{"id":3575,"date":"2026-03-11T08:07:26","date_gmt":"2026-03-11T00:07:26","guid":{"rendered":"http:\/\/xuebuwan.com\/wp\/archives\/3575"},"modified":"2026-03-23T17:23:54","modified_gmt":"2026-03-23T09:23:54","slug":"%e8%8e%b7%e5%8f%96%e8%82%a1%e7%a5%a8%e6%95%b0%e6%8d%ae%ef%bc%9a%e7%9c%8b%e7%9c%8b%e5%be%ae%e8%bd%af%e8%8b%b9%e6%9e%9c%e6%80%8e%e4%b9%88%e4%b9%b0","status":"publish","type":"post","link":"http:\/\/xuebuwan.com\/wp\/?p=3575","title":{"rendered":"\u83b7\u53d6\u80a1\u7968\u6570\u636e\uff1a\u770b\u770b\u5fae\u8f6f\u82f9\u679c\u600e\u4e48\u4e70"},"content":{"rendered":"<h2>\ud83d\udce1 \u4e3a\u4ec0\u4e48\u8981\u83b7\u53d6\u80a1\u7968\u6570\u636e\uff1f<\/h2>\n<p>\u91cf\u5316\u4ea4\u6613\u7684\u7b2c\u4e00\u6b65\uff0c\u5c31\u662f<strong>\u62ff\u5230\u80a1\u7968\u6570\u636e<\/strong>\u3002\u6ca1\u6709\u6570\u636e\uff0c\u5c31\u50cf\u505a\u996d\u6ca1\u6709\u98df\u6750\uff0c\u505a\u4e0d\u4e86\uff01<\/p>\n<p>\u5e38\u89c1\u7684\u80a1\u7968\u6570\u636e\uff1a<\/p>\n<ul>\n<li>\ud83d\udcca \u5386\u53f2\u4ef7\u683c\uff08\u5f00\u76d8\u4ef7\u3001\u6536\u76d8\u4ef7\u3001\u6700\u9ad8\u4ef7\u3001\u6700\u4f4e\u4ef7\uff09<\/li>\n<li>\ud83d\udcc8 \u6210\u4ea4\u91cf<\/li>\n<li>\ud83d\udcf0 \u8d22\u52a1\u6570\u636e\uff08\u5e02\u76c8\u7387\u3001\u5e02\u51c0\u7387\u3001\u5229\u6da6\u7b49\uff09<\/li>\n<\/ul>\n<h2>\ud83d\udc0d \u7528 Python \u83b7\u53d6\u6570\u636e<\/h2>\n<p>\u6700\u7b80\u5355\u7684\u65b9\u6cd5\uff1a\u7528 <strong>akshare<\/strong> \u5e93\uff08\u4e2d\u6587\u540d\u5b57\u53eb&#8221;\u963f\u514b\u8c22\u5c14&#8221;\uff0c\u4e13\u95e8\u4e3a\u4e2d\u56fd\u80a1\u5e02\u8bbe\u8ba1\u7684\uff09\u3002<\/p>\n<h3>\u5b89\u88c5<\/h3>\n<pre><code>pip install akshare<\/code><\/pre>\n<h3>\u83b7\u53d6\u4e2d\u56fd\u80a1\u7968\u6570\u636e<\/h3>\n<pre><code>import akshare as ak\n\n# \u83b7\u53d6\u8305\u53f0\u5386\u53f2\u6570\u636e\nstock_df = ak.stock_zh_a_hist(symbol=&quot;600519&quot;)  # \u8305\u53f0\u80a1\u7968\u4ee3\u7801\nprint(stock_df.head())<\/code><\/pre>\n<p>\u7ed3\u679c\uff1a<\/p>\n<pre>\u65e5\u671f      \u5f00\u76d8   \u6536\u76d8    \u6700\u9ad8    \u6700\u4f4e     \u6210\u4ea4\u91cf      \u6210\u4ea4\u989d    \u632f\u5e45    \u6da8\u8dcc\u5e45    \u6da8\u8dcc\u989d    \u6362\u624b\u7387\n0 2024-01-02  1700  1720  1730  1690  1234567  1.23E+10  2.35%  1.18%    20.0   0.65%\n1 2024-01-03  1720  1710  1725  1700  2345678  2.34E+10  1.47% -0.58%   -10.0   0.88%\n...