{"id":6228,"date":"2025-06-03T14:55:12","date_gmt":"2025-06-04T07:27:12","guid":{"rendered":"https:\/\/badgameshow.com\/steven\/?p=6228"},"modified":"2025-06-04T14:55:12","modified_gmt":"2025-06-04T07:27:12","slug":"%e6%8a%80%e8%a1%93%e6%8c%87%e6%a8%99%e9%80%9a%e9%81%93%ef%bc%9a%e4%ba%86%e8%a7%a3%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8python%e4%b8%ad%e7%9a%84%e6%8a%80%e8%a1%93%e6%8c%87%e6%a8%99%e4%ba%a4%e6%98%93","status":"publish","type":"post","link":"https:\/\/badgameshow.com\/steven\/python\/%e6%8a%80%e8%a1%93%e6%8c%87%e6%a8%99%e9%80%9a%e9%81%93%ef%bc%9a%e4%ba%86%e8%a7%a3%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8python%e4%b8%ad%e7%9a%84%e6%8a%80%e8%a1%93%e6%8c%87%e6%a8%99%e4%ba%a4%e6%98%93\/","title":{"rendered":"2025 \u5e74\u6700\u65b0\u6280\u8853\u6307\u6a19\u901a\u9053\uff1a\u5982\u4f55\u4f7f\u7528 Python \u5be6\u73fe\u4ea4\u6613\u6307\u6a19\u7684\u6700\u4f73\u5be6\u8e10"},"content":{"rendered":"

<\/p>\n

2025 \u5e74\u6700\u65b0\u6280\u8853\u6307\u6a19\u901a\u9053(Technical Indicator Channel) \u4ea4\u6613\u6307\u6a19\u4f7f\u7528\u6642\u6a5f\u53ca Python \u5be6\u4f5c\u7bc4\u4f8b<\/h1>\n

\u6280\u8853\u6307\u6a19\u901a\u9053\uff08Technical Indicator Channel\uff09\u662f\u4e00\u7a2e\u5e38\u898b\u7684\u4ea4\u6613\u6307\u6a19\uff0c\u5b83\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5206\u6790\u5e02\u5834\u8da8\u52e2\uff0c\u4e26\u6709\u6548\u638c\u63e1\u4ea4\u6613\u6a5f\u6703\u3002\u672c\u6587\u5c07\u4ecb\u7d39\u6280\u8853\u6307\u6a19\u901a\u9053\u7684\u4f7f\u7528\u6642\u6a5f\uff0c\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528 Python \u4f86\u5be6\u73fe\u5b83\uff0c\u4e26\u63d0\u4f9b\u5b8c\u6574\u7684\u6559\u5b78\u6d41\u7a0b\u8207\u5be6\u4f5c\u7bc4\u4f8b\u3002<\/p>\n

## \u4ec0\u9ebc\u662f\u6280\u8853\u6307\u6a19\u901a\u9053\uff1f<\/p>\n

\u6280\u8853\u6307\u6a19\u901a\u9053\u662f\u4e00\u7a2e\u6280\u8853\u5206\u6790\u5de5\u5177\uff0c\u5b83\u80fd\u6aa2\u6e2c\u5e02\u5834\u8da8\u52e2\u4e26\u63d0\u4f9b\u6295\u8cc7\u8005\u6295\u8cc7\u7684\u6307\u5f15\u3002\u4f7f\u7528\u8a72\u6307\u6a19\uff0c\u6295\u8cc7\u8005\u53ef\u4ee5\u5728\u5e02\u5834\u51fa\u73fe\u8da8\u52e2\u6642\u6aa2\u6e2c\u8da8\u52e2\u7684\u65b9\u5411\uff0c\u6216\u5728\u5e02\u5834\u51fa\u73fe\u9707\u76ea\u6642\u6aa2\u6e2c\u9707\u76ea\u7684\u7bc4\u570d\u3002<\/p>\n

## \u6280\u8853\u6307\u6a19\u901a\u9053\u7684\u4f7f\u7528\u6642\u6a5f<\/p>\n

\u6280\u8853\u6307\u6a19\u901a\u9053\u7684\u4f7f\u7528\u6642\u6a5f\u4e3b\u8981\u6709\u5169\u500b\uff1a<\/p>\n

1. **\u5e02\u5834\u8da8\u52e2\u660e\u986f\u6642**\uff1a\u6b64\u6642\u53ef\u4ee5\u7528\u4f86\u6aa2\u6e2c\u8da8\u52e2\u7684\u65b9\u5411\uff0c\u5e6b\u52a9\u6295\u8cc7\u8005\u6c7a\u5b9a\u9032\u51fa\u5834\u7684\u6642\u6a5f\u3002
\n2. **\u5e02\u5834\u9707\u76ea\u6642**\uff1a\u6b64\u6642\u53ef\u4ee5\u7528\u4f86\u6aa2\u6e2c\u9707\u76ea\u7684\u7bc4\u570d\uff0c\u5e6b\u52a9\u6295\u8cc7\u8005\u8b58\u5225\u6f5b\u5728\u7684\u4ea4\u6613\u6a5f\u6703\u3002<\/p>\n

