{"id":2063,"date":"2025-03-31T07:19:00","date_gmt":"2025-03-30T23:19:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=2063"},"modified":"2025-03-13T18:20:42","modified_gmt":"2025-03-13T10:20:42","slug":"python%e9%87%8f%e5%8c%96%e5%ae%9e%e6%88%98%ef%bc%9a%e4%b8%89%e9%87%8d%e9%a1%b6%e5%ba%95%e5%bd%a2%e6%80%81%e6%8d%95%e6%8d%89%e8%82%a1%e5%b8%82%e5%8f%8d%e8%bd%ac%e6%9c%ba%e4%bc%9a%ef%bc%88%e9%99%84","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2025\/03\/31\/python%e9%87%8f%e5%8c%96%e5%ae%9e%e6%88%98%ef%bc%9a%e4%b8%89%e9%87%8d%e9%a1%b6%e5%ba%95%e5%bd%a2%e6%80%81%e6%8d%95%e6%8d%89%e8%82%a1%e5%b8%82%e5%8f%8d%e8%bd%ac%e6%9c%ba%e4%bc%9a%ef%bc%88%e9%99%84\/","title":{"rendered":"Python\u91cf\u5316\u5b9e\u6218\uff1a\u4e09\u91cd\u9876\u5e95\u5f62\u6001\u6355\u6349\u80a1\u5e02\u53cd\u8f6c\u673a\u4f1a\uff08\u9644\u5de5\u5177\uff09"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/1_FefJ319rgkj26t7RxHXH7-1.jpg\" alt=\"\" class=\"wp-image-4495\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u6700\u8fd1\u5168\u7403\u80a1\u5e02\u6ce2\u52a8\u52a0\u5267\uff0c\u5982\u4f55\u6355\u6349\u53cd\u8f6c\u673a\u4f1a\uff1f\u6211\u7528Python\u5199\u4e86\u4e2a\u91cf\u5316\u5de5\u5177\uff0c\u4e13\u95e8\u68c0\u6d4b\u4e09\u91cd\u9876\u5e95\u5f62\u6001\u3002<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u4e09\u91cd\u9876\u5e95\u662f\u6280\u672f\u5206\u6790\u4e2d\u7684\u7ecf\u5178\u53cd\u8f6c\u4fe1\u53f7\uff0c\u80fd\u5e2e\u6211\u4eec\u9884\u5224\u5e02\u573a\u8d8b\u52bf\u3002\u672c\u6587\u5c06\u624b\u628a\u624b\u6559\u4f60\u7528Python\u5b9e\u73b0\u8fd9\u4e00\u7b56\u7565\uff0c\u5e76\u5206\u4eab\u4ee3\u7801\u548c\u5b9e\u6218\u6280\u5de7\u3002<\/mark>\u7528\u7b80\u5355\u7684\u5de5\u5177\u89c2\u5bdf\u5e02\u573a\uff0c\u624d\u80fd\u66f4\u597d\u5730\u628a\u63e1\u673a\u4f1a\u548c\u98ce\u9669\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u4ec0\u4e48\u662f\u4e09\u91cd\u9876\u5e95\uff1f<\/strong><\/h2>\n\n\n\n<p>\u4e09\u91cd\u9876\u548c\u4e09\u91cd\u5e95\u6a21\u5f0f\u662f\u6280\u672f\u5206\u6790\u4e2d\u7684\u4e24\u79cd\u56fe\u8868\u6a21\u5f0f\uff0c\u53ef\u80fd\u5e2e\u52a9\u4f60\u9884\u6d4b\u80a1\u7968\u4ef7\u683c\u7684\u672a\u6765\u8d70\u52bf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.1 \u4e09\u91cd\u9876<\/strong><\/h3>\n\n\n\n<p><strong>\u4e09\u91cd\u9876<\/strong>\u5c31\u662f\u4ef7\u683c\u5728\u4e0a\u5347\u8d8b\u52bf\u4e2d\u4e09\u6b21\u6d4b\u8bd5\u540c\u4e00\u963b\u529b\u4f4d\u540e\u53cd\u8f6c\u4e0b\u8dcc\uff0c\u5f62\u6210\u201cM\u201d\u5f62\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/image-41.png\" alt=\"\" class=\"wp-image-4496\"\/><\/figure>\n\n\n\n<p>\u4e0a\u56fe\u7ea2\u7ebf\u90e8\u