<\/p>\n
### \u4ec0\u9ebc\u662f\u79fb\u52d5\u5e73\u5747\u7dda(MA)<\/p>\n
\u79fb\u52d5\u5e73\u5747\u7dda(MA)\u662f\u4e00\u7a2e\u6280\u8853\u5206\u6790\u6307\u6a19\uff0c\u5ee3\u6cdb\u61c9\u7528\u65bc\u91d1\u878d\u5e02\u5834\uff0c\u5e6b\u52a9\u6295\u8cc7\u8005\u5206\u6790\u80a1\u7968\u7684\u8d70\u52e2\uff0c\u4e26\u627e\u51fa\u6700\u4f73\u7684\u4ea4\u6613\u6642\u6a5f\u3002MA\u901a\u904e\u8a08\u7b97\u4e00\u6bb5\u6642\u9593\u5167\u80a1\u7968\u7684\u6536\u76e4\u50f9\u683c\uff0c\u5c07\u9019\u4e9b\u50f9\u683c\u52a0\u7e3d\u5f8c\u9664\u4ee5\u6642\u9593\u6bb5\u7684\u5929\u6578\uff0c\u5f97\u51fa\u4e00\u500b\u5e73\u5747\u50f9\u683c\uff0c\u5f9e\u800c\u8861\u91cf\u80a1\u7968\u7684\u8d70\u52e2\u3002\u9019\u4f7f\u5f97\u6295\u8cc7\u8005\u80fd\u5920\u5e73\u6ed1\u50f9\u683c\u6ce2\u52d5\uff0c\u8b58\u5225\u8da8\u52e2\u3002<\/p>\n
### \u79fb\u52d5\u5e73\u5747\u7dda(MA)\u7684\u4f7f\u7528\u6642\u6a5f<\/p>\n
1. **\u8da8\u52e2\u5224\u65b7**\uff1a\u79fb\u52d5\u5e73\u5747\u7dda\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u5224\u65b7\u80a1\u7968\u662f\u5426\u51fa\u73fe\u4e86\u4e0a\u6f32\u6216\u4e0b\u8dcc\u7684\u8da8\u52e2\u3002\u7576\u50f9\u683c\u9ad8\u65bcMA\u6642\uff0c\u901a\u5e38\u88ab\u8996\u70ba\u4e0a\u5347\u8da8\u52e2\uff1b\u53cd\u4e4b\uff0c\u5247\u662f\u4e0b\u964d\u8da8\u52e2\u3002
\n2. **\u8f49\u6298\u9ede\u8b58\u5225**\uff1a\u7576\u77ed\u671fMA\u7a7f\u8d8a\u9577\u671fMA\u6642\uff0c\u53ef\u80fd\u610f\u5473\u8457\u8da8\u52e2\u7684\u8f49\u8b8a\u3002\u4f8b\u5982\uff0c\u7576\u77ed\u671fMA\u4e0a\u7a7f\u9577\u671fMA\u6642\uff0c\u53ef\u80fd\u8868\u793a\u8cb7\u5165\u4fe1\u865f\uff1b\u800c\u7576\u77ed\u671fMA\u4e0b\u7a7f\u9577\u671fMA\u6642\uff0c\u5247\u53ef\u80fd\u662f\u8ce3\u51fa\u4fe1\u865f\u3002
\n3. **\u652f\u6490\u8207\u963b\u529b\u4f4d**\uff1a\u79fb\u52d5\u5e73\u5747\u7dda\u4e5f\u53ef\u4ee5\u4f5c\u70ba\u652f\u6490\u548c\u963b\u529b\u4f4d\uff0c\u7576\u50f9\u683c\u63a5\u8fd1MA\u6642\uff0c\u53ef\u80fd\u6703\u51fa\u73fe\u53cd\u5f48\u6216\u56de\u64a4\u3002<\/p>\n
### Python\u7bc4\u4f8b<\/p>\n
\u4ee5\u4e0b\u662f\u4e00\u500b\u4f7f\u7528Python\u8a08\u7b97\u79fb\u52d5\u5e73\u5747\u7dda(MA)\u7684\u7bc4\u4f8b\uff0c\u9019\u500b\u7bc4\u4f8b\u5c07\u5e6b\u52a9\u60a8\u7406\u89e3\u5982\u4f55\u5229\u7528Python\u9032\u884c\u80a1\u7968\u5206\u6790\u3002<\/p>\n
“`python
\n# \u5c0e\u5165\u6240\u9700\u7684\u6a21\u7d44
\nimport pandas as pd
\nimport numpy as np
\nimport matplotlib.pyplot as plt<\/p>\n
# \u8b80\u53d6\u8cc7\u6599
\ndata = pd.read_csv(‘data.csv’)<\/p>\n
# \u8a08\u7b97\u79fb\u52d5\u5e73\u5747\u7dda
\ndata[‘MA_20’] = data[‘Close’].rolling(window=20).mean()<\/p>\n
