{"id":2579,"date":"2023-07-21T15:39:14","date_gmt":"2023-07-21T15:39:14","guid":{"rendered":"https:\/\/statorials.org\/pl\/srednia-ruchoma-pand-wedlug-grup\/"},"modified":"2023-07-21T15:39:14","modified_gmt":"2023-07-21T15:39:14","slug":"srednia-ruchoma-pand-wedlug-grup","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/srednia-ruchoma-pand-wedlug-grup\/","title":{"rendered":"Pandy: jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 na grup\u0119"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Aby obliczy\u0107 grupow\u0105 \u015bredni\u0105 ruchom\u0105 dla pand, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate 3-period moving average of 'values' by 'group'<\/span>\ndf. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">group<\/span> ')[' <span style=\"color: #ff0000;\">values<\/span> ']. <span style=\"color: #3366ff;\">transform<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: <span style=\"color: #3366ff;\">x.rolling<\/span> (3,1) <span style=\"color: #3366ff;\">.mean<\/span> ())\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Poni\u017cszy przyk\u0142ad pokazuje, jak zastosowa\u0107 t\u0119 sk\u0142adni\u0119 w praktyce.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Przyk\u0142ad: oblicz \u015bredni\u0105 ruchom\u0105 wed\u0142ug grupy w Pandach<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Za\u0142\u00f3\u017cmy, \u017ce mamy nast\u0119puj\u0105c\u0105 ramk\u0119 danych pand, kt\u00f3ra pokazuje ca\u0142kowit\u0105 sprzeda\u017c dokonan\u0105 przez dwa sklepy w pi\u0119ciu okresach sprzeda\u017cy:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<span style=\"color: #000000;\">\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">store<\/span> ': ['A', 'A', 'A', 'A', 'A', 'B', 'B', 'B', 'B', 'B'],\n                   ' <span style=\"color: #ff0000;\">period<\/span> ': [1, 2, 3, 4, 5, 1, 2, 3, 4, 5],\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [7, 7, 9, 13, 14, 13, 13, 19, 20, 26]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span>df\n\n\tstore period sales\n0 to 1 7\n1 to 2 7\n2 to 3 9\n3 to 4 13\n4 to 5 14\n5 B 1 13\n6 B 2 13\n7 B 3 19\n8 B 4 20\n9 B 5 26\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Mo\u017cemy u\u017cy\u0107 poni\u017cszego kodu, aby obliczy\u0107 3-dniow\u0105 \u015bredni\u0105 krocz\u0105c\u0105 sprzeda\u017cy dla ka\u017cdego sklepu:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#calculate 3-day moving average of sales by store<\/span>\ndf[' <span style=\"color: #ff0000;\">ma<\/span> '] = df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">store<\/span> ')[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">transform<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: <span style=\"color: #3366ff;\">x.rolling<\/span> (3,1) <span style=\"color: #3366ff;\">.mean<\/span> ())\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span>df\n\n        store period sales ma\n0 A 1 7 7.000000\n1 to 2 7 7.000000\n2 A 3 9 7.666667\n3 A 4 13 9.666667\n4 A 5 14 12.000000\n5 B 1 13 13.000000\n6 B 2 13 13.000000\n7 B 3 19 15.000000\n8 B 4 20 17.333333\n9 B 5 26 21.666667\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Uwaga<\/strong> : x.rolling(3, 1) oznacza obliczenie \u015bredniej krocz\u0105cej z <strong>3<\/strong> okres\u00f3w i wymaganie <strong>1<\/strong> jako minimalnej liczby okres\u00f3w.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Kolumna \u201emy\u201d wy\u015bwietla 3-dniow\u0105 \u015bredni\u0105 ruchom\u0105 sprzeda\u017cy dla ka\u017cdego sklepu.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Aby obliczy\u0107 inn\u0105 \u015bredni\u0105 ruchom\u0105, wystarczy zmieni\u0107 warto\u015b\u0107 w funkcji <strong>Rolling()<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Zamiast tego mogliby\u015bmy na przyk\u0142ad obliczy\u0107 dwudniow\u0105 \u015bredni\u0105 ruchom\u0105 sprzeda\u017cy dla ka\u017cdego sklepu:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#calculate 2-day moving average of sales by store\n<\/span>df[' <span style=\"color: #ff0000;\">ma<\/span> '] = df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">store<\/span> ')[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">transform<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: <span style=\"color: #3366ff;\">x.rolling<\/span> (2,1) <span style=\"color: #3366ff;\">.mean<\/span> ())\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span>df\n\n        store period