{"id":6418,"date":"2025-06-01T14:48:52","date_gmt":"2025-06-04T07:11:52","guid":{"rendered":"https:\/\/badgameshow.com\/steven\/?p=6418"},"modified":"2025-06-04T14:48:52","modified_gmt":"2025-06-04T07:11:52","slug":"%e5%ad%b8%e7%bf%92%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8%e5%8b%95%e9%87%8f%e6%8c%87%e6%a8%99%e5%b8%b6momentumbands%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99","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%e5%8b%95%e9%87%8f%e6%8c%87%e6%a8%99%e5%b8%b6momentumbands%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99\/","title":{"rendered":"2025 \u6700\u65b0 Python \u7a0b\u5f0f\u6559\u5b78\uff1a\u4f7f\u7528\u52d5\u91cf\u6307\u6a19\u5e36 (Momentum Bands) \u4ea4\u6613\u6307\u6a19\u7684\u5b8c\u6574\u6307\u5357"},"content":{"rendered":"

<\/p>\n

2025 \u6700\u65b0 Python \u7a0b\u5f0f\u6559\u5b78\uff1a\u4f7f\u7528\u52d5\u91cf\u6307\u6a19\u5e36 (Momentum Bands) \u4ea4\u6613\u6307\u6a19\u7684\u5b8c\u6574\u6307\u5357<\/h1>\n

\u52d5\u91cf\u6307\u6a19\u5e36 (Momentum Bands) \u662f\u4e00\u7a2e\u5ee3\u53d7\u6b61\u8fce\u7684\u6280\u8853\u5206\u6790\u5de5\u5177\uff0c\u5e6b\u52a9\u6295\u8cc7\u8005\u6e96\u78ba\u5224\u65b7\u80a1\u7968\u50f9\u683c\u7684\u8d70\u52e2\u8207\u4ea4\u6613\u6642\u6a5f\u3002\u672c\u6587\u5c07\u6df1\u5165\u63a2\u8a0e\u52d5\u91cf\u6307\u6a19\u5e36\u7684\u4f7f\u7528\u6642\u6a5f\uff0c\u4e26\u63d0\u4f9b\u4e00\u500b\u5b8c\u6574\u7684 Python \u5be6\u4f5c\u7bc4\u4f8b\uff0c\u8b93\u4f60\u80fd\u5920\u5728 2025 \u5e74\u638c\u63e1\u9019\u4e00\u91cd\u8981\u7684\u6280\u8853\u5206\u6790\u6307\u6a19\u3002<\/p>\n

## \u4ec0\u9ebc\u662f\u52d5\u91cf\u6307\u6a19\u5e36\uff1f<\/p>\n

\u52d5\u91cf\u6307\u6a19\u5e36\u662f\u4e00\u7a2e\u5c07\u80a1\u7968\u50f9\u683c\u8d70\u52e2\u8207\u7279\u5b9a\u6642\u9593\u6bb5\u9032\u884c\u6bd4\u8f03\u7684\u6280\u8853\u5206\u6790\u5de5\u5177\u3002\u5b83\u900f\u904e\u8a08\u7b97\u79fb\u52d5\u5e73\u5747\u548c\u6a19\u6e96\u5dee\uff0c\u5e6b\u52a9\u6295\u8cc7\u8005\u8b58\u5225\u51fa\u50f9\u683c\u7684\u4e0a\u6f32\u6216\u4e0b\u8dcc\u8da8\u52e2\u3002\u9019\u500b\u6307\u6a19\u7279\u5225\u9069\u5408\u8da8\u52e2\u4ea4\u6613\u8005\uff0c\u56e0\u70ba\u5b83\u80fd\u5920\u63d0\u4f9b\u660e\u78ba\u7684\u8cb7\u5165\u548c\u8ce3\u51fa\u4fe1\u865f\u3002<\/p>\n

