{"id":6122,"date":"2025-05-28T14:50:47","date_gmt":"2025-06-04T06:53:47","guid":{"rendered":"https:\/\/badgameshow.com\/steven\/?p=6122"},"modified":"2025-06-04T14:50:47","modified_gmt":"2025-06-04T06:53:47","slug":"%e6%8e%8c%e6%8f%a1%e6%a8%a1%e6%93%ac%e5%99%aa%e9%9f%b3%e6%8c%87%e6%a8%99anno%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99%e7%9a%84%e4%bd%bf%e7%94%a8%e6%99%82%e6%a9%9f%e5%8f%8apython%e7%af%84%e4%be%8b","status":"publish","type":"post","link":"https:\/\/badgameshow.com\/steven\/python\/%e6%8e%8c%e6%8f%a1%e6%a8%a1%e6%93%ac%e5%99%aa%e9%9f%b3%e6%8c%87%e6%a8%99anno%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99%e7%9a%84%e4%bd%bf%e7%94%a8%e6%99%82%e6%a9%9f%e5%8f%8apython%e7%af%84%e4%be%8b\/","title":{"rendered":"\u6df1\u5165\u4e86\u89e3\u6a21\u64ec\u566a\u97f3\u6307\u6a19(ANNO)\uff1a\u4f7f\u7528\u6642\u6a5f\u82072025 Python \u5be6\u4f5c\u7bc4\u4f8b"},"content":{"rendered":"

<\/p>\n

\u6a21\u64ec\u566a\u97f3\u6307\u6a19(ANNO) \u4ea4\u6613\u6307\u6a19\u4f7f\u7528\u6642\u6a5f\u53ca2025 Python\u7bc4\u4f8b<\/h1>\n

\u6a21\u64ec\u566a\u97f3\u6307\u6a19(ANNO)\u662f\u4e00\u7a2e\u7528\u65bc\u5206\u6790\u80a1\u7968\u5e02\u5834\u7684\u4ea4\u6613\u6307\u6a19\uff0c\u5b83\u80fd\u6709\u6548\u5e6b\u52a9\u6295\u8cc7\u8005\u5224\u65b7\u5e02\u5834\u8d70\u52e2\uff0c\u63d0\u4f9b\u66f4\u591a\u7684\u4ea4\u6613\u6a5f\u6703\u3002\u672c\u6587\u5c07\u6df1\u5165\u4ecb\u7d39ANNO\u6307\u6a19\u7684\u4f7f\u7528\u6642\u6a5f\u53ca\u5176\u57282025\u5e74\u6700\u65b0\u7684Python\u5be6\u4f5c\u7bc4\u4f8b\uff0c\u8b93\u6295\u8cc7\u8005\u66f4\u6709\u6548\u5730\u5229\u7528\u9019\u500b\u6307\u6a19\u9032\u884c\u4ea4\u6613\u6c7a\u7b56\u3002<\/p>\n

ANNO\u6307\u6a19\u7684\u4f7f\u7528\u6642\u6a5f<\/h2>\n

ANNO\u6307\u6a19\u4e3b\u8981\u7528\u65bc\u5206\u6790\u80a1\u7968\u5e02\u5834\u7684\u8d70\u52e2\uff0c\u5e6b\u52a9\u6295\u8cc7\u8005\u5224\u65b7\u662f\u5426\u61c9\u9032\u884c\u4ea4\u6613\u3002\u4ee5\u4e0b\u662f\u5e7e\u500b\u95dc\u9375\u4f7f\u7528\u5834\u666f\uff1a<\/p>\n

1. **\u4e0a\u6f32\u8da8\u52e2**\uff1a\u7576ANNO\u6307\u6a19\u986f\u793a\u5e02\u5834\u8d70\u52e2\u4e0a\u6f32\u6642\uff0c\u6295\u8cc7\u8005\u53ef\u8003\u616e\u9032\u884c\u80a1\u7968\u8cb7\u5165\u3002
\n2. **\u4e0b\u8dcc\u8da8\u52e2**\uff1a\u82e5\u6307\u6a19\u986f\u793a\u5e02\u5834\u8d70\u52e2\u4e0b\u8dcc\uff0c\u5247\u5efa\u8b70\u6295\u8cc7\u8005\u6e1b\u5c11\u6301\u80a1\u4ee5\u964d\u4f4e\u98a8\u96aa\u3002
\n3. **\u5e02\u5834\u6ce2\u52d5\u6027**\uff1aANNO\u6307\u6a19\u4e5f\u53ef\u7528\u65bc\u8a55\u4f30\u5e02\u5834\u7684\u6ce2\u52d5\u6027\uff0c\u82e5\u986f\u793a\u5e02\u5834\u6ce2\u52d5\u6027\u8f03\u5927\uff0c\u5247\u61c9\u8003\u616e\u964d\u4f4e\u6301\u80a1\uff0c\u4ee5\u7dad\u6301\u6295\u8cc7\u7d44\u5408\u7684\u7a69\u5b9a\u6027\u3002<\/p>\n

