{"id":1774,"date":"2025-01-06T07:28:00","date_gmt":"2025-01-05T23:28:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=1774"},"modified":"2024-12-11T18:21:27","modified_gmt":"2024-12-11T10:21:27","slug":"%e7%aa%81%e7%a0%b4%e4%ba%a4%e6%98%93%e7%ad%96%e7%95%a5%e5%85%a8%e8%a7%a3%e6%9e%90%ef%bc%9a%e7%89%9b%e5%b8%82%e3%80%81%e7%86%8a%e5%b8%82%e3%80%81%e6%a8%aa%e7%9b%98%e5%b8%82%e5%9c%ba%e5%ba%94%e5%af%b9","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2025\/01\/06\/%e7%aa%81%e7%a0%b4%e4%ba%a4%e6%98%93%e7%ad%96%e7%95%a5%e5%85%a8%e8%a7%a3%e6%9e%90%ef%bc%9a%e7%89%9b%e5%b8%82%e3%80%81%e7%86%8a%e5%b8%82%e3%80%81%e6%a8%aa%e7%9b%98%e5%b8%82%e5%9c%ba%e5%ba%94%e5%af%b9\/","title":{"rendered":"\u7a81\u7834\u4ea4\u6613\u7b56\u7565\u5168\u89e3\u6790\uff1a\u725b\u5e02\u3001\u718a\u5e02\u3001\u6a2a\u76d8\u5e02\u573a\u5e94\u5bf9\u4e4b\u9053\u201d"},"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\/2024\/12\/121101.png\" alt=\"\" class=\"wp-image-3374\"\/><\/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>\u80a1\u5e02\u4e2d\u60a8\u6240\u91c7\u7528\u7b56\u7565\u7684\u7075\u6d3b\u6027\u548c\u9002\u5e94\u6027\u662f\u76c8\u5229\u7684\u5173\u952e\u3002\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u5c06\u5206\u4eab<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u5982\u4f55\u6839\u636e\u4e0d\u540c\u7684\u5e02\u573a\u6761\u4ef6\u8c03\u6574\u7a81\u7834\u4ea4\u6613\u7b56\u7565\uff0c\u5229\u7528\u4e00\u4e9b\u5de5\u5177\u6765\u63d0\u5347\u4ea4\u6613\u6548\u7387\u3002<\/mark>\u6211\u4eec\u4f1a\u63a2\u8ba8\u5728\u4e0d\u540c\u5e02\u573a\u73af\u5883\u4e0b\u7684\u7b56\u7565\u5e94\u7528\uff0c\u5305\u62ec\u5982\u4f55\u8bc6\u522b\u5173\u952e\u652f\u6491\u4f4d\u548c\u963b\u529b\u4f4d\uff0c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u56de\u6eaf\u6d4b\u8bd5\u9a8c\u8bc1\u7b56\u7565\u7684\u6709\u6548\u6027\u3002\u6b64\u5916\uff0c\u6211\u8fd8\u4f1a\u5206\u4eab\u4e00\u4e9b\u5b9e\u7528\u7684\u98ce\u9669\u7ba1\u7406\u6280\u5de7\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u4ec0\u4e48\u662f\u7a81\u7834\u4ea4\u6613<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>1.1 \u57fa\u672c\u6982\u5ff5<\/strong><\/h3>\n\n\n\n<p><strong>\u7a81\u7834\u4ea4\u6613\uff08Breakout Trading\uff09<\/strong>\u662f\u4e00\u79cd\u5e38\u89c1\u7684\u4ea4\u6613\u7b56\u7565\uff0c\u65e8\u5728\u5229\u7528\u4ef7\u683c\u7a81\u7834\u5173\u952e\u652f\u6491\u6216\u963b\u529b\u6c34\u5e73\u65f6\u6240\u4ea7\u751f\u7684\u5e02\u573a\u6ce2\u52a8\u3002\u5f53\u4ef7\u683c\u79fb\u52a8\u5230\u963b\u529b\u533a\u57df\u4e0a\u65b9\u6216\u652f\u6491\u533a\u57df\u4e0b\u65b9\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0\u7a81\u7834\uff0c\u8fd9\u9884\u793a\u7740\u6709\u53ef\u80fd\u671d\u7740\u7a81\u7834\u7684\u65b9\u5411\u51fa\u73b0\u65b0\u7684\u8d8b\u52bf\u3002\u4ea4\u6613\u8005\u901a\u5e38\u4f1a\u9009\u62e9\u4ef7\u683c\u7a81\u7834\u8fd9\u4e9b\u91cd\u8981\u6c34\u5e73\u65f6\u8fdb\u573a\u4ea4\u6613\uff0c\u4ee5\u671f\u671b\u4ef7\u683c\u4f1a\u7ee7\u7eed\u671d\u7740\u7a81\u7834\u65b9\u5411\u79fb\u52a8\uff0c\u4ece\u800c\u5b9e\u73b0\u76c8\u5229\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/12\/image-96.png\" alt=\"\" class=\"wp-image-3375\" style=\"width:489px;height:auto\"\/><\/figure>\n\n\n\n<p>\u5728 BT \u4e2d\uff0c\u652f\u6491\u4f4d\u548c\u963b\u529b\u4f4d\u81f3\u5173\u91cd\u8981\uff0c\u8fd9\u4e9b\u6c34\u5e73\u4ee3\u8868\u7740\u4ea4\u6613\u8005\u8fdb\u5165\u6216\u9000\u51fa\u4ea4\u6613\u7684\u5173\u952e\u70b9\u4f4d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u770b\u6da8\u7a81\u7834\uff1a<\/strong>\u5f53\u4ef7\u683c\u7a81\u7834\u963b\u529b\u4f4d\u65f6\u51fa\u73b0\uff0c\u53ef\u80fd\u9884\u793a\u7740\u4e0a\u5347\u8d8b\u52bf\u3002<\/li>\n\n\n\n<li><strong>\u770b\u8dcc\u7a81\u7834\uff1a<\/strong>\u5f53\u4ef7\u683c\u8dcc\u7834\u652f\u6491\u4f4d\u65f6\u51fa\u73b0\uff0c\u53ef\u80fd\u9884\u793a\u7740\u4e0b\u8dcc\u8d8b\u52bf\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