{"id":6264,"date":"2025-05-30T14:04:38","date_gmt":"2025-06-04T07:03:37","guid":{"rendered":"https:\/\/badgameshow.com\/steven\/?p=6264"},"modified":"2025-06-04T14:04:38","modified_gmt":"2025-06-04T07:03:37","slug":"%e5%ad%b8%e7%bf%92%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8%e8%b6%a8%e5%8b%a2%e6%8c%87%e6%a8%99%e4%bf%a1%e8%99%9f%e9%80%b2%e8%a1%8cpython%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%e5%88%a9%e7%94%a8%e8%b6%a8%e5%8b%a2%e6%8c%87%e6%a8%99%e4%bf%a1%e8%99%9f%e9%80%b2%e8%a1%8cpython%e4%ba%a4%e6%98%93%e6%8c%87%e6%a8%99\/","title":{"rendered":"\u638c\u63e12025\u5e74Python\u4ea4\u6613\u6307\u6a19\uff1a\u4f7f\u7528\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u7684\u6700\u4f73\u5be6\u8e10\u8207\u7bc4\u4f8b"},"content":{"rendered":"

<\/p>\n

\u638c\u63e1\u8da8\u52e2\u6307\u6a19\u4fe1\u865f(Trend Indicator Signal)\u4ea4\u6613\u6307\u6a19\u7684\u4f7f\u7528\u6642\u6a5f\u8207Python\u7bc4\u4f8b<\/h1>\n

\u8da8\u52e2\u6307\u6a19\u4fe1\u865f(Trend Indicator Signal) \u662f\u91d1\u878d\u4ea4\u6613\u4e2d\u4e00\u500b\u95dc\u9375\u7684\u6280\u8853\u5206\u6790\u5de5\u5177\uff0c\u5b83\u5e6b\u52a9\u6295\u8cc7\u8005\u8a55\u4f30\u5e02\u5834\u7684\u8d70\u52e2\uff0c\u63d0\u4f9b\u66f4\u660e\u667a\u7684\u4ea4\u6613\u6c7a\u7b56\u3002\u900f\u904e\u8da8\u52e2\u6307\u6a19\uff0c\u6295\u8cc7\u8005\u80fd\u5920\u8b58\u5225\u6f5b\u5728\u7684\u8cb7\u5165\u6216\u8ce3\u51fa\u6a5f\u6703\uff0c\u5f9e\u800c\u63d0\u9ad8\u4ea4\u6613\u6210\u529f\u7387\u3002<\/p>\n

\u5728\u9019\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u5011\u5c07\u6df1\u5165\u63a2\u8a0e\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f\uff0c\u4e26\u63d0\u4f9b2025\u5e74\u6700\u65b0\u7684Python\u7bc4\u4f8b\u7a0b\u5f0f\u78bc\uff0c\u5e6b\u52a9\u4f60\u904b\u7528\u9019\u500b\u5de5\u5177\u9032\u884c\u5e02\u5834\u5206\u6790\u3002<\/p>\n

\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u7684\u4f7f\u7528\u6642\u6a5f<\/h2>\n

\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u53ef\u5728\u5404\u7a2e\u4ea4\u6613\u7b56\u7565\u4e2d\u4f7f\u7528\uff0c\u9069\u5408\u77ed\u671f\u548c\u9577\u671f\u6295\u8cc7\u8005\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5177\u9ad4\u7684\u4f7f\u7528\u6642\u6a5f\uff1a<\/p>\n

– **\u77ed\u671f\u4ea4\u6613**\uff1a\u5728\u65e5\u5167\u4ea4\u6613\u4e2d\uff0c\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u5e6b\u52a9\u6295\u8cc7\u8005\u5feb\u901f\u6355\u6349\u77ed\u671f\u6ce2\u52d5\uff0c\u9069\u5408\u65bc\u9ad8\u983b\u4ea4\u6613\u7b56\u7565\u3002
\n– **\u9577\u671f\u6295\u8cc7**\uff1a\u5c0d\u65bc\u9577\u671f\u6295\u8cc7\u8005\uff0c\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u53ef\u4ee5\u63ed\u793a\u5e02\u5834\u7684\u4e3b\u8981\u8da8\u52e2\uff0c\u5e6b\u52a9\u4ed6\u5011\u505a\u51fa\u6301\u4e45\u7684\u6295\u8cc7\u6c7a\u7b56\u3002<\/p>\n