2025 Python\u7bc4\u4f8b<\/h2>\n

\u4e0b\u9762\u662f\u4e00\u500b\u66f4\u65b0\u904e\u7684\u4f7f\u7528Python\u7a0b\u5f0f\u78bc\u4f86\u8a08\u7b97ANNO\u6307\u6a19\u7684\u7bc4\u4f8b\uff0c\u5229\u7528\u6700\u65b0\u7684\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<\/p>\n

# \u8b80\u53d6\u80a1\u7968\u8cc7\u6599
\ndf = pd.read_csv(‘stock_data.csv’)<\/p>\n

# \u8a08\u7b97\u6bcf\u65e5\u6536\u76e4\u50f9\u7684\u8b8a\u5316
\ndf[‘Price Change’] = df[‘Close’].diff()<\/p>\n

# \u8a08\u7b97ANNO\u6307\u6a19\uff0c\u9019\u88e1\u4f7f\u7528\u79fb\u52d5\u5e73\u5747\u4f86\u5e73\u6ed1\u6578\u64da
\nwindow_size = 5 # \u53ef\u8abf\u6574\u7684\u7a97\u53e3\u5927\u5c0f
\ndf[‘ANNO’] = df[‘Price Change’].rolling(window=window_size).mean()<\/p>\n

# \u8f38\u51fa\u6700\u5f8c\u4e94\u5929\u7684ANNO\u6307\u6a19
\nprint(‘\u6700\u8fd1\u4e94\u5929\u7684ANNO\u6307\u6a19\uff1a’)
\nprint(df[[‘Date’, ‘ANNO’]].tail(5))
\n“`<\/p>\n

\u5728\u9019\u6bb5\u7a0b\u5f0f\u78bc\u4e2d\uff0c\u6211\u5011\u4f7f\u7528\u4e86`rolling`\u65b9\u6cd5\u4f86\u8a08\u7b97\u79fb\u52d5\u5e73\u5747\uff0c\u9019\u6a23\u53ef\u4ee5\u7372\u5f97\u66f4\u5e73\u6ed1\u7684ANNO\u6307\u6a19\uff0c\u4e26\u5e6b\u52a9\u6211\u5011\u66f4\u597d\u5730\u5224\u65b7\u5e02\u5834\u8da8\u52e2\u3002<\/p>\n

\u932f\u8aa4\u6392\u9664<\/h2>\n

\u5728\u57f7\u884c\u4e0a\u8ff0Python\u7bc4\u4f8b\u6642\uff0c\u53ef\u80fd\u6703\u9047\u5230\u4ee5\u4e0b\u554f\u984c\uff1a<\/p>\n

1. **\u6a94\u6848\u672a\u627e\u5230**\uff1a\u78ba\u4fdd`stock_data.csv`\u6587\u4ef6\u5b58\u5728\u65bc\u6b63\u78ba\u7684\u8def\u5f91\u4e2d\u3002
\n2. **\u6578\u64da\u683c\u5f0f\u932f\u8aa4**\uff1a\u6aa2\u67e5CSV\u6587\u4ef6\u4e2d\u7684\u6578\u64da\u683c\u5f0f\uff0c\u78ba\u4fdd`Close`\u6b04\u4f4d\u5b58\u5728\u4e14\u6578\u64da\u70ba\u6578\u5b57\u683c\u5f0f\u3002
\n3. **NaN\u503c\u8655\u7406**\uff1a\u5728\u8a08\u7b97ANNO\u6307\u6a19\u6642\uff0c\u53ef\u80fd\u6703\u51fa\u73feNaN\u503c\uff0c\u5efa\u8b70\u4f7f\u7528`dropna()`\u65b9\u6cd5\u4f86\u6e05\u7406\u6578\u64da\u3002<\/p>\n

