{"id":6226,"date":"2025-05-30T15:13:52","date_gmt":"2025-06-04T07:26:52","guid":{"rendered":"https:\/\/badgameshow.com\/steven\/?p=6226"},"modified":"2025-06-04T15:13:52","modified_gmt":"2025-06-04T07:26:52","slug":"%e6%8a%80%e8%a1%93%e6%8c%87%e6%a8%99%e4%bf%a1%e8%99%9f%ef%bc%9a%e4%ba%86%e8%a7%a3python%e4%b8%ad%e7%9a%84%e6%8a%80%e8%a1%93%e6%8c%87%e6%a8%99%e4%bf%a1%e8%99%9f%e4%bd%bf%e7%94%a8%e6%99%82%e6%a9%9f","status":"publish","type":"post","link":"https:\/\/badgameshow.com\/steven\/python\/%e6%8a%80%e8%a1%93%e6%8c%87%e6%a8%99%e4%bf%a1%e8%99%9f%ef%bc%9a%e4%ba%86%e8%a7%a3python%e4%b8%ad%e7%9a%84%e6%8a%80%e8%a1%93%e6%8c%87%e6%a8%99%e4%bf%a1%e8%99%9f%e4%bd%bf%e7%94%a8%e6%99%82%e6%a9%9f\/","title":{"rendered":"\u638c\u63e1Python\u6280\u8853\u6307\u6a19\u4fe1\u865f\uff1a2025\u6700\u65b0\u4ea4\u6613\u6307\u6a19\u5206\u6790\u8207\u5be6\u4f5c\u7bc4\u4f8b"},"content":{"rendered":"

<\/p>\n

\u638c\u63e1Python\u6280\u8853\u6307\u6a19\u4fe1\u865f\uff1a2025\u6700\u65b0\u4ea4\u6613\u6307\u6a19\u5206\u6790\u8207\u5be6\u4f5c\u7bc4\u4f8b<\/h1>\n

\u6280\u8853\u6307\u6a19\u4fe1\u865f\uff08Technical Indicator Signal\uff09\u662f\u6295\u8cc7\u8005\u5728\u80a1\u7968\u5e02\u5834\u4e2d\u9032\u884c\u6709\u6548\u5206\u6790\u7684\u4e00\u7a2e\u91cd\u8981\u5de5\u5177\u3002\u9019\u4e9b\u4fe1\u865f\u4e0d\u50c5\u80fd\u5e6b\u52a9\u5206\u6790\u80a1\u50f9\u8da8\u52e2\u548c\u6ce2\u52d5\uff0c\u9084\u80fd\u70ba\u6295\u8cc7\u8005\u63d0\u4f9b\u6709\u95dc\u5e02\u5834\u7684\u95dc\u9375\u8cc7\u8a0a\u3002\u672c\u6587\u5c07\u6df1\u5165\u63a2\u8a0e\u6280\u8853\u6307\u6a19\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f\u53ca\u5982\u4f55\u4f7f\u75282025\u5e74\u6700\u65b0\u7684Python\u8a9e\u6cd5\u4f86\u5275\u5efa\u9019\u4e9b\u6307\u6a19\u3002<\/p>\n

## \u6280\u8853\u6307\u6a19\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f<\/p>\n

\u6280\u8853\u6307\u6a19\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f\u4e3b\u8981\u53ef\u4ee5\u5206\u70ba\u5169\u5927\u985e\uff1a<\/p>\n

1. **\u5e02\u5834\u8f49\u6298\u6642**\uff1a\u7576\u5e02\u5834\u51fa\u73fe\u53cd\u8f49\u4fe1\u865f\u6642\uff0c\u6280\u8853\u6307\u6a19\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u8b58\u5225\u6f5b\u5728\u7684\u8cb7\u5165\u6216\u8ce3\u51fa\u6642\u6a5f\u3002
\n2. **\u5e02\u5834\u8da8\u52e2\u6642**\uff1a\u5728\u660e\u986f\u7684\u5e02\u5834\u8da8\u52e2\u4e2d\uff0c\u6280\u8853\u6307\u6a19\u4fe1\u865f\u80fd\u5920\u5e6b\u52a9\u6295\u8cc7\u8005\u78ba\u8a8d\u8da8\u52e2\u7684\u6301\u7e8c\u6027\u53ca\u5176\u5f37\u5ea6\u3002<\/p>\n

\u9019\u4e9b\u4fe1\u865f\u80fd\u5920\u63d0\u4f9b\u95dc\u9375\u6578\u64da\uff0c\u8b93\u6295\u8cc7\u8005\u66f4\u6709\u6548\u5730\u505a\u51fa\u6c7a\u7b56\u3002<\/p>\n