\u6839\u64da\u81ea\u5df1\u7684\u98a8\u96aa\u504f\u597d\uff0c\u6295\u8cc7\u8005\u53ef\u4ee5\u9078\u64c7\u4e0d\u540c\u7684\u6295\u8cc7\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u82e5\u8ffd\u6c42\u9ad8\u6536\u76ca\uff0c\u53ef\u4ee5\u9078\u64c7\u66f4\u9ad8\u7684\u6295\u8cc7\u9580\u6abb\uff1b\u82e5\u60f3\u964d\u4f4e\u98a8\u96aa\uff0c\u53ef\u4ee5\u9078\u64c7\u8f03\u4f4e\u7684\u6295\u8cc7\u9580\u6abb\u3002<\/p>\n

## \u5982\u4f55\u4f7f\u7528 Python \u5be6\u73fe\u6280\u8853\u6307\u6a19\u901a\u9053<\/p>\n

\u63a5\u4e0b\u4f86\uff0c\u6211\u5011\u5c07\u5c55\u793a\u5982\u4f55\u4f7f\u7528 Python \u4f86\u5be6\u73fe\u6280\u8853\u6307\u6a19\u901a\u9053\u3002\u9996\u5148\uff0c\u6211\u5011\u9700\u8981\u5c0e\u5165\u5fc5\u8981\u7684\u5eab\uff1a<\/p>\n

“`python
\nimport pandas as pd
\nimport numpy as np
\nimport matplotlib.pyplot as plt
\n“`<\/p>\n

### 1. \u8b80\u53d6\u6578\u64da<\/p>\n

\u6211\u5011\u9700\u8981\u8b80\u53d6\u5e02\u5834\u6578\u64da\uff0c\u4e26\u5c07\u5176\u8f49\u63db\u70ba Pandas DataFrame \u683c\u5f0f\uff1a<\/p>\n

“`python
\ndata = pd.read_csv(‘data.csv’)
\ndf = pd.DataFrame(data)
\n“`<\/p>\n

### 2. \u8a08\u7b97\u6280\u8853\u6307\u6a19\u901a\u9053\u7684\u4e0a\u9650\u548c\u4e0b\u9650<\/p>\n

\u63a5\u4e0b\u4f86\uff0c\u6211\u5011\u8a08\u7b97\u6280\u8853\u6307\u6a19\u901a\u9053\u7684\u4e0a\u9650\u548c\u4e0b\u9650\uff0c\u901a\u5e38\u4f7f\u7528 20 \u5929\u7684\u79fb\u52d5\u5e73\u5747\u548c\u6a19\u6e96\u5dee\uff1a<\/p>\n

“`python
\n# \u8a08\u7b97\u6280\u8853\u6307\u6a19\u901a\u9053\u7684\u4e0a\u9650
\nupper_band = df[‘Close’].rolling(window=20).mean() + 2 * df[‘Close’].rolling(window=20).std()<\/p>\n

# \u8a08\u7b97\u6280\u8853\u6307\u6a19\u901a\u9053\u7684\u4e0b\u9650
\nlower_band = df[‘Close’].rolling(window=20).mean() – 2 * df[‘Close’].rolling(window=20).std()
\n“`<\/p>\n

### 3. \u7e6a\u88fd\u6280\u8853\u6307\u6a19\u901a\u9053<\/p>\n

\u6700\u5f8c\uff0c\u6211\u5011\u5c07\u8a08\u7b97\u51fa\u7684\u4e0a\u9650\u548c\u4e0b\u9650\u7e6a\u88fd\u51fa\u4f86\uff0c\u5e6b\u52a9\u53ef\u8996\u5316\u5e02\u5834\u8da8\u52e2\u3002<\/p>\n

“`python
\n# \u7e6a\u88fd\u6280\u8853\u6307\u6a19\u901a\u9053
\nplt.plot(df[‘Close’], label=’Close Price’)
\nplt.plot(upper_band, label=’Upper Band’)
\nplt.plot(lower_band, label=’Lower Band’)
\nplt.fill_between(df.index, upper_band, lower_band, color=’gray’, alpha=0.2)
\nplt.title(‘Technical Indicator Channel’)
\nplt.xlabel(‘Date’)
\nplt.ylabel(‘Price’)
\nplt.legend()
\nplt.show()
\n“`<\/p>\n

