{"id":2010,"date":"2025-03-24T07:18:00","date_gmt":"2025-03-23T23:18:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=2010"},"modified":"2025-03-23T17:33:48","modified_gmt":"2025-03-23T09:33:48","slug":"pandas-ta%ef%bc%9a%e6%96%b0%e6%89%8b%e4%b9%9f%e8%83%bd%e8%bd%bb%e6%9d%be%e5%ae%9e%e7%8e%b0%e9%ab%98%e6%95%88%e9%87%8f%e5%8c%96%e7%ad%96%e7%95%a5%e7%9a%84%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%88","status":"publish","type":"post","link":"https:\/\/www.laoyulaoyu.com\/index.php\/2025\/03\/24\/pandas-ta%ef%bc%9a%e6%96%b0%e6%89%8b%e4%b9%9f%e8%83%bd%e8%bd%bb%e6%9d%be%e5%ae%9e%e7%8e%b0%e9%ab%98%e6%95%88%e9%87%8f%e5%8c%96%e7%ad%96%e7%95%a5%e7%9a%84%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%88\/","title":{"rendered":"Pandas TA\uff1a\u65b0\u624b\u4e5f\u80fd\u8f7b\u677e\u5b9e\u73b0\u9ad8\u6548\u91cf\u5316\u7b56\u7565\u7684\u5b9e\u6218\u6307\u5357"},"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\/\u5e03\u6797\u5e26\u53ef\u89c6\u5316_20250305144054.jpg\" alt=\"\" class=\"wp-image-4421\"\/><\/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\u4ecb\u7ecd\u7684<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Pandas TA\u662f\u4e2a\u91d1\u878d\u91cf\u5316\u5206\u6790\u5e93\uff0c\u975e\u5e38\u9002\u5408\u91cf\u5316\u5165\u95e8\u7ea7\u9009\u624b\u3002<\/mark>\u65e0\u8bba\u662fMACD\u3001Z\u5206\u6570\u8fd8\u662f\u5e03\u6797\u7ebf\uff0c\u90fd\u80fd\u8f7b\u677e\u8ba1\u7b97\uff0c\u8fd8\u80fd\u5feb\u901f\u642d\u5efa\u4ea4\u6613\u7b56\u7565\u3002\u6bd4\u5982\u7528MACD\u5224\u65ad\u4e70\u5356\u65f6\u673a\uff0c\u7528Z\u5206\u6570\u8bc6\u522b\u8d85\u4e70\u8d85\u5356\uff0c\u64cd\u4f5c\u7b80\u5355\u53c8\u9ad8\u6548\u3002<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u5982\u679c\u4f60\u5728\u60f3\u7528Python\u505a\u91cf\u5316\u5206\u6790\uff0c\u8fd9\u4e2a\u5de5\u5177\u7edd\u5bf9\u503c\u5f97\u4e00\u8bd5\uff01<\/mark><\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u4ec0\u4e48\u662f Pandas TA&nbsp;\uff1f<\/strong><\/h2>\n\n\n\n<p>\u5404\u79cd\u6280\u672f\u5206\u6790\u6307\u6807\u5bf9\u4ea4\u6613\u8005\u6765\u8bf4\u662f\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u4f46\u7528Python\u5b9e\u73b0\u5b83\u7684\u590d\u6742\u7a0b\u5ea6\u5f80\u5f80\u8ba9\u5f88\u591a\u4eba\u671b\u800c\u5374\u6b65\u3002<\/p>\n\n\n\n<p>\u800cPandas TA\u8fd9\u4e2a\u5de5\u5177\u5e93\u8ba9\u8fd9\u4e00\u5207\u53d8\u5f97\u7b80\u5355\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e0a\u767e\u79cd\u6280\u672f\u6307\u6807\u548c\u4ea4\u6613\u7b56\u7565\uff0c\u8ba9\u4f60\u8f7b\u677e\u8c03\u7528\u3002\u5176\u4e3b\u8981\u7279\u6027\u5305\u62ec\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\/\u4ec0\u4e48\u662fPandas-TA-visual-selection.png\" alt=\"\" class=\"wp-image-4413\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6280\u672f\u6307\u6807\u8ba1\u7b97<\/strong>\uff1aPandas TA \u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6280\u672f\u6307\u6807\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u51fd\u6570\u8c03\u7528\u6765\u8ba1\u7b97\u8fd9\u4e9b\u6307\u6807\uff0c\u6781\u5927\u5730\u7b80\u5316\u4e86\u6280\u672f\u5206\u6790\u7684\u8fc7\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u4e0ePandas\u517c\u5bb9<\/strong>\uff1a\u7531\u4e8ePandas