{"id":2715,"date":"2025-10-13T07:40:00","date_gmt":"2025-10-12T23:40:00","guid":{"rendered":"https:\/\/www.laoyulaoyu.com\/?p=2715"},"modified":"2025-09-22T13:45:13","modified_gmt":"2025-09-22T05:45:13","slug":"%e4%b8%89%e6%ad%a5%e8%87%aa%e5%88%b6%e9%87%8f%e5%8c%96%e9%80%89%e8%82%a1%e5%b7%a5%e5%85%b7%ef%bc%8c%e8%bd%bb%e6%9d%be%e5%8f%91%e7%8e%b0%e6%a8%aa%e7%9b%98%e7%aa%81%e7%a0%b4%e7%89%9b%e8%82%a1%ef%bc%88","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2025\/10\/13\/%e4%b8%89%e6%ad%a5%e8%87%aa%e5%88%b6%e9%87%8f%e5%8c%96%e9%80%89%e8%82%a1%e5%b7%a5%e5%85%b7%ef%bc%8c%e8%bd%bb%e6%9d%be%e5%8f%91%e7%8e%b0%e6%a8%aa%e7%9b%98%e7%aa%81%e7%a0%b4%e7%89%9b%e8%82%a1%ef%bc%88\/","title":{"rendered":"\u4e09\u6b65\u81ea\u5236\u91cf\u5316\u9009\u80a1\u5de5\u5177\uff0c\u8f7b\u677e\u53d1\u73b0\u6a2a\u76d8\u7a81\u7834\u725b\u80a1\uff08\u9644\u6e90\u7801\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:\/\/blog.laoyulaoyu.top\/wp-content\/uploads\/2025\/09\/25cc23086630cb49036a73dd1d0829c408ad5ea.webp\" alt=\"\" class=\"wp-image-2715\"\/><\/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>\u4eca\u5929\u7ed9\u5927\u5bb6\u5206\u4eab\u4e00\u4e2a\u7528Python\u5f00\u53d1\u7684\u9009\u80a1\u5c0f\u5de5\u5177\uff0c<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u4e13\u95e8\u6293\u90a3\u4e9b\u6a2a\u76d8\u5f88\u4e45\u7a81\u7136\u7206\u53d1\u7684\u5927\u725b\u80a1<\/mark>\u3002\u672c\u6587\u5c31\u628a\u4ee3\u7801\u548c\u601d\u8def\u5168\u90e8\u5206\u4eab\u7ed9\u4f60\uff0c\u4ece\u539f\u7406\u5230\u5b9e\u6218\u4ee3\u7801\u90fd\u6709\uff0c\u5b66\u4f1a\u4e86\u4f60\u4e5f\u80fd\u81ea\u5df1\u5feb\u901f\u627e\u5230\u5f3a\u52bf\u7a81\u7834\u80a1\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u4ec0\u4e48\u662f\u6a2a\u76d8\u7a81\u7834\uff1f<\/strong><\/h2>\n\n\n\n<p>\u670b\u53cb\u4eec\uff0c\u7092\u80a1\u7684\u4f60\u662f\u4e0d\u662f\u7ecf\u5e38\u611f\u89c9\u81ea\u5df1\u201c\u8fd0\u6c14\u4e0d\u597d\u201d\uff1f<\/p>\n\n\n\n<p>\u773c\u7741\u7741\u770b\u7740\u4e00\u53ea\u80a1\u7968\u6a2a\u76d8\u6574\u7406\u4e86\u597d\u51e0\u4e2a\u6708\uff0c\u7eb9\u4e1d\u4e0d\u52a8\uff0c\u4f60\u521a\u5931\u53bb\u8010\u5fc3\u5356\u6389\uff0c\u5b83\u5c31\u201c\u55d6\u201d\u5730\u4e00\u4e0b\u62d4\u5730\u800c\u8d77\uff0c\u5f00\u542f\u4e00\u6ce2\u8f70\u8f70\u70c8\u70c8\u7684\u4e3b\u5347\u6d6a\u3002\u7b49\u4f60\u53cd\u5e94\u8fc7\u6765\u8ffd\u8fdb\u53bb\uff0c\u5f80\u5f80\u5c31\u6210\u4e86\u201c\u63a5\u76d8\u4fa0\u201d\u3002\u8fd9\u79cd\u201c\u4e00\u5356\u5c31\u6da8\uff0c\u4e00\u4e70\u5c31\u8dcc\u201d\u7684\u9b54\u5492\uff0c\u51e0\u4e4e\u662f\u6bcf\u4e2a\u6563\u6237\u6295\u8d44\u8005\u7684\u75db\u3002<\/p>\n\n\n\n<p>\u5176\u5b9e\uff0c\u8fd9\u80cc\u540e\u5e76\u975e\u8fd0\u6c14\u95ee\u9898\uff0c\u800c\u662f\u4f60\u6ca1\u6709\u8bfb\u61c2\u5e02\u573a\u53d1\u51fa\u7684\u4fe1\u53f7\u3002\u90a3\u4e9b\u770b\u4f3c\u6c89\u95f7\u7684\