## \u4f7f\u7528\u6642\u6a5f<\/p>\n

\u52d5\u91cf\u6307\u6a19\u5e36\u7684\u4f7f\u7528\u6642\u6a5f\u4e3b\u8981\u53ef\u5206\u70ba\u5169\u7a2e\uff1a
\n1. **\u4e0a\u6f32\u8da8\u52e2**\uff1a\u7576\u80a1\u7968\u50f9\u683c\u5728\u52d5\u91cf\u6307\u6a19\u5e36\u7684\u4e0a\u65b9\u6642\uff0c\u9019\u901a\u5e38\u8868\u793a\u5f37\u52c1\u7684\u4e0a\u6f32\u8da8\u52e2\uff0c\u6295\u8cc7\u8005\u53ef\u8003\u616e\u8cb7\u5165\u3002
\n2. **\u4e0b\u8dcc\u8da8\u52e2**\uff1a\u7576\u80a1\u7968\u50f9\u683c\u5728\u52d5\u91cf\u6307\u6a19\u5e36\u7684\u4e0b\u65b9\u6642\uff0c\u9019\u901a\u5e38\u8868\u793a\u4e0b\u8dcc\u8da8\u52e2\uff0c\u6295\u8cc7\u8005\u53ef\u8003\u616e\u8ce3\u51fa\u3002<\/p>\n

## \u5982\u4f55\u4f7f\u7528 Python \u5be6\u73fe\u52d5\u91cf\u6307\u6a19\u5e36\uff1f<\/p>\n

\u4f7f\u7528 Python \u5be6\u73fe\u52d5\u91cf\u6307\u6a19\u5e36\u975e\u5e38\u7c21\u55ae\uff0c\u4ee5\u4e0b\u662f\u8a73\u7d30\u7684\u6b65\u9a5f\uff1a<\/p>\n

### \u6b65\u9a5f 1\uff1a\u5c0e\u5165\u6240\u9700\u7684\u5eab<\/p>\n

“`python
\nimport pandas as pd
\nimport numpy as np
\n“`<\/p>\n

### \u6b65\u9a5f 2\uff1a\u8b80\u53d6\u80a1\u7968\u6578\u64da<\/p>\n

\u9996\u5148\uff0c\u78ba\u4fdd\u4f60\u6709\u4e00\u500b\u540d\u70ba `stock_data.csv` \u7684 CSV \u6587\u4ef6\uff0c\u5176\u4e2d\u5305\u542b\u80a1\u7968\u7684\u6b77\u53f2\u50f9\u683c\u6578\u64da\u3002<\/p>\n

“`python
\n# \u8b80\u53d6\u80a1\u7968\u6578\u64da
\ndf = pd.read_csv(‘stock_data.csv’)<\/p>\n

# \u5c07\u6578\u64da\u8f49\u63db\u70baDataFrame\u683c\u5f0f
\ndf = pd.DataFrame(df)
\n“`<\/p>\n

### \u6b65\u9a5f 3\uff1a\u8a08\u7b97\u79fb\u52d5\u5e73\u5747\u8207\u5dee\u503c<\/p>\n

\u8a08\u7b9720\u65e5\u79fb\u52d5\u5e73\u5747\u503c\u4ee5\u53ca\u80a1\u7968\u50f9\u683c\u8207\u79fb\u52d5\u5e73\u5747\u503c\u4e4b\u9593\u7684\u5dee\u503c\uff1a<\/p>\n

“`python
\n# \u8a08\u7b97\u80a1\u7968\u50f9\u683c\u7684\u79fb\u52d5\u5e73\u5747\u503c
\ndf[‘MA’] = df[‘Close’].rolling(window=20).mean()<\/p>\n

# \u8a08\u7b97\u80a1\u7968\u50f9\u683c\u8207\u79fb\u52d5\u5e73\u5747\u503c\u4e4b\u9593\u7684\u5dee\u503c
\ndf[‘Diff’] = df[‘Close’] – df[‘MA’]\n“`<\/p>\n

### \u6b65\u9a5f 4\uff1a\u8a08\u7b97\u52d5\u91cf\u6307\u6a19\u5e36<\/p>\n

\u4f7f\u7528\u79fb\u52d5\u5e73\u5747\u548c\u5dee\u503c\u7684\u6a19\u6e96\u5dee\u4f86\u8a08\u7b97\u52d5\u91cf\u6307\u6a19\u5e36\u7684\u4e0a\u4e0b\u9650\uff1a<\/p>\n

“`python
\n# \u8a08\u7b97\u52d5\u91cf\u6307\u6a19\u5e36
\ndf[‘Upper’] = df[‘MA’] + df[‘Diff’].rolling(window=20).std()
\ndf[‘Lower’] = df[‘MA’] – df[‘Diff’].rolling(window=20).std()
\n“`<\/p>\n

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

– \u78ba\u4fdd CSV \u6587\u4ef6\u7684\u683c\u5f0f\u6b63\u78ba\uff0c\u4e26\u4e14\u5305\u542b `Close` \u6b04\u4f4d\u3002
\n– \u5982\u679c\u51fa\u73fe NaN \u503c\uff0c\u6aa2\u67e5\u4f60\u7684\u6578\u64da\u96c6\u662f\u5426\u5305\u542b\u8db3\u5920\u7684\u6b77\u53f2\u6578\u64da\u3002<\/p>\n