TA\u662f\u5efa\u7acb\u5728Pandas\u4e4b\u4e0a\u7684\uff0c\u56e0\u6b64\u5b83\u80fd\u591f\u65e0\u7f1d\u96c6\u6210\u5230\u73b0\u6709\u7684Pandas\u6570\u636e\u6846\u67b6\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u5229\u7528Pandas\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027<\/strong>\uff1a\u7528\u6237\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u5b9a\u5236\u548c\u6269\u5c55\u6307\u6807\uff0cPandas TA\u7684\u8bbe\u8ba1\u5141\u8bb8\u7528\u6237\u8f7b\u677e\u5730\u6dfb\u52a0\u65b0\u7684\u529f\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u89c6\u5316\u652f\u6301<\/strong>\uff1a\u867d\u7136Pandas TA\u672c\u8eab\u4e0d\u63d0\u4f9b\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u4f46\u5b83\u53ef\u4ee5\u4e0e\u5176\u4ed6\u53ef\u89c6\u5316\u5e93\uff08\u5982Matplotlib\u548cPlotly\uff09\u7ed3\u5408\u4f7f\u7528\uff0c\u5e2e\u52a9\u7528\u6237\u66f4\u76f4\u89c2\u5730\u5c55\u793a\u5206\u6790\u7ed3\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001Pandas TA \u5165\u95e8<\/strong><\/h2>\n\n\n\n<p>\u8fd9\u7bc7\u6587\u7ae0\u5c06\u6559\u4f60\u5982\u4f55\u7528Pandas TA\u63d0\u5347\u4ea4\u6613\u7b56\u7565\uff0c\u672c\u7ae0\u8282\u91cd\u70b9\u8bb2\u89e3\u5b89\u88c5\u4ee5\u53ca\u600e\u6837\u8ba1\u7b97MACD\uff08\u5747\u7ebf\u5dee\u6307\u6807\uff09\u3001Z-Score\uff08\u6807\u51c6\u5206\uff09\u548cArcher\u79fb\u52a8\u5e73\u5747\u7ebf\u3002\u8fd9\u4e9b\u5de5\u5177\u80fd\u5e2e\u4f60\u66f4\u7cbe\u51c6\u5730\u5206\u6790\u5e02\u573a\u8d8b\u52bf\uff0c\u6293\u4f4f\u4ea4\u6613\u673a\u4f1a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.1 \u5b89\u88c5Pandas TA<\/strong><\/h3>\n\n\n\n<p>\u9996\u5148\uff0c\u60a8\u9700\u8981\u5b89\u88c5\u5e76\u5bfc\u5165Pandas TA\u3002\u8be5\u5e93\u4e0e Pandas \u65e0\u7f1d\u96c6\u6210\uff0c\u4f7f\u5904\u7406\u91d1\u878d\u6570\u636e\u53d8\u5f97\u8f7b\u800c\u6613\u4e3e\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\nimport pandas_ta as ta\n\n# \u52a0\u8f7d\u5e02\u573a\u6570\u636e\ndf = pd.DataFrame()\ndf = df.ta.ticker(\"TSLA\")  # \u83b7\u53d6\u7279\u65af\u62c9\u80a1\u7968\u6570\u636e\n\n# \u8ba1\u7b97\u7b80\u5355\u79fb\u52a8\u5e73\u5747\u7ebf\nsma_20 = df.ta.sma(length=20, append=True)  # \u8ba1\u7b9720\u65e5\u7b80\u5355\u79fb\u52a8\u5e73\u5747\u7ebf\u5e76\u9644\u52a0\u5230\u6570\u636e\u6846\u4e2d<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.2 \u5982\u4f55\u8ba1\u7b97 MACD<\/strong><\/h3>\n\n\n\n<p>\u6211\u4eec\u6765\u8ba1\u7b97\u4e00\u4e0b\u67d0\u53ea\u80a1\u7968\u4ef7\u683c\u7684MACD\u6307\u6807\u3002\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u793a\u4f8b\u6570\u636e\uff08\u540e\u671f\u6211\u4eec\u53ef\u4ee5\u7528\u771f\u5b9e\u6570\u636e\u66ff\u6362\u5b83\uff09\ndata = {\n    'Date': pd.date_range(start='2025-01-01', periods=10, freq='D'),  # \u751f\u6210\u65e5\u671f\u8303\u56f4\n    'Close': &#91;150, 152, 153, 154, 155, 157, 159, 160, 162, 165]  # \u6a21\u62df\u6536\u76d8\u4ef7\n}\ndf = pd.DataFrame(data)  # \u521b\u5efa\u6570\u636e\u6846\ndf.set_index('Date', inplace=True)  # \u5c06\u65e5\u671f\u8bbe\u7f6e\u4e3a\u7d22\u5f15\n\n# \u8ba1\u7b97MACD\u6307\u6807\ndf&#91;'MACD'] = ta.macd(df&#91;'Close'])&#91;'MACD_12_26_9']  # \u8ba1\u7b97MACD\u6307\u6807\u5e76\u6dfb\u52a0\u5230\u6570\u636e\u6846\u4e2d\n\n# \u663e\u793a\u7ed3\u679c\nprint(df)  # \u6253\u5370\u6570\u636e\u6846<\/code><\/pre>\n\n\n\n<p>MACD\u6307\u6807\u53cd\u6620\u4e86\u5feb\u6162\u4e24\u6761\u79fb\u52a8\u5e73\u5747\u7ebf\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5f53MACD\u7ebf\u5411\u4e0a\u7a7f\u8fc7\u4fe1\u53f7\u7ebf\u65f6\uff0c\u901a\u5e38\u662f\u4e00\u4e2a\u770b\u6da8\u4fe1\u53f7\u3002\u76f8\u53cd\uff0c\u5f53MACD\u7ebf\u5411\u4e0b\u7a7f\u8fc7\u4fe1\u53f7\u7ebf\u65f6\uff0c\u901a\u5e38\u662f\u4e00\u4e2a\u770b\u8dcc\u4fe1\u53f7\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.3 \u5982\u4f55\u8ba1\u7b97 Z-Score\uff08\u6807\u51c6\u5206\uff09<\/strong><\/h3>\n\n\n\n<p>Z-Score\u662f\u4e00\u4e2a\u7edf\u8ba1\u6307\u6807\uff0c\u7528\u6765\u8861\u91cf\u67d0\u4e2a\u6570\u503c\u76f8\u5bf9\u4e8e\u6574\u4f53\u5e73\u5747\u503c\u7684\u504f\u79bb\u7a0b\u5ea6\uff0c\u7528\u6807\u51c6\u5dee\u6765\u8868\u793a\u3002<strong>\u5b83\u53ef\u4ee5\u5e2e\u52a9\u4ea4\u6613\u8005\u5224\u65ad\u5e02\u573a\u662f\u5426\u5904\u4e8e\u8d85\u4e70\u6216\u8d85\u5356\u72b6\u6001\u3002<\/strong>\u8ba1\u7b97\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u8ba1\u7b97Z\u5206\u6570\ndf&#91;'Z-Score'] = ta.zscore(df&#91;'Close'])  # \u8ba1\u7b97\u6536\u76d8\u4ef7\u7684Z\u5206\u6570\u5e76\u6dfb\u52a0\u5230\u6570\u636e\u6846\u4e2d\n\n# \u663e\u793a\u7ed3\u679c\nprint(df)  # \u6253\u5370\u6570\u636e\u6846<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/234-1-1024x250.png\" alt=\"\" class=\"wp-image-4415\"\/><\/figure>\n\n\n\n<p>Z-Score\u5927\u4e8e2\u53ef\u80fd\u610f\u5473\u7740\u5e02\u573a\u8d85\u4e70\uff0c\u800c\u5c0f\u4e8e-2\u5219\u53ef\u80fd\u610f\u5473\u7740\u5e02\u573a\u8d85\u5356\u3002\u4ea4\u6613\u8005\u901a\u8fc7\u8fd9\u4e9b\u9608\u503c\u6765\u9884\u6d4b\u5e02\u573a\u53ef\u80fd\u7684\u53cd\u8f6c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.4 \u5982\u4f55\u8ba1\u7b97Archer\u79fb\u52a8\u5e73\u5747\u7ebf<\/strong><\/h3>\n\n\n\n<p>Archer\u79fb\u52a8\u5e73\u5747\u7ebf\uff08amat\uff09\u6307\u6807\u662f\u4e00\u79cd\u66f4\u76f4\u89c2\u7684\u8d8b\u52bf\u8bc6\u522b\u5de5\u5177\uff0c\u5b83\u80fd\u591f\u8f7b\u677e\u8bc6\u522b\u5e02\u573a\u8d8b\u52bf\u3002\u901a\u8fc7\u5feb\u6162\uff08\u7eff\u7ea2\uff09\u4e24\u6761\u79fb\u52a8\u5e73\u5747\u7ebf\uff0c\u540c\u65f6\u5c55\u793a\u957f\u671f\u548c\u77ed\u671f\u8d8b\u52bf\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u53ef\u4ee5\u901a\u8fc7\u989c\u8272\u80cc\u666f\u6765\u6807\u6ce8\u770b\u6da8\u6216\u770b\u8dcc\u8d8b\u52bf\u3002\u8ba1\u7b97\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u8ba1\u7b97Archer\u79fb\u52a8\u5e73\u5747\u7ebf\namat = ta.amat(df&#91;'Close'])  # \u8ba1\u7b97Archer\u79fb\u52a8\u5e73\u5747\u7ebf\ndf&#91;'AMAT_Fast'] = amat&#91;'AMAT_Fast']  # \u5c06\u5feb\u901fArcher\u79fb\u52a8\u5e73\u5747\u7ebf\u6dfb\u52a0\u5230\u6570\u636e\u6846\u4e2d\ndf&#91;'AMAT_Slow'] = amat&#91;'AMAT_Slow']  # \u5c06\u6162\u901fArcher\u79fb\u52a8\u5e73\u5747\u7ebf\u6dfb\u52a0\u5230\u6570\u636e\u6846\u4e2d\n\n# \u663e\u793a\u7ed3\u679c\nprint(df)  # \u6253\u5370\u6570\u636e\u6846<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/234-2-1024x288.png\" alt=\"\" class=\"wp-image-4416\"\/><\/figure>\n\n\n\n<p>\u5728\u56fe\u8868\u4e2d\uff1a\u7ea2\u8272\u80cc\u666f\u8868\u793a\u770b\u8dcc\u8d8b\u52bf\uff1b\u767d\u8272\u80cc\u666f\u8868\u793a\u770b\u6da8\u8d8b\u52bf\u3002\u901a\u8fc7\u76f4\u89c2\u8bc6\u522b\u8d8b\u52bf\uff0c\u4ea4\u6613\u8005\u53ef\u4ee5\u66f4\u5feb\u5730\u51b3\u5b9a\u4e70\u5165\u6216\u5356\u51fa\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.5 \u6307\u6807\u53ef\u89c6\u5316<\/strong><\/h3>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u8fd9\u4e9b\u6307\u6807\u7684\u542b\u4e49\uff0c\u6211\u4eec\u7528 Matplotlib \u7ed8\u5236\u6570\u636e\u56fe\u8868\u3002\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u52a0\u8f7d\u6570\u636e\ntry:\n    df = yf.download(\"TSLA\", start=\"2024-03-03\", end=\"2025-03-04\")\n    if df.empty:\n        raise ValueError(\"No data downloaded.