## \u4f7f\u7528Python\u5275\u5efa\u6280\u8853\u6307\u6a19\u4fe1\u865f<\/p>\n

Python\u4f5c\u70ba\u4e00\u7a2e\u6d41\u884c\u7684\u7a0b\u5f0f\u8a9e\u8a00\uff0c\u63d0\u4f9b\u4e86\u8a31\u591a\u5f37\u5927\u7684\u5eab\u4f86\u8655\u7406\u6578\u64da\u5206\u6790\u3002\u4ee5\u4e0b\u662f\u4e00\u500b\u4f7f\u7528Python\u8a08\u7b97\u6280\u8853\u6307\u6a19\u4fe1\u865f\u7684\u5be6\u4f5c\u7bc4\u4f8b\uff1a<\/p>\n

“`python
\n# \u5f15\u5165\u6240\u9700\u7684\u6a21\u7d44
\nimport pandas as pd
\nimport numpy as np<\/p>\n

# \u8b80\u53d6\u8cc7\u6599
\ndata = pd.read_csv(‘data.csv’)<\/p>\n

# \u8a08\u7b97\u79fb\u52d5\u5e73\u5747\u4f5c\u70ba\u6280\u8853\u6307\u6a19\u4fe1\u865f
\ndata[‘SMA’] = data[‘Close’].rolling(window=20).mean()<\/p>\n

# \u8a08\u7b97\u6280\u8853\u6307\u6a19\u4fe1\u865f
\nsignal = np.where(data[‘Close’] > data[‘SMA’], 1, -1) # \u7576\u6536\u76e4\u50f9\u9ad8\u65bcSMA\u6642\uff0c\u4fe1\u865f\u70ba1\uff0c\u5426\u5247\u70ba-1<\/p>\n

# \u5c07\u4fe1\u865f\u6dfb\u52a0\u5230DataFrame
\ndata[‘Signal’] = signal<\/p>\n

# \u8f38\u51fa\u6280\u8853\u6307\u6a19\u4fe1\u865f
\nprint(data[[‘Close’, ‘SMA’, ‘Signal’]])
\n“`<\/p>\n

\u5728\u9019\u500b\u7bc4\u4f8b\u4e2d\uff0c\u6211\u5011\u4f7f\u7528\u4e86\u7c21\u55ae\u79fb\u52d5\u5e73\u5747\uff08SMA\uff09\u4f5c\u70ba\u6280\u8853\u6307\u6a19\u4fe1\u865f\u7684\u4f8b\u5b50\u3002\u9019\u6bb5\u7a0b\u5f0f\u78bc\u8a08\u7b97\u4e8620\u65e5\u79fb\u52d5\u5e73\u5747\uff0c\u4e26\u6839\u64da\u6536\u76e4\u50f9\u8207\u79fb\u52d5\u5e73\u5747\u7684\u6bd4\u8f03\u751f\u6210\u8cb7\u5165\u6216\u8ce3\u51fa\u4fe1\u865f\u3002<\/p>\n

## \u932f\u8aa4\u6392\u9664\u8207\u5ef6\u4f38\u61c9\u7528<\/p>\n

\u5728\u5be6\u4f5c\u904e\u7a0b\u4e2d\uff0c\u60a8\u53ef\u80fd\u6703\u9047\u5230\u4ee5\u4e0b\u5e38\u898b\u932f\u8aa4\uff1a<\/p>\n

– **\u8cc7\u6599\u8b80\u53d6\u5931\u6557**\uff1a\u78ba\u4fdd`data.csv`\u6587\u4ef6\u5b58\u5728\u4e26\u4e14\u683c\u5f0f\u6b63\u78ba\u3002
\n– **\u7f3a\u5c11\u6578\u64da**\uff1a\u5728\u8a08\u7b97\u79fb\u52d5\u5e73\u5747\u6642\uff0c\u524d\u976220\u500b\u6578\u64da\u9ede\u6703\u8fd4\u56deNaN\u503c\uff0c\u9019\u662f\u6b63\u5e38\u7684\u3002<\/p>\n

\u5ef6\u4f38\u61c9\u7528\u65b9\u9762\uff0c\u60a8\u53ef\u4ee5\u63a2\u7d22\u66f4\u591a\u6280\u8853\u6307\u6a19\uff0c\u5982\u76f8\u5c0d\u5f37\u5f31\u6307\u6578\uff08RSI\uff09\u3001\u5e03\u6797\u5e36\u7b49\uff0c\u4e26\u5c07\u5176\u8207\u6b64\u7bc4\u4f8b\u7d50\u5408\uff0c\u5275\u5efa\u66f4\u8907\u96dc\u7684\u4ea4\u6613\u7b56\u7565\u3002<\/p>\n