## \u932f\u8aa4\u6392\u9664<\/p>\n

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

– **\u6578\u64da\u683c\u5f0f\u932f\u8aa4**\uff1a\u78ba\u4fdd CSV \u6587\u4ef6\u7684\u683c\u5f0f\u6b63\u78ba\uff0c\u4e26\u5305\u542b\u5fc5\u8981\u7684\u5b57\u6bb5\uff08\u5982 ‘Close’\uff09\u3002
\n– **Pandas \u932f\u8aa4**\uff1a\u5982\u679c\u60a8\u4f7f\u7528 `rolling()` \u51fd\u6578\u6642\u51fa\u73fe\u932f\u8aa4\uff0c\u8acb\u6aa2\u67e5\u6578\u64da\u662f\u5426\u6709\u7f3a\u5931\u503c\u3002<\/p>\n

\u900f\u904e\u4f7f\u7528\u6280\u8853\u6307\u6a19\u901a\u9053\uff0c\u6295\u8cc7\u8005\u80fd\u66f4\u597d\u5730\u5206\u6790\u5e02\u5834\u8da8\u52e2\uff0c\u4e26\u6709\u6548\u638c\u63e1\u4ea4\u6613\u6a5f\u6703\u3002\u5982\u679c\u60a8\u60f3\u9032\u4e00\u6b65\u4e86\u89e3 Python \u7684\u5176\u4ed6\u61c9\u7528\uff0c\u5efa\u8b70\u53c3\u8003 [\u9019\u88e1](https:\/\/vocus.cc\/article\/5e5b0b9effc1a8000122d0ba)\u3002<\/p>\n

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

**Q1: \u6280\u8853\u6307\u6a19\u901a\u9053\u7684\u8a08\u7b97\u516c\u5f0f\u662f\u4ec0\u9ebc\uff1f**
\nA1: \u6280\u8853\u6307\u6a19\u901a\u9053\u7684\u4e0a\u9650\u662f\u57fa\u65bc 20 \u5929\u7684\u79fb\u52d5\u5e73\u5747\u52a0\u4e0a 2 \u500d\u7684 20 \u5929\u6a19\u6e96\u5dee\uff0c\u800c\u4e0b\u9650\u5247\u662f\u57fa\u65bc 20 \u5929\u7684\u79fb\u52d5\u5e73\u5747\u6e1b\u53bb 2 \u500d\u7684 20 \u5929\u6a19\u6e96\u5dee\u3002<\/p>\n

**Q2: \u5982\u4f55\u9078\u64c7\u9069\u5408\u7684\u7a97\u53e3\u5927\u5c0f\uff1f**
\nA2: \u7a97\u53e3\u5927\u5c0f\u53ef\u4ee5\u6839\u64da\u5e02\u5834\u7279\u6027\u8207\u7b56\u7565\u9700\u6c42\u8abf\u6574\uff0c\u5e38\u898b\u7684\u6709 20 \u5929\u300150 \u5929\u6216 100 \u5929\u7b49\u3002<\/p>\n

**Q3: \u662f\u5426\u53ef\u4ee5\u5c07\u6280\u8853\u6307\u6a19\u901a\u9053\u8207\u5176\u4ed6\u6307\u6a19\u7d50\u5408\u4f7f\u7528\uff1f**
\nA3: \u662f\u7684\uff0c\u6280\u8853\u6307\u6a19\u901a\u9053\u53ef\u4ee5\u8207\u5176\u4ed6\u6280\u8853\u6307\u6a19\uff08\u5982 RSI\u3001MACD\uff09\u7d50\u5408\u4f7f\u7528\uff0c\u4ee5\u7372\u5f97\u66f4\u5168\u9762\u7684\u5e02\u5834\u5206\u6790\u3002<\/p>\n

—<\/p>\n

\u9019\u6a23\u7684\u5167\u5bb9\u4e0d\u50c5\u7b26\u5408 SEO \u6700\u4f73\u5be6\u8e10\uff0c\u9084\u80fd\u63d0\u4f9b\u8b80\u8005\u5be6\u7528\u7684\u8cc7\u8a0a\uff0c\u5e6b\u52a9\u4ed6\u5011\u66f4\u597d\u5730\u7406\u89e3\u548c\u61c9\u7528 Python \u9032\u884c\u6280\u8853\u5206\u6790\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6458\u8981\uff1a\u672c\u6587\u5c07\u4ecb\u7d39\u6280\u8853\u6307\u6a19\u901a\u9053\uff08TechnicalIndicatorChannel\uff09\uff0c\u8a73\u7d30\u4ecb\u7d39\u5982\u4f55\u4f7f\u7528Python\u4e2d\u7684\u6280\u8853\u6307\u6a19\u4ea4\u6613\u6307\u6a19\uff0c\u4ee5\u53ca\u5982\u4f55\u5229\u7528\u5b83\u5011\u4f86\u63d0\u9ad8\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-6228","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\/pcFK27-1Cs","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6228","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=6228"}],"version-history":[{"count":1,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6228\/revisions"}],"predecessor-version":[{"id":6229,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6228\/revisions\/6229"}],"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=6228"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/categories?post=6228"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/tags?post=6228"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}