u6a2a\u76d8\uff0c\u5f80\u5f80\u662f\u4e3b\u529b\u8d44\u91d1\u5728\u6084\u6084\u201c\u5438\u7b79\u201d\u3002\u800c\u5f53\u5b83\u7ed3\u675f\u76d8\u6574\uff0c\u5411\u4e0a\u7a81\u7834\u7684\u90a3\u4e00\u523b\uff0c\u5c31\u662f\u6211\u4eec\u68a6\u5bd0\u4ee5\u6c42\u7684\u201c\u8d77\u7206\u70b9\u201d\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\u6211\u51b3\u5b9a\u7528Python\u5199\u4e2a\u5c0f\u5de5\u5177\uff0c\u81ea\u52a8\u7b5b\u9009\u51fa\u90a3\u4e9b\u201c\u8d77\u7206\u70b9\u201d\u3002\u8bf4\u767d\u4e86\uff0c\u6211\u5c31\u662f\u60f3\u627e\u4e2a\u201c\u673a\u5668\u4eba\u201d\u5e2e\u621124\u5c0f\u65f6\u76ef\u76d8\uff0c\u4e00\u65e6\u6709\u597d\u673a\u4f1a\u5c31\u9a6c\u4e0a\u63d0\u9192\u6211\u3002\u4eca\u5929\u6211\u5c31\u628a\u8fd9\u4e2a\u5de5\u5177\u7684\u5b8c\u6574\u5236\u4f5c\u65b9\u6cd5\u5206\u4eab\u7ed9\u5927\u5bb6\uff0c\u5c31\u7b97\u4f60\u662f\u65b0\u624b\uff0c\u8ddf\u7740\u505a\u4e5f\u80fd\u641e\u51fa\u6765\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u7406\u89e3\u4e00\u4e9b\u7406\u8bba\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p><strong>\u6a2a\u76d8\u7a81\u7834\uff08\u4e5f\u6709\u4eba\u5f62\u8c61\u7684\u5c06\u5176\u79f0\u4e3a\u7bb1\u4f53\u7a81\u7834\uff09\uff0c<\/strong>\u7b80\u5355\u8bf4\u5c31\u662f\u80a1\u7968\u4ef7\u683c\u5728\u4e00\u4e2a\u5f88\u5c0f\u7684\u8303\u56f4\u5185\u4e0a\u4e0b\u6ce2\u52a8\u4e86\u4e00\u6bb5\u65f6\u95f4\uff0c\u7136\u540e\u7a81\u7136\u5411\u4e0a\u51b2\u7834\u4e86\u8fd9\u4e2a\u6ce2\u52a8\u533a\u95f4\u3002<\/p>\n\n\n\n<p>\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4e00\u4e2a\u5f39\u7c27\u3002\u5728\u76d8\u6574\u671f\uff0c\u4e3b\u529b\u8d44\u91d1\u5c31\u50cf\u4e00\u53ea\u624b\uff0c\u4e0d\u65ad\u5730\u628a\u5f39\u7c27\u5f80\u4e0b\u538b\uff08\u6253\u538b\u80a1\u4ef7\u5438\u7b79\uff09\uff0c\u7136\u540e\u53c8\u7a0d\u5fae\u677e\u5f00\uff08\u62c9\u5347\u6d4b\u8bd5\u629b\u538b\uff09\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u6301\u7eed\u8d8a\u4e45\uff0c\u79ef\u84c4\u7684\u80fd\u91cf\u5c31\u8d8a\u5f3a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/blog.laoyulaoyu.top\/wp-content\/uploads\/2025\/09\/image-6.png\" alt=\"\" class=\"wp-image-2716\"\/><\/figure>\n\n\n\n<p>\u641e\u61c2\u4e86\u539f\u7406\uff0c\u52a8\u624b\u7f16\u5199\u7a0b\u5e8f\u65f6\uff0c\u6211\u4eec\u53ea\u8981\u6293\u51c6\u4e0b\u9762\u4e09\u4e2a\u5173\u952e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u80a1\u7968\u81f3\u5c11\u6a2a\u76d8\u6574\u7406\u4e863\u5468\u4ee5\u4e0a\uff08\u65f6\u95f4\u592a\u77ed\u5bb9\u6613\u662f\u5047\u4fe1\u53f7\uff09\u3002<\/li>\n\n\n\n<li>\u4ef7\u683c\u5fc5\u987b\u660e\u786e\u7a81\u7834\u4e4b\u524d\u7684\u9707\u8361\u533a\u95f4\u3002<\/li>\n\n\n\n<li>\u7a81\u7834\u540e\u6700\u597d\u80fd\u63a5\u8fd1\u6216\u521b\u51fa\u4e00\u5e74\u65b0\u9ad8\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e09\u6761\u6cd5\u5219\uff