# \u7e6a\u88fd\u5716\u8868
\nplt.figure(figsize=(14,7))
\nplt.plot(data[‘Close’], label=’\u6536\u76e4\u50f9\u683c’, color=’blue’)
\nplt.plot(data[‘MA_20′], label=’20\u65e5\u79fb\u52d5\u5e73\u5747\u7dda’, color=’orange’)
\nplt.title(‘\u80a1\u7968\u6536\u76e4\u50f9\u683c\u820720\u65e5\u79fb\u52d5\u5e73\u5747\u7dda’)
\nplt.xlabel(‘\u65e5\u671f’)
\nplt.ylabel(‘\u50f9\u683c’)
\nplt.legend()
\nplt.grid()
\nplt.show()
\n“`<\/p>\n
\u5728\u4e0a\u8ff0\u7bc4\u4f8b\u4e2d\uff0c\u6211\u5011\u9996\u5148\u5c0e\u5165\u5fc5\u8981\u7684\u6a21\u7d44\uff0c\u7136\u5f8c\u8b80\u53d6CSV\u6a94\u6848\u4e2d\u7684\u6578\u64da\u3002\u63a5\u4e0b\u4f86\uff0c\u6211\u5011\u4f7f\u7528`rolling()`\u65b9\u6cd5\u8a08\u7b9720\u65e5\u79fb\u52d5\u5e73\u5747\u7dda\uff0c\u4e26\u7528Matplotlib\u7e6a\u88fd\u6536\u76e4\u50f9\u683c\u8207\u79fb\u52d5\u5e73\u5747\u7dda\u7684\u5716\u8868\u3002<\/p>\n
### \u932f\u8aa4\u6392\u9664<\/p>\n
– **CSV\u6a94\u6848\u8def\u5f91\u932f\u8aa4**\uff1a\u78ba\u4fddCSV\u6a94\u6848\u7684\u8def\u5f91\u6b63\u78ba\uff0c\u4e26\u4e14\u6a94\u6848\u683c\u5f0f\u7b26\u5408\u9810\u671f\u3002
\n– **\u6578\u64da\u7f3a\u5931**\uff1a\u5728\u8a08\u7b97\u79fb\u52d5\u5e73\u5747\u7dda\u4e4b\u524d\uff0c\u6aa2\u67e5\u6578\u64da\u4e2d\u662f\u5426\u6709\u7f3a\u5931\u503c\uff0c\u5fc5\u8981\u6642\u9032\u884c\u586b\u88dc\u3002
\n– **\u6a21\u7d44\u672a\u5b89\u88dd**\uff1a\u5982\u679c\u9047\u5230\u6a21\u7d44\u672a\u627e\u5230\u7684\u932f\u8aa4\uff0c\u8acb\u4f7f\u7528`pip install pandas matplotlib`\u4f86\u5b89\u88dd\u6240\u9700\u7684\u6a21\u7d44\u3002<\/p>\n
### \u5ef6\u4f38\u61c9\u7528<\/p>\n
– **\u591a\u689d\u79fb\u52d5\u5e73\u5747\u7dda**\uff1a\u53ef\u4ee5\u8a08\u7b97\u4e0d\u540c\u6642\u9593\u6bb5\u7684\u79fb\u52d5\u5e73\u5747\u7dda\uff0c\u598250\u65e5\u3001200\u65e5\u7b49\uff0c\u9032\u884c\u66f4\u5168\u9762\u7684\u5206\u6790\u3002
\n– **\u7d50\u5408\u5176\u4ed6\u6307\u6a19**\uff1a\u53ef\u4ee5\u5c07MA\u8207\u5176\u4ed6\u6280\u8853\u6307\u6a19\u7d50\u5408\u4f7f\u7528\uff0c\u5982\u76f8\u5c0d\u5f37\u5f31\u6307\u6578(RSI)\u6216\u5e03\u6797\u5e36\uff0c\u4ee5\u7372\u5f97\u66f4\u6e96\u78ba\u7684\u4ea4\u6613\u4fe1\u865f\u3002<\/p>\n
### Q&A\uff08\u5e38\u898b\u554f\u984c\u89e3\u7b54\uff09<\/p>\n
**Q1: \u5982\u4f55\u9078\u64c7\u79fb\u52d5\u5e73\u5747\u7dda\u7684\u6642\u9593\u7a97\u53e3\uff1f**
\nA1: \u6642\u9593\u7a97\u53e3\u7684\u9078\u64c7\u53d6\u6c7a\u65bc\u60a8\u7684\u4ea4\u6613\u7b56\u7565\u3002\u77ed\u671f\u4ea4\u6613\u8005\u901a\u5e38\u4f7f\u7528\u8f03\u77ed\u7684\u7a97\u53e3\uff08\u59825\u65e5\u621610\u65e5\uff09\uff0c\u800c\u9577\u671f\u6295\u8cc7\u8005\u5247\u53ef\u80fd\u9078\u64c7\u8f03\u9577\u7684\u7a97\u53e3\uff08\u598250\u65e5\u6216200\u65e5\uff09\u3002<\/p>\n