\u5ef6\u4f38\u61c9\u7528<\/h2>\n

\u9664\u4e86\u55ae\u7d14\u8a08\u7b97ANNO\u6307\u6a19\uff0c\u4f60\u9084\u53ef\u4ee5\u5c07\u5176\u8207\u5176\u4ed6\u6280\u8853\u6307\u6a19\u7d50\u5408\u4f7f\u7528\uff0c\u4f8b\u5982\u76f8\u5c0d\u5f37\u5f31\u6307\u6a19(RSI)\u6216\u79fb\u52d5\u5e73\u5747\u7dda(MA)\uff0c\u4ee5\u589e\u52a0\u4ea4\u6613\u7b56\u7565\u7684\u6e96\u78ba\u6027\u3002\u9019\u6a23\u53ef\u4ee5\u9032\u4e00\u6b65\u63d0\u5347\u4f60\u7684\u6295\u8cc7\u6c7a\u7b56\u80fd\u529b\u3002<\/p>\n

\u7d50\u8ad6<\/h2>\n

ANNO\u6307\u6a19\u662f\u4e00\u7a2e\u5be6\u7528\u7684\u4ea4\u6613\u6307\u6a19\uff0c\u80fd\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5224\u65b7\u80a1\u7968\u5e02\u5834\u7684\u8d70\u52e2\u3002\u672c\u6587\u4ecb\u7d39\u4e86ANNO\u6307\u6a19\u7684\u4f7f\u7528\u6642\u6a5f\u4ee5\u53ca\u66f4\u65b0\u7684Python\u7bc4\u4f8b\uff0c\u8b93\u6295\u8cc7\u8005\u80fd\u66f4\u6709\u6548\u5730\u5229\u7528\u9019\u500b\u6307\u6a19\u3002<\/p>\n

\u5982\u9700\u9032\u4e00\u6b65\u4e86\u89e3Python\u8207\u6578\u64da\u5206\u6790\u7684\u61c9\u7528\uff0c\u53ef\u4ee5\u53c3\u8003[\u9019\u7bc7\u6559\u5b78\u6587\u7ae0](https:\/\/vocus.cc\/article\/603c6f8b2d16a00001b3c6f0)\u3002<\/p>\n

Q&A\uff08\u5e38\u898b\u554f\u984c\u89e3\u7b54\uff09<\/h2>\n

**Q1: ANNO\u6307\u6a19\u662f\u5982\u4f55\u8a08\u7b97\u7684\uff1f**
\nA1: ANNO\u6307\u6a19\u901a\u5e38\u662f\u901a\u904e\u8a08\u7b97\u6bcf\u65e5\u6536\u76e4\u50f9\u7684\u8b8a\u5316\u4e26\u53d6\u5176\u5e73\u5747\u503c\u4f86\u7372\u5f97\u7684\u3002<\/p>\n

**Q2: \u4f7f\u7528ANNO\u6307\u6a19\u6709\u54ea\u4e9b\u98a8\u96aa\uff1f**
\nA2: \u50cf\u6240\u6709\u6280\u8853\u6307\u6a19\u4e00\u6a23\uff0cANNO\u6307\u6a19\u4e26\u975e\u7d55\u5c0d\u6e96\u78ba\uff0c\u5e02\u5834\u7684\u6ce2\u52d5\u6027\u4ee5\u53ca\u7a81\u767c\u4e8b\u4ef6\u53ef\u80fd\u6703\u5f71\u97ff\u6307\u6a19\u7684\u6709\u6548\u6027\u3002<\/p>\n

**Q3: \u5982\u4f55\u9078\u64c7\u5408\u9069\u7684\u7a97\u53e3\u5927\u5c0f\uff1f**
\nA3: \u7a97\u53e3\u5927\u5c0f\u901a\u5e38\u6839\u64da\u5e02\u5834\u60c5\u6cc1\u548c\u500b\u4eba\u4ea4\u6613\u7b56\u7565\u4f86\u9078\u64c7\uff0c\u5efa\u8b70\u9032\u884c\u56de\u6e2c\u4ee5\u627e\u51fa\u6700\u4f73\u53c3\u6578\u3002<\/p>\n

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

\u6587\u7ae0\u6458\u8981\uff1a\u6a21\u64ec\u566a\u97f3\u6307\u6a19(ANNO)\u662f\u4e00\u7a2e\u91dd\u5c0d\u80a1\u7968\u5e02\u5834\u7684\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\u6709\u6548\u7684\u4ea4\u6613\u7b56\u7565\u3002\u672c\u6587\u5c07\u4ecb\u7d39ANNO\u6307\u6a19\u7684\u4f7f\u7528\u6642\u6a5f\uff0c\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528Python\u4f86\u5be6\u73feANNO\u6307\u6a19\u7684\u7bc4\u4f8b\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-6122","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\/pcFK27-1AK","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6122","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=6122"}],"version-history":[{"count":2,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6122\/revisions"}],"predecessor-version":[{"id":12751,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6122\/revisions\/12751"}],"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=6122"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/categories?post=6122"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/tags?post=6122"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}