sales ma\n0 to 1 7 7.0\n1 to 2 7 7.0\n2 to 3 9 8.0\n3 A 4 13 11.0\n4 to 5 14 13.5\n5 B 1 13 13.0\n6 B 2 13 13.0\n7 B 3 19 16.0\n8 B 4 20 19.5\n9 B 5 26 23.0\n<\/span><\/span><\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Dodatkowe zasoby<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Poni\u017csze samouczki wyja\u015bniaj\u0105, jak wykonywa\u0107 inne typowe operacje na pandach:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pl\/suma-grupowa-pand\/\" target=\"_blank\" rel=\"noopener\">Jak wykona\u0107 sum\u0119 GroupBy w Pandach<\/a><br \/><a href=\"https:\/\/statorials.org\/pl\/liczba-grup-pand-jest-wyjatkowa\/\" target=\"_blank\" rel=\"noopener\">Jak liczy\u0107 unikalne warto\u015bci za pomoc\u0105 GroupBy w Pandach<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/grupowanie-pand-wed\u0142ug-dzia\u0142ki\/\" target=\"_blank\" rel=\"noopener\">Jak korzysta\u0107 z Groupby i Plot w Pandach<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Aby obliczy\u0107 grupow\u0105 \u015bredni\u0105 ruchom\u0105 dla pand, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni: #calculate 3-period moving average of 'values&#8217; by 'group&#8217; df. groupby (&#8217; group &#8217;)[&#8217; values &#8217;]. transform ( lambda x: x.rolling (3,1) .mean ()) Poni\u017cszy przyk\u0142ad pokazuje, jak zastosowa\u0107 t\u0119 sk\u0142adni\u0119 w praktyce. Przyk\u0142ad: oblicz \u015bredni\u0105 ruchom\u0105 wed\u0142ug grupy w Pandach Za\u0142\u00f3\u017cmy, \u017ce mamy [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-2579","post","type-post","status-publish","format-standard","hentry","category-przewodnik"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Pandy: Jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 wed\u0142ug grupy - Statorials<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 grupy w ramce DataFrame pandy, na przyk\u0142adzie.\" \/>\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\/pl\/srednia-ruchoma-pand-wedlug-grup\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandy: Jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 wed\u0142ug grupy - Statorials\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 grupy w ramce DataFrame pandy, na przyk\u0142adzie.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/srednia-ruchoma-pand-wedlug-grup\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-21T15:39:14+00:00\" \/>\n<meta name=\"author\" content=\"Benjamin Anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Napisane przez\" \/>\n\t<meta name=\"twitter:data1\" content=\"Benjamin Anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Szacowany czas czytania\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minuty\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pl\/srednia-ruchoma-pand-wedlug-grup\/\",\"url\":\"https:\/\/statorials.org\/pl\/srednia-ruchoma-pand-wedlug-grup\/\",\"name\":\"Pandy: Jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 wed\u0142ug grupy - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-21T15:39:14+00:00\",\"dateModified\":\"2023-07-21T15:39:14+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 grupy w ramce DataFrame pandy, na przyk\u0142adzie.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/srednia-ruchoma-pand-wedlug-grup\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/srednia-ruchoma-pand-wedlug-grup\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/srednia-ruchoma-pand-wedlug-grup\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandy: jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 na grup\u0119\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/pl\/#website\",\"url\":\"https:\/\/statorials.org\/pl\/\",\"name\":\"Statorials\",\"description\":\"Tw\u00f3j przewodnik po kompetencjach statystycznych!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/pl\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"pl-PL\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\",\"name\":\"Benjamin Anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pl-PL\",\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/pl\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/pl\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg\",\"caption\":\"Benjamin Anderson\"},\"description\":\"Cze\u015b\u0107, jestem Benjamin i jestem emerytowanym profesorem statystyki, kt\u00f3ry zosta\u0142 oddanym nauczycielem Statorials. 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