\u7e3d\u7d50\u4f86\u8aaa\uff0c\u6280\u8853\u6307\u6a19\u4fe1\u865f\u662f\u5206\u6790\u80a1\u7968\u5e02\u5834\u7684\u91cd\u8981\u5de5\u5177\uff0c\u900f\u904ePython\u7684\u5f37\u5927\u529f\u80fd\uff0c\u6295\u8cc7\u8005\u53ef\u4ee5\u5be6\u73fe\u9ad8\u6548\u7684\u6578\u64da\u5206\u6790\u8207\u4ea4\u6613\u6c7a\u7b56\u3002\u5982\u679c\u60a8\u60f3\u6df1\u5165\u4e86\u89e3\u66f4\u591aPython\u7684\u61c9\u7528\uff0c\u8acb\u53c3\u8003\u6211\u5011\u7684[Python\u9032\u968e\u6559\u5b78](https:\/\/vocus.cc) \u3002<\/p>\n

## Q&A\uff08\u5e38\u898b\u554f\u984c\u89e3\u7b54\uff09<\/p>\n

**Q1: \u6280\u8853\u6307\u6a19\u4fe1\u865f\u662f\u4ec0\u9ebc\uff1f**
\nA1: \u6280\u8853\u6307\u6a19\u4fe1\u865f\u662f\u57fa\u65bc\u6b77\u53f2\u50f9\u683c\u6578\u64da\u8a08\u7b97\u5f97\u51fa\u7684\u6307\u6a19\uff0c\u5e6b\u52a9\u6295\u8cc7\u8005\u5206\u6790\u5e02\u5834\u8da8\u52e2\u53ca\u505a\u51fa\u6295\u8cc7\u6c7a\u7b56\u3002<\/p>\n

**Q2: \u6211\u8a72\u5982\u4f55\u9078\u64c7\u9069\u5408\u7684\u6280\u8853\u6307\u6a19\uff1f**
\nA2: \u9078\u64c7\u6280\u8853\u6307\u6a19\u6642\uff0c\u61c9\u6839\u64da\u81ea\u5df1\u7684\u4ea4\u6613\u98a8\u683c\u548c\u7b56\u7565\u9032\u884c\u9078\u64c7\u3002\u5e38\u898b\u7684\u6307\u6a19\u5305\u62ec\u79fb\u52d5\u5e73\u5747\u3001RSI\u7b49\u3002<\/p>\n

**Q3: Python\u53ef\u4ee5\u7528\u4f86\u505a\u54ea\u4e9b\u91d1\u878d\u6578\u64da\u5206\u6790\uff1f**
\nA3: Python\u53ef\u4ee5\u7528\u65bc\u6578\u64da\u6e05\u7406\u3001\u6578\u64da\u53ef\u8996\u5316\u3001\u56de\u6e2c\u4ea4\u6613\u7b56\u7565\u4ee5\u53ca\u751f\u6210\u6280\u8853\u6307\u6a19\u4fe1\u865f\u7b49\u591a\u7a2e\u91d1\u878d\u6578\u64da\u5206\u6790\u4efb\u52d9\u3002
\n—<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6458\u8981\uff1a\u6280\u8853\u6307\u6a19\u4fe1\u865f\u662f\u4e00\u7a2e\u91cd\u8981\u7684\u4ea4\u6613\u6307\u6a19\uff0c\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5206\u6790\u5e02\u5834\u8da8\u52e2\uff0c\u4e26\u66f4\u6709\u6548\u5730\u9032\u884c\u4ea4\u6613\u3002\u672c\u6587\u5c07\u4ecb\u7d39Python\u4e2d\u6280\u8853\u6307\u6a19\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f\u53ca\u7bc4\u4f8b\uff0c\u8b93\u6295\u8cc7\u8005\u66f4\u52a0\u4e86\u89e3\u5982\u4f55\u4f7f\u7528\u6280\u8853\u6307\u6a19\u4fe1\u865f\u4f86\u63d0\u5347\u6295\u8cc7\u6536\u76ca\u3002<\/p>\n","protected":false},"author":1,"featured_media":2518,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[18,189],"tags":[15,188],"class_list":["post-6226","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-189","tag-python","tag-188"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/badgameshow.com\/steven\/wp-content\/uploads\/2022\/12\/DALL\u00b7E-2022-12-28-14.25.55-\u62f7\u8c9d2.png","jetpack-related-posts":[],"jetpack_shortlink":"https:\/\/wp.me\/pcFK27-1Cq","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6226","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/comments?post=6226"}],"version-history":[{"count":1,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6226\/revisions"}],"predecessor-version":[{"id":6227,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6226\/revisions\/6227"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/media\/2518"}],"wp:attachment":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/media?parent=6226"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/categories?post=6226"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/tags?post=6226"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}