5206\u7684\u4e09\u4e2a<strong>\u9876\u90e8\u7ea2\u70b9<\/strong>\u5c31\u79f0\u4e3a\u4e09\u91cd\u9876\u3002\u5f53\u80a1\u7968\u4ef7\u683c\u4e0a\u6da8\u540e\uff0c\u8fde\u7eed\u4e09\u6b21\u89e6\u53ca\u76f8\u4f3c\u9ad8\u70b9\uff0c\u4f46\u6bcf\u6b21\u90fd\u56de\u843d\uff0c\u8bf4\u660e\u5356\u5bb6\u529b\u91cf\u589e\u5f3a\uff0c\u4ef7\u683c\u53ef\u80fd\u5f00\u59cb\u4e0b\u8dcc\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u7f8e\u80a1\u6807\u666e500\u6307\u6570\u5c31\u5f62\u6210\u8fc7\u4e09\u91cd\u9876\u6a21\u5f0f\uff0c\u5982\u679c\u80fd\u63d0\u524d\u8bc6\u522b\u5c31\u662f\u505a\u7a7a\u7684\u597d\u673a\u4f1a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.2 \u4e09\u91cd\u5e95<\/strong><\/h3>\n\n\n\n<p><strong>\u4e09\u91cd<strong>\u5e95<\/strong><\/strong>\u5c31\u662f\u4ef7\u683c\u5728\u4e0b\u964d\u8d8b\u52bf\u4e2d\u4e09\u6b21\u6d4b\u8bd5\u540c\u4e00\u652f\u6491\u4f4d\u540e\u53cd\u8f6c\u4e0a\u6da8\uff0c\u5f62\u6210\u201cW\u201d\u5f62\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/image-42.png\" alt=\"\" class=\"wp-image-4497\"\/><\/figure>\n\n\n\n<p>\u4e0a\u56fe\u7ea2\u7ebf\u90e8\u5206\u7684\u4e09\u4e2a<strong>\u5e95\u90e8\u7ea2\u70b9<\/strong>\u5c31\u79f0\u4e3a\u4e09\u91cd\u5e95\u3002\u800c\u4e09\u91cd\u5e95\u5f62\u6001\u6307\u7684\u662f\u80a1\u4ef7\u5728\u4e0b\u8dcc\u8fc7\u7a0b\u4e2d\uff0c\u5728\u540c\u4e00\u6c34\u5e73\u9644\u8fd1\u8fde\u7eed\u89e6\u53ca\u4e09\u6b21\u4f4e\u70b9\u3002\u5927\u5bb6\u90fd\u77e5\u9053\uff0c\u5f53\u4ef7\u683c\u8fde\u7eed\u78b0\u5230\u76f8\u540c\u652f\u6491\u4f4d\u65f6\uff0c\u5e02\u573a\u4e0a\u7684\u5356\u538b\u6d88\u51cf\uff0c\u4e70\u76d8\u5f00\u59cb\u6d8c\u5165\uff0c\u4ece\u800c\u5f62\u6210\u4e70\u8fdb\u4fe1\u53f7\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u5927A\u80a1\u5728\u7ecf\u5386\u4e86\u6f2b\u957f\u7684\u8c03\u6574\u671f\u540e\uff0c\u5f00\u59cb\u5728\u4f4e\u4f4d\u9707\u8361\uff0c\u4ece\u53bb\u5e74\u56db\u5b63\u5ea6\u5f00\u59cb\u8bc6\u522b\u5230\u5c31\u80fd\u5728A\u80a1\u8ddf\u51fa\u4e00\u6ce2\u4e0a\u6da8\u884c\u60c5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.3 \u5982\u4f55\u8bc6\u522b\u8fd9\u4e9b\u6a21\u5f0f\uff1f<\/strong><\/h3>\n\n\n\n<p>\u8fd9\u4e24\u79cd\u5f62\u6001\u4e4b\u6240\u4ee5\u91cd\u8981\uff0c\u662f\u56e0\u4e3a\u5b83\u4eec\u53cd\u6620\u4e86\u5e02\u573a\u60c5\u7eea\u7684\u8f6c\u53d8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/\u80a1\u5e02\u4e2d\u7684\u4e09\u91cd\u9876\u5e95\uff08Triple-Top-and-Bottom-Patterns\uff09-visual-selection.jpg\" alt=\"\" class=\"wp-image-4498\"\/><\/figure>\n\n\n\n<p>\u5f53\u4ef7\u683c\u591a\u6b21\u6d4b\u8bd5\u540c\u4e00\u6c34\u5e73\u4f46\u65e0\u6cd5\u7a81\u7834\u65f6\uff0c\u8bf4\u660e\u