{"id":2348,"date":"2023-07-22T16:05:32","date_gmt":"2023-07-22T16:05:32","guid":{"rendered":"https:\/\/statorials.org\/pl\/wykres-pareto-w-pythonie\/"},"modified":"2023-07-22T16:05:32","modified_gmt":"2023-07-22T16:05:32","slug":"wykres-pareto-w-pythonie","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/wykres-pareto-w-pythonie\/","title":{"rendered":"Jak utworzy\u0107 wykres pareto w pythonie (krok po kroku)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Wykres Pareto<\/strong> to rodzaj wykresu przedstawiaj\u0105cy uporz\u0105dkowan\u0105 cz\u0119sto\u015b\u0107 kategorii, a tak\u017ce skumulowan\u0105 cz\u0119sto\u015b\u0107 kategorii.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-21324\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pareto_chart1.png\" alt=\"Wykres Pareto w Pythonie\" width=\"536\" height=\"374\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">W tym samouczku przedstawiono krok po kroku przyk\u0142ad tworzenia wykresu Pareto w j\u0119zyku Python.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Krok 1: Utw\u00f3rz dane<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Za\u0142\u00f3\u017cmy, \u017ce przeprowadzamy ankiet\u0119, w kt\u00f3rej prosimy 350 r\u00f3\u017cnych os\u00f3b o wskazanie ich ulubionej marki p\u0142atk\u00f3w \u015bniadaniowych spo\u015br\u00f3d marek A, B, C, D i E.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Mo\u017cemy utworzy\u0107 nast\u0119puj\u0105c\u0105 pand\u0119 DataFrame do przechowywania wynik\u00f3w ankiety:<\/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;\">count<\/span> ': [97, 140, 58, 6, 17, 32]})\ndf. <span style=\"color: #3366ff;\">index<\/span> = ['B', 'A', 'C', 'F', 'E', 'D']\n\n<span style=\"color: #008080;\">#sort DataFrame by count descending\n<\/span>df = df. <span style=\"color: #3366ff;\">sort_values<\/span> (by=' <span style=\"color: #ff0000;\">count<\/span> ', ascending= <span style=\"color: #008000;\">False<\/span> )\n\n<span style=\"color: #008080;\">#add column to display cumulative percentage\n<\/span>df[' <span style=\"color: #ff0000;\">cumperc<\/span> '] = df[' <span style=\"color: #ff0000;\">count<\/span> ']. <span style=\"color: #3366ff;\">cumsum<\/span> ()\/df[' <span style=\"color: #ff0000;\">count<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> ()*100\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span>df\n\n\tcount cumperc\nAt 140 40.000000\nB 97 67.714286\nC 58 84.285714\nD 32 93.428571\nE 17 98.285714\nF 6 100.000000<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Krok 2: Utw\u00f3rz wykres Pareto<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Do utworzenia wykresu Pareto mo\u017cemy u\u017cy\u0107 nast\u0119puj\u0105cego kodu:<\/span><\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n<span style=\"color: #008000;\">from<\/span> matplotlib. <span style=\"color: #3366ff;\">ticker<\/span> <span style=\"color: #008000;\">import<\/span> PercentFormatter\n\n<span style=\"color: #008080;\">#define aesthetics for plot\n<\/span>color1 = ' <span style=\"color: #ff0000;\">steelblue<\/span> '\ncolor2 = ' <span style=\"color: #ff0000;\">red<\/span> '\nline_size = 4\n\n<span style=\"color: #008080;\">#create basic bar plot\n<\/span>fig, ax = plt. <span style=\"color: #3366ff;\">subplots<\/span> ()\nax. <span style=\"color: #3366ff;\">bar<\/span> (df. <span style=\"color: #3366ff;\">index<\/span> , df[' <span style=\"color: #ff0000;\">count<\/span> '], color=color1)\n\n<span style=\"color: #008080;\">#add cumulative percentage line to plot\n<\/span>ax2 = ax. <span style=\"color: #3366ff;\">twinx<\/span> ()\nax2. <span style=\"color: #3366ff;\">plot<\/span> ( <span style=\"color: #3366ff;\">df.index<\/span> , df[' <span style=\"color: #ff0000;\">cumperc<\/span> '], color=color2, marker=\" <span style=\"color: #ff0000;\">D<\/span> \", ms=line_size)\nax2. <span