Python\u7bc4\u4f8b\uff1a\u8a08\u7b97\u8da8\u52e2\u6307\u6a19\u4fe1\u865f<\/h2>\n

\u4ee5\u4e0b\u662f\u4e00\u500b\u4f7f\u7528Python\u4f86\u8a08\u7b97\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u7684\u7bc4\u4f8b\u3002\u6b64\u7bc4\u4f8b\u904b\u7528\u6700\u65b0\u7684\u6700\u4f73\u5be6\u8e10\u7de8\u5beb\uff0c\u66f4\u9069\u54082025\u5e74\u7684\u9700\u6c42\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\u8cc7\u6599
\ndata = pd.read_csv(‘data.csv’)<\/p>\n

# \u8a08\u7b97\u8da8\u52e2\u6307\u6a19\u4fe1\u865f
\n# \u4f7f\u7528\u79fb\u52d5\u5e73\u5747\u7dda (Moving Average) \u4f5c\u70ba\u8da8\u52e2\u6307\u6a19
\ndata[‘SMA’] = data[‘Close’].rolling(window=20).mean()<\/p>\n

# \u8f38\u51fa\u6700\u8fd1\u7684\u8da8\u52e2\u6307\u6a19\u4fe1\u865f
\nlatest_trend_indicator = data[‘SMA’].iloc[-1]\nprint(f”\u6700\u65b0\u7684\u8da8\u52e2\u6307\u6a19\u4fe1\u865f: {latest_trend_indicator}”)
\n“`<\/p>\n

\u4e0a\u8ff0\u7a0b\u5f0f\u78bc\u4e2d\uff0c\u6211\u5011\u4f7f\u7528\u4e86\u79fb\u52d5\u5e73\u5747\u7dda (SMA) \u4f5c\u70ba\u8da8\u52e2\u6307\u6a19\uff0c\u9019\u662f\u4ea4\u6613\u8005\u6700\u5e38\u7528\u7684\u6280\u8853\u6307\u6a19\u4e4b\u4e00\u3002\u7a0b\u5f0f\u78bc\u6703\u8a08\u7b97\u904e\u53bb20\u5929\u7684\u6536\u76e4\u50f9\u5e73\u5747\uff0c\u4e26\u8f38\u51fa\u6700\u65b0\u7684\u8da8\u52e2\u6307\u6a19\u3002<\/p>\n

\u932f\u8aa4\u6392\u9664\u8207\u5ef6\u4f38\u61c9\u7528<\/h2>\n

\u5728\u57f7\u884c\u7a0b\u5f0f\u78bc\u6642\uff0c\u53ef\u80fd\u6703\u9047\u5230\u4e00\u4e9b\u5e38\u898b\u7684\u932f\u8aa4\uff0c\u4f8b\u5982\uff1a<\/p>\n

– **\u6a94\u6848\u672a\u627e\u5230\u932f\u8aa4**\uff1a\u78ba\u4fdd`data.csv`\u6a94\u6848\u5b58\u5728\u65bc\u6b63\u78ba\u7684\u8def\u5f91\u4e2d\u3002
\n– **\u8cc7\u6599\u683c\u5f0f\u932f\u8aa4**\uff1a\u6aa2\u67e5CSV\u6a94\u7684\u683c\u5f0f\uff0c\u78ba\u4fdd\u6709`Close`\u6b04\u4f4d\u3002<\/p>\n

\u5ef6\u4f38\u61c9\u7528\u65b9\u9762\uff0c\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u53ef\u4ee5\u8207\u5176\u4ed6\u6307\u6a19\u7d50\u5408\u4f7f\u7528\uff0c\u5982\u76f8\u5c0d\u5f37\u5f31\u6307\u6a19 (RSI) \u6216\u79fb\u52d5\u5e73\u5747\u6536\u6582\u767c\u6563\u6307\u6a19 (MACD)\uff0c\u4ee5\u589e\u5f37\u4ea4\u6613\u7b56\u7565\u7684\u6709\u6548\u6027\u3002<\/p>\n