8fd9\u4e00\u4f4d\u7f6e\u6709\u5f3a\u5927\u7684\u652f\u6491\u6216\u963b\u529b\uff0c\u4e00\u65e6\u7a81\u7834\uff0c\u5f80\u5f80\u4f1a\u5f15\u53d1\u8d8b\u52bf\u53cd\u8f6c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u652f\u6491\u4e0e\u963b\u529b<\/strong><br>\u4e09\u91cd\u5e95\u5f62\u6210\u5f3a\u5927\u7684\u652f\u6491\u4f4d\uff0c\u4e09\u91cd\u9876\u5f62\u6210\u5f3a\u5927\u7684\u963b\u529b\u4f4d\u3002\u8fd9\u4e9b\u4f4d\u7f6e\u5f80\u5f80\u662f\u672a\u6765\u4ea4\u6613\u51b3\u7b56\u7684\u5173\u952e\u53c2\u8003\u70b9\u3002<\/li>\n\n\n\n<li><strong>\u8d8b\u52bf\u53cd\u8f6c\u4fe1\u53f7<\/strong><br>\u4e09\u91cd\u9876\u901a\u5e38\u9884\u793a\u4e0a\u5347\u8d8b\u52bf\u53ef\u80fd\u7ed3\u675f\uff0c\u4e09\u91cd\u5e95\u5219\u9884\u793a\u4e0b\u8dcc\u8d8b\u52bf\u53ef\u80fd\u53cd\u8f6c\u3002<\/li>\n\n\n\n<li><strong>\u98ce\u9669\u7ba1\u7406\u5de5\u5177<\/strong><br>\u4f60\u53ef\u4ee5\u5728\u4e09\u91cd\u9876\u4e0a\u65b9\u6216\u4e09\u91cd\u5e95\u4e0b\u65b9\u8bbe\u7f6e\u660e\u786e\u7684\u6b62\u635f\u4f4d\uff0c\u4ece\u800c\u63a7\u5236\u98ce\u9669\u3002<\/li>\n\n\n\n<li><strong>\u6210\u4ea4\u91cf\u9a8c\u8bc1<\/strong><br>\u5f62\u6001\u5f62\u6210\u65f6\uff0c\u6210\u4ea4\u91cf\u901a\u5e38\u4f1a\u9010\u6e10\u51cf\u5c11\uff1b\u7a81\u7834\u65f6\uff0c\u6210\u4ea4\u91cf\u4f1a\u660e\u663e\u653e\u5927\uff0c\u8fdb\u4e00\u6b65\u786e\u8ba4\u4fe1\u53f7\u7684\u6709\u6548\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8bc6\u522b\u8fd9\u4e9b\u6a21\u5f0f\u9700\u8981\u89c2\u5bdf\u80a1\u7968\u4ef7\u683c\u56fe\u8868\uff1a<\/p>\n\n\n\n<p><strong>\u4e09\u91cd\u5e95\u6a21\u5f0f<\/strong>\uff1a\u627e\u4e09\u4e2a\u4f4e\u70b9\uff0c\u4ef7\u683c\u5dee\u4e0d\u591a\uff0c\u4e2d\u95f4\u6709\u4e24\u6b21\u53cd\u5f39\u3002\u6bd4\u5982\uff0c\u963f\u91cc\u5df4\u5df4\u80a1\u7968\u4ef7\u683c\u8fde\u7eed\u4e09\u6b21\u8dcc\u5230100\u7f8e\u5143\uff0c\u4f46\u6bcf\u6b21\u90fd\u53cd\u5f39\uff0c\u53ef\u80fd\u662f\u4e2a\u4fe1\u53f7\u3002<\/p>\n\n\n\n<p><strong>\u4e09\u91cd\u9876\u6a21\u5f0f<\/strong>\uff1a\u627e\u4e09\u4e2a\u9ad8\u70b9\uff0c\u4ef7\u683c\u5dee\u4e0d\u591a\uff0c\u4e2d\u95f4\u6709\u4e24\u6b21\u56de\u843d\u3002\u6bd4\u5982\uff0c\u817e\u8baf\u80a1\u7968\u4ef7\u683c\u8fde\u7eed\u4e09\u6b21\u6da8\u5230500\u7f8e\u5143\uff0c\u4f46\u6bcf\u6b21\u90fd\u56de\u843d\uff0c\u53ef\u80fd\u662f\u4e2a\u5356\u51fa\u4fe1\u53f7\u3002<\/p>\n\n\n\n<p>\u786e\u8ba4\u6a21\u5f0f\u65f6\uff0c\u9700\u770b\u4ef7\u683c\u662f\u5426\u7a81\u7834\u963b\u529b\uff08\u9ad8\u70b9\uff09\u6216\u652f\u6491\uff08\u4f4e\u70b9\uff09\uff0c\u8fd9\u80fd\u589e\u52a0\u4fe1\u53f7\u7684\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u5b9e\u6218\u6848\u4f8b\uff1a\u6355\u6349\u5168\u7403\u