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

\u52d5\u91cf\u6307\u6a19\u5e36\u4e0d\u50c5\u53ef\u4ee5\u7528\u65bc\u80a1\u7968\u4ea4\u6613\uff0c\u9084\u53ef\u4ee5\u61c9\u7528\u65bc\u5176\u4ed6\u91d1\u878d\u5e02\u5834\uff0c\u5982\u5916\u532f\u548c\u52a0\u5bc6\u8ca8\u5e63\u4ea4\u6613\u3002\u5229\u7528\u9019\u4e00\u6307\u6a19\uff0c\u4ea4\u6613\u8005\u53ef\u4ee5\u66f4\u9748\u6d3b\u5730\u638c\u63e1\u5e02\u5834\u8d70\u5411\u3002<\/p>\n

\u6b32\u4e86\u89e3\u66f4\u591a Python \u76f8\u95dc\u7684\u6559\u5b78\uff0c\u6b61\u8fce\u53c3\u8003 [\u9019\u7bc7\u6587\u7ae0](https:\/\/vocus.cc\/article\/62e4c5d54c6a8e0010c8e3e3)\u3002<\/p>\n

## \u7d50\u8a9e<\/p>\n

\u900f\u904e\u4ee5\u4e0a\u6b65\u9a5f\uff0c\u4f60\u53ef\u4ee5\u8f15\u9b06\u4f7f\u7528 Python \u5be6\u73fe\u52d5\u91cf\u6307\u6a19\u5e36\uff0c\u4e26\u904b\u7528\u65bc\u4f60\u7684\u4ea4\u6613\u7b56\u7565\u4e2d\uff0c\u5e6b\u52a9\u4f60\u66f4\u597d\u5730\u638c\u63e1\u5e02\u5834\u8da8\u52e2\u3002<\/p>\n

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

**Q1: \u4ec0\u9ebc\u662f\u52d5\u91cf\u6307\u6a19\u5e36\uff1f**
\nA1: \u52d5\u91cf\u6307\u6a19\u5e36\u662f\u4e00\u7a2e\u6280\u8853\u5206\u6790\u5de5\u5177\uff0c\u7528\u65bc\u5224\u65b7\u80a1\u7968\u50f9\u683c\u7684\u8da8\u52e2\u548c\u4ea4\u6613\u6642\u6a5f\u3002<\/p>\n

**Q2: \u5982\u4f55\u4f7f\u7528 Python \u8a08\u7b97\u52d5\u91cf\u6307\u6a19\u5e36\uff1f**
\nA2: \u4f60\u53ef\u4ee5\u4f7f\u7528 pandas \u5eab\u4f86\u8a08\u7b97\u80a1\u7968\u7684\u79fb\u52d5\u5e73\u5747\u548c\u6a19\u6e96\u5dee\uff0c\u5f9e\u800c\u7372\u5f97\u52d5\u91cf\u6307\u6a19\u5e36\u7684\u4e0a\u4e0b\u9650\u3002<\/p>\n

**Q3: \u52d5\u91cf\u6307\u6a19\u5e36\u53ef\u4ee5\u61c9\u7528\u5728\u54ea\u4e9b\u5e02\u5834\uff1f**
\nA3: \u9664\u4e86\u80a1\u7968\u5e02\u5834\uff0c\u52d5\u91cf\u6307\u6a19\u5e36\u9084\u53ef\u4ee5\u61c9\u7528\u65bc\u5916\u532f\u3001\u671f\u8ca8\u548c\u52a0\u5bc6\u8ca8\u5e63\u5e02\u5834\u3002<\/p>\n

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

\u6587\u7ae0\u6458\u8981\uff1a\u52d5\u91cf\u6307\u6a19\u5e36(MomentumBands)\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\u7528Python\u4f86\u69cb\u5efa\u52d5\u91cf\u6307\u6a19\u5e36\uff0c\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528\u5b83\u4f86\u66f4\u597d\u5730\u4ea4\u6613\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-6418","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\/pcFK27-1Fw","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6418","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=6418"}],"version-history":[{"count":1,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6418\/revisions"}],"predecessor-version":[{"id":6419,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6418\/revisions\/6419"}],"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=6418"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/categories?post=6418"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/tags?post=6418"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}