{"id":2829,"date":"2023-07-20T12:20:35","date_gmt":"2023-07-20T12:20:35","guid":{"rendered":"https:\/\/statorials.org\/pl\/pandy-odwroc-cumsum\/"},"modified":"2023-07-20T12:20:35","modified_gmt":"2023-07-20T12:20:35","slug":"pandy-odwroc-cumsum","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/pandy-odwroc-cumsum\/","title":{"rendered":"Jak obliczy\u0107 odwrotn\u0105 sum\u0119 skumulowan\u0105 w pandach"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Funkcji <a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.DataFrame.cumsum.html\" target=\"_blank\" rel=\"noopener\">cumsum()<\/a> mo\u017cna u\u017cy\u0107 do obliczenia skumulowanej sumy warto\u015bci w kolumnie pandy DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Aby obliczy\u0107 <strong>odwrotn\u0105 skumulowan\u0105 sum\u0119<\/strong> warto\u015bci w kolumnie, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej sk\u0142adni:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df[' <span style=\"color: #ff0000;\">cumsum_reverse<\/span> '] = df. <span style=\"color: #3366ff;\">loc<\/span> [:: <span style=\"color: #008000;\">-1<\/span> , ' <span style=\"color: #ff0000;\">my_column<\/span> ']. <span style=\"color: #3366ff;\">cumsum<\/span> ()[:: <span style=\"color: #008000;\">-1<\/span> ]<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Ta konkretna sk\u0142adnia dodaje now\u0105 kolumn\u0119 o nazwie <strong>cumsum_reverse<\/strong> do pandy DataFrame, kt\u00f3ra wy\u015bwietla odwrotn\u0105 skumulowan\u0105 sum\u0119 warto\u015bci w kolumnie oznaczonej <strong>my_column<\/strong> .<\/span><\/p>\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 odwrotn\u0105 sum\u0119 skumulowan\u0105 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 sklep przez 10 kolejnych dni:<\/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\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">day<\/span> ': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [3, 6, 0, 2, 4, 1, 0, 1, 4, 7]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span>df\n\n      day sales\n0 1 3\n1 2 6\n2 3 0\n3 4 2\n4 5 4\n5 6 1\n6 7 0\n7 8 1\n8 9 4\n9 10 7\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Mo\u017cemy u\u017cy\u0107 nast\u0119puj\u0105cej sk\u0142adni, aby obliczy\u0107 <strong>odwrotn\u0105 sum\u0119 bie\u017c\u0105c\u0105<\/strong> kolumny sprzeda\u017cy:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#add new column that shows reverse cumulative sum of sales\n<span style=\"color: #000000;\">df[' <span style=\"color: #ff0000;\">cumsum_reverse_sales<\/span> '] = df. <span style=\"color: #3366ff;\">loc<\/span> [:: <span style=\"color: #008000;\">-1<\/span> , ' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">cumsum<\/span> ()[:: <span style=\"color: #008000;\">-1<\/span> ]\n<\/span>\n#view updated DataFrame\n<span style=\"color: #000000;\">df\n<\/span>\n<span style=\"color: #000000;\">day sales cumsum_reverse_sales\n0 1 3 28\n1 2 6 25\n2 3 0 19\n3 4 2 19\n4 5 4 17\n5 6 1 13\n6 7 0 12\n7 8 1 12\n8 9 4 11\n9 10 7 7<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Nowa kolumna zatytu\u0142owana <strong>cumsum_reverse_sales<\/strong> wy\u015bwietla skumulowan\u0105 sprzeda\u017c <em>z ostatniego wiersza<\/em> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Oto jak zinterpretowaliby\u015bmy warto\u015bci w kolumnie <strong>cumsum_reverse_sales<\/strong> :<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Skumulowana suma sprzeda\u017cy w dniu 10 wynosi <strong>7<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Skumulowana suma sprzeda\u017cy w dniu 10. i 9. wynosi <strong>11<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Skumulowana suma sprzeda\u017cy w dniu 10, 9 i 8 wynosi <strong>12<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Skumulowana suma sprzeda\u017cy w dniu 10, dniu 9, dniu 8 i dniu 7 wynosi <strong>12<\/strong> .<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">I tak dalej.<\/span><\/p>\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 zadania w pandach:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pl\/kolumny-sumy-specyficzne-dla-pand\/\" target=\"_blank\" rel=\"noopener\">Jak sumowa\u0107 okre\u015blone kolumny w Pandach<\/a><br \/> <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\/kolumna-sumy-pand-z-warunkiem\/\" target=\"_blank\" rel=\"noopener\">Jak sumowa\u0107 kolumny na podstawie warunku w Pandach<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Funkcji cumsum() mo\u017cna u\u017cy\u0107 do obliczenia skumulowanej sumy warto\u015bci w kolumnie pandy DataFrame. Aby obliczy\u0107 odwrotn\u0105 skumulowan\u0105 sum\u0119 warto\u015bci w kolumnie, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej sk\u0142adni: df[&#8217; cumsum_reverse &#8217;] = df. loc [:: -1 , &#8217; my_column &#8217;]. cumsum ()[:: -1 ] Ta konkretna sk\u0142adnia dodaje now\u0105 kolumn\u0119 o nazwie cumsum_reverse do pandy DataFrame, kt\u00f3ra wy\u015bwietla [&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-2829","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>Jak obliczy\u0107 odwrotn\u0105 sum\u0119 skumulowan\u0105 w pandach \u2013 statystyka<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, jak obliczy\u0107 odwrotn\u0105 skumulowan\u0105 sum\u0119 kolumny 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\/pandy-odwroc-cumsum\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jak obliczy\u0107 odwrotn\u0105 sum\u0119 skumulowan\u0105 w pandach \u2013 statystyka\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, jak obliczy\u0107 odwrotn\u0105 skumulowan\u0105 sum\u0119 kolumny w ramce DataFrame pandy, na przyk\u0142adzie.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/pandy-odwroc-cumsum\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-20T12:20:35+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=\"1 minuta\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pl\/pandy-odwroc-cumsum\/\",\"url\":\"https:\/\/statorials.org\/pl\/pandy-odwroc-cumsum\/\",\"name\":\"Jak obliczy\u0107 odwrotn\u0105 sum\u0119 skumulowan\u0105 w pandach \u2013 statystyka\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-20T12:20:35+00:00\",\"dateModified\":\"2023-07-20T12:20:35+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, jak obliczy\u0107 odwrotn\u0105 skumulowan\u0105 sum\u0119 kolumny w ramce DataFrame pandy, na przyk\u0142adzie.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/pandy-odwroc-cumsum\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/pandy-odwroc-cumsum\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/pandy-odwroc-cumsum\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Jak obliczy\u0107 odwrotn\u0105 sum\u0119 skumulowan\u0105 w pandach\"}]},{\"@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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