5e02\u573a\u4e2d\u7684\u53cd\u8f6c\u673a\u4f1a<\/strong><\/h2>\n\n\n\n<p>\u4e09\u91cd\u9876\u5e95\u5f62\u6001\u5728\u5168\u7403\u8303\u56f4\u5185\u540c\u6837\u5177\u6709\u91cd\u8981\u7684\u53c2\u8003\u4ef7\u503c\u3002\u4ee5\u4e0b\u6211\u4eec\u5c06\u901a\u8fc7\u51e0\u4e2a\u5178\u578b\u6848\u4f8b\uff0c\u5c55\u793a\u5982\u4f55\u5229\u7528Python\u68c0\u6d4b\u4e09\u91cd\u9876\u5e95\u5f62\u6001\uff0c\u5e76\u7ed3\u5408\u5b9e\u9645\u5e02\u573a\u6570\u636e\u8fdb\u884c\u5206\u6790\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6848\u4f8b1\uff1a\u7f8e\u80a1<strong>Block Inc.(SQ)<\/strong>\u7684\u4e09\u91cd\u9876\u5f62\u6001<\/strong><\/h3>\n\n\n\n<p><strong>\u80cc\u666f<\/strong>\uff1a<br>2021\u5e74\u521d\uff0c\u7f8e\u80a1Block Inc\u516c\u53f8\u5728\u7ecf\u5386\u4e86\u4e00\u8f6e\u5f3a\u52b2\u4e0a\u6da8\u540e\uff0c\u5f00\u59cb\u4e86\u5c06\u8fd1\u4e3a\u671f\u4e00\u5e74\u7684\u9ad8\u4f4d\u9707\u8361\u3002\u5230\u4e8611\u6708\u5e02\u573a\u60c5\u7eea\u9010\u6e10\u4ece\u4e50\u89c2\u8f6c\u5411\u8c28\u614e\uff0c\u6295\u8d44\u8005\u5f00\u59cb\u5173\u6ce8\u6f5c\u5728\u7684\u53cd\u8f6c\u4fe1\u53f7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/sq-1024x551.png\" alt=\"\" class=\"wp-image-4500\"\/><\/figure>\n\n\n\n<p><strong>\u68c0\u6d4b\u8fc7\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u5c06\u624b\u628a\u624b\u6559\u4f60\u7528Python\u5b9e\u73b0\u4e09\u91cd\u9876\u5e95\u5f62\u6001\u7684\u68c0\u6d4b\u3002\u6211\u4eec\u5c06\u4f7f\u7528\u4ee5\u4e0b\u5de5\u5177\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>yfinance<\/strong>\uff1a\u83b7\u53d6\u7f8e\u80a1\u53ca\u6b27\u6d32\u80a1\u5e02\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>matplotlib<\/strong>\uff1a\u53ef\u89c6\u5316\u4ef7\u683c\u8d70\u52bf\u3002<\/li>\n\n\n\n<li><strong>scipy.signal<\/strong>\uff1a\u68c0\u6d4b\u5c40\u90e8\u6781\u503c\uff08\u5cf0\u503c\u548c\u8c37\u503c\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6570\u636e\u83b7\u53d6<\/strong>\uff1a<br>\u4f7f\u7528<code>yfinance<\/code>\u5e93\u83b7\u53d6<strong><strong>Block Inc.(SQ)<\/strong><\/strong>\u7684\u5386\u53f2\u6570\u636e\uff0c\u65f6\u95f4\u8303\u56f4\u4e3a2021\u5e741\u67081\u65e5\u81f32022\u5e741\u67081\u65e5\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import yfinance as yf\n\ndata = yf.download('SQ', start='2021-01-01', end='2022-01-01')<\/code><\/pre>\n\n\n\n<p><strong>\u6781\u503c\u68c0\u6d4b<\/strong>\uff1a<br>\u4f7f\u7528<code>scipy.signal.argrelextrema<\/code>\u68c0\u6d4b\u5c40\u90e8\u6781\u503c\uff0c\u8bbe\u7f6e<code>window=60<\/code>\u4ee5\u6355\u6349\u4e2d\u671f\u8d8b\u52bf\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from scipy.signal