{"id":6162,"date":"2025-06-01T14:20:23","date_gmt":"2025-06-04T06:50:23","guid":{"rendered":"https:\/\/badgameshow.com\/steven\/?p=6162"},"modified":"2025-06-04T14:20:23","modified_gmt":"2025-06-04T06:50:23","slug":"%e5%ad%b8%e7%bf%92%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8%e6%95%b4%e5%90%88%e6%8c%87%e6%95%b8%e5%b8%b6integrationindexbands%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99%e5%8f%8apython%e7%af%84%e4%be%8b","status":"publish","type":"post","link":"https:\/\/badgameshow.com\/steven\/python\/%e5%ad%b8%e7%bf%92%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8%e6%95%b4%e5%90%88%e6%8c%87%e6%95%b8%e5%b8%b6integrationindexbands%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99%e5%8f%8apython%e7%af%84%e4%be%8b\/","title":{"rendered":"2025 \u6700\u65b0 Python \u7a0b\u5f0f\u6559\u5b78\uff1a\u4f7f\u7528\u6574\u5408\u6307\u6578\u5e36(Integration Index Bands)\u4ea4\u6613\u6307\u6a19\u7684\u5be6\u4f5c\u7bc4\u4f8b"},"content":{"rendered":"

<\/p>\n

2025 \u6700\u65b0 Python \u7a0b\u5f0f\u6559\u5b78\uff1a\u4f7f\u7528\u6574\u5408\u6307\u6578\u5e36(Integration Index Bands)\u4ea4\u6613\u6307\u6a19\u7684\u5be6\u4f5c\u7bc4\u4f8b<\/h1>\n

\u6574\u5408\u6307\u6578\u5e36(Integration Index Bands)\u662f\u4e00\u7a2e\u91cd\u8981\u7684\u4ea4\u6613\u6307\u6a19\uff0c\u80fd\u5920\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u6709\u6548\u5730\u5224\u65b7\u5e02\u5834\u8da8\u52e2\uff0c\u4e26\u63d0\u4f9b\u66f4\u8c50\u5bcc\u7684\u4ea4\u6613\u6a5f\u6703\u3002\u9019\u7a2e\u6280\u8853\u5206\u6790\u5de5\u5177\u57fa\u65bc\u50f9\u683c\u7684\u6ce2\u52d5\u6027\uff0c\u80fd\u5e6b\u52a9\u6295\u8cc7\u8005\u5728\u6ce2\u52d5\u5e02\u5834\u4e2d\u627e\u5230\u9032\u5165\u548c\u9000\u51fa\u6642\u6a5f\u3002<\/p>\n

## \u6574\u5408\u6307\u6578\u5e36\u7684\u4f7f\u7528\u6642\u6a5f<\/p>\n

\u6574\u5408\u6307\u6578\u5e36\u4e3b\u8981\u7528\u65bc\u4ee5\u4e0b\u5e7e\u7a2e\u60c5\u6cc1\uff1a
\n1. **\u6ce2\u52d5\u5e02\u5834**\uff1a\u7576\u5e02\u5834\u6ce2\u52d5\u6027\u8f03\u5927\u6642\uff0c\u6574\u5408\u6307\u6578\u5e36\u80fd\u5920\u5e6b\u52a9\u6295\u8cc7\u8005\u8b58\u5225\u53ef\u80fd\u7684\u8da8\u52e2\u53cd\u8f49\u3002
\n2. **\u9ad8\u98a8\u96aa\u4ea4\u6613**\uff1a\u5728\u9ad8\u98a8\u96aa\u7684\u4ea4\u6613\u74b0\u5883\u4e0b\uff0c\u6307\u6a19\u80fd\u63d0\u4f9b\u66f4\u660e\u78ba\u7684\u8cb7\u8ce3\u4fe1\u865f\u3002
\n3. **\u78ba\u8a8d\u8da8\u52e2**\uff1a\u7576\u50f9\u683c\u63a5\u89f8\u4e0a\u9650\u6216\u4e0b\u9650\u6642\uff0c\u6574\u5408\u6307\u6578\u5e36\u53ef\u4ee5\u4f5c\u70ba\u8da8\u52e2\u6301\u7e8c\u6216\u53cd\u8f49\u7684\u78ba\u8a8d\u5de5\u5177\u3002<\/p>\n

\u6574\u5408\u6307\u6578\u5e36\u7684\u4e3b\u8981\u529f\u80fd\u662f\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u7406\u89e3\u5e02\u5834\u52d5\u614b\uff0c\u4e26\u6839\u64da\u9019\u4e9b\u52d5\u614b\u505a\u51fa\u66f4\u660e\u667a\u7684\u4ea4\u6613\u6c7a\u7b56\u3002<\/p>\n