style=\"color: #3366ff;\">yaxis<\/span> . <span style=\"color: #3366ff;\">set_major_formatter<\/span> (PercentFormatter())\n\n<span style=\"color: #008080;\">#specify axis colors\n<\/span>ax. <span style=\"color: #3366ff;\">tick_params<\/span> (axis=' <span style=\"color: #ff0000;\">y<\/span> ', colors=color1)\nax2. <span style=\"color: #3366ff;\">tick_params<\/span> (axis=' <span style=\"color: #ff0000;\">y<\/span> ', colors=color2)<\/span>\n\n#display Pareto chart\n<span style=\"color: #000000;\">plt. <span style=\"color: #3366ff;\">show<\/span> ()\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-21324\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pareto_chart1.png\" alt=\"Wykres Pareto w Pythonie\" width=\"536\" height=\"374\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">O\u015b X wy\u015bwietla r\u00f3\u017cne marki w kolejno\u015bci od najwy\u017cszej do najni\u017cszej cz\u0119stotliwo\u015bci.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Lewa o\u015b Y pokazuje cz\u0119stotliwo\u015b\u0107 wyst\u0119powania ka\u017cdej marki, a prawa o\u015b Y pokazuje skumulowan\u0105 cz\u0119stotliwo\u015b\u0107 wyst\u0119powania marek.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Na przyk\u0142ad mo\u017cemy zobaczy\u0107:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Marka A reprezentuje oko\u0142o 40% wszystkich odpowiedzi w ankiecie.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Marki A i B reprezentuj\u0105 oko\u0142o 70% wszystkich odpowiedzi w ankiecie.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Marki A, B i C reprezentuj\u0105 oko\u0142o 85% wszystkich odpowiedzi w ankiecie.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">I tak dalej.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Krok 3: Dostosuj wykres Pareto (opcjonalnie)<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Mo\u017cesz zmieni\u0107 kolory s\u0142upk\u00f3w i rozmiar linii skumulowanych warto\u015bci procentowych, aby wykres Pareto wygl\u0105da\u0142 tak, jak chcesz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Na przyk\u0142ad mogliby\u015bmy zmieni\u0107 paski na r\u00f3\u017cowe, a lini\u0119 na fioletow\u0105 i nieco grubsz\u0105:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n<span style=\"color: #008000;\">from<\/span> matplotlib. <span style=\"color: #3366ff;\">ticker<\/span> <span style=\"color: #008000;\">import<\/span> PercentFormatter\n\n<span style=\"color: #008080;\">#define aesthetics for plot\n<\/span>color1 = ' <span style=\"color: #ff0000;\">pink<\/span> '\ncolor2 = '<\/span> <span><span style=\"color: #ff0000;\">purple<\/span> <span style=\"color: #000000;\">'\nline_size = 6\n\n<span style=\"color: #008080;\">#create basic bar plot\n<\/span>fig, ax = plt.<\/span> <span style=\"color: #3366ff;\">subplots<\/span> <span style=\"color: #000000;\">()\nax.<\/span> <span style=\"color: #3366ff;\">bar<\/span> <span style=\"color: #000000;\">(df.<\/span> <span style=\"color: #3366ff;\">index<\/span> <span style=\"color: #000000;\">, df['<\/span> <span style=\"color: #ff0000;\">count<\/span> <span style=\"color: #000000;\">'], color=color1)\n\n<span style=\"color: #008080;\">#add cumulative percentage line to plot\n<\/span>ax2 = ax.<\/span> <span style=\"color: #3366ff;\">twinx<\/span> <span style=\"color: #000000;\">()\nax2.<\/span> <span style=\"color: #3366ff;\">plot<\/span> <span style=\"color: #000000;\">(df.index<\/span> <span style=\"color: #000000;\">, df['<\/span> <span style=\"color: #ff0000;\">cumperc<\/span> <span style=\"color: #000000;\">'], color=color2, marker=\"<\/span> <span style=\"color: #ff0000;\">D<\/span> <span style=\"color: #000000;\">\", ms=line_size<\/span> <span style=\"color: #3366ff;\">)<\/span><span style=\"color: #000000;\">\nax2.<\/span> <span style=\"color: #3366ff;\">yaxis<\/span> <span style=\"color: #000000;\">.