import argrelextrema\nimport numpy as np\n\ndata&#91;'LocalMax'] = data.iloc&#91;argrelextrema(data&#91;'Close'].values, np.greater_equal, order=60)&#91;0]]&#91;'Close']<\/code><\/pre>\n\n\n\n<p><strong>\u5f62\u6001\u9a8c\u8bc1<\/strong>\uff1a<br>\u68c0\u6d4b\u4e09\u4e2a\u8fde\u7eed\u5cf0\u503c\u662f\u5426\u5904\u4e8e\u76f8\u8fd1\u4ef7\u683c\u6c34\u5e73\uff08<code>tolerance=0.02<\/code>\uff09\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>peaks = data&#91;data&#91;'LocalMax'].notnull()].index\ntriple_tops = &#91;]\nfor i in range(len(peaks) - 2):\n    p1, p2, p3 = peaks&#91;i], peaks&#91;i+1], peaks&#91;i+2]\n    if abs(data.loc&#91;p1, 'Close'] - data.loc&#91;p2, 'Close']) &lt; 0.02 * data.loc&#91;p1, 'Close'] and \\\n       abs(data.loc&#91;p2, 'Close'] - data.loc&#91;p3, 'Close']) &lt; 0.02 * data.loc&#91;p2, 'Close']:\n        triple_tops.append((p1, p2, p3))<\/code><\/pre>\n\n\n\n<p><strong>\u7ed3\u679c\u4e0e\u53ef\u89c6\u5316<\/strong>\uff1a<br>\u68c0\u6d4b\u5230\u4e09\u91cd\u9876\u5f62\u6001\u540e\uff0c\u4f7f\u7528<code>matplotlib<\/code>\u7ed8\u5236\u4ef7\u683c\u8d70\u52bf\u56fe\uff0c\u5e76\u7528\u7ea2\u8272\u6807\u8bb0\u5f62\u6001\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import matplotlib.pyplot as plt\n\nplt.figure(figsize=(14, 7))\nplt.plot(data&#91;'Close'], label='SQ Close Price')\nfor p1, p2, p3 in triple_tops:\n    plt.plot(data.loc&#91;p1:p3, 'Close'], color='red', linewidth=2)\n    plt.scatter(&#91;p1, p2, p3], &#91;data.loc&#91;p1, 'Close'], data.loc&#91;p2, 'Close'], data.loc&#91;p3, 'Close']], color='red')\nplt.title('SQ Triple Top Pattern')\nplt.xlabel('Date')\nplt.ylabel('Close Price (USD)')\nplt.legend()\nplt.grid(True)\nplt.show()<\/code><\/pre>\n\n\n\n<p><strong>\u5e02\u573a\u8868\u73b0<\/strong>\uff1a<br>\u5728\u68c0\u6d4b\u5230\u4e09\u91cd\u9876\u5f62\u6001\u540e\uff0cBlock Inc.(SQ) \u57282021\u5e7411\u6708\u51fa\u73b0\u663e\u8457\u4e0b\u8dcc\uff0c\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u5f62\u6001\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6848\u4f8b2\uff1a\u6caa\u6df1300\u6307\u6570(000300.SH)\u7684\u4e09\u91cd\u5e95\u5f62\u6001<\/strong><\/h3>\n\n\n\n<p><strong>\u80cc\u666f<\/strong>\uff1a\u81ea2009\u5e74\u540e\uff0c\u6caa\u6df1300\u6bcf\u4e00\u8f6e\u718a\u5e02\u5927\u8dcc\u5e45\u5ea6\u5747\u4e0d\u8d85\u8fc750%\uff0c\u4ece\u53bb\u5e74\u718a\u5e02\u5df2\u7ecf\u5927\u8dcc42%\uff0c\u4ece\u7a7a\u95f4\u770b\u8c03\u6574\u662f\u975e\u5e38\u5145\u5206\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/3C67A2135DFF269FF7CFF191E81B487B_w1637h955-1024x597.png\" alt=\"\" class=\"wp-image-4501\"\/><\/figure>\n\n\n\n<p><strong>\u68c0\u6d4b\u8fc7\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<p>\u8fd9\u91cc\u9700\u8981\u5c06<strong>\u6570\u636e\u6e90\u4eceyfinance\u6362\u6210tushare<\/strong>\uff0c\u53ef\u4ee5\u66f4\u7a33\u5b9a\u7684\u83b7\u53d6A\u80a1\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u8fd8\u6709\u5c31\u662f\u9700\u8981<strong>\u66ff\u6362 