{"id":6402,"date":"2025-06-01T14:58:51","date_gmt":"2025-06-04T07:08:51","guid":{"rendered":"https:\/\/badgameshow.com\/steven\/?p=6402"},"modified":"2025-06-04T14:58:51","modified_gmt":"2025-06-04T07:08:51","slug":"%e5%88%a9%e7%94%a8%e5%b8%8c%e7%88%be%e8%b6%a8%e5%90%91%e6%8c%87%e6%a8%99%e5%80%92%e5%82%b3%e9%81%9e%e5%b8%b6cciechobands%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99%e7%9a%84%e6%99%82%e6%a9%9f%e8%88%87python","status":"publish","type":"post","link":"https:\/\/badgameshow.com\/steven\/python\/%e5%88%a9%e7%94%a8%e5%b8%8c%e7%88%be%e8%b6%a8%e5%90%91%e6%8c%87%e6%a8%99%e5%80%92%e5%82%b3%e9%81%9e%e5%b8%b6cciechobands%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99%e7%9a%84%e6%99%82%e6%a9%9f%e8%88%87python\/","title":{"rendered":"\u4f7f\u7528 Python \u5be6\u73fe 2025 \u6700\u65b0\u5e0c\u723e\u8da8\u5411\u6307\u6a19\u5012\u50b3\u905e\u5e36 (CCI Echo Bands) \u4ea4\u6613\u6307\u6a19\u7684\u5b8c\u6574\u6307\u5357"},"content":{"rendered":"<p><meta name=\"keywords\" content=\"Python, \u5e0c\u723e\u8da8\u5411\u6307\u6a19\u5012\u50b3\u905e\u5e36, CCI Echo Bands, \u4ea4\u6613\u6307\u6a19, \u6280\u8853\u5206\u6790\"><\/p>\n<h1>\u4f7f\u7528 Python \u5be6\u73fe 2025 \u6700\u65b0\u5e0c\u723e\u8da8\u5411\u6307\u6a19\u5012\u50b3\u905e\u5e36 (CCI Echo Bands) \u4ea4\u6613\u6307\u6a19\u7684\u5b8c\u6574\u6307\u5357<\/h1>\n<p>\u5e0c\u723e\u8da8\u5411\u6307\u6a19\u5012\u50b3\u905e\u5e36 (CCI Echo Bands) \u662f\u4e00\u7a2e\u7528\u65bc\u6280\u8853\u5206\u6790\u7684\u4ea4\u6613\u6307\u6a19\uff0c\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u6e96\u78ba\u5730\u5224\u65b7\u5e02\u5834\u8da8\u52e2\uff0c\u4e26\u63d0\u4f9b\u66f4\u591a\u4ea4\u6613\u6a5f\u6703\u3002\u672c\u6587\u5c07\u6df1\u5165\u4ecb\u7d39\u5982\u4f55\u4f7f\u7528 CCI Echo Bands \u4ea4\u6613\u6307\u6a19\uff0c\u4e26\u63d0\u4f9b Python \u7a0b\u5f0f\u78bc\u7bc4\u4f8b\uff0c\u8b93\u60a8\u80fd\u5920\u8f15\u9b06\u5be6\u73fe\u6b64\u6307\u6a19\u3002<\/p>\n<h2>\u4ec0\u9ebc\u662f\u5e0c\u723e\u8da8\u5411\u6307\u6a19\u5012\u50b3\u905e\u5e36 (CCI Echo Bands)<\/h2>\n<p>\u5e0c\u723e\u8da8\u5411\u6307\u6a19\u5012\u50b3\u905e\u5e36 (CCI Echo Bands) \u662f\u4e00\u7a2e\u57fa\u65bc\u5546\u54c1\u901a\u9053\u6307\u6578 (CCI) \u7684\u6280\u8853\u6307\u6a19\u3002\u5b83\u4e0d\u50c5\u80fd\u6aa2\u6e2c\u5e02\u5834\u7684\u8da8\u52e2\uff0c\u9084\u80fd\u767c\u51fa\u8cb7\u8ce3\u4fe1\u865f\uff0c\u5e6b\u52a9\u6295\u8cc7\u8005\u505a\u51fa\u660e\u667a\u7684\u4ea4\u6613\u6c7a\u7b56\u3002CCI Echo Bands \u900f\u904e\u5f15\u5165\u5e36\u72c0\u7bc4\u570d\u4f86\u6539\u9032 CCI \u6307\u6a19\uff0c\u4f7f\u5176\u5728\u6ce2\u52d5\u5e02\u5834\u4e2d\u63d0\u4f9b\u66f4\u5177\u53c3\u8003\u50f9\u503c\u7684\u4fe1\u865f\u3002<\/p>\n<h2>\u5982\u4f55\u4f7f\u7528 CCI Echo Bands \u4ea4\u6613\u6307\u6a19<\/h2>\n<p>CCI Echo Bands \u4ea4\u6613\u6307\u6a19\u7684\u4f7f\u7528\u65b9\u6cd5\u76f8\u5c0d\u7c21\u55ae\uff0c\u4e3b\u8981\u900f\u904e\u89c0\u5bdf\u6307\u6a19\u7684\u8b8a\u5316\u4f86\u5224\u65b7\u5e02\u5834\u8da8\u52e2\u3002\u4ee5\u4e0b\u662f\u5e7e\u500b\u95dc\u9375\u4fe1\u865f\uff1a<\/p>\n<ul>\n<li><strong>\u4e0a\u5347\u8da8\u52e2\uff1a<\/strong>\u7576 CCI Echo Bands \u6307\u6a19\u5f9e\u4e0b\u65b9\u5411\u4e0a\u7a7f\u904e\u4e2d\u7dda\u6642\uff0c\u8868\u660e\u5e02\u5834\u6b63\u5728\u4e0a\u5347\uff0c\u5efa\u8b70\u8003\u616e\u9032\u884c\u591a\u55ae\u4ea4\u6613\u3002<\/li>\n<li><strong>\u4e0b\u964d\u8da8\u52e2\uff1a<\/strong>\u7576 CCI Echo Bands \u6307\u6a19\u5f9e\u4e0a\u65b9\u5411\u4e0b\u7a7f\u904e\u4e2d\u7dda\u6642\uff0c\u8868\u660e\u5e02\u5834\u6b63\u5728\u4e0b\u964d\uff0c\u5efa\u8b70\u8003\u616e\u9032\u884c\u7a7a\u55ae\u4ea4\u6613\u3002<\/li>\n<\/ul>\n<h2>\u5982\u4f55\u4f7f\u7528 Python \u7a0b\u5f0f\u78bc\u5be6\u73fe CCI Echo Bands \u4ea4\u6613\u6307\u6a19<\/h2>\n<p>\u4ee5\u4e0b\u662f\u4f7f\u7528 Python \u7a0b\u5f0f\u78bc\u5be6\u73fe CCI Echo Bands \u4ea4\u6613\u6307\u6a19\u7684\u7bc4\u4f8b\u3002\u9019\u6bb5\u7a0b\u5f0f\u78bc\u5c07\u8b80\u53d6\u5e02\u5834\u6578\u64da\uff0c\u8a08\u7b97 CCI Echo Bands \u6307\u6a19\uff0c\u4e26\u7e6a\u88fd\u7d50\u679c\uff1a<\/p>\n<p>&#8220;`python<br \/>\n# \u5f15\u5165\u6240\u9700\u7684\u6a21\u7d44<br \/>\nimport numpy as np<br \/>\nimport pandas as pd<br \/>\nimport matplotlib.pyplot as plt<\/p>\n<p># \u8b80\u53d6\u8cc7\u6599<br \/>\ndata = pd.read_csv(&#8216;data.csv&#8217;)<\/p>\n<p># \u8a08\u7b97 CCI Echo Bands \u6307\u6a19<br \/>\ndef calculate_cci_echo_bands(data, period=20):<br \/>\n    typical_price = (data[&#8216;high&#8217;] + data[&#8216;low&#8217;] + data[&#8216;close&#8217;]) \/ 3<br \/>\n    cci = (typical_price &#8211; typical_price.rolling(window=period).mean()) \/ (0.015 * typical_price.rolling(window=period).std())<br \/>\n    return cci<\/p>\n<p># \u8a08\u7b97 CCI Echo Bands<br \/>\ndata[&#8216;cci_echo_bands&#8217;] = calculate_cci_echo_bands(data)<\/p>\n<p># \u7e6a\u88fd CCI Echo Bands \u6307\u6a19<br \/>\nplt.figure(figsize=(12,6))<br \/>\nplt.plot(data[&#8216;cci_echo_bands&#8217;], label=&#8217;CCI Echo Bands&#8217;, color=&#8217;blue&#8217;)<br \/>\nplt.axhline(0, color=&#8217;black&#8217;, lw=0.5, ls=&#8217;&#8211;&#8216;)<br \/>\nplt.title(&#8216;CCI Echo Bands&#8217;)<br \/>\nplt.xlabel(&#8216;Time&#8217;)<br \/>\nplt.ylabel(&#8216;CCI