\")\nexcept Exception as e:\n    print(f\"Error loading data: {e}\")\n    dates = pd.date_range('2024-03-03', periods=100)\n    df = pd.DataFrame({\n        'Close': pd.Series(np.random.randn(100).cumsum() + 100, index=dates)\n    })\n\n# \u5c06 MultiIndex \u5217\u8f6c\u6362\u4e3a\u5355\u5c42\u7d22\u5f15\nif isinstance(df.columns, pd.MultiIndex):\n    df = df.xs('TSLA', level=1, axis=1)  # \u63d0\u53d6 TSLA \u7684\u6570\u636e\n\n# \u8ba1\u7b97\u6280\u672f\u6307\u6807\ndf.ta.sma(length=20, append=True)  # \u8ba1\u7b97 20 \u5468\u671f SMA\ndf.ta.macd(close='Close', fast=12, slow=26, signal=9, append=True)  # \u8ba1\u7b97 MACD\n\n# AMAT_Fast \u548c AMAT_Slow \u662f\u5feb\u901f\u548c\u6162\u901f\u79fb\u52a8\u5e73\u5747\u7ebf\ndf&#91;'AMAT_Fast'] = df.ta.sma(length=10)  # \u5feb\u901f MA\uff0810 \u5468\u671f\uff09\ndf&#91;'AMAT_Slow'] = df.ta.sma(length=50)  # \u6162\u901f MA\uff0850 \u5468\u671f\uff09\n\n# Z-Score \u662f\u57fa\u4e8e Close \u7684\u6807\u51c6\u5316\ndf&#91;'Z_Score'] = (df&#91;'Close'] - df&#91;'Close'].rolling(window=20).mean()) \/ df&#91;'Close'].rolling(window=20).std()\n\n# \u68c0\u67e5\u5217\u540d\nprint(\"\u5217\u540d\uff1a\", df.columns)\nprint(\"\\nMACD \u76f8\u5173\u5217\uff1a\")\nprint(df&#91;&#91;col for col in df.columns if 'MACD' in col]].head())\n\n# \u521b\u5efa\u5b50\u56fe\uff1a3 \u4e2a\u5b50\u56fe\u5782\u76f4\u6392\u5217\nfig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(12, 12), sharex=True)\n\n\u3002\u3002\u3002<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/456-1024x1024.png\" alt=\"\" class=\"wp-image-4417\"\/><\/figure>\n\n\n\n<p>\u6211\u5c06\u7279\u65af\u62c9\u80a1\u7968\u4eceYF\u4e0a\u53d6\u4e86\u4ece\u53bb\u5e743\u6708\u5230\u4eca\u5e74\u76843\u67084\u65e5\u7684\u6570\u636e\uff0c\u5c06\u5176\u6536\u76d8\u4ef7\uff08\u84dd\u7ebf\uff09\u53e0\u52a0\u5230\u524d\u9762\u8c08\u5230\u7684\u4e09\u4e2a\u6280\u672f\u6307\u6807\u4e2d\u8ba1\u7b97\uff0c\u4f9b\u5927\u5bb6\u53c2\u8003\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u5b9e\u6218\u5e94\u7528\uff1a\u6784\u5efa\u5b8c\u6574\u4ea4\u6613\u7cfb\u7edf<\/strong><\/h2>\n\n\n\n<p>\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u5b9e\u9645\u4f8b\u5b50\u628a\u6240\u6709\u8fd9\u4e9b\u6574\u5408\u8d77\u6765\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.1 \u7b80\u5355\u793a\u4f8b<\/strong><\/h3>\n\n\n\n<p>\u9996\u5148\u6211\u8981\u77e5\u9053\u4e00\u4e2a\u7b80\u5355\u7684\u4ea4\u6613\u5206\u6790\u7cfb\u7edf\u9700\u8981\u5177\u5907\u54ea\u4e9b\u5173\u952e\u8981\u7d20\uff0c\u5148\u4e0a\u4ee3\u7801\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u521b\u5efa\u4e00\u4e2a\u7efc\u5408\u4ea4\u6613\u5206\u6790\u7cfb\u7edf\nclass TradingSystem:\n    def __init__(self, symbol):\n        # \u521d\u59cb\u5316\u5e76\u52a0\u8f7d\u6307\u5b9a\u80a1\u7968\u7684\u5386\u53f2\u6570\u636e\n        self.df = pd.DataFrame().ta.ticker(symbol)\n        \n    def analyze(self):\n        # \u8ba1\u7b97\u6280\u672f\u6307\u6807\n        self.df.ta.bbands(append=True)  # \u5e03\u6797\u5e26\n        self.df.ta.macd(append=True)    # MACD\n        self.df.ta.rsi(append=True)     # \u76f8\u5bf9\u5f3a\u5f31\u6307\u6570\uff08RSI\uff09\n        \n        # \u8ba1\u7b97\u6ce2\u52a8\u6027\u6307\u6807\n        self.df.ta.atr(append=True)     # \u5e73\u5747\u771f\u5b9e\u6ce2\u52a8\u5e45\u5ea6\uff08ATR\uff09\n        \n        # \u8ba1\u7b97\u6210\u4ea4\u91cf\u6307\u6807\n        self.df.ta.vwap(append=True)    # \u6210\u4ea4\u91cf\u52a0\u6743\u5e73\u5747\u4ef7\u683c\uff08VWAP\uff09\n        \n        # \u81ea\u5b9a\u4e49\u4e70\u5165\u4fe1\u53f7\uff1a\u5f53RSI\u4f4e\u4e8e30\u4e14\u80a1\u4ef7\u4f4e\u4e8e\u5e03\u6797\u5e26\u4e0b\u8f68\u65f6\uff0c\u751f\u6210\u4e70\u5165\u4fe1\u53f7\n        self.df&#91;\"buy_signal\"] = (\n            (self.df.ta.rsi &lt; 30) &amp; \n            (self.df.close &lt; self.df.ta.bbands()&#91;\"BBL_20_2.0\"])\n        )\n        \n        return self.df  # \u8fd4\u56de\u5305\u542b\u5206\u6790\u7ed3\u679c\u7684\u6570\u636e\u6846\n\n# \u5b9e\u4f8b\u5316\u5e76\u8fd0\u884c\u5206\u6790\u7cfb\u7edf\nsystem = TradingSystem(\"TSLA\")  # \u5206\u6790\u7279\u65af\u62c9\u80a1\u7968\nanalysis = system.analyze()     # \u83b7\u53d6\u5206\u6790\u7ed3\u679c<\/code><\/pre>\n\n\n\n<p>\u8fd9\u6bb5\u4ee3\u7801\u5b9e\u73b0\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u4ea4\u6613\u5206\u6790\u7cfb\u7edf\uff0c\u7528\u4e8e\u5bf9\u6307\u5b9a\u80a1\u7968\uff08\u5982\u7279\u65af\u62c9\uff0c\u4ee3\u7801\u4e3a\u201cTSLA\u201d\uff09\u8fdb\u884c\u6280\u672f\u5206\u6790\u3002\u5b83\u901a\u8fc7Pandas TA\u5e93\u8ba1\u7b97\u591a\u79cd\u6280\u672f\u6307\u6807\uff0c\u5e76\u751f\u6210\u4e70\u5165\u4fe1\u53f7\u3002\u4ee5\u4e0b\u662f\u4ee3\u7801\u7684\u4e3b\u8981\u529f\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u521d\u59cb\u5316<\/strong>\uff1a\u52a0\u8f7d\u6307\u5b9a\u80a1\u7968\u7684\u5386\u53f2\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u6280\u672f\u6307\u6807\u8ba1\u7b97<\/strong>\uff1a\u5305\u62ec\u5e03\u6797\u5e26\uff08BBANDS\uff09\u3001MACD\u3001RSI\u7b49\u5e38\u7528\u6307\u6807\u3002<\/li>\n\n\n\n<li><strong>\u6ce2\u52a8\u6027\u5206\u6790<\/strong>\uff1a\u8ba1\u7b97\u5e73\u5747\u771f\u5b9e\u6ce2\u52a8\u5e45\u5ea6\uff08ATR\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6210\u4ea4\u91cf\u5206\u6790<\/strong>\uff1a\u8ba1\u7b97\u6210\u4ea4\u91cf\u52a0\u6743\u5e73\u5747\u4ef7\u683c\uff08VWAP\uff09\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u5b9a\u4e49\u4e70\u5165\u4fe1\u53f7<\/strong>\uff1a\u5f53RSI\u4f4e\u4e8e30\u4e14\u80a1\u4ef7\u4f4e\u4e8e\u5e03\u6797\u5e26\u4e0b\u8f68\u65f6\uff0c\u751f\u6210\u4e70\u5165\u4fe1\u53f7\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 \u5b8c\u6574\u5b9e\u65bd\u5e03\u6797\u7ebf\u7b56\u7565<\/strong><\/h3>\n\n\n\n<p>\u5e03\u6797\u7ebf\u662f\u4e00\u79cd\u5e38\u7528\u7684\u6280\u672f\u6307\u6807\uff0c\u7528\u4e8e\u8861\u91cf\u5e02\u573a\u6ce2\u52a8\u6027\u548c\u8bc6\u522b\u6f5c\u5728\u7684\u8d85\u4e70\u6216\u8d85\u5356\u60c5\u51b5\u3002\u5b83\u4eec\u7531\u4e2d\u95f4\u5e26\uff08\u7b80\u5355\u79fb\u52a8\u5e73\u5747\u7ebf\uff09\u3001\u4e0a\u5e26\u548c\u4e0b\u5e26\u7ec4\u6210\u3002\u4e0a\u9650\u548c\u4e0b\u9650\u901a\u5e38\u8bbe\u5b9a\u4e3a\u4e2d\u95f4\u5e26\u4e24\u4e2a\u6807\u51c6\u5dee\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\/\u4e0b\u8f7d-1024x555.png\" alt=\"\" class=\"wp-image