Tushare Token<\/strong>\uff1a\u5c06&nbsp;<code>your_token<\/code>&nbsp;\u66ff\u6362\u4e3a\u4f60\u7684 Tushare API Token\u3002\u5982\u679c\u6ca1\u6709 Token\uff0c\u53ef\u4ee5\u524d\u5f80&nbsp;<a href=\"https:\/\/tushare.pro\/\" target=\"_blank\" rel=\"noreferrer noopener\">Tushare\u5b98\u7f51<\/a>&nbsp;\u6ce8\u518c\u5e76\u83b7\u53d6\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import tushare as ts\n\n# \u8bbe\u7f6etushare token\nts.set_token('your_token')  # \u66ff\u6362\u4e3a\u4f60\u7684tushare token\npro = ts.pro_api()\n\n# \u83b7\u53d6\u6caa\u6df1300\u6307\u6570\u6570\u636e\ndata = pro.index_daily(ts_code='000300.SH', start_date='20180101', end_date='20250131')\ndata = data.set_index('trade_date')\ndata.index = pd.to_datetime(data.index)\ndata&#91;'close'] = data&#91;'close'].astype(float)<\/code><\/pre>\n\n\n\n<p>\u540e\u9762\u7684\u4ee3\u7801\u90fd\u5927\u540c\u5c0f\u5f02\uff0c\u8fd9\u91cc\u4e0d\u518d\u7d2f\u8ff0\u3002<\/p>\n\n\n\n<p><strong>\u5e02\u573a\u8868\u73b0<\/strong>\uff1a<br>\u5728\u68c0\u6d4b\u5230\u4e09\u91cd\u5e95\u5f62\u6001\u540e\uff0c\u4ece\u53bb\u5e74\u56db\u5b63\u5ea6\u5f00\u59cb\u4e86\u65b0\u7684\u6307\u6570\u4e0a\u6da8\u884c\u60c5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6848\u4f8b3\uff1a\u8fd1\u671f\u7f8e\u80a1\u66b4\u8dcc\u80cc\u666f\u4e0b\u7684\u5b9e\u6218\u6848\u4f8b<\/strong><\/h3>\n\n\n\n<p>\u6700\u8fd1\uff0c\u7f8e\u80a1\u5e02\u573a\u51fa\u73b0\u8f83\u5927\u5e45\u5ea6\u7684\u4e0b\u8dcc\u3002\u5f88\u591a\u6295\u8d44\u8005\u770b\u5230\u80a1\u6307\u66b4\u8dcc\u540e\uff0c\u5fc3\u91cc\u62c5\u5fc3\u4f1a\u8dcc\u4e2a\u4e0d\u505c\u3002\u4f46\u4ed4\u7ec6\u89c2\u5bdf\uff0c\u6211\u4eec\u53ef\u4ee5\u53d1\u73b0\u5728\u66b4\u8dcc\u8fc7\u7a0b\u4e2d\uff0c\u6709\u65f6\u4f1a\u51fa\u73b0\u7c7b\u4f3c\u4e09\u91cd\u5e95\u7684\u5f62\u6001\u3002<\/p>\n\n\n\n<p>\u5728\u4e00\u4e9b\u4e2a\u80a1\u7684\u56fe\u8868\u4e0a\uff0c\u6211\u4eec\u770b\u5230\u80a1\u4ef7\u591a\u6b21\u5728\u4f4e\u4f4d\u5f98\u5f8a\uff0c\u4ef7\u683c\u5dee\u8ddd\u5f88\u5c0f\u3002\u8fd9\u6b63\u662f\u4e09\u91cd\u5e95\u5f62\u6001\u7684\u5178\u578b\u7279\u5f81\uff0c\u8bf4\u660e\u5e02\u573a\u4e0a\u7684\u4e70\u76d8\u529b\u91cf\u5f00\u59cb\u805a\u96c6\uff0c\u540e\u5e02\u6709\u53ef\u80fd\u53cd\u5f39\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/visual-selection-4-1024x417.png\