7136\u800c\uff0c\u5e76\u975e\u6bcf\u4e00\u6b21\u4ef7\u683c\u7a81\u7834\u90fd\u80fd\u5f15\u53d1\u6301\u7eed\u7684\u5e02\u573a\u8d8b\u52bf\u3002\u6709\u4e9b\u65f6\u5019\uff0c\u4ef7\u683c\u53ea\u662f\u6682\u65f6\u6027\u5730\u7a7f\u8d8a\u4e86\u963b\u529b\u6216\u652f\u6491\u6c34\u5e73\uff0c\u5438\u5f15\u4e86\u4ea4\u6613\u8005\u7684\u6ce8\u610f\uff0c\u4f46\u5f88\u5feb\u4fbf\u8c03\u8f6c\u65b9\u5411\u3002\u6211\u4eec\u5c06\u8fd9\u79cd\u73b0\u8c61\u79f0\u4e3a\u201c\u5047\u7a81\u7834\u201d\u3002\u4e3a\u4e86\u5c3d\u53ef\u80fd\u51cf\u5c11\u906d\u9047\u5047\u7a81\u7834\u7684\u98ce\u9669\uff0c\u4ea4\u6613\u8005\u901a\u5e38\u4f1a\u5bc6\u5207\u5173\u6ce8\u7a81\u7834\u65f6\u7684\u6210\u4ea4\u91cf\u53d8\u5316\u3002\u6210\u4ea4\u91cf\u7684\u589e\u52a0\u5f80\u5f80\u610f\u5473\u7740\u8bb8\u591a\u4ea4\u6613\u8005\u90fd\u8ba4\u4e3a\u8fd9\u4e00\u4ef7\u683c\u6c34\u5e73\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.2 \u7a81\u7834\u4ea4\u6613\u7684\u901a\u7528\u7b56\u7565\u6d41\u7a0b<\/strong><\/h3>\n\n\n\n<p>\u7a81\u7834\u4ea4\u6613\u7b56\u7565\u53ef\u4ee5\u5206\u4e3a\u51e0\u4e2a\u6d41\u7a0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/12\/image-97.png\" alt=\"\" class=\"wp-image-3376\"\/><\/figure>\n\n\n\n<ul id=\"bh-NAtJZr-DUUdMz70ItxuGS\" class=\"wp-block-list\">\n<li><strong>\u8bc6\u522b\u5173\u952e\u6c34\u5e73<\/strong>\uff1a\u4f7f\u7528\u6280\u672f\u5206\u6790\u5de5\u5177\uff08\u5982\u8d8b\u52bf\u7ebf\u3001\u56fe\u8868\u5f62\u6001\u7b49\uff09\u8bc6\u522b\u652f\u6491\u548c\u963b\u529b\u6c34\u5e73\u3002<\/li>\n\n\n\n<li><strong>\u7b49\u5f85\u7a81\u7834<\/strong>\uff1a\u89c2\u5bdf\u4ef7\u683c\u662f\u5426\u7a81\u7834\u8fd9\u4e9b\u5173\u952e\u6c34\u5e73\uff0c\u5e76\u786e\u8ba4\u7a81\u7834\u7684\u6709\u6548\u6027\u3002<\/li>\n\n\n\n<li><strong>\u8fdb\u573a\u4ea4\u6613<\/strong>\uff1a\u5728\u786e\u8ba4\u7a81\u7834\u540e\uff0c\u9009\u62e9\u5408\u9002\u7684\u8fdb\u573a\u65f6\u673a\uff0c\u901a\u5e38\u662f\u5728\u7a81\u7834\u540e\u7684\u56de\u8c03\u65f6\u3002<\/li>\n\n\n\n<li><strong>\u8bbe\u7f6e\u6b62\u635f\u548c\u76ee\u6807<\/strong>\uff1a\u4e3a\u4e86\u7ba1\u7406\u98ce\u9669\uff0c\u8bbe\u7f6e\u6b62\u635f\u4f4d\u4ee5\u9650\u5236\u6f5c\u5728\u635f\u5931\uff0c\u540c\u65f6\u8bbe\u5b9a\u76ee\u6807\u4ef7\u4f4d\u4ee5\u5b9e\u73b0\u76c8\u5229\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.3 \u5728\u4e0d\u540c\u5e02\u573a\u6761\u4ef6\u4e0b\u7684\u7a81\u7834\u4ea4\u6613\u7b56\u7565<\/strong><\/h3>\n\n\n\n<p>\u7a81\u7834\u4ea4\u6613 (BT) \u53ef\u4ee5\u6709\u6548\u5730\u5e94\u7528\u4e8e\u5404\u79cd\u5e02\u573a\u6761\u4ef6\uff0c\u5305\u62ec\u725b\u5e02\u3001\u718a\u5e02\u548c\u6a2a\u76d8\u5e02\u573a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/12\/image-98.png\" alt=\"\" class=\"wp-image-3377\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u725b\u5e02\u4e2d\u7684 BT\uff1a<\/strong>\u5728\u4e0a\u6da8\u5e02\u573a\u4e2d\uff0c\u4ea4\u6613\u8005\u4f1a\u5bfb\u627e\u7a81\u7834\u963b\u529b\u4f4d\u7684\u673a\u4f1a\uff0c\u8fd9\u8868\u660e\u4e0a\u6da8\u8d8b\u52bf\u53ef\u80fd\u4f1a\u7ee7\u7eed\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u9ad8\u6210\u4ea4\u91cf\u7a81\u7834\u4f1a\u589e\u5f3a\u4ef7\u683c\u6301\u7eed\u4e0a\u6da8\u7684\u53ef\u80fd\u6027\u3002<\/li>\n\n\n\n<li><strong>\u718a\u5e02\u4e2d\u7684 BT\uff1a<\/strong>\u5728\u4e0b\u8dcc\u5e02\u573a\u4e2d\uff0c\u4ea4\u6613\u8005\u5173\u6ce8\u652f\u6491\u4f4d\u4e0b\u65b9\u7684\u7a81\u7834\uff0c\u8fd9\u53ef\u80fd\u9884\u793a\u7740\u8fdb\u4e00\u6b65\u7684\u4e0b\u8dcc\u8d8b\u52bf\u3002\u4e0e\u725b\u5e02\u4e00\u6837\uff0c\u4f34\u968f\u7740\u9ad8\u6210\u4ea4\u91cf\u7684\u7a81\u7834\u66f4\u6709\u53ef\u80fd\u5bfc\u81f4\u4ef7\u683c\u6cbf\u7a81\u7834\u65b9\u5411\u7ee7\u7eed\u8fd0\u52a8\u3002<\/li>\n\n\n\n<li><strong>\u6a2a\u76d8\u5e02\u573a\u4e2d\u7684 