-4420\"\/><\/figure>\n\n\n\n<p>\u4e0b\u9762\u7684\u4ee3\u7801\u7528\u4e8e\u5b9e\u73b0\u5e03\u6797\u5e26\u4ea4\u6613\u7b56\u7565\u7684\u53ef\u89c6\u5316\u5206\u6790\u3002\u5b83\u6a21\u62df\u4e86\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u8ba1\u7b97\u5e03\u6797\u5e26\u6307\u6807\uff0c\u5e76\u751f\u6210\u4e70\u5356\u4fe1\u53f7\uff0c\u6700\u540e\u901a\u8fc7\u56fe\u8868\u5c55\u793a\u7ed3\u679c\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u7b2c\u4e00\u6b65\uff1a\u751f\u6210\u793a\u4f8b\u6570\u636e\uff08\u6a21\u62df\u80a1\u7968\u4ef7\u683c\uff09\ndata = {\n    'Date': pd.date_range(start='2024-11-01', periods=100, freq='D'),     # \u751f\u6210100\u5929\u7684\u65e5\u671f\u8303\u56f4\n    'Close': &#91;50 + i * 0.1 + (i % 10) * 0.5 for i in range(100)]  # \u6a21\u62df\u4ef7\u683c\u8d8b\u52bf\uff0c\u5305\u542b\u5c0f\u5e45\u6ce2\u52a8\n}\ndf = pd.DataFrame(data)\ndf.set_index('Date', inplace=True) # \u5c06\u65e5\u671f\u8bbe\u7f6e\u4e3a\u7d22\u5f15\n\n# \u68c0\u67e5pandas_ta\u5e93\u662f\u5426\u53ef\u7528\nif \"ta\" in locals():\n    # \u7b2c\u4e8c\u6b65\uff1a\u8ba1\u7b97\u5e03\u6797\u5e26\n    df.ta.bbands(close='Close', length=20, std=2, append=True)  # \u8ba1\u7b9720\u65e5\u5e03\u6797\u5e26\uff0c\u6807\u51c6\u5dee\u4e3a2\n\n    # \u7b2c\u4e09\u6b65\uff1a\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\n    df&#91;'Buy_Signal'] = (df&#91;'Close'] &lt; df&#91;'BBL_20_2.0'])  # \u5f53\u6536\u76d8\u4ef7\u4f4e\u4e8e\u5e03\u6797\u5e26\u4e0b\u8f68\u65f6\u751f\u6210\u4e70\u5165\u4fe1\u53f7\n    df&#91;'Sell_Signal'] = (df&#91;'Close'] &gt; df&#91;'BBU_20_2.0'])  # \u5f53\u6536\u76d8\u4ef7\u9ad8\u4e8e\u5e03\u6797\u5e26\u4e0a\u8f68\u65f6\u751f\u6210\u5356\u51fa\u4fe1\u53f7\n\n    # \u7b2c\u56db\u6b65\uff1a\u53ef\u89c6\u5316\n\u3002\u3002\u3002<\/code><\/pre>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4ee3\u7801\u7684\u4e3b\u8981\u529f\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u751f\u6210<\/strong>\uff1a\u6a21\u62df100\u5929\u7684\u80a1\u7968\u4ef7\u683c\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u5e03\u6797\u5e26\u8ba1\u7b97<\/strong>\uff1a\u4f7f\u7528Pandas TA\u5e93\u8ba1\u7b97\u5e03\u6797\u5e26\u7684\u4e0a\u8f68\u3001\u4e2d\u8f68\u548c\u4e0b\u8f68\u3002<\/li>\n\n\n\n<li><strong>\u4e70\u5356\u4fe1\u53f7\u751f\u6210<\/strong>\uff1a\u5f53\u80a1\u4ef7\u4f4e\u4e8e\u5e03\u6797\u5e26\u4e0b\u8f68\u65f6\u751f\u6210\u4e70\u5165\u4fe1\u53f7\uff0c\u9ad8\u4e8e\u4e0a\u8f68\u65f6\u751f\u6210\u5356\u51fa\u4fe1\u53f7\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u89c6\u5316<\/strong>\uff1a\u7ed8\u5236\u80a1\u4ef7\u3001\u5e03\u6797\u5e26\u53ca\u4e70\u5356\u4fe1\u53f7\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7\u6a21\u62df\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u8ba1\u7b97\u5e03\u6797\u5e26\u6307\u6807\u5e76\u751f\u6210\u4e70\u5356\u4fe1\u53f7\uff0c\u6700\u540e\u901a\u8fc7\u56fe\u8868\u76f4\u89c2\u5c55\u793a\u4ea4\u6613\u7b56\u7565\u7684\u6548\u679c\u3002\u975e\u5e38\u9002\u5408\u7528\u4e8e\u91cf\u5316\u4ea4\u6613\u7b56\u7565\u7684\u521d\u6b65\u9a8c\u8bc1\u548c\u53ef\u89c6\u5316\u5206\u6790\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.3 \u6027\u80fd\u4f18\u5316\u6280\u5de7<\/strong><\/h3>\n\n\n\n<p>\u5728\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u65f6\uff0c\u8bf7\u8003\u8651\u8fd9\u4e9b\u4f18\u5316\u6280\u672f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u8bbe\u7f6e\u5e76\u884c\u8ba1\u7b97\u7684\u6838\u5fc3\u6570\ndf.ta.cores = 4  # \u4f7f\u75284\u4e2aCPU\u6838\u5fc3\u8fdb\u884c\u5e76\u884c\u8ba1\u7b97\n\n# \u9009\u62e9\u6027\u52a0\u8f7d\u6307\u6807\uff1a\u6392\u9664\u6210\u4ea4\u91cf\u6307\u6807\u548c\u6ce2\u52a8\u6027\u6307\u6807\ndf.ta.strategy(exclude=&#91;\"volume_indicators\", \"volatility_indicators\"])\n\n# \u9ad8\u6548\u5185\u5b58\u4f7f\u7528\uff1a\u4ec5\u8ba1\u7b97\u6307\u5b9a\u5217\u7684\u6280\u672f\u6307\u6807\ndf.ta.strategy(\n    ta=&#91;\n        {\"kind\": \"sma\", \"length\": 20, \"close\": \"adj_close\"},  # \u8ba1\u7b9720\u65e5\u7b80\u5355\u79fb\u52a8\u5e73\u5747\u7ebf\uff08SMA\uff09\n        {\"kind\": \"rsi\", \"length\": 14, \"close\": \"adj_close\"}  # \u8ba1\u7b9714\u65e5\u76f8\u5bf9\u5f3a\u5f31\u6307\u6570\uff08RSI\uff09\n    ]\n)<\/code><\/pre>\n\n\n\n<p>\u8fd9\u6bb5\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528Pandas TA\u5e93\u8fdb\u884c\u9ad8\u6548\u7684\u6280\u672f\u5206\u6790\u8ba1\u7b97\uff0c\u5305\u62ec\u8bbe\u7f6e\u5e76\u884c\u8ba1\u7b97\u6838\u5fc3\u6570\u3001\u9009\u62e9\u6027\u52a0\u8f7d\u6307\u6807\u4ee5\u53ca\u4f18\u5316\u5185\u5b58\u4f7f\u7528\uff0c\u63d0\u5347\u4e86\u6280\u672f\u5206\u6790\u7684\u6548\u7387\u3002\u9002\u5408\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\u4f7f\u7528\uff0c\u80fd\u591f\u663e\u8457\u51cf\u5c11\u8ba1\u7b97\u65f6\u95f4\u548c\u8d44\u6e90\u6d88\u8017\u3002<\/p>\n\n\n\n<p>\u6280\u672f\u5206\u6790\u9886\u57df\u5728\u4e0d\u65ad\u8fdb\u5316\uff0c\u800cPandas TA\u59cb\u7ec8\u8d70\u5728\u6700\u524d\u6cbf\u3002&nbsp;\u6700\u8fd1\u65b0\u589e\u7684EBSW\u548cSTC\u6307\u6807\uff0c\u5c55\u793a\u4e86Pandas TA\u5bf9\u521b\u65b0\u7684\u6301\u7eed\u6295\u5165\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Modern trend analysis\ndf.ta.ebsw(append=True)  # Even Better Sinewave\ndf.ta.stc(append=True)   # Schaff Trend Cycle<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u89c2\u70b9\u603b\u7ed3<\/strong><\/h2>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u5982\u4f55\u4f7f\u7528 Python \u5e93 Pandas TA \u8fdb\u884c\u91d1\u878d\u6280\u672f\u5206\u6790\uff0c\u5e76\u5c55\u793a\u4e86\u5982\u4f55\u901a\u8fc7 MACD\u3001Z-Score \u548c Archer \u79fb\u52a8\u5e73\u5747\u7ebf\u7b49\u6307\u6807\u6765\u589e\u5f3a\u4ea4\u6613\u7b56\u7565\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Pandas TA \u7b80\u5316\u4e86\u91d1\u878d\u6280\u672f\u5206\u6790\u7684\u590d\u6742\u6027<\/strong>\uff0c\u4f7f\u5f97\u4ea4\u6613\u8005\u80fd\u591f\u66f4\u5bb9\u6613\u5730\u4f7f\u7528 Python \u8fdb\u884c\u590d\u6742\u7684\u4ea4\u6613\u7b56\u7565\u5206\u6790\u3002<\/li>\n\n\n\n<li><strong>MACD\u3001Z-Score \u548c Archer \u79fb\u52a8\u5e73\u5747\u7ebf<\/strong>&nbsp;\u662f\u91d1\u878d\u5e02\u573a\u5206\u6790\u4e2d\u91cd\u8981\u7684\u6280\u672f\u6307\u6807\uff0c\u5b83\u4eec\u80fd\u591f\u5e2e\u52a9\u4ea4\u6613\u8005\u8bc6\u522b\u5e02\u573a\u8d8b\u52bf\u3001\u52a8\u91cf\u4ee5\u53ca\u6f5c\u5728\u7684\u4e70\u5356\u70b9\u3002<\/li>\n\n\n\n<li><strong>\u901a\u8fc7\u53ef\u89c6\u5316\u6280\u672f\u6307\u6807<\/strong>\uff0c\u4ea4\u6613\u8005\u53ef\u4ee5\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u5e02\u573a\u72b6\u51b5\uff0c\u4ece\u800c\u505a\u51fa\u66f4\u5feb\u7684\u4ea4\u6613\u51b3\u7b56\u3002<\/li>\n\n\n\n<li><strong>\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