0c\u5c31\u50cf\u4e00\u4e2a\u5c42\u5c42\u9012\u8fdb\u7684\u7b5b\u5b50\uff0c\u80fd\u5e2e\u6211\u4eec\u4ece\u51e0\u5343\u53ea\u80a1\u7968\u4e2d\uff0c\u7b5b\u9009\u51fa\u90a3\u4e9b\u771f\u6b63\u5177\u6709\u7206\u53d1\u6f5c\u529b\u7684\u201c\u79cd\u5b50\u9009\u624b\u201d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u624b\u628a\u624b\u6559\u5b66<\/strong><\/h2>\n\n\n\n<p>\u7406\u8bba\u8bf4\u5b8c\u4e86\uff0c\u63a5\u4e0b\u6765\u5c31\u662f\u6fc0\u52a8\u4eba\u5fc3\u7684\u201c\u5e72\u8d27\u201d\u73af\u8282\u3002\u6211\u628a\u6574\u4e2a\u7b5b\u9009\u8fc7\u7a0b\u5206\u89e3\u4e3a\u4e09\u4e2a\u6b65\u9aa4\uff0c\u6bcf\u4e00\u6b65\u90fd\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5224\u65ad\u6761\u4ef6\u3002\u522b\u62c5\u5fc3\uff0c\u5c31\u7b97\u4f60\u662f\u7f16\u7a0b\u5c0f\u767d\uff0c\u8ddf\u7740\u6211\u7684\u6b65\u9aa4\u4e5f\u80fd\u8f7b\u677e\u201c\u6284\u4f5c\u4e1a\u201d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-step1\"><strong>\u7b2c\u4e00\u6b65\uff1a\u51c6\u5907\u5de5\u4f5c\u4e0e\u6570\u636e\u83b7\u53d6<\/strong><\/h3>\n\n\n\n<p>\u9996\u5148\uff0c\u4f60\u9700\u8981\u4e00\u4e2aPython\u73af\u5883\uff0c\u5e76\u5b89\u88c5\u4e00\u4e2a\u6570\u636e\u5206\u6790\u5e93\u2014\u2014`pandas`\u3002\u6570\u636e\u65b9\u9762\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u5404\u79cd\u8d22\u7ecf\u6570\u636e\u63a5\u53e3\u83b7\u53d6\u80a1\u7968\u7684\u65e5\u7ebf\u6570\u636e\uff08\u5f00\u76d8\u4ef7\u3001\u6536\u76d8\u4ef7\u3001\u6700\u9ad8\u4ef7\u3001\u6700\u4f4e\u4ef7\u7b49\uff09\u3002\u73b0\u5728\u6709\u5f88\u591a\u514d\u8d39\u6216\u4ed8\u8d39\u7684\u8d44\u6e90\uff0c\u6bd4\u5982Tushare\u3001Baostock\u7b49\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5f15\u5165pandas\u5e93\uff0c\u6211\u4eec\u7528\u5b83\u6765\u5904\u7406\u6570\u636e\nimport pandas as pd\n\n# \u5047\u8bbe\u8fd9\u662f\u4f60\u83b7\u53d6\u5230\u7684\u67d0\u53ea\u80a1\u7968\u7684\u65e5\u7ebf\u6570\u636e\n# \u6bcf\u4e00\u884c\u4ee3\u8868\u4e00\u5929\uff0c\u5305\u542b'Date', 'Open', 'High', 'Low', 'Close'\u7b49\u5217\n# df = ... (\u6b64\u5904\u7701\u7565\u6570\u636e\u83b7\u53d6\u4ee3\u7801)\n\n# \u4e3a\u4e86\u80fd\u8fd0\u884c\u793a\u4f8b\uff0c\u6211\u4eec\u521b\u5efa\u4e00\u4e2a\u6a21\u62df\u7684DataFrame\ndays = 100\ndates = pd.to_datetime(pd.date_range(end='2025-09-22', periods=days))\ndata = {\n    'Open': &#91;10 + i*0.05 + (1 if i &gt; 80 else 0) for i in range(days)],\n    'High': &#91;10.2 + i*0.05 + (1.5 if i &gt; 80 else 0) for i in range(days)],\n    'Low': &#91;9.8 + i*0.05 + (0.8 if i &gt; 80 else 0) for i in range(days)],\n    'Close': &#91;10.1 + i*0.05 + (1.2 if i &gt; 80 else 0) for i in range(days)]\n}\ndf = pd.DataFrame(data, index=dates)\n\n# \u8ba9\u6211\u4eec\u6a21\u62df\u4e00\u4e2a\u76d8\u6574\u540e\u7a81\u7834\u7684\u573a\u666f\n# 60\u5929\u523080\u5929\u662f\u76d8\u6574\u671f\nfor i in