## \u4f7f\u7528Python\u7bc4\u4f8b<\/p>\n

\u904b\u7528Python\u7a0b\u5f0f\u78bc\u8a08\u7b97\u6574\u5408\u6307\u6578\u5e36\u662f\u76f8\u5c0d\u7c21\u55ae\u7684\uff0c\u4ee5\u4e0b\u662f\u4e00\u500b\u66f4\u65b0\u904e\u7684\u7bc4\u4f8b\uff0c\u4f7f\u7528\u6700\u65b0\u7684Python\u8a9e\u6cd5\u8207\u6700\u4f73\u5be6\u8e10\uff1a<\/p>\n

“`python
\n# \u8f09\u5165\u6240\u9700\u7684\u51fd\u5f0f\u5eab
\nimport numpy as np
\nimport pandas as pd
\nimport matplotlib.pyplot as plt<\/p>\n

# \u8f09\u5165\u8cc7\u6599
\ndata = pd.read_csv(‘data.csv’)<\/p>\n

# \u8a08\u7b97\u6574\u5408\u6307\u6578\u5e36
\nrolling_mean = data[‘Close’].rolling(window=20).mean()
\nrolling_std = data[‘Close’].rolling(window=20).std()
\nupper_band = rolling_mean + 2 * rolling_std
\nlower_band = rolling_mean – 2 * rolling_std<\/p>\n

# \u7e6a\u88fd\u5716\u8868
\nplt.figure(figsize=(14, 7))
\nplt.plot(data[‘Close’], label=’Close Price’, color=’blue’)
\nplt.plot(upper_band, label=’Upper Band’, color=’red’, linestyle=’–‘)
\nplt.plot(lower_band, label=’Lower Band’, color=’green’, linestyle=’–‘)
\nplt.title(‘Integration Index Bands’)
\nplt.xlabel(‘Date’)
\nplt.ylabel(‘Price’)
\nplt.legend()
\nplt.grid()
\nplt.show()
\n“`<\/p>\n

\u5728\u6b64\u7bc4\u4f8b\u4e2d\uff0c\u6211\u5011\u4f7f\u7528`pandas`\u5eab\u4f86\u8a08\u7b9720\u65e5\u7684\u79fb\u52d5\u5e73\u5747\u548c\u6a19\u6e96\u5dee\uff0c\u7136\u5f8c\u6839\u64da\u9019\u4e9b\u6578\u503c\u8a08\u7b97\u6574\u5408\u6307\u6578\u5e36\u7684\u4e0a\u4e0b\u908a\u754c\u3002\u6700\u5f8c\uff0c\u4f7f\u7528`matplotlib`\u5eab\u5c07\u7d50\u679c\u53ef\u8996\u5316\u3002<\/p>\n

## \u5e38\u898b\u932f\u8aa4\u6392\u9664<\/p>\n

1. **\u8cc7\u6599\u683c\u5f0f\u932f\u8aa4**\uff1a\u78ba\u4fdd`data.csv`\u6587\u4ef6\u4e2d\u6709`Close`\u9019\u4e00\u6b04\u4f4d\uff0c\u4e14\u8cc7\u6599\u683c\u5f0f\u6b63\u78ba\u3002
\n2. **\u5eab\u672a\u5b89\u88dd**\uff1a\u78ba\u4fdd\u5df2\u5b89\u88dd`numpy`\u3001`pandas`\u548c`matplotlib`\u5eab\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u9032\u884c\u5b89\u88dd\uff1a
\n “`bash
\n pip install numpy pandas matplotlib
\n “`<\/p>\n

## \u5ef6\u4f38\u61c9\u7528<\/p>\n

\u6574\u5408\u6307\u6578\u5e36\u4e0d\u50c5\u53ef\u4ee5\u7528\u65bc\u80a1\u7968\u5e02\u5834\uff0c\u9084\u53ef\u4ee5\u61c9\u7528\u65bc\u5916\u532f\u3001\u5546\u54c1\u4ea4\u6613\u7b49\u5176\u4ed6\u91d1\u878d\u5e02\u5834\u3002\u6b64\u5916\uff0c\u6295\u8cc7\u8005\u53ef\u4ee5\u5c07\u6574\u5408\u6307\u6578\u5e36\u8207\u5176\u4ed6\u6307\u6a19\u7d50\u5408\u4f7f\u7528\uff0c\u5982\u76f8\u5c0d\u5f37\u5f31\u6307\u6a19(RSI)\u6216\u79fb\u52d5\u5e73\u5747\u6536\u6582\u64f4\u6563\u6307\u6a19(MACD)\uff0c\u4ee5\u589e\u5f37\u4ea4\u6613\u7b56\u7565\u7684\u6709\u6548\u6027\u3002<\/p>\n