BT\uff1a<\/strong>\u5728\u6ca1\u6709\u660e\u786e\u8d8b\u52bf\u3001\u4ef7\u683c\u5728\u4e00\u5b9a\u8303\u56f4\u5185\u6ce2\u52a8\u7684\u5e02\u573a\u4e2d\uff0c\u4ea4\u6613\u8005\u8981\u6ce8\u610f\u89c2\u5bdf\u4ef7\u683c\u662f\u5426\u7a81\u7834\u963b\u529b\u4f4d\u6216\u8dcc\u7834\u652f\u6491\u4f4d\u3002\u8fd9\u4e9b\u7a81\u7834\u53ef\u80fd\u9884\u793a\u7740\u65b0\u8d8b\u52bf\u7684\u5f00\u59cb\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u63a5\u4e0b\u6765\u7684\u7ae0\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u5982\u4f55\u4f7f\u7528\u5de5\u5177\u6765\u8bc6\u522b\u7a81\u7834\u70b9\u5e76\u5b9e\u65bd\u7a81\u7834\u7b56\u7565\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u5b9e\u65bd BT \u7b56\u7565<\/strong><\/h2>\n\n\n\n<p>Python \u56e0\u5176\u5f3a\u5927\u7684\u6570\u636e\u64cd\u4f5c\u548c\u5206\u6790\u80fd\u529b\uff0c\u5df2\u6210\u4e3a\u91d1\u878d\u884c\u4e1a\u7684\u9996\u9009\u5de5\u5177\uff0c\u7279\u522b\u662f\u7528\u4e8e\u5f00\u53d1\u548c\u56de\u6d4b\u91cf\u5316\u4ea4\u6613\u7b56\u7565\u3002\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 Python\uff0c\u5229\u7528 EODHD API \u8bbf\u95ee\u548c\u5206\u6790 NVDA (\u82f1\u4f1f\u8fbe\uff09 \u80a1\u7968\u6570\u636e\uff0c\u5e76\u4ee5\u6b64\u4f5c\u4e3a\u4f8b\u5b50\u6765\u5b9e\u65bd\u7a81\u7834\u4ea4\u6613 (BT) \u7b56\u7565\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.1 \u901a\u8fc7 EODHD API \u8bbf\u95ee\u5b9e\u65f6\u80a1\u7968\u6570\u636e<\/strong><\/h3>\n\n\n\n<p>\u6267\u884c\u7a81\u7834\u4ea4\u6613\u7b56\u7565\u7684\u7b2c\u4e00\u6b65\u662f\u83b7\u53d6\u5b9e\u65f6\u80a1\u7968\u6570\u636e\u3002Python \u4e0e EODHD API \u7684\u7ed3\u5408\u7b80\u5316\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u3002EODHD API \u53ef\u4ee5\u5168\u9762\u8bbf\u95ee\u5173\u952e\u7684\u91d1\u878d\u6570\u636e\uff0c\u5305\u62ec\u5f53\u65e5\u6536\u76d8\u4ef7\u3001\u57fa\u672c\u9762\u6570\u636e\u3001\u671f\u6743\u94fe\u7b49\u3002\u8fd9\u4e9b\u6570\u636e\u5bf9\u4e8e\u68c0\u6d4b\u6f5c\u5728\u7a81\u7834\u548c\u505a\u51fa\u660e\u667a\u7684\u4ea4\u6613\u51b3\u7b56\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u8981\u4f7f\u7528 EODHD \u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u68c0\u7d22 NVDA \u80a1\u7968\u6570\u636e\uff0c\u53ef\u4f7f\u7528\u4ee5\u4e0b Python \u4ee3\u7801\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from eodhd import APIClient\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport mplfinance as mpf\nimport plotly.graph_objects as go\n\ndef fetch_stock_data(symbol):\n    api = APIClient(\"YOUR_API_KEY\")\n    data = api.get_historical_data(symbol=symbol, interval=\"d\", iso8601_start=\"2022-08-08\", iso8601_end=\"2023-08-07\")\n    return data\n\n# Fetch data for Apple Inc.\ndf = fetch_stock_data(\"NVDA.US\")<\/code><\/pre>\n\n\n\n<p>\u5728\u672c\u4f8b\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528 mplfinance \u548c plotly \u5e93\u521b\u5efa\u4ea4\u4e92\u5f0f\u56fe\u8868\u3002\u901a\u8fc7\u83b7\u53d6\u7684\u6570\u636e\uff0c\u6211\u4eec\u53ef\u4ee5\u6e05\u695a\u5730\u770b\u5230\u80a1\u7968\u5728\u6240\u9009\u65f6\u95f4\u6bb5\u5185\u7684\u8868\u73b0\uff0c\u7136\u540e\u5bf9\u5176\u8fdb\u884c\u5206\u6790\uff0c\u627e\u51fa\u6f5c\u5728\u7684\u7a81\u7834\u70b9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/12\/image-99.png\" alt=\"\" class=\"wp-image-3379\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>2.2 \u8bc6\u522b\u6f5c\u5728\u7a81\u7834<\/strong><\/h3>\n\n\n\n<p>\u8bc6\u522b\u6f5c\u5728\u7a81\u7834\u662f\u7a81\u7834\u4ea4\u6613 (BT) \u7684\u57fa\u672c\u7ec4\u6210\u90e8\u5206\u3002<strong>\u5f53\u8d44\u4ea7\u7684\u4ef7\u683c\u8d85\u8fc7\u786e\u5b9a\u7684\u963b\u529b\u4f4d\u6216\u8dcc\u7834\u652f\u6491\u4f4d\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0\u7a81\u7834<\/strong>\u3002\u8fd9\u4e9b\u6c34\u5e73\u901a\u5e38\u662f\u5386\u53f2\u4e0a\u4ef7\u683c\u53cd\u8f6c\u65b9\u5411\u7684\u5173\u952e\u533a\u57df\uff0c\u56e0\u6b64\u5bf9\u9884\u6d4b\u672a\u6765\u4ef7\u683c\u8d70\u52bf\u548c\u6f5c\u5728\u4ea4\u6613\u673a\u4f1a\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p><strong>\u800c\u5386\u53f2\u4ef7\u683c\u6570\u636e\u5bf9\u4e8e\u786e\u5b9a\u652f\u6491\u4f4d\u548c\u963b\u529b\u4f4d\u975e\u5e38\u91cd\u8981\u3002<\/strong>\u901a\u8fc7\u7814\u7a76\u8fc7\u53bb\u7684\u4ef7\u683c\u8d70\u52bf\uff0c\u4ea4\u6613\u8005\u53ef\u4ee5\u627e\u51fa\u8d44\u4ea7\u53cd\u590d\u53cd\u8f6c\u7684\u5173\u952e\u4ef7\u683c\u70b9\u3002\u8fd9\u4e9b\u70b9\u53ef\u4ee5\u4f5c\u4e3a\u9884\u6d4b\u672a\u6765\u7a81\u7834\u7684\u6f5c\u5728\u6307\u6807\u3002<\/p>\n\n\n\n<p>\u4e0b\u9762\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 Python \u6765\u8bc6\u522b\u652f\u6491\u4f4d\u548c\u963b\u529b\u4f4d\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\n# We'll calculate the support and resistance levels using a rolling window\nwindow_length = 20\ndf&#91;'Support'] = df&#91;'low'].rolling(window=window_length).min()\ndf&#91;'Resistance'] = df&#91;'high'].rolling(window=window_length).max()<\/code><\/pre>\n\n\n\n<p>\u5728\u6b64\u4ee3\u7801\u7247\u6bb5\u4e2d\uff0c\u652f\u6491\u4f4d\u6309 20 \u5929\u6eda\u52a8\u7a97\u53e3\u5185\u7684\u6700\u4f4e\u4ef7\u8ba1\u7b97\uff0c\u800c\u963b\u529b\u4f4d\u5219\u6309\u540c\u671f\u5185\u7684\u6700\u9ad8\u4ef7\u786e\u5b9a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.3 \u81ea\u52a8\u68c0\u6d4b\u7a81\u7834<\/strong><\/h3>\n\n\n\n<p>\u4e00\u65e6\u786e\u5b9a\u4e86\u652f\u6491\u4f4d\u548c\u963b\u529b\u4f4d\uff0cPython \u5c31\u53ef\u4ee5\u7528\u6765\u76d1\u63a7\u5b9e\u65f6\u80a1\u7968\u6570\u636e\u5e76\u68c0\u6d4b\u7a81\u7834\u3002\u5f53\u4ef7\u683c\u8d85\u8fc7\u963b\u529b\u4f4d\uff08\u8868\u660e\u6f5c\u5728\u7684\u4e0a\u5347\u8d8b\u52bf\uff09\u6216\u8dcc\u7834\u652f\u6491\u4f4d\uff08\u8868\u660e\u6f5c\u5728\u7684\u4e0b\u964d\u8d8b\u52bf\uff09\u65f6\uff0c\u5c31\u4f1a\u68c0\u6d4b\u5230\u7a81\u7834\u3002\u8fd9\u4e9b\u7a81\u7834\u53ef\u80fd\u662f\u6f5c\u5728\u6295\u8d44\u673a\u4f1a\u7684\u91cd\u8981\u6307\u6807\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Identify bullish breakouts (closing price greater than resistance)\ndf&#91;'Bullish Breakout'] = df&#91;'close'] &gt; df&#91;'Resistance'].shift()\n# Identify bearish breakouts (closing price less than support)\ndf&#91;'Bearish Breakout'] = df&#91;'close'] &lt; df&#91;'Support'].shift()<\/code><\/pre>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u5f53\u6536\u76d8\u4ef7\u8d85\u8fc7\u963b\u529b\u4f4d\u65f6\uff0c\u5c31\u4f1a\u68c0\u6d4b\u5230\u770b\u6da8\u7a81\u7834\uff0c\u800c\u5f53\u6536\u76d8\u4ef7\u8dcc\u7834\u652f\u6491\u4f4d\u65f6\uff0c\u5c31\u4f1a\u8bc6\u522b\u51fa\u770b\u8dcc\u7a81\u7834\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.4 \u5c55\u793a\u7a81\u7834<\/strong><\/h3>\n\n\n\n<p>\u5728\u56fe\u4e0a\u53ef\u89c6\u5316\u7a81\u7834\uff0c\u53ef\u4ee5\u6e05\u6670\u76f4\u89c2\u5730\u663e\u793a\u4ef7\u683c\u8d70\u52bf\u3001\u652f\u6491\u4f4d\u548c\u963b\u529b\u4f4d\u4ee5\u53ca\u7a81\u7834\u70b9\u3002\u4e0b\u9762\u7684 Python \u4ee3\u7801\u7247\u6bb5\u6f14\u793a\u4e86\u5982\u4f55\u521b\u5efa\u8fd9\u6837\u7684\u56fe\u8868\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import numpy as np\n\n# Create new columns for the bullish and bearish breakout points, filled with NaN values\ndf&#91;'Bullish Breakout Points'] = np.nan\ndf&#91;'Bearish Breakout Points'] = np.nan\n\n# Fill the new columns with the closing prices where there are bullish and bearish breakouts\ndf.loc&#91;df&#91;'Bullish Breakout'], 'Bullish Breakout Points'] = df&#91;'close']\ndf.loc&#91;df&#91;'Bearish Breakout'], 'Bearish Breakout Points'] = df&#91;'close']\n\n# Create addplots for the support, resistance, bullish breakouts, and bearish breakouts\nap1 = mpf.make_addplot(df&#91;'Support'], color='green')\nap2 = mpf.make_addplot(df&#91;'Resistance'], color='red')\nap3 = mpf.make_addplot(df&#91;'Bullish Breakout Points'], scatter=True, markersize=100, color='blue')\nap4 = mpf.make_addplot(df&#91;'Bearish Breakout