range(60, 80):\n    df.loc&#91;df.index&#91;i], &#91;'Open', 'High', 'Low', 'Close']] = &#91;13.0, 13.5, 12.5, 13.2]\n# 80\u5929\u540e\u5f00\u59cb\u7a81\u7834\ndf.loc&#91;df.index&#91;80], 'Close'] = 13.6 # \u7a81\u7834\nfor i in range(81, days):\n    df.loc&#91;df.index&#91;i], 'Close'] = df.loc&#91;df.index&#91;i-1], 'Close'] + 0.3\n\nprint(\"\u6570\u636e\u51c6\u5907\u5b8c\u6bd5\uff0c\u6700\u540e5\u5929\u7684\u6570\u636e\uff1a\")\nprint(df.tail())\n<\/code><\/pre>\n\n\n\n<p>\u4e3a\u4e86\u65b9\u4fbf\u6f14\u793a\uff0c\u4e0a\u9762\u6211\u4eec\u5047\u8bbe\u4f60\u5df2\u7ecf\u628a\u67d0\u53ea\u80a1\u7968\u7684\u5386\u53f2\u6570\u636e\u5b58\u5165\u4e86\u4e00\u4e2a\u540d\u4e3a `df` \u7684 `pandas DataFrame` \u7ed3\u6784\u4e2d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-step2\"><strong>\u7b2c\u4e8c\u6b65\uff1a\u7528\u4ee3\u7801\u5b9e\u73b0\u201c\u4e09\u6761\u9ec4\u91d1\u6cd5\u5219\u201d<\/strong><\/h3>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u628a\u524d\u9762\u63d0\u5230\u7684\u4e09\u6761\u6cd5\u5219\uff0c\u9010\u4e00\u7ffb\u8bd1\u6210Python\u4ee3\u7801\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6cd5\u5219\u4e00\uff1a\u5224\u65ad\u662f\u5426\u5728\u76d8\u6574 (is_consolidating)<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>def is_consolidating(df, threshold=0.20, weeks=3):\n    \"\"\"\n    \u5224\u65ad\u80a1\u7968\u662f\u5426\u5904\u4e8e\u76d8\u6574\u72b6\u6001\n    :param df: \u80a1\u7968\u5386\u53f2\u6570\u636e\u7684DataFrame\n    :param threshold: \u76d8\u6574\u533a\u95f4\u7684\u632f\u5e45\u9608\u503c\uff0c\u6bd4\u59820.20\u4ee3\u886820%\n    :param weeks: \u76d8\u6574\u6301\u7eed\u7684\u5468\u6570\n    :return: True\u6216False\n    \"\"\"\n    # \u8ba1\u7b97\u9700\u8981\u56de\u770b\u591a\u5c11\u4e2a\u4ea4\u6613\u65e5\uff08\u4e00\u5468\u7ea65\u4e2a\u4ea4\u6613\u65e5\uff09\n    window = weeks * 5\n    \n    # \u53d6\u51fa\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\u7684\u6570\u636e\n    recent_data = df.iloc&#91;-window:]\n    \n    # \u627e\u5230\u8fd9\u6bb5\u65f6\u95f4\u7684\u6700\u9ad8\u4ef7\u548c\u6700\u4f4e\u4ef7\n    max_price = recent_data&#91;'High'].max()\n    min_price = recent_data&#91;'Low'].min()\n    \n    # \u8ba1\u7b97\u632f\u5e45\u662f\u5426\u5c0f\u4e8e\u6211\u4eec\u8bbe\u5b9a\u7684\u9608\u503c\n    if max_price == 0: return False # \u907f\u514d\u9664\u4ee50\u7684\u9519\u8bef\n    return (max_price - min_price) \/ max_price &lt; threshold\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6cd5\u5219\u4e8c\uff1a\u5224\u65ad\u662f\u5426\u5df2\u7a81\u7834 (has_broken_out)<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>def has_broken_out(df, weeks=3):\n    \"\"\"\n    \u5224\u65ad\u80a1\u7968\u662f\u5426\u521a\u521a\u7a81\u7834\u4e86\u76d8\u6574\u533a\u95f4\n    :param df: \u80a1\u7968\u5386\u53f2\u6570\u636e\u7684DataFrame\n    :param weeks: \u76d8\u6574\u6301\u7eed\u7684\u5468\u6570\n    :return: True\u6216False\n    \"\"\"\n    window = weeks * 5\n    \n    # \u6211\u4eec\u5173\u6ce8\u7684\u662f\u7a81\u7834\u524d\u7684\u76d8\u6574\u533a\u95f4\uff0c\u6240\u4ee5\u4e0d\u5305\u542b\u6700\u540e\u4e00\u5929\n    consolidation_period = df.iloc&#91;-window:-1]\n    \n    # \u83b7\u53d6\u6700\u540e\u4e00\u5929\u7684\u6536\u76d8\u4ef7\n    last_close = df&#91;'Close'].iloc&#91;-1]\n    \n    # \u83b7\u53d6\u76d8\u6574\u533a\u95f4\u7684\u6700\u9ad8\u4ef7\n    consolidation_high = consolidation_period&#91;'High'].max()\n    \n    # \u5224\u65ad\u6700\u540e\u4e00\u5929\u7684\u6536\u76d8\u4ef7\u662f\u5426\u9ad8\u4e8e\u76d8\u6574\u533a\u95f4\u7684\u201c\u5929\u82b1\u677f\u201d\n    return last_close &gt; consolidation_high\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6cd5\u5219\u4e09\uff1a\u5224\u65ad\u662f\u5426\u63a5\u8fd1\u65b0\u9ad8 (is_near_high)<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>def is_near_high(df):\n    \"\"\"\n    \u5224\u65ad\u80a1\u4ef7\u662f\u5426\u63a5\u8fd1\u6216\u521b\u4e0b52\u5468\u65b0\u9ad8\n    :param df: \u80a1\u7968\u5386\u53f2\u6570\u636e\u7684DataFrame\n    :return: True\u6216False\n    \"\"\"\n    # 52\u5468\u5927\u7ea6\u6709252\u4e2a\u4ea4\u6613\u65e5\n    window_52_weeks = 252\n    \n    # \u83b7\u53d6\u6700\u540e\u4e00\u5929\u7684\u6536\u76d8\u4ef7\n    last_close = df&#91;'Close'].iloc&#91;-1]\n    \n    # \u8ba1\u7b97\u8fc7\u53bb52\u5468\u7684\u6700\u9ad8\u6536\u76d8\u4ef7\n    # rolling()\u51fd\u6570\u53ef\u4ee5\u5e2e\u6211\u4eec\u505a\u79fb\u52a8\u7a97\u53e3\u8ba1\u7b97\n    high_52wk = df&#91;'Close'].rolling(window=window_52_weeks).max().iloc&#91;-1]\n    \n    # \u5224\u65ad\u6700\u65b0\u6536\u76d8\u4ef7\u662f\u5426\u5927\u4e8e\u7b49\u4e8e\u5e74\u5185\u6700\u9ad8\u4ef7\n    # \u6211\u4eec\u7ed9\u4e00\u70b9\u5bb9\u9519\u7a7a\u95f4\uff0c\u6bd4\u5982\u8fbe\u5230\u5e74\u5185\u6700\u9ad8\u4ef7\u768498%\u5c31\u7b97\u63a5\u8fd1\n    return last_close &gt;= high_52wk * 0.98\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-step3\"><strong>\u7b2c\u4e09\u6b65\uff1a\u6574\u5408\u903b\u8f91\uff0c\u4e00\u952e\u626b\u63cf<\/strong><\/h3>\n\n\n\n<p>\u6709\u4e86\u8fd9\u4e09\u4e2a\u201c\u96f6\u4ef6\u201d\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u628a\u5b83\u4eec\u7ec4\u88c5\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u626b\u63cf\u5668\u51fd\u6570\u4e86\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>def run_screener(df):\n    \"\"\"\n    \u5bf9\u5355\u53ea\u80a1\u7968\u8fd0\u884c\u5b8c\u6574\u7684\u201c\u7bb1\u4f53\u7a81\u7834\u201d\u626b\u63cf\n    \"\"\"\n    # \u4f9d\u6b21\u8c03\u7528\u4e09\u4e2a\u6cd5\u5219\u51fd\u6570\u8fdb\u884c\u5224\u65ad\n    # \u4f7f\u7528 and \u8fde\u63a5\uff0c\u610f\u5473\u7740\u5fc5\u987b\u540c\u65f6\u6ee1\u8db3\u4e09\u4e2a\u6761\u4ef6\n    