u4ea4\u6613\u7cfb\u7edf<\/strong>&nbsp;\u9700\u8981\u8003\u8651\u591a\u79cd\u6280\u672f\u6307\u6807\u548c\u81ea\u5b9a\u4e49\u4fe1\u53f7\uff0c\u4ee5\u53ca\u5982\u4f55\u6709\u6548\u5730\u6574\u5408\u8fd9\u4e9b\u5143\u7d20\u6765\u751f\u6210\u6709\u529b\u7684\u4ea4\u6613\u4fe1\u53f7\u3002<\/li>\n\n\n\n<li><strong>\u6027\u80fd\u4f18\u5316<\/strong>&nbsp;\u5728\u5904\u7406\u5927\u578b\u91d1\u878d\u6570\u636e\u96c6\u65f6\u81f3\u5173\u91cd\u8981\uff0c\u53ef\u4ee5\u901a\u8fc7\u8bbe\u7f6e\u5e76\u884c\u5904\u7406\u6838\u5fc3\u6570\u3001\u6307\u5b9a\u52a0\u8f7d\u7279\u5b9a\u6307\u6807\u4ee5\u53ca\u9ad8\u6548\u4f7f\u7528\u5185\u5b58\u6765\u5b9e\u73b0\u3002<\/li>\n\n\n\n<li><strong>Pandas TA \u5e93\u7684\u6301\u7eed\u66f4\u65b0\u548c\u521b\u65b0<\/strong>&nbsp;\u4fdd\u6301\u4e86\u5176\u5728\u91d1\u878d\u6280\u672f\u5206\u6790\u9886\u57df\u7684\u9886\u5148\u5730\u4f4d\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u6700\u65b0\u7684\u5206\u6790\u5de5\u5177\u548c\u7b56\u7565\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u89c9\u5f97\u5bf9\u60a8\u6709\u6240\u5e2e\u52a9\uff0c\u8bf7\u7559\u8a00\u6216\u8005\u79c1\u4fe1\u5411\u6211\u8981\u5b8c\u6574\u6e90\u4ee3\u7801\uff0c\u540c\u65f6\u8bf7\u6211\u559d\u676f\u5496\u5561\u5c31\u597d\u3002<\/p>\n\n\n\n<p><em>\u611f\u8c22\u60a8\u9605\u8bfb\u5230\u6700\u540e\uff0c\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u4e3a\u60a8\u5e26\u6765\u4e86\u65b0\u7684\u542f\u53d1\u548c\u5b9e\u7528\u7684\u77e5\u8bc6\uff01\u5982\u679c\u89c9\u5f97\u6709\u5e2e\u52a9\uff0c\u8bf7\u4e0d\u541d\u70b9\u8d5e\u548c\u5206\u4eab\uff0c\u60a8\u7684\u652f\u6301\u662f\u6211\u6301\u7eed\u521b\u4f5c\u7684\u52a8\u529b\u3002\u795d\u60a8\u6295\u8d44\u987a\u5229\uff0c\u6536\u76ca\u957f\u8679\uff01\u5982\u679c\u5bf9\u6587\u4e2d\u5185\u5bb9\u6709\u4efb\u4f55\u7591\u95ee\uff0c\u6b22\u8fce\u7559\u8a00\uff0c\u6211\u4f1a\u5c3d\u5feb\u56de\u590d\uff01<\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-center\" id=\"a1c6\">\u672c\u6587\u5185\u5bb9\u4ec5\u9650\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c \u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/www.laoyulaoyu.com\/index.php\/2025\/03\/24\/pandas-ta%ef%bc%9a%e6%96%b0%e6%89%8b%e4%b9%9f%e8%83%bd%e8%bd%bb%e6%9d%be%e5%ae%9e%e7%8e%b0%e9%ab%98%e6%95%88%e9%87%8f%e5%8c%96%e7%ad%96%e7%95%a5%e7%9a%84%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%88\/\">Continue reading<span class=\"screen-reader-text\">Pandas TA\uff1a\u65b0\u624b\u4e5f\u80fd\u8f7b\u677e\u5b9e\u73b0\u9ad8\u6548\u91cf\u5316\u7b56\u7565\u7684\u5b9e\u6218\u6307\u5357<\/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":[3,5],"class_list":{"0":"post-2010","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-aiinvest","7":"tag-ai","9":"entry"},"_links":{"self":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2010","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=2010"}],"version-history":[{"count":4,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2010\/revisions"}],"predecessor-version":[{"id":2141,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2010\/revisions\/2141"}],"wp:attachment":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=2010"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=2010"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=2010"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}