Points'], scatter=True, markersize=100, color='orange')\n\n# Create a candlestick chart with the addplots\nmpf.plot(df, type='candle', style='charles', title='Breakout Visualization', ylabel='Price ($)', addplot=&#91;ap1, ap2, ap3, ap4], figsize=(10, 6))<\/code><\/pre>\n\n\n\n<p id=\"a227\">\u672c\u4ee3\u7801\u7247\u6bb5\u4f7f\u7528\u7a81\u7834\u7684\u53ef\u89c6\u5316\u6307\u6807\u589e\u5f3a\u8721\u70db\u56fe\u3002\u5b83\u5728 DataFrame \u4e2d\u5f15\u5165\u65b0\u5217\uff0c\u6839\u636e\u6536\u76d8\u4ef7\u6807\u8bb0\u770b\u6da8\u548c\u770b\u8dcc\u7a81\u7834\u70b9\u3002\u7136\u540e\u4f7f\u7528 mplfinance \u5e93\uff0c\u6dfb\u52a0\u652f\u6491\u4f4d\u548c\u963b\u529b\u4f4d\u56fe\u4ee5\u53ca\u7a81\u7834\u70b9\u7684\u6563\u70b9\u56fe\u3002\u8fd9\u6837\u5c31\u5f62\u6210\u4e86\u4e00\u4e2a\u7efc\u5408\u56fe\u8868\uff0c\u4ee5\u6e05\u6670\u3001\u7efc\u5408\u7684\u683c\u5f0f\u76f4\u89c2\u5730\u5c55\u793a\u4e86\u4ef7\u683c\u8d70\u52bf\u3001\u652f\u6491\u4f4d\u548c\u963b\u529b\u4f4d\u4ee5\u53ca\u7a81\u7834\u70b9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/12\/image-100.png\" alt=\"\" class=\"wp-image-3380\"\/><\/figure>\n\n\n\n<p>\u8fd9\u79cd\u53ef\u89c6\u5316\u5de5\u5177\u4e3a\u4ea4\u6613\u8005\u63d0\u4f9b\u4e86\u4ef7\u683c\u8d70\u52bf\u3001\u652f\u6491\u4f4d\u548c\u963b\u529b\u4f4d\u4ee5\u53ca\u770b\u6da8\u548c\u770b\u8dcc\u7a81\u7834\u65f6\u523b\u7684\u6e05\u6670\u63cf\u8ff0\u3002\u8fd9\u79cd\u5de5\u5177\u5bf9\u4e8e\u90a3\u4e9b\u65e8\u5728\u4e86\u89e3\u7a81\u7834\u673a\u4f1a\u5e76\u4ece\u4e2d\u83b7\u5229\u7684\u4eba\u6765\u8bf4\u975e\u5e38\u5b9d\u8d35\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u9a8c\u8bc1\u60a8\u7684 BT \u7b56\u7565<\/strong><\/h2>\n\n\n\n<p>\u4e00\u65e6\u5236\u5b9a\u4e86\u7a81\u7834\u4ea4\u6613 (BT) \u7b56\u7565\uff0c\u4e0b\u4e00\u4e2a\u5173\u952e\u6b65\u9aa4\u5c31\u662f\u5728\u6295\u5165\u5b9e\u9645\u8d44\u91d1\u4e4b\u524d\u9a8c\u8bc1\u5176\u6027\u80fd\u3002\u8fd9\u79cd\u9a8c\u8bc1\u662f\u901a\u8fc7\u56de\u6eaf\u6d4b\u8bd5\u5b9e\u73b0\u7684\uff0c\u5373\u4f7f\u7528\u5386\u53f2\u6570\u636e\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u6d4b\u8bd5\uff0c\u8ba9\u4ea4\u6613\u8005\u80fd\u591f\u6a21\u62df\u4ea4\u6613\u5e76\u8bc4\u4f30\u7b56\u7565\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.1 \u56de\u6d4b\u5728\u4ea4\u6613\u4e2d\u7684\u91cd\u8981\u6027<\/strong><\/h3>\n\n\n\n<p>\u56de\u6eaf\u6d4b\u8bd5\u662f\u4ea4\u6613\u4e2d\u5fc5\u4e0d\u53ef\u5c11\u7684\u4e00\u79cd\u505a\u6cd5\u3002\u5b83\u80fd\u8ba9\u4ea4\u6613\u8005\u5c06\u81ea\u5df1\u7684\u7b56\u7565\u5e94\u7528\u5230\u5386\u53f2\u6570\u636e\u4e2d\uff0c\u5e2e\u52a9\u4ed6\u4eec\u8861\u91cf\u6f5c\u5728\u7684\u76c8\u5229\u80fd\u529b\u548c\u76f8\u5173\u98ce\u9669\u3002\u901a\u8fc7\u56de\u6eaf\u6d4b\u8bd5\uff0c\u4ea4\u6613\u8005\u53ef\u4ee5\u53d1\u73b0\u6f5c\u5728\u7684\u7f3a\u9677\uff0c\u8bc4\u4f30\u7b56\u7565\u7684\u9884\u671f\u6536\u76ca\uff0c\u5e76\u5bf9\u81ea\u5df1\u7684\u4ea4\u6613\u65b9\u6cd5\u5efa\u7acb\u4fe1\u5fc3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 \u5982\u4f55\u56de\u6d4b BT \u7b56\u7565<\/strong><\/h3>\n\n\n\n<p>Python \u53ca\u5176\u5f3a\u5927\u7684\u5e93\uff0c\u5982 pandas \u548c NumPy\uff0c\u4e3a\u56de\u6d4b\u4ea4\u6613\u7b56\u7565\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u5e73\u53f0\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\uff0c\u6f14\u793a\u5982\u4f55\u56de\u6d4b BT \u7b56\u7565\uff0c\u5e76\u4f7f\u7528\u6298\u7ebf\u56fe\u76f4\u89c2\u663e\u793a\u5176\u7d2f\u8ba1\u6536\u76ca\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># We'll create a 'Signal' column where we go long (1) on bullish breakouts and short (-1) on bearish breakouts\ndf&#91;'Signal'] = np.where(df&#91;'Bullish Breakout'], 1, np.where(df&#91;'Bearish Breakout'], -1, 0))\n\n# Assume we invest the same amount of money in each trade\n# Our daily returns are simply the change in price times our signal\ndf&#91;'Return'] = df&#91;'Signal'].shift() * df&#91;'close'].pct_change()\n\n# The