if is_consolidating(df) and has_broken_out(df) and is_near_high(df):\n        print(\"\u53d1\u73b0\u76ee\u6807\uff01\u8fd9\u53ea\u80a1\u7968\u53ef\u80fd\u6b63\u5904\u4e8e\u8d77\u7206\u70b9\uff01\")\n        return True\n    else:\n        print(\"\u672a\u6ee1\u8db3\u6761\u4ef6\uff0c\u7ee7\u7eed\u89c2\u5bdf\u3002\")\n        return False\n\n# \u5bf9\u6211\u4eec\u6a21\u62df\u7684\u80a1\u7968\u6570\u636e\u8fd0\u884c\u626b\u63cf\u5668\nrun_screener(df)\n<\/code><\/pre>\n\n\n\n<p>\u73b0\u5728\uff0c\u4f60\u53ea\u9700\u8981\u5199\u4e00\u4e2a\u5faa\u73af\uff0c\u904d\u5386\u4f60\u80a1\u7968\u6c60\u91cc\u7684\u6240\u6709\u80a1\u7968\u4ee3\u7801\uff0c\u5bf9\u6bcf\u4e00\u53ea\u90fd\u8fd0\u884c `run_screener` \u51fd\u6570\uff0c\u5c31\u80fd\u81ea\u52a8\u627e\u51fa\u90a3\u4e9b\u7b26\u5408\u6211\u4eec\u201c\u9ec4\u91d1\u6cd5\u5219\u201d\u7684\u6f5c\u529b\u80a1\u4e86\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u63d0\u5347\uff1a\u6570\u636e\u8d5b\u9009\u4e0e\u9884\u8ba1\u7b97<\/strong><\/h3>\n\n\n\n<p>\u529f\u80fd\u505a\u597d\u540e\uff0c\u8fd8\u53ef\u4ee5\u6dfb\u52a0\u66f4\u591a\u7b5b\u9009\u6761\u4ef6\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-center\" data-align=\"center\">\u7b5b\u9009\u6761\u4ef6<\/th><th>\u8bf4\u660e<\/th><th class=\"has-text-align-center\" data-align=\"center\">\u4ee3\u7801\u5b9e\u73b0\u5efa\u8bae<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">\u5e02\u503c\u7b5b\u9009<\/td><td>\u53ea\u770b\u5927\u76d8\u80a1\u6216\u53ea\u770b\u5c0f\u76d8\u80a1<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u6dfb\u52a0\u5e02\u503c\u6570\u636e\u6e90<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u884c\u4e1a\u7b5b\u9009<\/td><td>\u4e13\u6ce8\u4e8e\u7279\u5b9a\u884c\u4e1a<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u4f7f\u7528\u884c\u4e1a\u5206\u7c7b\u6570\u636e<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u6210\u4ea4\u91cf\u7b5b\u9009<\/td><td>\u907f\u514d\u6210\u4ea4\u91cf\u592a\u5c0f\u7684\u80a1\u7968<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u8ba1\u7b97\u5e73\u5747\u6210\u4ea4\u91cf<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u4ef7\u683c\u7b5b\u9009<\/td><td>\u53ea\u5173\u6ce8\u7279\u5b9a\u4ef7\u683c\u533a\u95f4\u7684\u80a1\u7968<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u7b80\u5355\u4ef7\u683c\u533a\u95f4\u5224\u65ad<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5f53\u4f60\u5f00\u59cb\u626b\u63cf\u5168\u5e02\u573a\u51e0\u5343\u53ea\u80a1\u7968\u65f6\uff0c\u4f60\u4f1a\u53d1\u73b0\u4e00\u4e2a\u95ee\u9898\uff1a\u7a0b\u5e8f\u8dd1\u5f97\u592a\u6162\u4e86\uff01\u6bcf\u6b21\u67e5\u8be2\u90fd\u8981\u5b9e\u65f6\u8ba1\u7b97\uff0c\u7528\u6237\u4f53\u9a8c\u6781\u5dee\u3002\u8fd9\u6b63\u662f\u4e1a\u4f59\u548c\u4e13\u4e1a\u91cf\u5316\u7cfb\u7edf\u7684\u533a\u522b\u6240\u5