{"id":6318,"date":"2025-06-02T14:22:15","date_gmt":"2025-06-04T06:58:14","guid":{"rendered":"https:\/\/badgameshow.com\/steven\/?p=6318"},"modified":"2025-06-04T14:22:15","modified_gmt":"2025-06-04T06:58:14","slug":"%e6%b7%b1%e5%85%a5%e4%ba%86%e8%a7%a3%e6%a8%a1%e6%93%ac%e5%99%aa%e9%9f%b3%e6%8c%87%e6%a8%99%e5%80%92%e5%82%b3%e9%81%9e%e5%b8%b6annoechobands%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99%e7%9a%84%e4%bd%bf","status":"publish","type":"post","link":"https:\/\/badgameshow.com\/steven\/python\/%e6%b7%b1%e5%85%a5%e4%ba%86%e8%a7%a3%e6%a8%a1%e6%93%ac%e5%99%aa%e9%9f%b3%e6%8c%87%e6%a8%99%e5%80%92%e5%82%b3%e9%81%9e%e5%b8%b6annoechobands%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99%e7%9a%84%e4%bd%bf\/","title":{"rendered":"\u6df1\u5165\u4e86\u89e3\u6a21\u64ec\u566a\u97f3\u6307\u6a19\u5012\u50b3\u905e\u5e36\uff08ANNO Echo Bands\uff09\u4ea4\u6613\u6307\u6a19\u7684\u6700\u4f73\u5be6\u8e10\u8207 Python \u5be6\u4f5c\u7bc4\u4f8b"},"content":{"rendered":"<p><meta name=\"keywords\" content=\"Python, ANNO Echo Bands, \u4ea4\u6613\u6307\u6a19, \u6a21\u64ec\u566a\u97f3\u6307\u6a19\u5012\u50b3\u905e\u5e36, \u80a1\u7968\u5206\u6790, \u6295\u8cc7\u7b56\u7565\"><\/p>\n<h1>\u6a21\u64ec\u566a\u97f3\u6307\u6a19\u5012\u50b3\u905e\u5e36\uff08ANNO Echo Bands\uff09\u4ea4\u6613\u6307\u6a19\u6700\u4f73\u5be6\u8e10\u8207 Python \u5be6\u4f5c\u7bc4\u4f8b<\/h1>\n<p>\u6a21\u64ec\u566a\u97f3\u6307\u6a19\u5012\u50b3\u905e\u5e36\uff08ANNO Echo Bands\uff09\u662f\u4e00\u7a2e\u7528\u65bc\u80a1\u7968\u4ea4\u6613\u7684\u6280\u8853\u6307\u6a19\uff0c\u65e8\u5728\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5206\u6790\u5e02\u5834\u8da8\u52e2\u4e26\u9032\u884c\u6709\u6548\u6295\u8cc7\u3002\u672c\u6587\u5c07\u4ecb\u7d39 ANNO Echo Bands \u6307\u6a19\u7684\u4f7f\u7528\u6642\u6a5f\u3001Python \u5be6\u4f5c\u6d41\u7a0b\u3001\u932f\u8aa4\u6392\u9664\u53ca\u5ef6\u4f38\u61c9\u7528\u7b49\u8cc7\u8a0a\uff0c\u4ee5\u63d0\u5347\u60a8\u7684\u4ea4\u6613\u7b56\u7565\u3002<\/p>\n<h2>ANNO Echo Bands \u6307\u6a19\u7684\u4f7f\u7528\u6642\u6a5f<\/h2>\n<p>ANNO Echo Bands \u6307\u6a19\u4e3b\u8981\u7528\u65bc\u6aa2\u6e2c\u80a1\u7968\u50f9\u683c\u7684\u8b8a\u5316\uff0c\u63d0\u4f9b\u6295\u8cc7\u8005\u9032\u884c\u6c7a\u7b56\u7684\u4f9d\u64da\u3002\u5b83\u7684\u4f7f\u7528\u6642\u6a5f\u5305\u62ec\uff1a<\/p>\n<p>&#8211; **\u50f9\u683c\u5287\u70c8\u8b8a\u52d5\u6642**\uff1a\u7576\u80a1\u7968\u50f9\u683c\u51fa\u73fe\u8f03\u5927\u6ce2\u52d5\u6642\uff0cANNO Echo Bands \u6307\u6a19\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u6355\u6349\u9019\u4e9b\u8b8a\u5316\uff0c\u9032\u4e00\u6b65\u5206\u6790\u5e02\u5834\u8da8\u52e2\u3002<br \/>\n&#8211; **\u8da8\u52e2\u78ba\u8a8d**\uff1a\u7576\u6307\u6a19\u986f\u793a\u51fa\u660e\u78ba\u7684\u4e0a\u5347\u6216\u4e0b\u964d\u8da8\u52e2\u6642\uff0c\u6295\u8cc7\u8005\u53ef\u4ee5\u6839\u64da\u6b64\u8da8\u52e2\u9032\u884c\u76f8\u61c9\u7684\u8cb7\u8ce3\u64cd\u4f5c\u3002<\/p>\n<p>\u9019\u4e9b\u4f7f\u7528\u6642\u6a5f\u80fd\u5920\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u6709\u6548\u5730\u628a\u63e1\u5e02\u5834\u7684\u52d5\u5411\uff0c\u589e\u5f37\u6295\u8cc7\u6c7a\u7b56\u7684\u6e96\u78ba\u6027\u3002<\/p>\n<h2>\u5982\u4f55\u4f7f\u7528 Python \u4f86\u5be6\u73fe ANNO Echo Bands \u6307\u6a19<\/h2>\n<p>\u63a5\u4e0b\u4f86\uff0c\u6211\u5011\u5c07\u8a73\u7d30\u4ecb\u7d39\u5982\u4f55\u4f7f\u7528 Python \u5be6\u73fe ANNO Echo Bands \u6307\u6a19\u3002<\/p>\n<p>\u9996\u5148\uff0c\u8acb\u78ba\u4fdd\u60a8\u5df2\u5b89\u88dd\u5fc5\u8981\u7684 Python \u5eab\u3002\u5982\u679c\u5c1a\u672a\u5b89\u88dd\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u9032\u884c\u5b89\u88dd\uff1a<\/p>\n<p>&#8220;`bash<br \/>\npip install numpy pandas matplotlib<br \/>\n&#8220;`<\/p>\n<p>\u7136\u5f8c\uff0c\u6211\u5011\u9700\u8981\u5c0e\u5165\u5fc5\u8981\u7684\u5eab\uff0c\u4e26\u8b80\u53d6\u80a1\u7968\u6578\u64da\u3002\u4ee5\u4e0b\u662f\u5b8c\u6574\u7684\u5be6\u4f5c\u6d41\u7a0b\uff1a<\/p>\n<p>&#8220;`python<br \/>\nimport numpy as np<br \/>\nimport pandas as pd<br \/>\nimport matplotlib.pyplot as plt<\/p>\n<p># \u8b80\u53d6\u80a1\u7968\u6578\u64da<br \/>\ndf = pd.read_csv(&#8216;stock_data.csv&#8217;)<\/p>\n<p># \u6aa2\u67e5\u6578\u64da\u662f\u5426\u6b63\u78ba<br \/>\nprint(df.head())<\/p>\n<p># \u5c07\u6578\u64da\u8f49\u63db\u70ba Pandas DataFrame<br \/>\ndf = pd.DataFrame(df)<\/p>\n<p># \u8a08\u7b97 ANNO Echo Bands \u6307\u6a19<br \/>\n# \u4f7f\u7528 20 \u65e5\u79fb\u52d5\u5e73\u5747\u4f5c\u70ba\u793a\u7bc4<br \/>\ndf[&#8216;ANNO_ECHO_BANDS&#8217;] = df[&#8216;Close&#8217;].rolling(window=20).mean()<\/p>\n<p># \u7e6a\u88fd\u5716\u8868<br \/>\nplt.figure(figsize=(14, 7))<br \/>\nplt.plot(df[&#8216;Date&#8217;], df[&#8216;Close&#8217;], label=&#8217;Close Price&#8217;, color=&#8217;blue&#8217;)<br \/>\nplt.plot(df[&#8216;Date&#8217;], df[&#8216;ANNO_ECHO_BANDS&#8217;], label=&#8217;ANNO Echo Bands&#8217;, color=&#8217;red&#8217;)<br \/>\nplt.title(&#8216;ANNO Echo Bands \u8207\u80a1\u7968\u6536\u76e4\u50f9&#8217;)<br \/>\nplt.xlabel(&#8216;\u65e5\u671f&#8217;)<br \/>\nplt.ylabel(&#8216;\u50f9\u683c&#8217;)<br \/>\nplt.legend()<br \/>\nplt.xticks(rotation=45)<br \/>\nplt.tight_layout()<br \/>\nplt.show()<br \/>\n&#8220;`<\/p>\n<p>\u5728\u9019\u6bb5\u7a0b\u5f0f\u78bc\u4e2d\uff0c\u6211\u5011\u9996\u5148\u8b80\u53d6\u80a1\u7968\u6578\u64da\uff0c\u7136\u5f8c\u8a08\u7b97 20 \u65e5\u7684 ANNO Echo Bands\uff0c\u6700\u5f8c\u5c07\u5176\u7e6a\u88fd\u5728\u5716\u8868\u4e0a\u3002\u8acb\u78ba\u4fdd\u60a8\u7684 CSV \u6a94\u6848\u4e2d\u5305\u542b &#8216;Date&#8217; \u548c &#8216;Close&#8217; \u5169\u500b\u6b04\u4f4d\u3002<\/p>\n<h2>\u932f\u8aa4\u6392\u9664<\/h2>\n<p>\u5728\u5be6\u4f5c\u904e\u7a0b\u4e2d\uff0c\u60a8\u53ef\u80fd\u6703\u9047\u5230\u4ee5\u4e0b\u5e38\u898b\u932f\u8aa4\uff1a<\/p>\n<p>1. **\u6578\u64da\u683c\u5f0f\u554f\u984c**\uff1a\u78ba\u4fdd CSV \u6a94\u6848\u7684\u683c\u5f0f\u6b63\u78ba\uff0c\u4e14\u5305\u542b\u6240\u9700\u7684\u6b04\u4f4d\u540d\u7a31\u3002<br \/>\n2. **\u7f3a\u5931\u503c**\uff1a\u5982\u679c\u6578\u64da\u4e2d\u5b58\u5728\u7f3a\u5931\u503c\uff0c\u53ef\u4ee5\u4f7f\u7528 `df.fillna(method=&#8217;ffill&#8217;)` \u4f86\u586b\u88dc\u3002<br \/>\n3. **\u7e6a\u5716\u554f\u984c**\uff1a\u6aa2\u67e5 matplotlib \u662f\u5426\u6b63\u78ba\u5b89\u88dd\uff0c\u4e26\u78ba\u4fdd\u5728 Jupyter Notebook \u4e2d\u4f7f\u7528 `%matplotlib inline`\u3002<\/p>\n<h2>\u5ef6\u4f38\u61c9\u7528<\/h2>\n<p>ANNO Echo Bands \u6307\u6a19\u4e0d\u50c5\u53ef\u4ee5\u7528\u65bc\u80a1\u7968\u5e02\u5834\uff0c\u9084\u53ef\u4ee5\u61c9\u7528\u65bc\u5176\u4ed6\u8cc7\u7522\u985e\u5225\u5982\u5916\u532f\u548c\u5546\u54c1\u3002\u60a8\u53ef\u4ee5\u6839\u64da\u4e0d\u540c\u7684\u5e02\u5834\u9700\u6c42\u8abf\u6574\u79fb\u52d5\u5e73\u5747\u7a97\u53e3\u7684\u5927\u5c0f\uff0c\u9032\u4e00\u6b65\u512a\u5316\u60a8\u7684\u6295\u8cc7\u7b56\u7565\u3002<\/p>\n<p>\u5982\u679c\u60a8\u60f3\u6df1\u5165\u4e86\u89e3 Python \u7de8\u7a0b\u548c\u5176\u4ed6\u4ea4\u6613\u6307\u6a19\u7684\u5be6\u4f5c\uff0c\u53ef\u4ee5\u53c3\u8003\u9019\u7bc7[Python \u4ea4\u6613\u7b56\u7565\u5be6\u4f5c\u6559\u5b78](https:\/\/vocus.cc\/article\/your-link)\u3002<\/p>\n<h2>\u7d50\u8ad6<\/h2>\n<p>\u672c\u6587\u4ecb\u7d39\u4e86 ANNO Echo Bands \u6307\u6a19\u7684\u4f7f\u7528\u6642\u6a5f\uff0c\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528 Python \u4f86\u5be6\u73fe\u5b83\u3002\u900f\u904e\u9019\u500b\u6307\u6a19\uff0c\u6295\u8cc7\u8005\u53ef\u4ee5\u66f4\u597d\u5730\u5206\u6790\u5e02\u5834\u8da8\u52e2\u4e26\u505a\u51fa\u66f4\u6709\u6548\u7684\u6295\u8cc7\u6c7a\u7b56\u3002\u5e0c\u671b\u9019\u4e9b\u8cc7\u8a0a\u80fd\u5e6b\u52a9\u60a8\u5728\u4ea4\u6613\u4e2d\u53d6\u5f97\u66f4\u597d\u7684\u7d50\u679c\u3002<\/p>\n<h2>Q&#038;A\uff08\u5e38\u898b\u554f\u984c\u89e3\u7b54\uff09<\/h2>\n<p>**Q1: ANNO Echo Bands \u5982\u4f55\u5e6b\u52a9\u6211\u9032\u884c\u4ea4\u6613\u6c7a\u7b56\uff1f**<br \/>\nA1: ANNO Echo Bands \u80fd\u5920\u8b58\u5225\u50f9\u683c\u7684\u8da8\u52e2\u548c\u8b8a\u5316\uff0c\u5e6b\u52a9\u60a8\u5728\u5e02\u5834\u6ce2\u52d5\u6642\u505a\u51fa\u66f4\u6e96\u78ba\u7684\u8cb7\u8ce3\u6c7a\u7b56\u3002<\/p>\n<p>**Q2: \u6211\u5982\u4f55\u9078\u64c7\u9069\u5408\u7684\u79fb\u52d5\u5e73\u5747\u7a97\u53e3\uff1f**<br \/>\nA2: \u79fb\u52d5\u5e73\u5747\u7a97\u53e3\u7684\u9078\u64c7\u53d6\u6c7a\u65bc\u60a8\u7684\u4ea4\u6613\u7b56\u7565\uff0c\u77ed\u671f\u7a97\u53e3\u9069\u5408\u65e5\u5167\u4ea4\u6613\uff0c\u800c\u9577\u671f\u7a97\u53e3\u5247\u9069\u5408\u9577\u671f\u6295\u8cc7\u3002<\/p>\n<p>**Q3: \u9664\u4e86 ANNO Echo Bands\uff0c\u9084\u6709\u54ea\u4e9b\u5176\u4ed6\u6280\u8853\u6307\u6a19\u503c\u5f97\u53c3\u8003\uff1f**<br \/>\nA3: \u5e38\u898b\u7684\u6280\u8853\u6307\u6a19\u5305\u62ec\u76f8\u5c0d\u5f37\u5f31\u6307\u6a19\uff08RSI\uff09\u3001\u79fb\u52d5\u5e73\u5747\u6536\u6582\u64f4\u6563\u6307\u6a19\uff08MACD\uff09\u548c\u5e03\u6797\u5e36\u7b49\uff0c\u9019\u4e9b\u6307\u6a19\u53ef\u4ee5\u8207 ANNO Echo Bands \u7d50\u5408\u4f7f\u7528\uff0c\u4ee5\u589e\u5f37\u4ea4\u6613\u7b56\u7565\u7684\u6709\u6548\u6027\u3002<br \/>\n&#8212;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6458\u8981\uff1a\u6a21\u64ec\u566a\u97f3\u6307\u6a19\u5012\u50b3\u905e\u5e36(ANNOEchoBands)\u662f\u4e00\u7a2e\u7528\u65bc\u4ea4\u6613\u6307\u6a19\u7684\u6280\u8853\uff0c\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5206\u6790\u5e02\u5834\u8da8\u52e2\uff0c\u4e26\u66f4\u6709\u6548\u5730\u638c\u63e1\u4ea4\u6613\u6a5f\u6703\u3002\u672c\u6587\u5c07\u4ecb\u7d39ANNOEchoBands\u7684\u4f7f\u7528\u6642\u6a5f\uff0c\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528Python\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-6318","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\/pcFK27-1DU","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6318","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=6318"}],"version-history":[{"count":2,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6318\/revisions"}],"predecessor-version":[{"id":12731,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6318\/revisions\/12731"}],"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=6318"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/categories?post=6318"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/tags?post=6318"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}