{"id":2570,"date":"2023-07-21T16:37:26","date_gmt":"2023-07-21T16:37:26","guid":{"rendered":"https:\/\/statorials.org\/pl\/skumulowany-procent-pand\/"},"modified":"2023-07-21T16:37:26","modified_gmt":"2023-07-21T16:37:26","slug":"skumulowany-procent-pand","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/skumulowany-procent-pand\/","title":{"rendered":"Jak obliczy\u0107 skumulowany procent w pandach"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni, aby obliczy\u0107 skumulowany procent warto\u015bci w kolumnie pandy DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate cumulative sum of column\n<\/span>df[' <span style=\"color: #ff0000;\">cum_sum<\/span> '] = df[' <span style=\"color: #ff0000;\">col1<\/span> ']. <span style=\"color: #3366ff;\">cumsum<\/span> ()\n\n<span style=\"color: #008080;\">#calculate cumulative percentage of column (rounded to 2 decimal places)\n<\/span>df[' <span style=\"color: #ff0000;\">cum_percent<\/span> '] = round( <span style=\"color: #008000;\">100<\/span> *df. <span style=\"color: #3366ff;\">cum_sum<\/span> \/df[' <span style=\"color: #ff0000;\">col1<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> (), <span style=\"color: #008000;\">2<\/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 skumulowany odsetek pand<\/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 liczb\u0119 jednostek sprzedawanych przez firm\u0119 w kolejnych latach:<\/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 style=\"color: #000000;\">df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">year<\/span> ': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n                   ' <span style=\"color: #ff0000;\">units_sold<\/span> ': [60, 75, 77, 87, 104, 134, 120, 125, 140, 150]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   year units_sold\n0 1 60\n1 2 75\n2 3 77\n3 4 87\n4 5 104\n5 6 134\n6 7 120\n7 8 125\n8 9 140\n9 10 150\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Nast\u0119pnie mo\u017cemy u\u017cy\u0107 poni\u017cszego kodu, aby doda\u0107 kolumn\u0119 wy\u015bwietlaj\u0105c\u0105 skumulowan\u0105 liczb\u0119 sprzedanych jednostek i skumulowany procent sprzedanych jednostek:<\/span><\/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 cumulative sum of units sold\n<\/span>df[' <span style=\"color: #ff0000;\">cum_sum<\/span> '] = df[' <span style=\"color: #ff0000;\">units_sold<\/span> ']. <span style=\"color: #3366ff;\">cumsum<\/span> ()\n\n<span style=\"color: #008080;\">#calculate cumulative percentage of units sold\n<\/span>df[' <span style=\"color: #ff0000;\">cum_percent<\/span> '] = round( <span style=\"color: #008000;\">100<\/span> *df. <span style=\"color: #3366ff;\">cum_sum<\/span> \/df[' <span style=\"color: #ff0000;\">units_sold<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> (), <span style=\"color: #008000;\">2<\/span> )\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   year units_sold cum_sum cum_percent\n0 1 60 60 5.60\n1 2 75 135 12.59\n2 3 77 212 19.78\n3 4 87 299 27.89\n4 5 104 403 37.59\n5 6 134 537 50.09\n6 7 120 657 61.29\n7 8 125 782 72.95\n8 9 140 922 86.01\n9 10 150 1072 100.00\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Skumulowane warto\u015bci procentowe interpretujemy w nast\u0119puj\u0105cy spos\u00f3b:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">W pierwszym roku zrealizowano <strong>5,60%<\/strong> ca\u0142ej sprzeda\u017cy.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0141\u0105cznie w latach 1 i 2 zrealizowano <strong>12,59<\/strong> ca\u0142kowitej sprzeda\u017cy.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0141\u0105cznie w latach 1, 2 i 3 zrealizowano <strong>19,78%<\/strong> ca\u0142ej sprzeda\u017cy.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">I tak dalej.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Pami\u0119taj, \u017ce mo\u017cesz po prostu zmieni\u0107 warto\u015b\u0107 w funkcji <strong>round(),<\/strong> aby zmieni\u0107 tak\u017ce liczb\u0119 wy\u015bwietlanych miejsc dziesi\u0119tnych.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Na przyk\u0142ad mo\u017cemy zamiast tego zaokr\u0105gli\u0107 skumulowany procent do zera miejsc po przecinku:<\/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 cumulative sum of units sold\n<\/span>df[' <span style=\"color: #ff0000;\">cum_sum<\/span> '] = df[' <span style=\"color: #ff0000;\">units_sold<\/span> ']. <span style=\"color: #3366ff;\">cumsum<\/span> ()\n\n<span style=\"color: #008080;\">#calculate cumulative percentage of units sold\n<\/span>df[' <span style=\"color: #ff0000;\">cum_percent<\/span> '] = round( <span style=\"color: #008000;\">100<\/span> *df. <span style=\"color: #3366ff;\">cum_sum<\/span> \/df[' <span style=\"color: #ff0000;\">units_sold<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> (), <span style=\"color: #008000;\">0<\/span> )\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   year units_sold cum_sum cum_percent\n0 1 60 60 6.0\n1 2 75 135 13.0\n2 3 77 212 20.0\n3 4 87 299 28.0\n4 5 104 403 38.0\n5 6 134 537 50.0\n6 7 120 657 61.0\n7 8 125 782 73.0\n8 9 140 922 86.0\n9 10 150 1072 100.0<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Skumulowane warto\u015bci procentowe s\u0105 teraz zaokr\u0105glane do zera miejsc po przecinku.<\/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 operacje w Pythonie:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pl\/tabele-czestotliwosci-pythona\/\" target=\"_blank\" rel=\"noopener\">Jak tworzy\u0107 tabele cz\u0119sto\u015bci w Pythonie<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/python-o-czestotliwosci-wzglednej\/\" target=\"_blank\" rel=\"noopener\">Jak obliczy\u0107 cz\u0119stotliwo\u015b\u0107 wzgl\u0119dn\u0105 w Pythonie<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni, aby obliczy\u0107 skumulowany procent warto\u015bci w kolumnie pandy DataFrame: #calculate cumulative sum of column df[&#8217; cum_sum &#8217;] = df[&#8217; col1 &#8217;]. cumsum () #calculate cumulative percentage of column (rounded to 2 decimal places) df[&#8217; cum_percent &#8217;] = round( 100 *df. cum_sum \/df[&#8217; col1 &#8217;]. sum (), 2 ) Poni\u017cszy przyk\u0142ad [&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-2570","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 skumulowany procent w pandach \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, wraz z przyk\u0142adami, jak obliczy\u0107 skumulowany procent kolumny w pandach.\" \/>\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\/skumulowany-procent-pand\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jak obliczy\u0107 skumulowany procent w pandach \u2013 Statorials\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, wraz z przyk\u0142adami, jak obliczy\u0107 skumulowany procent kolumny w pandach.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/skumulowany-procent-pand\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-21T16:37:26+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\/skumulowany-procent-pand\/\",\"url\":\"https:\/\/statorials.org\/pl\/skumulowany-procent-pand\/\",\"name\":\"Jak obliczy\u0107 skumulowany procent w pandach \u2013 Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-21T16:37:26+00:00\",\"dateModified\":\"2023-07-21T16:37:26+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, wraz z przyk\u0142adami, jak obliczy\u0107 skumulowany procent kolumny w pandach.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/skumulowany-procent-pand\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/skumulowany-procent-pand\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/skumulowany-procent-pand\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Jak obliczy\u0107 skumulowany procent 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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