{"id":970,"date":"2023-07-28T03:48:36","date_gmt":"2023-07-28T03:48:36","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e7%86%8a%e7%8c%ab%e6%8c%87%e6%95%b0%e7%a7%bb%e5%8a%a8%e5%b9%b3%e5%9d%87%e7%ba%bf\/"},"modified":"2023-07-28T03:48:36","modified_gmt":"2023-07-28T03:48:36","slug":"%e7%86%8a%e7%8c%ab%e6%8c%87%e6%95%b0%e7%a7%bb%e5%8a%a8%e5%b9%b3%e5%9d%87%e7%ba%bf","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e7%86%8a%e7%8c%ab%e6%8c%87%e6%95%b0%e7%a7%bb%e5%8a%a8%e5%b9%b3%e5%9d%87%e7%ba%bf\/","title":{"rendered":"\u5982\u4f55\u8ba1\u7b97 pandas \u7684\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u5728\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u4e2d\uff0c<strong>\u79fb\u52a8\u5e73\u5747\u7ebf<\/strong>\u53ea\u662f\u4e4b\u524d\u591a\u4e2a\u65f6\u671f\u7684\u5e73\u5747\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf<\/strong>\u662f\u4e00\u79cd\u66f4\u91cd\u89c6\u8fd1\u671f\u89c2\u5bdf\u7ed3\u679c\u7684\u79fb\u52a8\u5e73\u5747\u7ebf\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u80fd\u591f\u66f4\u5feb\u5730\u6355\u6349\u8fd1\u671f\u8d8b\u52bf\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u672c\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u8ba1\u7b97 pandas DataFrame \u4e2d\u4e00\u5217\u503c\u7684\u6307\u6570\u79fb\u52a8\u5e73\u5747\u503c\u3002<\/span><\/p>\n<h3><strong>\u793a\u4f8b\uff1apandas \u7684\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u6709\u4ee5\u4e0b pandas DataFrame\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd.DataFrame({'period': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n                   'sales': [25, 20, 14, 16, 27, 20, 12, 15, 14, 19]})\n\n<span style=\"color: #008080;\">#view DataFrame<\/span> \ndf\n\n        period sales\n0 1 25\n1 2 20\n2 3 14\n3 4 16\n4 5 27\n5 6 20\n6 7 12\n7 8 15\n8 9 14\n9 10 19\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<a href=\"https:\/\/pandas.pydata.org\/pandas-docs\/stable\/reference\/api\/pandas.DataFrame.ewm.html\" target=\"_blank\" rel=\"noopener noreferrer\">pandas.DataFrame.ewm()<\/a>\u51fd\u6570\u6765\u8ba1\u7b97\u4e4b\u524d\u591a\u4e2a\u5468\u671f\u7684\u6307\u6570\u52a0\u6743\u79fb\u52a8\u5e73\u5747\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u4ee5\u4e0b\u662f\u5982\u4f55\u4f7f\u7528\u524d\u56db\u4e2a\u5468\u671f\u8ba1\u7b97\u6307\u6570\u52a0\u6743\u79fb\u52a8\u5e73\u5747\u7ebf\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create new column to hold 4-day exponentially weighted moving average<\/span>\ndf['4dayEWM'] = df['sales']. <span style=\"color: #3366ff;\">ewm<\/span> (span= <span style=\"color: #008000;\">4<\/span> , adjust= <span style=\"color: #008000;\">False<\/span> ). <span style=\"color: #3366ff;\">mean<\/span> ()\n\n<span style=\"color: #008080;\">#view DataFrame<\/span> \ndf\n\n        period sales 4dayEWM\n0 1 25 25.000000\n1 2 20 23.000000\n2 3 14 19.400000\n3 4 16 18.040000\n4 5 27 21.624000\n5 6 20 20.974400\n6 7 12 17.384640\n7 8 15 16.430784\n8 9 14 15.458470\n9 10 19 16.875082<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u8fd8\u53ef\u4ee5\u4f7f\u7528 matplotlib \u5e93\u6765\u53ef\u89c6\u5316\u76f8\u5bf9\u4e8e 4 \u5929\u6307\u6570\u52a0\u6743\u79fb\u52a8\u5e73\u5747\u503c\u7684\u9500\u552e\u989d\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#plot sales and 4-day exponentially weighted moving average<\/span>\nplt. <span style=\"color: #3366ff;\">plot<\/span> (df['sales'], label='Sales')\nplt. <span style=\"color: #3366ff;\">plot<\/span> (df['4dayEWM'], label='4-day EWM')\n\n<span style=\"color: #008080;\">#add legend to plot<\/span>\nplt. <span style=\"color: #3366ff;\">legend<\/span> (loc=2)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10144 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/ewmpandas1.png\" alt=\"pandas \u7684\u6307\u6570\u52a0\u6743\u79fb\u52a8\u5e73\u5747\u7ebf\" width=\"464\" height=\"318\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/statorials.org\/cn\/\u79fb\u52a8\u5e73\u5747\u7ebf-python\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5982\u4f55\u7528 Python \u8ba1\u7b97\u79fb\u52a8\u5e73\u5747\u7ebf<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u5e73\u5747\u718a\u732b\u5217\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5982\u4f55\u8ba1\u7b97 Pandas \u4e2d\u5217\u7684\u5e73\u5747\u503c<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u81ea\u76f8\u5173-python\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5982\u4f55\u7528 Python \u8ba1\u7b97\u81ea\u76f8\u5173<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u4e2d\uff0c\u79fb\u52a8\u5e73\u5747\u7ebf\u53ea\u662f\u4e4b\u524d\u591a\u4e2a\u65f6\u671f\u7684\u5e73\u5747\u503c\u3002 \u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf\u662f\u4e00\u79cd\u66f4\u91cd\u89c6\u8fd1\u671f\u89c2\u5bdf\u7ed3\u679c\u7684\u79fb\u52a8\u5e73\u5747\u7ebf\uff0c\u8fd9 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-970","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5982\u4f55\u8ba1\u7b97 Pandas \u7684\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf<\/title>\n<meta name=\"description\" content=\"\u901a\u8fc7\u793a\u4f8b\u7b80\u5355\u89e3\u91ca\u5982\u4f55\u8ba1\u7b97 pandas \u7684\u6307\u6570\u79fb\u52a8\u5e73\u5747\u503c\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/cn\/\u718a\u732b\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf\/\" \/>\n<meta property=\"og:locale\" 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