\u7d50\u8ad6<\/h2>\n

\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u4f5c\u70ba\u4e00\u7a2e\u5e38\u7528\u7684\u4ea4\u6613\u6307\u6a19\uff0c\u4e0d\u50c5\u80fd\u5e6b\u52a9\u6295\u8cc7\u8005\u66f4\u597d\u5730\u5224\u65b7\u5e02\u5834\u8da8\u52e2\uff0c\u9084\u80fd\u63d0\u4f9b\u66f4\u591a\u7684\u4ea4\u6613\u6a5f\u6703\u3002\u7121\u8ad6\u662f\u5728\u77ed\u671f\u9084\u662f\u9577\u671f\u7684\u4ea4\u6613\u4e2d\uff0c\u904b\u7528Python\u4f86\u8a08\u7b97\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u5c07\u662f\u63d0\u5347\u4ea4\u6613\u7cbe\u6e96\u5ea6\u7684\u6709\u6548\u65b9\u6cd5\u3002<\/p>\n

\u5982\u9700\u9032\u4e00\u6b65\u5b78\u7fd2Python\u7684\u61c9\u7528\uff0c\u8acb\u53c3\u8003\u6211\u5011\u7684[Python\u9032\u968e\u6559\u5b78](https:\/\/vocus.cc)\u3002<\/p>\n

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

**Q1: \u70ba\u4ec0\u9ebc\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u9019\u9ebc\u91cd\u8981\uff1f**
\nA1: \u8da8\u52e2\u6307\u6a19\u4fe1\u865f\u5e6b\u52a9\u6295\u8cc7\u8005\u8b58\u5225\u5e02\u5834\u65b9\u5411\uff0c\u9032\u800c\u505a\u51fa\u66f4\u660e\u667a\u7684\u4ea4\u6613\u6c7a\u7b56\uff0c\u964d\u4f4e\u98a8\u96aa\u3002<\/p>\n

**Q2: \u5982\u4f55\u9078\u64c7\u5408\u9069\u7684\u8da8\u52e2\u6307\u6a19\uff1f**
\nA2: \u6839\u64da\u4f60\u7684\u4ea4\u6613\u98a8\u683c\u548c\u5e02\u5834\u689d\u4ef6\uff0c\u9078\u64c7\u4e0d\u540c\u7684\u6307\u6a19\uff0c\u4f8b\u5982\u77ed\u671f\u4ea4\u6613\u53ef\u9078\u64c7\u5feb\u901f\u79fb\u52d5\u5e73\u5747\uff0c\u9577\u671f\u5247\u53ef\u9078\u64c7\u6162\u901f\u79fb\u52d5\u5e73\u5747\u3002<\/p>\n

**Q3: Python\u5982\u4f55\u81ea\u52d5\u5316\u4ea4\u6613\uff1f**
\nA3: \u900f\u904eAPI\u9023\u63a5\u4ea4\u6613\u5e73\u53f0\uff0c\u4f7f\u7528Python\u7de8\u5beb\u4ea4\u6613\u7b56\u7565\u4e26\u81ea\u52d5\u57f7\u884c\u4ea4\u6613\uff0c\u53ef\u4ee5\u986f\u8457\u63d0\u9ad8\u6548\u7387\u3002<\/p>\n

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

\u6587\u7ae0\u6458\u8981\uff1a\u672c\u6587\u5c07\u4ecb\u7d39\u5982\u4f55\u5229\u7528Python\u4e2d\u7684\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\uff08TrendIndicatorSignal\uff09\u4f86\u9032\u884c\u4ea4\u6613\u6307\u6a19\u7684\u4f7f\u7528\u6642\u6a5f\uff0c\u4e26\u63d0\u4f9b\u7c21\u55ae\u7684\u7bc4\u4f8b\u7a0b\u5f0f\u78bc\uff0c\u8b93\u5b78\u751f\u80fd\u5920\u66f4\u8f15\u9b06\u5730\u5b78\u7fd2\u5982\u4f55\u4f7f\u7528\u8da8\u52e2\u6307\u6a19\u4fe1\u865f\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-6264","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\/pcFK27-1D2","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6264","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=6264"}],"version-history":[{"count":1,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6264\/revisions"}],"predecessor-version":[{"id":6265,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/posts\/6264\/revisions\/6265"}],"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=6264"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/categories?post=6264"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/badgameshow.com\/steven\/wp-json\/wp\/v2\/tags?post=6264"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}