728\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u79d8\u8bc0\u662f\u2014\u2014<strong>\u9884\u8ba1\u7b97\uff08Pre-computation\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u4e0d\u4f1a\u5728\u7528\u6237\u67e5\u8be2\u65f6\u624d\u53bb\u8ba1\u7b97\uff0c\u800c\u662f\u6bcf\u5929\u6536\u76d8\u540e\uff0c\u7528\u670d\u52a1\u5668\u5728\u540e\u53f0\u9ed8\u9ed8\u5730\u628a\u6240\u6709\u80a1\u7968\u7684\u201c\u76d8\u6574\u201d\u548c\u201c\u7a81\u7834\u201d\u72b6\u6001\u90fd\u7b97\u597d\uff0c\u5e76\u5b58\u5165\u6570\u636e\u5e93\u3002\u6bd4\u5982\uff0c\u6211\u4eec\u4f1a\u63d0\u524d\u7b97\u597d\u6bcf\u53ea\u80a1\u7968\u662f\u5426\u6ee1\u8db3\u201c10%\u632f\u5e45\u76d8\u65743\u5468\u201d\u3001\u201c15%\u632f\u5e45\u76d8\u65744\u5468\u201d\u7b49\u591a\u79cd\u7ec4\u5408\uff0c\u5e76\u6253\u4e0a\u6807\u7b7e\u3002<\/p>\n\n\n\n<p>\u8fd9\u6837\u4e00\u6765\uff0c\u5f53\u6253\u5f00\u8f6f\u4ef6\u60f3\u8981\u7b5b\u9009\u201c\u76d8\u657420%\u4ee5\u5185\uff0c\u6301\u7eed4\u5468\u4e14\u521a\u521a\u7a81\u7834\u201d\u7684\u80a1\u7968\u65f6\uff0c\u7cfb\u7edf\u6839\u672c\u4e0d\u9700\u8981\u91cd\u65b0\u8ba1\u7b97\u3002\u5b83\u8981\u505a\u7684\uff0c\u53ea\u662f\u4ece\u6570\u636e\u5e93\u91cc\u628a\u5df2\u7ecf\u8d34\u597d\u8fd9\u4e9b\u6807\u7b7e\u7684\u80a1\u7968\u627e\u51fa\u6765\u3002\u6574\u4e2a\u8fc7\u7a0b\uff0c\u5feb\u5982\u95ea\u7535\uff0c\u77ac\u95f4\u5b8c\u6210\uff01<\/p>\n\n\n\n<p>\u8fd9\u5c31\u662f\u4e13\u4e1a\u91cf\u5316\u5e73\u53f0\uff0c\u5982&nbsp;<a href=\"https:\/\/github.com\/vnpy\/vnpy\" target=\"_blank\" rel=\"noreferrer noopener\">vn.py<\/a>&nbsp;\u7b49\u6846\u67b6\u8bbe\u8ba1\u65f6\u6240\u9075\u5faa\u7684\u6838\u5fc3\u601d\u60f3\u4e4b\u4e00\uff1a\u5c06\u8017\u65f6\u7684\u8ba1\u7b97\u4e0e\u5feb\u901f\u7684\u67e5\u8be2\u5206\u79bb\u3002\u867d\u7136\u5bf9\u4e2a\u4eba\u5f00\u53d1\u8005\u6765\u8bf4\u5b9e\u73b0\u8d77\u6765\u590d\u6742\u4e00\u4e9b\uff0c\u4f46\u8fd9\u4e2a\u601d\u8def\u503c\u5f97\u4f60\u5b66\u4e60\u548c\u501f\u9274\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><em>\u57fa\u4e8ePython\u7684\u5f00\u6e90\u91cf\u5316\u4ea4\u6613\u5f00\u53d1\u6846\u67b6\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/vnpy\/vnpy\">https:\/\/github.com\/vnpy\/vnpy<\/a><\/em><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u5b9e\u6218\u5c0f\u8d34\u58eb<\/strong><\/h2>\n\n\n\n<p>\u6709\u4e86\u8fd9\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u662f\u4e0d\u662f\u5c31\u53ef\u4ee5\u8eba\u7740\u8d5a\u94b1\u4e86\uff1f\u5343\u4e07\u522b\u8fd9\u4e48\u60f3\uff01<\/p>\n\n\n\n<p><strong>\u4efb\u4f55\u91cf\u5316\u7b56\u7565\u90fd\u53ea\u662f\u4e00\u4e2a\u8f85\u52a9\u5de5\u5177\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u80fd\u9884\u6d4b\u672a\u6765\u7684\u6c34\u6676\u7403\u3002<\/strong>&nbsp;\u5f53\u626b\u63cf\u5668\u7ed9\u4f60\u53d1\u6765\u8b66\u62a5\u65f6\uff0c\u5b83\u53ea\u662