**Q2: \u79fb\u52d5\u5e73\u5747\u7dda\u7684\u7f3a\u9ede\u662f\u4ec0\u9ebc\uff1f**
\nA2: \u79fb\u52d5\u5e73\u5747\u7dda\u662f\u6eef\u5f8c\u6307\u6a19\uff0c\u56e0\u70ba\u5b83\u57fa\u65bc\u904e\u53bb\u7684\u6578\u64da\uff0c\u56e0\u6b64\u53ef\u80fd\u932f\u904e\u5373\u6642\u7684\u5e02\u5834\u8b8a\u5316\u3002\u6b64\u5916\uff0c\u5728\u5e02\u5834\u6ce2\u52d5\u5287\u70c8\u6642\uff0cMA\u53ef\u80fd\u6703\u7522\u751f\u865b\u5047\u4fe1\u865f\u3002<\/p>\n
**Q3: \u6211\u53ef\u4ee5\u5728\u54ea\u88e1\u627e\u5230\u66f4\u591aPython\u76f8\u95dc\u7684\u4ea4\u6613\u6307\u6a19\u6559\u5b78\uff1f**
\nA3: \u60a8\u53ef\u4ee5\u53c3\u8003[\u9019\u88e1\u7684Python\u6559\u5b78](https:\/\/vocus.cc)\u4f86\u7372\u5f97\u66f4\u591a\u8cc7\u8a0a\u548c\u8cc7\u6e90\u3002<\/p>\n
—<\/p>\n
\u9019\u7bc7\u512a\u5316\u904e\u7684\u6587\u7ae0\u4e0d\u50c5\u66f4\u65b0\u4e86\u5167\u5bb9\uff0c\u9084\u589e\u5f37\u4e86SEO\u53cb\u597d\u6027\u53ca\u5be6\u7528\u6027\uff0c\u4e26\u63d0\u4f9b\u4e86\u6e05\u6670\u7684\u6559\u5b78\u6d41\u7a0b\u548c\u5e38\u898b\u554f\u984c\u89e3\u7b54\uff0c\u4ee5\u4fbf\u8b80\u8005\u66f4\u597d\u5730\u638c\u63e1\u79fb\u52d5\u5e73\u5747\u7dda\u7684\u4f7f\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u6587\u7ae0\u6458\u8981\uff1a\u79fb\u52d5\u5e73\u5747\u7ebf(MA)\u662f\u4e00\u7a2e\u5e38\u7528\u7684\u4ea4\u6613\u6307\u6a19\uff0c\u53ef\u4ee5\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5224\u65b7\u5e02\u5834\u8da8\u52e2\uff0c\u4e26\u63d0\u4f9b\u6295\u8cc7\u8005\u66f4\u591a\u7684\u4ea4\u6613\u6a5f\u6703\u3002\u672c\u6587\u5c07\u4ecb\u7d39MA\u6307\u6a19\u7684\u4f7f\u7528\u6642\u6a5f\uff0c\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528Python\u4f86\u5be6\u73feMA\u6307\u6a19\u7684\u8a08\u7b97\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-6080","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\/pcFK27-1A4","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6080","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=6080"}],"version-history":[{"count":1,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6080\/revisions"}],"predecessor-version":[{"id":6081,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6080\/revisions\/6081"}],"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=6080"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/categories?post=6080"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/tags?post=6080"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}