" alt=\"\" class=\"wp-image-4509\"\/><\/figure>\n\n\n\n<p>\u4f8b\u5982\uff0c\u67d0\u53ea\u79d1\u6280\u80a1\u5728\u8fde\u7eed\u4e0b\u8dcc\u540e\uff0c\u51fa\u73b0\u4e09\u4e2a\u4f4e\u70b9\uff0c\u4e09\u4e2a\u4f4e\u70b9\u4ef7\u683c\u90fd\u5728\u4e00\u4e2a\u7a84\u5e45\u533a\u95f4\u5185\u6ce2\u52a8\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5728\u6bcf\u4e24\u4e2a\u4f4e\u70b9\u4e4b\u95f4\uff0c\u90fd\u6709\u8f83\u660e\u663e\u7684\u53cd\u5f39\u8d70\u52bf\u3002\u8fd9\u4e9b\u53cd\u5f39\u867d\u7136\u77ed\u6682\uff0c\u4f46\u8bf4\u660e\u4e70\u65b9\u5728\u5e95\u90e8\u9010\u6b65\u8fdb\u573a\u3002\u7ed3\u5408\u6210\u4ea4\u91cf\u6570\u636e\uff0c\u53ef\u4ee5\u770b\u5230\u53cd\u5f39\u65f6\u6210\u4ea4\u91cf\u6709\u6240\u653e\u5927\uff0c\u8fd9\u589e\u5f3a\u4e86\u5f62\u6001\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/1741857737454.png\" alt=\"\" class=\"wp-image-4502\"\/><\/figure>\n\n\n\n<p>\u6295\u8d44\u8005\u53ef\u4ee5\u5229\u7528\u4e0a\u8ff0\u4ee3\u7801\uff0c\u5b9e\u65f6\u76d1\u63a7\u8fd9\u4e9b\u80a1\u7968\u3002\u5f53\u68c0\u6d4b\u5230\u4e09\u91cd\u5e95\u5f62\u6001\u65f6\uff0c\u53ef\u4ee5\u63d0\u524d\u5e03\u5c40\uff0c\u7b49\u5f85\u5e02\u573a\u53cd\u8f6c\u3002\u53cd\u4e4b\uff0c\u5f53\u5e02\u573a\u5904\u4e8e\u4e0a\u5347\u9636\u6bb5\uff0c\u8fde\u7eed\u51fa\u73b0\u4e09\u4e2a\u9ad8\u70b9\u4e14\u65e0\u6cd5\u7a81\u7834\u65f6\uff0c\u5219\u53ef\u80fd\u5f62\u6210\u4e09\u91cd\u9876\u5f62\u6001\uff0c\u8fd9\u65f6\u5356\u76d8\u529b\u91cf\u589e\u5f3a\uff0c\u5e02\u573a\u6709\u53ef\u80fd\u8f6c\u8dcc\u3002<\/p>\n\n\n\n<p>\u6700\u8fd1\u7f8e\u80a1\u66b4\u8dcc\u7684\u8fc7\u7a0b\uff0c\u6b63\u597d\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u539f\u7406\u3002\u5bf9\u4e8e\u7f8e\u80a1\u5e02\u573a\u7684\u6295\u8d44\u8005\u6765\u8bf4\uff0c\u5229\u7528Python\u68c0\u6d4b\u8fd9\u4e24\u79cd\u5f62\u6001\uff0c\u53ef\u4ee5\u5728\u5e02\u573a\u5267\u70c8\u6ce2\u52a8\u65f6\u8d77\u5230\u8f85\u52a9\u51b3\u7b56\u7684\u4f5c\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5b9e\u6218\u6e90\u4ee3\u7801\u4e0b\u8f7d<\/strong><\/h3>\n\n\n\n<p>\u4ee5\u4e0a\u7684\u6e90\u4ee3\u7801\u8bf7\u5728\u6211\u7684Google Colab\u4e2d\u7533\u8bf7\u4e0b\u8f7d\uff0c\u5185\u9644\u4e2d\u6587\u6784\u5efa\u8bf4\u660e\u3002<\/p>\n\n\n\n<p>\u5982\u89c9\u5f97\u5bf9\u60a8\u6709\u6240\u5e2e\u52a9\uff0c\u8bf7\u6211\u559d\u676f\u5496\u5561\u5c31\u597d\u3002<a