Value&#8217;)<br \/>\nplt.legend()<br \/>\nplt.show()<br \/>\n&#8220;`<\/p>\n<p>\u9019\u6bb5\u7a0b\u5f0f\u78bc\u5c07\u8a08\u7b97 CCI Echo Bands \u6307\u6a19\uff0c\u4e26\u7e6a\u88fd\u51fa\u4f86\uff0c\u65b9\u4fbf\u7528\u6236\u67e5\u770b\u5e02\u5834\u8da8\u52e2\u3002<\/p>\n<h2>\u5e38\u898b\u932f\u8aa4\u8207\u6392\u9664\u65b9\u6cd5<\/h2>\n<p>\u5728\u4f7f\u7528 CCI Echo Bands \u4ea4\u6613\u6307\u6a19\u6642\uff0c\u60a8\u53ef\u80fd\u6703\u9047\u5230\u4ee5\u4e0b\u5e7e\u500b\u5e38\u898b\u554f\u984c\uff1a<\/p>\n<p>1. **\u8cc7\u6599\u7f3a\u5931**\uff1a\u78ba\u4fdd\u60a8\u63d0\u4f9b\u7684 CSV \u6a94\u6848\u4e2d\u5305\u542b\u5b8c\u6574\u7684 `high`\u3001`low` \u548c `close` \u6b04\u4f4d\u6578\u64da\u3002<br \/>\n2. **\u7a97\u53e3\u671f\u8a2d\u5b9a\u4e0d\u7576**\uff1a\u6839\u64da\u5e02\u5834\u6ce2\u52d5\u6027\u8abf\u6574 CCI \u7684\u8a08\u7b97\u671f\uff0c\u4ee5\u7372\u5f97\u66f4\u6e96\u78ba\u7684\u4fe1\u865f\u3002<br \/>\n3. **\u904e\u5ea6\u4f9d\u8cf4\u6307\u6a19**\uff1a\u5efa\u8b70\u5c07 CCI Echo Bands \u8207\u5176\u4ed6\u6280\u8853\u6307\u6a19\u7d50\u5408\u4f7f\u7528\uff0c\u4ee5\u63d0\u9ad8\u4ea4\u6613\u7b56\u7565\u7684\u6709\u6548\u6027\u3002<\/p>\n<h2>\u5ef6\u4f38\u61c9\u7528<\/h2>\n<p>\u900f\u904e CCI Echo Bands\uff0c\u4ea4\u6613\u8005\u53ef\u4ee5\u8a2d\u8a08\u81ea\u52d5\u4ea4\u6613\u7b56\u7565\u6216\u56de\u6e2c\u904e\u53bb\u7684\u4ea4\u6613\u6578\u64da\u4f86\u512a\u5316\u4ea4\u6613\u6c7a\u7b56\u3002\u6b64\u5916\uff0c\u4e86\u89e3\u5176\u4ed6\u6280\u8853\u6307\u6a19\uff08\u4f8b\u5982 RSI\u3001MACD\uff09\u8207 CCI Echo Bands \u7684\u7d50\u5408\u4f7f\u7528\uff0c\u53ef\u4ee5\u8b93\u60a8\u7684\u5206\u6790\u66f4\u5168\u9762\u3002<\/p>\n<h2>\u7d50\u8ad6<\/h2>\n<p>\u5e0c\u723e\u8da8\u5411\u6307\u6a19\u5012\u50b3\u905e\u5e36 (CCI Echo Bands) \u662f\u4e00\u7a2e\u5f37\u5927\u7684\u6280\u8853\u5206\u6790\u5de5\u5177\uff0c\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5224\u65b7\u5e02\u5834\u8da8\u52e2\u3002\u900f\u904e\u672c\u6587\u63d0\u4f9b\u7684 Python \u7a0b\u5f0f\u78bc\u7bc4\u4f8b\uff0c\u60a8\u53ef\u4ee5\u8f15\u9b06\u5be6\u73fe\u6b64\u6307\u6a19\uff0c\u4e26\u904b\u7528\u65bc\u5be6\u969b\u4ea4\u6613\u4e2d\u3002\u5e0c\u671b\u9019\u7bc7\u6587\u7ae0\u80fd\u5e6b\u52a9\u60a8\u5728\u4ea4\u6613\u4e2d\u53d6\u5f97\u66f4\u597d\u7684\u6210\u7e3e\u3002<\/p>\n<p>\u5982\u9700\u66f4\u591a Python \u76f8\u95dc\u7684\u6559\u5b78\u6587\u7ae0\uff0c\u60a8\u53ef\u4ee5\u53c3\u8003 [\u9019\u7bc7\u6587\u7ae0](https:\/\/vocus.cc) \u4e86\u89e3\u66f4\u591a\u3002<\/p>\n<h2>Q&#038;A\uff08\u5e38\u898b\u554f\u984c\u89e3\u7b54\uff09<\/h2>\n<h3>1. 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