<\/pre>\n<h2>\ud83c\uddfa\ud83c\uddf8 \u83b7\u53d6\u7f8e\u56fd\u80a1\u7968\u6570\u636e<\/h2>\n<pre><code>import yfinance as yf\n\n# \u82f9\u679c\u516c\u53f8\napple = yf.Ticker(&quot;AAPL&quot;)\ndf = apple.history(period=&quot;1y&quot;)\nprint(df.head())<\/code><\/pre>\n<h2>\ud83d\udca1 \u7b80\u5355\u4f8b\u5b50\uff1a\u7b97\u7b97\u5e73\u5747\u4ef7\u683c<\/h2>\n<pre><code>import akshare as ak\nimport numpy as np\n\n# \u83b7\u53d6\u8305\u53f0\u6700\u8fd130\u5929\u6570\u636e\ndf = ak.stock_zh_a_hist(symbol=&quot;600519&quot;, period=&quot;daily&quot;, adjust=&quot;qfq&quot;)\n\n# \u8ba1\u7b97\u5e73\u5747\u6536\u76d8\u4ef7\navg_close = df[&quot;\u6536\u76d8&quot;].tail(30).mean()\nprint(f&quot;\u8305\u53f0\u6700\u8fd130\u5929\u5e73\u5747\u6536\u76d8\u4ef7: {avg_close:.2f}\u5143&quot;)<\/code><\/pre>\n<h2>\ud83c\udfaf \u4e0b\u4e00\u8bfe<\/h2>\n<p>\u62ff\u5230\u6570\u636e\u540e\uff0c\u6211\u4eec\u6765\u5b66<strong>\u753b\u56fe<\/strong>\u2014\u2014\u628a\u80a1\u7968\u8d70\u52bf\u753b\u6210\u56fe\u7247\uff0c\u4e00\u773c\u5c31\u80fd\u770b\u51fa\u8d8b\u52bf\uff01<\/p>","protected":false},"excerpt":{"rendered":"<p>\ud83d\udce1 \u4e3a\u4ec0\u4e48\u8981\u83b7\u53d6\u80a1\u7968\u6570\u636e\uff1f \u91cf\u5316\u4ea4\u6613\u7684\u7b2c\u4e00\u6b65\uff0c\u5c31\u662f\u62ff\u5230\u80a1\u7968\u6570\u636e\u3002\u6ca1\u6709\u6570\u636e\uff0c\u5c31\u50cf\u505a\u996d\u6ca1\u6709\u98df\u6750\uff0c\u505a\u4e0d\u4e86\uff01 \u5e38\u89c1\u7684\u80a1 &#8230; <a title=\"\u83b7\u53d6\u80a1\u7968\u6570\u636e\uff1a\u770b\u770b\u5fae\u8f6f\u82f9\u679c\u600e\u4e48\u4e70\" class=\"read-more\" href=\"http:\/\/xuebuwan.com\/wp\/?p=3575\" aria-label=\"\u9605\u8bfb \u83b7\u53d6\u80a1\u7968\u6570\u636e\uff1a\u770b\u770b\u5fae\u8f6f\u82f9\u679c\u600e\u4e48\u4e70\">\u9605\u8bfb\u66f4\u591a<\/a><\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18],"tags":[],"class_list":["post-3575","post","type-post","status-publish","format-standard","hentry","category-python-quant"],"_links":{"self":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts\/3575","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3575"}],"version-history":[{"count":1,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts\/3575\/revisions"}],"predecessor-version":[{"id":3609,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=\/wp\/v2\/posts\/3575\/revisions\/3609"}],"wp:attachment":[{"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3575"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3575"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/xuebuwan.com\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3575"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}