f\u5e2e\u4f60\u5b8c\u6210\u4e86\u5927\u6d77\u635e\u9488\u7684\u7b2c\u4e00\u6b65\u3002\u63a5\u4e0b\u6765\uff0c\u4f60\u5fc5\u987b\u50cf\u4e00\u4e2a\u4fa6\u63a2\u4e00\u6837\uff0c\u8fdb\u884c\u4eba\u5de5\u786e\u8ba4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u770b\u56fe\u8868\u5f62\u6001\uff1a<\/strong>&nbsp;\u6253\u5f00K\u7ebf\u56fe\uff0c\u4eb2\u773c\u770b\u770b\u8fd9\u4e2a\u201c\u7bb1\u4f53\u201d\u662f\u5426\u6807\u51c6\uff0c\u7a81\u7834\u662f\u5426\u5e72\u8106\u5229\u843d\u3002<\/li>\n\n\n\n<li><strong>\u67e5\u6210\u4ea4\u91cf\uff1a<\/strong>&nbsp;\u7a81\u7834\u65f6\u662f\u5426\u4f34\u968f\u7740\u6210\u4ea4\u91cf\u7684\u663e\u8457\u653e\u5927\uff1f\u65e0\u91cf\u4e0a\u6da8\u5f80\u5f80\u662f\u201c\u5047\u7a81\u7834\u201d\u7684\u4fe1\u53f7\u3002<\/li>\n\n\n\n<li><strong>\u5206\u6790\u57fa\u672c\u9762\u548c\u6d88\u606f\u9762\uff1a<\/strong>&nbsp;\u516c\u53f8\u6700\u8fd1\u6709\u6ca1\u6709\u53d1\u5e03\u5229\u597d\u6d88\u606f\uff1f\u6240\u5904\u884c\u4e1a\u662f\u5426\u662f\u5f53\u524d\u70ed\u70b9\uff1f<\/li>\n\n\n\n<li><strong>\u8bbe\u7f6e\u6b62\u635f\uff1a<\/strong>&nbsp;\u4efb\u4f55\u4ea4\u6613\u90fd\u6709\u98ce\u9669\u3002\u5728\u4e70\u5165\u524d\uff0c\u5fc5\u987b\u60f3\u597d\u5982\u679c\u5224\u65ad\u5931\u8bef\uff0c\u80a1\u4ef7\u8dcc\u56de\u7bb1\u4f53\u5185\uff0c\u4f60\u5e94\u8be5\u5728\u54ea\u4e2a\u4f4d\u7f6e\u679c\u65ad\u6b62\u635f\u79bb\u573a\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8bb0\u4f4f\uff0c\u5de5\u5177\u5e2e\u4f60\u63d0\u9ad8\u6548\u7387\uff0c\u4f46\u6700\u7ec8\u505a\u51b3\u7b56\u7684\uff0c\u6c38\u8fdc\u662f\u4f60\u81ea\u5df1\u3002\u7eaa\u5f8b\u548c\u98ce\u63a7\uff0c\u624d\u662f\u4f60\u5728\u5e02\u573a\u957f\u671f\u751f\u5b58\u7684\u6839\u672c\u3002<\/p>\n\n\n\n<p><strong>\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/strong><\/p>\n\n\n\n<p><strong>\u95ee\uff1a\u9700\u8981\u591a\u5c11\u7f16\u7a0b\u57fa\u7840\u624d\u80fd\u505a\u8fd9\u4e2a\uff1f<\/strong><br>\u7b54\uff1a\u53ea\u8981\u4f1a\u4e00\u70b9Python\u57fa\u7840\u5c31\u884c\uff0c\u4e0a\u9762\u7684\u4ee3\u7801\u90fd\u5f88\u7b80\u5355\u3002<\/p>\n\n\n\n<p><strong>\u95ee\uff1a\u6570\u636e\u4ece\u54ea\u91cc\u83b7\u53d6\uff1f<\/strong><br>\u7b54\uff1a\u53ef\u4ee5\u7528tushare\u3001baostock\u7b49\u514d\u8d39\u5e93\uff0c\u6216\u8005\u4ed8\u8d39\u7684\u6570\u636eAPI\u3002<\/p>\n\n\n\n<p><strong>\u95ee\uff1a\u591a\u957f\u65f6\u95f4\u80fd\u505a\u597d\uff1f<\/strong><br>\u7b54\uff1a\u5feb\u7684\u8bdd\u4e00\u4e2a\u5468\u672b\u5c31\u80fd\u642d\u51fa\u57fa\u672c\u6846\u67b6\u3002<\/p>\n\n\n\n<p><strong>\u95ee\uff1a\u51c6\u786e\u7387\u6709\u591a\u9ad8\uff1f<\/strong><br>\u7b54\uff1a\u6ca1\u6709\u4efb\u4f55\u5de5\u5177100%\u51c6\u786e\uff0c\u8fd9\u4e2a\u5de5\u5177\u4e3b\u8981\u662f\u5e2e\u4f60\u63d0\u9ad8\u7b5b\u9009\u6548\u7387\u3002<\/p>\n\n\n\n<h2 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