{"id":6236,"date":"2025-05-29T15:00:51","date_gmt":"2025-06-04T07:04:50","guid":{"rendered":"https:\/\/badgameshow.com\/steven\/?p=6236"},"modified":"2025-06-04T15:00:51","modified_gmt":"2025-06-04T07:04:50","slug":"%e4%ba%86%e8%a7%a3%e7%a7%bb%e5%8b%95%e5%b9%b3%e5%9d%87%e4%bf%a1%e8%99%9fmovingaveragesignal%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%e8%88%87python%e7%af%84","status":"publish","type":"post","link":"https:\/\/badgameshow.com\/steven\/python\/%e4%ba%86%e8%a7%a3%e7%a7%bb%e5%8b%95%e5%b9%b3%e5%9d%87%e4%bf%a1%e8%99%9fmovingaveragesignal%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%e8%88%87python%e7%af%84\/","title":{"rendered":"\u638c\u63e1\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\uff08Moving Average Signal\uff09\u7684\u4f7f\u7528\u6642\u6a5f\u82072025\u6700\u65b0Python\u5be6\u4f5c\u7bc4\u4f8b"},"content":{"rendered":"<p><meta name=\"keywords\" content=\"Python, \u79fb\u52d5\u5e73\u5747\u4fe1\u865f, Moving Average Signal, \u4ea4\u6613\u6307\u6a19, Python \u7a0b\u5f0f\u6559\u5b78\"><\/p>\n<h1>\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\uff08Moving Average Signal\uff09\u4ea4\u6613\u6307\u6a19\u4f7f\u7528\u6642\u6a5f\u53ca2025\u6700\u65b0Python\u7bc4\u4f8b<\/h1>\n<p>\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\uff08Moving Average Signal\uff09\u662f\u6295\u8cc7\u8005\u7528\u4f86\u5206\u6790\u80a1\u7968\u5e02\u5834\u8da8\u52e2\u7684\u91cd\u8981\u5de5\u5177\u3002\u5b83\u4e0d\u50c5\u5e6b\u52a9\u6295\u8cc7\u8005\u8b58\u5225\u6f5b\u5728\u7684\u4ea4\u6613\u6a5f\u6703\uff0c\u9084\u80fd\u5920\u63d0\u4f9b\u5e02\u5834\u7684\u52d5\u614b\u8996\u89d2\u3002\u672c\u6587\u5c07\u6df1\u5165\u63a2\u8a0e\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f\uff0c\u4e26\u63d0\u4f9b2025\u5e74\u6700\u65b0\u7684Python\u5be6\u4f5c\u7bc4\u4f8b\uff0c\u5e6b\u52a9\u60a8\u66f4\u597d\u5730\u5229\u7528\u9019\u4e00\u6307\u6a19\u9032\u884c\u4ea4\u6613\u6c7a\u7b56\u3002<\/p>\n<h2>\u4ec0\u9ebc\u662f\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\uff1f<\/h2>\n<p>\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u662f\u4e00\u7a2e\u6280\u8853\u5206\u6790\u6307\u6a19\uff0c\u901a\u904e\u8a08\u7b97\u7279\u5b9a\u6642\u9593\u6bb5\u5167\u7684\u80a1\u7968\u50f9\u683c\u5e73\u5747\u503c\u4f86\u986f\u793a\u5e02\u5834\u8da8\u52e2\u3002\u5e38\u898b\u7684\u8a08\u7b97\u6642\u9593\u6bb5\u5305\u62ec\u4e00\u5929\u3001\u4e00\u9031\u3001\u4e00\u500b\u6708\u6216\u4e00\u5e74\u7b49\u3002\u9019\u4e00\u6307\u6a19\u80fd\u5920\u5e6b\u52a9\u6295\u8cc7\u8005\u8b58\u5225\u5e02\u5834\u7684\u8d70\u52e2\u3001\u8da8\u52e2\u53cd\u8f49\u9ede\u4ee5\u53ca\u6f5b\u5728\u7684\u8cb7\u5165\u6216\u8ce3\u51fa\u4fe1\u865f\u3002<\/p>\n<h2>\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f<\/h2>\n<p>\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u5728\u4ee5\u4e0b\u5e7e\u7a2e\u60c5\u6cc1\u4e0b\u7279\u5225\u6709\u6548\uff1a<\/p>\n<p>1. **\u8da8\u52e2\u8b58\u5225**\uff1a\u7576\u50f9\u683c\u6301\u7e8c\u5728\u79fb\u52d5\u5e73\u5747\u7dda\u4e4b\u4e0a\u6642\uff0c\u5e02\u5834\u986f\u793a\u4e0a\u5347\u8da8\u52e2\uff1b\u53cd\u4e4b\uff0c\u82e5\u50f9\u683c\u6301\u7e8c\u5728\u79fb\u52d5\u5e73\u5747\u7dda\u4e4b\u4e0b\uff0c\u5247\u986f\u793a\u4e0b\u964d\u8da8\u52e2\u3002<br \/>\n2. **\u8f49\u6298\u9ede\u5224\u65b7**\uff1a\u4ea4\u53c9\u9ede\u662f\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u7684\u95dc\u9375\uff0c\u7576\u77ed\u671f\u79fb\u52d5\u5e73\u5747\u7dda\u7a7f\u8d8a\u9577\u671f\u79fb\u52d5\u5e73\u5747\u7dda\u6642\uff0c\u53ef\u80fd\u8868\u660e\u5e02\u5834\u51fa\u73fe\u8f49\u6298\u3002<br \/>\n3. **\u8d85\u8cb7\u8207\u8d85\u8ce3\u60c5\u6cc1**\uff1a\u900f\u904e\u89c0\u5bdf\u79fb\u52d5\u5e73\u5747\u7dda\u548c\u50f9\u683c\u4e4b\u9593\u7684\u8ddd\u96e2\uff0c\u6295\u8cc7\u8005\u80fd\u5920\u5224\u65b7\u5e02\u5834\u662f\u5426\u8655\u65bc\u8d85\u8cb7\u6216\u8d85\u8ce3\u72c0\u614b\u3002<\/p>\n<p>\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u4e0d\u50c5\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5206\u6790\u5e02\u5834\u8da8\u52e2\uff0c\u9084\u80fd\u63d0\u4f9b\u66f4\u70ba\u6709\u6548\u7684\u4ea4\u6613\u6a5f\u6703\u3002<\/p>\n<h2>\u4f7f\u7528Python\u5be6\u73fe\u79fb\u52d5\u5e73\u5747\u4fe1\u865f<\/h2>\n<p>\u4f7f\u7528Python\u4f86\u8a08\u7b97\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u662f\u4e00\u500b\u7c21\u55ae\u4e14\u9ad8\u6548\u7684\u904e\u7a0b\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528Pandas\u5eab\u5be6\u73fe20\u5929\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u7684\u7bc4\u4f8b\uff1a<\/p>\n<p>&#8220;`python<br \/>\nimport pandas as pd<\/p>\n<p># \u8b80\u53d6\u80a1\u7968\u6578\u64da<br \/>\ndf = pd.read_csv(&#8216;stock_data.csv&#8217;)<\/p>\n<p># \u8a08\u7b9720\u5929\u7684\u79fb\u52d5\u5e73\u5747\u4fe1\u865f<br \/>\ndf[&#8217;20d_ma&#8217;] = df[&#8216;Close&#8217;].rolling(window=20).mean()<\/p>\n<p># \u8f38\u51fa\u7d50\u679c<br \/>\nprint(df[[&#8216;Date&#8217;, &#8216;Close&#8217;, &#8217;20d_ma&#8217;]])<br \/>\n&#8220;`<\/p>\n<p>\u5728\u4e0a\u9762\u7684\u7a0b\u5f0f\u78bc\u4e2d\uff0c\u6211\u5011\u9996\u5148\u8b80\u53d6\u80a1\u7968\u6578\u64da\uff0c\u7136\u5f8c\u5229\u7528Pandas\u7684`rolling()`\u51fd\u6578\u8a08\u7b9720\u5929\u7684\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\uff0c\u6700\u5f8c\u5c07\u7d50\u679c\u8f38\u51fa\u3002\u9019\u6bb5\u7a0b\u5f0f\u78bc\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u76f4\u89c0\u5730\u770b\u5230\u50f9\u683c\u8d70\u52e2\u53ca\u5176\u79fb\u52d5\u5e73\u5747\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u82e5\u60a8\u6709\u8208\u8da3\u6df1\u5165\u5b78\u7fd2Python\u5728\u91d1\u878d\u4ea4\u6613\u4e2d\u7684\u61c9\u7528\uff0c\u5efa\u8b70\u53c3\u8003\u9019\u7bc7[Python\u4ea4\u6613\u6307\u6a19\u7684\u5be6\u4f5c\u6559\u5b78](https:\/\/vocus.cc\/article\/605f9a2e9f9d5b001c3d2b8f)\uff0c\u8b93\u60a8\u5728\u6280\u8853\u5206\u6790\u4e2d\u904b\u7528\u81ea\u5982\u3002<\/p>\n<h2>\u7e3d\u7d50<\/h2>\n<p>\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u662f\u4e00\u7a2e\u5f37\u5927\u7684\u4ea4\u6613\u6307\u6a19\uff0c\u80fd\u5920\u5e6b\u52a9\u6295\u8cc7\u8005\u5206\u6790\u5e02\u5834\u8da8\u52e2\u4e26\u63d0\u4f9b\u826f\u597d\u7684\u4ea4\u6613\u6a5f\u6703\u3002\u672c\u6587\u4ecb\u7d39\u4e86\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f\u53ca2025\u5e74\u6700\u65b0\u7684Python\u5be6\u4f5c\u7bc4\u4f8b\uff0c\u5e0c\u671b\u80fd\u5e6b\u52a9\u60a8\u5728\u6295\u8cc7\u4e2d\u505a\u51fa\u66f4\u660e\u667a\u7684\u6c7a\u7b56\u3002<\/p>\n<h2>Q&#038;A\uff08\u5e38\u898b\u554f\u984c\u89e3\u7b54\uff09<\/h2>\n<p>**Q1: \u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u9069\u5408\u6240\u6709\u5e02\u5834\u55ce\uff1f**<br \/>\nA1: \u96d6\u7136\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u5728\u80a1\u7968\u5e02\u5834\u4e2d\u4f7f\u7528\u5ee3\u6cdb\uff0c\u4f46\u5b83\u4e5f\u9069\u7528\u65bc\u5176\u4ed6\u91d1\u878d\u5e02\u5834\uff0c\u5982\u5916\u532f\u548c\u5546\u54c1\u5e02\u5834\u3002\u7136\u800c\uff0c\u4f7f\u7528\u6642\u9700\u8003\u616e\u5e02\u5834\u7279\u6027\u548c\u6ce2\u52d5\u6027\u3002<\/p>\n<p>**Q2: \u5982\u4f55\u9078\u64c7\u79fb\u52d5\u5e73\u5747\u7684\u6642\u9593\u7a97\u53e3\uff1f**<br \/>\nA2: \u6642\u9593\u7a97\u53e3\u7684\u9078\u64c7\u53d6\u6c7a\u65bc\u60a8\u7684\u4ea4\u6613\u7b56\u7565\u3002\u77ed\u671f\u79fb\u52d5\u5e73\u5747\u9069\u5408\u5feb\u901f\u4ea4\u6613\uff0c\u9577\u671f\u79fb\u52d5\u5e73\u5747\u5247\u66f4\u9069\u5408\u9577\u671f\u6295\u8cc7\u8005\u3002\u5efa\u8b70\u6839\u64da\u5e02\u5834\u60c5\u6cc1\u548c\u500b\u4eba\u98a8\u96aa\u627f\u53d7\u80fd\u529b\u4f86\u9078\u64c7\u3002<\/p>\n<p>**Q3: \u6709\u54ea\u4e9b\u5e38\u898b\u932f\u8aa4\u9700\u8981\u907f\u514d\uff1f**<br \/>\nA3: \u5e38\u898b\u932f\u8aa4\u5305\u62ec\u904e\u5ea6\u4f9d\u8cf4\u55ae\u4e00\u6307\u6a19\u800c\u5ffd\u7565\u5176\u4ed6\u5206\u6790\u5de5\u5177\u3001\u672a\u80fd\u8003\u616e\u5e02\u5834\u6ce2\u52d5\u6027\uff0c\u4ee5\u53ca\u5ffd\u7565\u98a8\u96aa\u7ba1\u7406\u7b56\u7565\u7b49\u3002<\/p>\n<p>&#8212;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6458\u8981\uff1a\u79fb\u52d5\u5e73\u5747\u4fe1\u865f(MovingAverageSignal)\u662f\u4e00\u7a2e\u5e38\u7528\u7684\u4ea4\u6613\u6307\u6a19\uff0c\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5224\u65b7\u80a1\u7968\u50f9\u683c\u7684\u8d70\u52e2\uff0c\u672c\u6587\u5c07\u4ecb\u7d39\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f\u4ee5\u53caPython\u7bc4\u4f8b\uff0c\u8b93\u6295\u8cc7\u8005\u66f4\u52a0\u4e86\u89e3\u5982\u4f55\u4f7f\u7528\u79fb\u52d5\u5e73\u5747\u4fe1\u865f\u4f86\u63d0\u5347\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-6236","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\/pcFK27-1CA","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6236","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=6236"}],"version-history":[{"count":2,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6236\/revisions"}],"predecessor-version":[{"id":12742,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6236\/revisions\/12742"}],"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=6236"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/categories?post=6236"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/tags?post=6236"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}