total strategy return is the cumulative product of our daily returns\ndf&#91;'Cumulative Return'] = (1 + df&#91;'Return']).cumprod() - 1\n\n# Plot the cumulative returns\nplt.figure(figsize=(10, 6))\nplt.plot(df&#91;'Cumulative Return'])\nplt.title('Cumulative Strategy Returns')\nplt.show()\n\nprint('Final Strategy Return:', df&#91;'Cumulative Return'].iloc&#91;-1])<\/code><\/pre>\n\n\n\n<p>\u5728\u6b64\u4ee3\u7801\u7247\u6bb5\u4e2d\uff0cDataFrame \u4e2d\u521b\u5efa\u4e86\u4e00\u4e2a &#8220;\u4fe1\u53f7 &#8220;\u5217\uff0c\u6307\u793a\u4f55\u65f6\u5728\u770b\u6da8\u7a81\u7834\u65f6\u505a\u591a (1)\uff0c\u5728\u770b\u8dcc\u7a81\u7834\u65f6\u505a\u7a7a (-1)\u3002\u7136\u540e\uff0c\u901a\u8fc7\u5c06\u8be5\u4fe1\u53f7\u4e58\u4ee5\u6536\u76d8\u4ef7\u7684\u767e\u5206\u6bd4\u53d8\u5316\u6765\u8ba1\u7b97\u6bcf\u65e5\u6536\u76ca\u3002\u6574\u4f53\u7b56\u7565\u56de\u62a5\u7387\u7531\u8fd9\u4e9b\u6bcf\u65e5\u56de\u62a5\u7387\u7684\u7d2f\u79ef\u4e58\u79ef\u5f97\u51fa\uff0c\u7136\u540e\u901a\u8fc7\u7ebf\u5f62\u56fe\u76f4\u89c2\u663e\u793a\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u65b9\u6cd5\u4e3a\u8bc4\u4f30\u7a81\u7834\u4ea4\u6613\u7b56\u7565\u7684\u6709\u6548\u6027\u63d0\u4f9b\u4e86\u7b80\u660e\u627c\u8981\u7684\u65b9\u6cd5\uff0c\u6709\u52a9\u4e8e\u5728\u5c06\u5176\u5e94\u7528\u4e8e\u5b9e\u9645\u5e02\u573a\u4e4b\u524d\uff0c\u786e\u4fdd\u8be5\u7b56\u7565\u65e2\u80fd\u76c8\u5229\u53c8\u5177\u6709\u53ef\u6301\u7eed\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\/2024\/12\/image-101.png\" alt=\"\" class=\"wp-image-3381\"\/><\/figure>\n\n\n\n<pre class=\"wp-block-preformatted\">Final Strategy Return: -0.20886206305147736<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.3 \u89e3\u8bfb\u56de\u6d4b\u7ed3\u679c<\/strong><\/h3>\n\n\n\n<p>\u56de\u6d4b\u7ed3\u679c\u5c55\u793a\u4e86\u7b56\u7565\u5728\u7279\u5b9a\u6d4b\u8bd5\u5468\u671f\u5185\u7684\u6574\u4f53\u76c8\u5229\u60c5\u51b5\u3002\u76c8\u5229\u7ed3\u679c\u610f\u5473\u7740\u7b56\u7565\u6709\u8d5a\u94b1\u7684\u6f5c\u529b\uff0c\u800c\u4e8f\u635f\u5219\u6697\u793a\u53ef\u80fd\u9762\u4e34\u635f\u5931\u7684\u98ce\u9669\u3002\u7136\u800c\uff0c\u5173\u952e\u662f\u8981\u8ba4\u8bc6\u5230\uff0c\u56de\u6d4b\u6210\u7ee9\u5e76\u4e0d\u9884\u793a\u7740\u672a\u6765\u7684\u8868\u73b0\u3002\u5e02\u573a\u72b6\u51b5\u662f\u52a8\u6001\u53d8\u5316\u7684\uff0c\u66fe\u7ecf\u6709\u6548\u7684\u7b56\u7565\u5728\u5c06\u6765\u672a\u5fc5\u4f9d\u65e7\u9002\u7528\u3002<\/p>\n\n\n\n<p>\u800c\u4e14\u672c\u7b80\u5355\u56de\u6d4b\u4e2d\u672a\u7eb3\u5165\u4ea4\u6613\u6210\u672c\u7b49\u56e0\u7d20\uff0c\u9700\u8981\u5927\u5bb6\u6839\u636e\u81ea\u5df1\u7684\u4ea4\u6613\u4ea7\u54c1\u6765\u5355\u72ec\u5236\u5b9a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.4 \u6839\u636e\u56de\u6d4b\u7ed3\u679c\u8c03\u6574\u7b56\u7565<\/strong><\/h3>\n\n\n\n<p>\u82e5\u4f60\u7684\u7b56\u7565\u5728\u56de\u6d4b\u4e2d\u7684\u8868\u73b0\u4e0d\u5c3d\u5982\u4eba\u610f\uff0c\u90a3\u4e48\u5bf9\u7b56\u7565\u8fdb\u884c\u5fae\u8c03\u5c31\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u8fd9\u53ef\u80fd\u5305\u62ec\u5bf9\u8bf8\u5982\u652f\u6491\u548c\u963b\u529b\u6c34\u5e73\u89c2\u5bdf\u7a97\u53e3\u7684\u65f6\u957f\u7b49\u53c2\u6570\u8fdb\u884c\u8c03\u6574\uff0c\u6216\u662f\u6539\u53d8\u8bc6\u522b\u7a81\u7834\u7684\u51c6\u5219\u3002\u6b64\u5916\uff0c\u5f15\u5165\u989d\u5916\u7684\u7b5b\u9009\u6761\u4ef6\u4e5f\u80fd\u63d0\u5347\u7b56\u7565\u6240\u4ea7\u751f\u4fe1\u53f7\u7684\u7cbe\u786e\u5ea6\u3002<\/p>\n\n\n\n<p>\u56de\u6eaf\u6d4b\u8bd5\u7684\u7ec8\u6781\u76ee\u6807\u5e76\u975e\u8ffd\u6c42\u5386\u53f2\u8868\u73b0\u7684\u5b8c\u7f8e\uff0c\u800c\u662f\u6253\u9020\u4e00\u4e2a\u80fd\u591f\u5e94\u5bf9\u672a\u6765\u5e02\u573a\u591a\u6837\u6027\u7684\u7075\u6d3b\u7b56\u7565\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u7a81\u7834\u4ea4\u6613\u4e2d\u7684\u98ce\u9669\u7ba1\u7406<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>4.1 \u91cd\u8981\u7684 BT \u98ce\u9669\u7ba1\u7406<\/strong><\/h3>\n\n\n\n<p>\u98ce\u9669\u7ba1\u7406\u662f\u5305\u62ec\u7a81\u7834\u4ea4\u6613 (BT) \u5728\u5185\u7684\u4efb\u4f55\u4ea4\u6613\u7b56\u7565\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002\u7a81\u7834\u4ea4\u6613\u662f\u6307\u5f53\u4ef7\u683c\u7a81\u7834\u652f\u6491\u4f4d\u6216\u963b\u529b\u4f4d\u65f6\u8fdb\u5165\u4ea4\u6613\u3002\u7136\u800c\uff0c\u5e76\u975e\u6240\u6709\u7a81\u7834\u90fd\u4f1a\u5bfc\u81f4\u4ef7\u683c\u6301\u7eed\u6ce2\u52a8\uff1b\u6709\u4e9b\u7a81\u7834\u53ef\u80fd\u4f1a\u9006\u8f6c\u65b9\u5411\uff0c\u5bfc\u81f4\u7a81\u7834\u5931\u8d25\u3002\u5982\u679c\u6ca1\u6709\u6709\u6548\u7684\u98ce\u9669\u7ba1\u7406\uff0c\u8fd9\u4e9b\u5931\u8d25\u7684\u7a81\u7834\u53ef\u80fd\u4f1a\u9020\u6210\u5de8\u5927\u7684\u7ecf\u6d4e\u635f\u5931\u3002\u6211\u901a\u5e38\u4f7f\u7528\u4ee5\u4e0b\u51e0\u79cd\u98ce\u9669\u7ba1\u7406\u6280\u672f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bbe\u7f6e\u6b62\u635f\uff1a<\/strong>\u5f53\u8bc1\u5238\u4ef7\u683c\u8dcc\u81f3\u9884\u5b9a\u6c34\u5e73\u65f6\uff0c\u6b62\u635f\u5355\u4f1a\u5c06\u5176\u5356\u51fa\uff0c\u5e2e\u52a9\u9650\u5236\u6f5c\u5728\u635f\u5931\u3002<\/li>\n\n\n\n<li><strong>\u4ed3\u4f4d\u5927\u5c0f\uff1a<\/strong>\u8fd9\u5305\u62ec\u786e\u5b9a\u6bcf\u7b14\u4ea4\u6613\u7684\u98ce\u9669\u5360\u6295\u8d44\u7ec4\u5408\u7684\u591a\u5c11\uff0c\u901a\u5e38\u4f7f\u7528\u6295\u8d44\u7ec4\u5408\u603b\u4ef7\u503c\u7684\u4e00\u4e2a\u56fa\u5b9a\u767e\u5206\u6bd4\u3002<\/li>\n\n\n\n<li><strong>\u5206\u6563\u6295\u8d44\uff1a<\/strong>\u5c06\u6295\u8d44\u5206\u6563\u5230\u4e0d\u540c\u7684\u8d44\u4ea7\u6216\u9886\u57df\uff0c\u53ef\u964d\u4f4e\u5728\u4efb\u4f55\u5355\u4e00\u4ea4\u6613\u6216\u5e02\u573a\u6761\u4ef6\u4e0b\u906d\u53d7\u91cd\u5927\u635f\u5931\u7684\u98ce\u9669\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.2 \u5b9e\u65bd\u98ce\u9669\u7ba1\u7406\u6280\u672f<\/strong><\/h3>\n\n\n\n<p>Python \u662f\u5b9e\u65bd\u98ce\u9669\u7ba1\u7406\u7b56\u7565\u7684\u5f3a\u5927\u5de5\u5177\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u5982\u4f55\u8bbe\u7f6e\u6b62\u635f\u548c\u8ba1\u7b97\u4ed3\u4f4d\u5927\u5c0f\u7684\u793a\u4f8b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Assume df is a DataFrame with 'Close' and 'Signal' columns\n# We'll set our stop loss level 10% below our entry price\ndf&#91;'Stop Loss'] = np.where(df&#91;'Signal'] == 1, df&#91;'close'] * 0.9, np.where(df&#91;'Signal'] == -1, df&#91;'close'] * 1.1, np.nan))\ndf&#91;'Stop Loss'] = df&#91;'Stop Loss'].ffill()\n\n# We'll exit our position if the price hits our stop loss level\ndf&#91;'Exit'] = np.where(df&#91;'Signal'] == 1, df&#91;'close'] &lt; df&#91;'Stop Loss'], np.where(df&#91;'Signal'] == -1, df&#91;'close'] &gt; df&#91;'Stop Loss'], False))\n\n# We'll calculate our position size based on a fixed percentage of our portfolio\nportfolio_size = 10000  # The size of our portfolio\nrisk_per_trade = 0.01  # We'll risk 1% of our portfolio on each trade\ndf&#91;'Position Size'] = portfolio_size * risk_per_trade \/ (df&#91;'close'] - df&#91;'Stop Loss']).abs()<\/code><\/pre>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u591a\u5934\u4ed3\u4f4d\u7684\u6b62\u635f\u4f4d\u8bbe\u5b9a\u5728\u5165\u5e02\u4ef7\u683c\u4ee5\u4e0b10%\u7684\u4f4d\u7f6e\uff0c\u800c\u7a7a\u5934\u4ed3\u4f4d\u7684\u6b62\u635f\u4f4d\u5219\u8bbe\u5b9a\u5728\u5165\u5e02\u4ef7\u683c\u4ee5\u4e0a10%\u7684\u4f4d\u7f6e\u3002\u9000\u51fa\u680f\u4f1a\u663e\u793a\u6b62\u635f\u662f\u5426\u5df2\u7ecf\u88ab\u89e6\u53d1\u3002\u4ed3\u4f4d\u5927\u5c0f\u7684\u786e\u5b9a\u662f\u4e3a\u4e86\u4fdd\u8bc1\u6bcf\u7b14\u4ea4\u6613\u4e2d\u53ea\u6709\u4e00\u5b9a\u6bd4\u4f8b\u7684\u6295\u8d44\u7ec4\u5408\u66b4\u9732\u5728\u98ce\u9669\u4e4b\u4e2d\u3002<\/p>\n\n\n\n<p>\u98ce\u9669\u7ba1\u7406\u5e76\u4e0d\u662f\u8981\u5b8c\u5168\u6d88\u9664\u635f\u5931\uff0