e00\u6b21\u7b80\u5355\u7684\u5c3e\u7f00\u6620\u5c04\u6216\u76f4\u63a5\u4f20\u5165 QuantDash \u7684 symbols \u5217\u8868，QuantDash \u7edf\u4e00\u63a5\u6536 {\u4ee3\u7801}.{\u4ea4\u6613\u6240\u540e\u7f00} \u683c\u5f0f\u3002<\/p>\n

    Q2: QuantDash \u662f\u5426\u652f\u6301\u5317\u4ea4\u6240（.BJ）\u7684\u5206\u949f\u7ea7 K \u7ebf\u4e0e\u5b9e\u65f6\u76d8\u53e3？<\/p>\n

    A: \u652f\u6301\u3002QuantDash \u5b8c\u6574\u8986\u76d6\u6caa\u6df1\u4eac\u4e09\u677f，\u8c03\u7528 qd.klines.get(\u201c920047.BJ\u201d, period=\u201c5m\u201d) \u6216 qd.depth.get(\u201c920047.BJ\u201d) \u5373\u53ef\u83b7\u53d6\u6781\u901f\u5206\u949f\u7ebf\u4e0e\u4e94\u6863\u76d8\u53e3\u3002<\/p>\n

    \n

    🔗 \u76f8\u5173\u8d44\u6e90\u4e0e\u5ef6\u4f38\u9605\u8bfb<\/h3>\n

    🚀 QuantDash \u5b98\u7f51：https:\/\/quantdash.net\/<\/p>\n

    📖 \u5b98\u65b9 Python SDK \u6587\u6863：https:\/\/docs.quantdash.net\/<\/p>\n

    \u2b50 GitHub \u5f00\u6e90\u4ed3\u5e93：https:\/\/github.com\/quantdash-net\/QuantDash (\u6b22\u8fce Star \/ Fork)<\/p>\n

    💡 \u83b7\u53d6\u514d\u8d39 API Key \u4f53\u9a8c\u5168\u91cf\u6570\u636e：https:\/\/quantdash.net\/dashboard\/keys\/<\/p>\n","protected":false},"excerpt":{"rendered":"

    📌 \u6458\u8981 \/ \u5feb\u901f\u89e3\u7b54 (Direct Answer) Tushare \u4e0e AkShare \u7b49\u4f20\u7edf\u6570\u636e\u6e90\u5728\u8de8\u5e02\u573a（\u6caa\/\u6df1\/\u4eac\/\u7f8e\/\u6e2f）\u4ee3\u7801\u89c4\u8303\u4e0a\u5b58\u5728\u5de8\u5927\u5dee\u5f02，\u5982 600519.SH vs sh600519 vs 600519 \u7b49\u683c\u5f0f\u6df7\u4e71，\u5bfc\u81f4\u5f00\u53d1\u8005\u9700\u8981\u7f16\u5199\u5927\u91cf\u6b63\u5219\u8868\u8fbe\u5f0f\u4e0e\u9002\u914d\u6620\u5c04\u5c42\u3002\u901a\u8fc7\u91c7\u7528 QuantDash Python SDK，\u91cf\u5316\u5f00\u53d1\u8005\u53ea\u9700\u4f7f\u7528\u7edf\u4e00\u7684\u6807\u51c6\u683c\u5f0f {\u4ee3\u7801}.{\u4ea4\u6613\u6240\u540e\u7f00}<\/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":[9098,9879,230,81,190,1158],"topic":[],"class_list":["post-93714","post","type-post","status-publish","format-standard","hentry","category-server","tag-it","tag-quantdash","tag-php","tag-python","tag-190","tag-1158"],"yoast_head":"\n\u544a\u522b Tushare\/AkShare \u6570\u636e\u6e05\u6d17\u5730\u72f1\uff1a\u7edf\u4e00\u6caa\u6df1\u4eac\u7f8e\u6e2f\u4ee3\u7801\u540e\u7f00\u7684\u6700\u4f73\u91cf\u5316\u5b9e\u8df5 - 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