href=\"https:\/\/colab.research.google.com\/drive\/14gba79ZXYgy--fOYMByiwHar8ofYOPLe?usp=sharing\">https:\/\/colab.research.google.com\/drive\/14gba79ZXYgy&#8211;fOYMByiwHar8ofYOPLe?usp=sharing<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001<strong>\u6ce8\u610f\u4e8b\u9879\u4e0e\u6539\u8fdb\u65b9\u5411<\/strong><\/h2>\n\n\n\n<p>\u5728\u4f7f\u7528\u8fd9\u5957\u65b9\u6cd5\u65f6\uff0c\u6709\u51e0\u70b9\u9700\u8981\u5927\u5bb6\u6ce8\u610f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/visual-selection-3.png\" alt=\"\" class=\"wp-image-4507\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u53c2\u6570\u8981\u6839\u636e\u4e0d\u540c\u80a1\u7968\u7279\u6027\u8c03\u6574\u3002\u5e02\u573a\u6ce2\u52a8\u8f83\u5927\u65f6\uff0c\u5bb9\u5dee\u53ef\u4ee5\u9002\u5f53\u653e\u5bbd\uff1b\u5e02\u573a\u5e73\u7a33\u65f6\uff0c\u5bb9\u5dee\u5e94\u4fdd\u6301\u8f83\u5c0f\u3002<\/li>\n\n\n\n<li>\u6280\u672f\u5f62\u6001\u53ea\u662f\u5224\u65ad\u5e02\u573a\u8f6c\u6298\u7684\u5de5\u5177\u4e4b\u4e00\uff0c\u4e0d\u80fd\u5b8c\u5168\u4f9d\u8d56\u3002\u5b9e\u9645\u64cd\u4f5c\u4e2d\u8fd8\u8981\u7ed3\u5408\u57fa\u672c\u9762\u548c\u5e02\u573a\u6d88\u606f\u3002<\/li>\n\n\n\n<li>\u5f53\u80a1\u5e02\u66b4\u8dcc\u65f6\uff0c\u5e02\u573a\u60c5\u7eea\u5bb9\u6613\u6781\u7aef\uff0c\u4fe1\u53f7\u53ef\u80fd\u51fa\u73b0\u5047\u8c61\u3002\u56e0\u6b64\uff0c\u5efa\u8bae\u7ed3\u5408\u6210\u4ea4\u91cf\u548c\u5176\u4ed6\u6307\u6807\u4e00\u8d77\u5224\u65ad\u3002<\/li>\n\n\n\n<li>\u4ee3\u7801\u5728\u68c0\u6d4b\u8fc7\u7a0b\u4e2d\u5b58\u5728\u5ef6\u8fdf\uff0c\u5b9e\u65f6\u5e94\u7528\u65f6\u9700\u8981\u989d\u5916\u8003\u8651\u6570\u636e\u66f4\u65b0\u548c\u6267\u884c\u901f\u5ea6\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u76ee\u524d\u7684\u4ee3\u7801\u53ea\u662f\u4e00\u4e2a\u521d\u6b65\u5b9e\u73b0\u3002<strong>\u540e\u7eed\u53ef\u4ee5\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u8fdb\u884c\u6539\u8fdb<\/strong>\uff1a<\/h4>\n\n\n\n<ul 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class=\"screen-reader-text\">Python\u91cf\u5316\u5b9e\u6218\uff1a\u4e09\u91cd\u9876\u5e95\u5f62\u6001\u6355\u6349\u80a1\u5e02\u53cd\u8f6c\u673a\u4f1a\uff08\u9644\u5de5\u5177\uff09<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[4,5,6],"class_list":{"0":"post-2063","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-aiinvest","7":"tag-ai","9":"tag-6","10":"entry"},"_links":{"self":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2063","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=2063"}],"version-history":[{"count":1,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2063\/revisions"}],"predecessor-version":[{"id":2064,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2063\/revisions\/2064"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=2063"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=2063"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=2063"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}