c\u800c\u662f\u8981\u5c06\u635f\u5931\u63a7\u5236\u5728\u53ef\u63a5\u53d7\u7684\u8303\u56f4\u5185\u3002\u5c06\u8fd9\u4e9b\u6280\u672f\u878d\u5165\u60a8\u7684\u6218\u7565\uff0c\u6709\u52a9\u4e8e\u786e\u4fdd\u5176\u957f\u671f\u53ef\u884c\u6027\u548c\u53ef\u6301\u7eed\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u3001\u89c2\u70b9\u603b\u7ed3<\/strong><\/h2>\n\n\n\n<p>\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u6df1\u5165\u63a2\u8ba8\u4e86\u7a81\u7834\u4ea4\u6613\uff08BT\uff09\u7b56\u7565\uff0c\u8fd9\u662f\u4ea4\u6613\u8005\u4eec\u6700\u559c\u6b22\u4f7f\u7528\u7684\u4e00\u79cd\u65b9\u6cd5\uff0c\u53ef\u4ee5\u51c6\u786e\u628a\u63e1\u6f5c\u5728\u7684\u6295\u8d44\u673a\u4f1a\u3002\u6211\u4eec\u7814\u7a76\u4e86 BT \u7684\u7ec6\u5fae\u5dee\u522b\u3001\u5728\u4e0d\u540c\u5e02\u573a\u6761\u4ef6\u4e0b\u7684\u5e94\u7528\u4ee5\u53ca\u8bc6\u522b\u6f5c\u5728\u7a81\u7834\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7a81\u7834\u4ea4\u6613\u7b56\u7565\uff08BT\uff09\u662f\u4e00\u79cd\u6709\u6548\u7684\u4ea4\u6613\u65b9\u6cd5<\/strong>\uff0c\u5b83\u4f9d\u8d56\u4e8e\u4ef7\u683c\u7a81\u7834\u5173\u952e\u652f\u6491\u4f4d\u6216\u963b\u529b\u4f4d\u7684\u4fe1\u53f7\u6765\u8fdb\u5165\u5e02\u573a\u3002<\/li>\n\n\n\n<li><strong>Python\u662f\u5b9e\u65bdBT\u7b56\u7565\u7684\u7406\u60f3\u5de5\u5177<\/strong>\uff0c\u80fd\u591f\u81ea\u52a8\u5316\u68c0\u6d4b\u7a81\u7834\u70b9\uff0c\u5e76\u7ed3\u5408EODHD API\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\uff0c\u63d0\u9ad8\u4ea4\u6613\u51b3\u7b56\u7684\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n<li><strong>\u4e0d\u540c\u5e02\u573a\u6761\u4ef6\u4e0b\u7684BT\u7b56\u7565\u5e94\u7528\u6709\u6240\u4e0d\u540c<\/strong>\uff0c\u4ea4\u6613\u8005\u9700\u8981\u6839\u636e\u5e02\u573a\u72b6\u6001\u8c03\u6574\u7b56\u7565\uff0c\u4ee5\u9002\u5e94\u725b\u5e02\u3001\u718a\u5e02\u6216\u6a2a\u76d8\u5e02\u573a\u7684\u7279\u70b9\u3002<\/li>\n\n\n\n<li><strong>\u56de\u6eaf\u6d4b\u8bd5\u5bf9\u4e8e\u9a8c\u8bc1BT\u7b56\u7565\u7684\u6709\u6548\u6027\u81f3\u5173\u91cd\u8981<\/strong>\uff0c\u5b83\u5141\u8bb8\u4ea4\u6613\u8005\u5728\u5b9e\u9645\u6295\u5165\u8d44\u91d1\u524d\uff0c\u901a\u8fc7\u6a21\u62df\u5386\u53f2\u6570\u636e\u4e0a\u7684\u4ea4\u6613\u6765\u8bc4\u4f30\u7b56\u7565\u7684\u8868\u73b0\u3002<\/li>\n\n\n\n<li><strong>\u98ce\u9669\u7ba1\u7406\u662f\u4ea4\u6613\u6210\u529f\u7684\u5173\u952e<\/strong>\uff0c\u5e94\u901a\u8fc7\u8bbe\u7f6e\u6b62\u635f\u3001\u5408\u7406\u89c4\u5212\u4ed3\u4f4d\u5927\u5c0f\u548c\u4ea4\u6613\u5206\u6563\u7b49\u65b9\u6cd5\u6765\u63a7\u5236\u6f5c\u5728\u7684\u635f\u5931\u3002<\/li>\n\n\n\n<li><strong>\u4ea4\u6613\u662f\u4e00\u4e2a\u4e0d\u65ad\u5b66\u4e60\u548c\u9002\u5e94\u7684\u8fc7\u7a0b<\/strong>\uff0c\u5e02\u573a\u52a8\u6001\u4e0d\u65ad\u53d8\u5316\uff0c\u4ea4\u6613\u8005\u9700\u8981\u6301\u7eed\u76d1\u63a7\u7b56\u7565\u8868\u73b0\uff0c\u53ca\u65f6\u8c03\u6574\u7b56\u7565\uff0c\u5e76\u4fdd\u6301\u5f00\u653e\u7684\u5fc3\u6001\uff0c\u63a2\u7d22\u65b0\u7684\u4ea4\u6613\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u5927\u5bb6\u90fd\u5bf9\u7a81\u7834\u4ea4\u6613\u7b56\u7565\u611f\u5174\u8da3\uff0c\u4e0d\u59a8\u79c1\u4fe1\u544a\u77e5\u3002\u6211\u5c31\u4f1a\u5728\u63a5\u4e0b\u6765\u7684\u6587\u7ae0\u4e2d\uff0c\u7ed3\u5408\u91d1\u878d\u6570\u636e\u5206\u6790\u3001\u6df1\u5ea6\u5b66\u4e60\u548c\u4e00\u4e9b\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u8fdb\u4e00\u6b65\u6df1\u5165\u63a2\u8ba8\u8fd9\u4e00\u8bdd\u9898\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><em>\u611f\u8c22\u60a8\u9605\u8bfb\u5230\u6700\u540e\uff0c\u5e0c\u671b\u672c\u6587\u80fd\u7ed9\u60a8\u5e26\u6765\u65b0\u7684\u6536\u83b7\u3002\u795d\u60a8\u6295\u8d44\u987a\u5229\uff01\u5982\u679c\u5bf9\u6587\u4e2d\u7684\u5185\u5bb9\u6709\u4efb\u4f55\u7591\u95ee\uff0c\u8bf7\u7ed9\u6211\u7559\u8a00\uff0c\u5fc5\u590d\u3002<\/em><\/p>\n\n\n\n<hr 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