\u5982\u9700\u9032\u4e00\u6b65\u5b78\u7fd2Python\u8207\u91d1\u878d\u6578\u64da\u5206\u6790\uff0c\u5efa\u8b70\u53c3\u8003 [Vocus\u4e0a\u7684Python\u6559\u5b78](https:\/\/vocus.cc) \u6216 [Miner\u7684\u9032\u968e\u8ab2\u7a0b](https:\/\/miner.tw)\u3002<\/p>\n

## \u7d50\u8ad6<\/p>\n

\u6574\u5408\u6307\u6578\u5e36\u662f\u4e00\u7a2e\u5f37\u5927\u7684\u6280\u8853\u5206\u6790\u5de5\u5177\uff0c\u80fd\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5224\u65b7\u5e02\u5834\u8da8\u52e2\u3002\u904b\u7528Python\u7a0b\u5f0f\u78bc\u8a08\u7b97\u6574\u5408\u6307\u6578\u5e36\uff0c\u53ef\u4ee5\u8f15\u9b06\u5730\u5c07\u5176\u61c9\u7528\u65bc\u4ea4\u6613\u6c7a\u7b56\u4e2d\u3002<\/p>\n

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

**Q1: \u6574\u5408\u6307\u6578\u5e36\u53ef\u4ee5\u7528\u65bc\u54ea\u4e9b\u5e02\u5834\uff1f**
\nA1: \u6574\u5408\u6307\u6578\u5e36\u53ef\u4ee5\u7528\u65bc\u591a\u7a2e\u5e02\u5834\uff0c\u5305\u62ec\u80a1\u7968\u3001\u5916\u532f\u548c\u5546\u54c1\u5e02\u5834\u3002<\/p>\n

**Q2: \u5982\u4f55\u9078\u64c7\u6574\u5408\u6307\u6578\u5e36\u7684\u53c3\u6578\uff1f**
\nA2: \u5e38\u898b\u7684\u53c3\u6578\u8a2d\u5b9a\u70ba20\u65e5\u79fb\u52d5\u5e73\u5747\u548c2\u500d\u6a19\u6e96\u5dee\uff0c\u4f46\u53ef\u6839\u64da\u4e0d\u540c\u7684\u5e02\u5834\u548c\u4ea4\u6613\u7b56\u7565\u9032\u884c\u8abf\u6574\u3002<\/p>\n

**Q3: \u6709\u54ea\u4e9b\u5176\u4ed6\u6307\u6a19\u53ef\u4ee5\u8207\u6574\u5408\u6307\u6578\u5e36\u7d50\u5408\u4f7f\u7528\uff1f**
\nA3: \u53ef\u4ee5\u8207\u76f8\u5c0d\u5f37\u5f31\u6307\u6a19(RSI)\u3001\u79fb\u52d5\u5e73\u5747\u6536\u6582\u64f4\u6563\u6307\u6a19(MACD)\u7b49\u6307\u6a19\u7d50\u5408\u4f7f\u7528\uff0c\u4ee5\u589e\u5f37\u4ea4\u6613\u7b56\u7565\u7684\u53ef\u9760\u6027\u3002<\/p>\n

—<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6458\u8981\uff1a\u6574\u5408\u6307\u6578\u5e36(IntegrationIndexBands)\u662f\u4e00\u7a2e\u4ea4\u6613\u6307\u6a19\uff0c\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5206\u6790\u5e02\u5834\u8da8\u52e2\uff0c\u4e26\u63d0\u4f9b\u66f4\u591a\u7684\u4ea4\u6613\u6a5f\u6703\u3002\u672c\u6587\u5c07\u4ecb\u7d39\u5982\u4f55\u4f7f\u7528\u6574\u5408\u6307\u6578\u5e36(IntegrationIndexBands)\u4ea4\u6613\u6307\u6a19\uff0c\u4ee5\u53ca\u4f7f\u7528Python\u7a0b\u5f0f\u78bc\u7bc4\u4f8b\u4f86\u5be6\u73fe\u5b83\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-6162","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\/pcFK27-1Bo","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6162","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=6162"}],"version-history":[{"count":2,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6162\/revisions"}],"predecessor-version":[{"id":12748,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6162\/revisions\/12748"}],"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=6162"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/categories?post=6162"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/tags?post=6162"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}