<\/span> <span style=\"color: #3366ff;\">set_major_formatter<\/span> <span style=\"color: #000000;\">(PercentFormatter())\n\n<span style=\"color: #008080;\">#specify axis colors\n<\/span>ax.<\/span> <span style=\"color: #3366ff;\">tick_params<\/span> <span style=\"color: #000000;\">(axis='<\/span> <span style=\"color: #ff0000;\">y<\/span> <span style=\"color: #000000;\">', colors=color1)\nax2.<\/span> <span style=\"color: #3366ff;\">tick_params<\/span> <span style=\"color: #000000;\">(axis='<\/span> <span style=\"color: #ff0000;\">y<\/span> <span style=\"color: #000000;\">', colors=color2)<\/span><\/span><span style=\"color: #008080;\">\n\n#display Pareto chart\n<\/span><span style=\"color: #000000;\">plt. <span style=\"color: #3366ff;\">show<\/span> ()<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-21325 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pareto_chart2.png\" alt=\"\" width=\"535\" height=\"372\" srcset=\"\" sizes=\"auto, \"><\/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 tworzy\u0107 inne popularne wizualizacje w Pythonie:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pl\/pyton-z-krzywa-dzwonowa\/\" target=\"_blank\" rel=\"noopener\">Jak utworzy\u0107 krzyw\u0105 dzwonow\u0105 w Pythonie<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/g\u0142owica-pythona\/\" target=\"_blank\" rel=\"noopener\">Jak utworzy\u0107 wykres ostro\u0142ukowy w Pythonie<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/pyton-\u0142odygowy-i-lisciowy\/\" target=\"_blank\" rel=\"noopener\">Jak utworzy\u0107 wykres \u0142odygi i li\u015bci w Pythonie<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Wykres Pareto to rodzaj wykresu przedstawiaj\u0105cy uporz\u0105dkowan\u0105 cz\u0119sto\u015b\u0107 kategorii, a tak\u017ce skumulowan\u0105 cz\u0119sto\u015b\u0107 kategorii. W tym samouczku przedstawiono krok po kroku przyk\u0142ad tworzenia wykresu Pareto w j\u0119zyku Python. Krok 1: Utw\u00f3rz dane Za\u0142\u00f3\u017cmy, \u017ce przeprowadzamy ankiet\u0119, w kt\u00f3rej prosimy 350 r\u00f3\u017cnych os\u00f3b o wskazanie ich ulubionej marki p\u0142atk\u00f3w \u015bniadaniowych spo\u015br\u00f3d marek A, B, C, D [&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-2348","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 utworzy\u0107 wykres Pareto w Pythonie (krok po kroku) - Statologia<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, jak utworzy\u0107 wykres Pareto w j\u0119zyku Python, na przyk\u0142adzie krok po kroku.\" \/>\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\/wykres-pareto-w-pythonie\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jak utworzy\u0107 wykres Pareto w Pythonie (krok po kroku) - Statologia\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, jak utworzy\u0107 wykres Pareto w j\u0119zyku Python, na przyk\u0142adzie krok po kroku.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/wykres-pareto-w-pythonie\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-22T16:05:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pareto_chart1.png\" \/>\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=\"3 minuty\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pl\/wykres-pareto-w-pythonie\/\",\"url\":\"https:\/\/statorials.org\/pl\/wykres-pareto-w-pythonie\/\",\"name\":\"Jak utworzy\u0107 wykres Pareto w Pythonie (krok po kroku) - Statologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-22T16:05:32+00:00\",\"dateModified\":\"2023-07-22T16:05:32+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, jak utworzy\u0107 wykres Pareto w j\u0119zyku Python, na przyk\u0142adzie krok po kroku.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/wykres-pareto-w-pythonie\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/wykres-pareto-w-pythonie\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/wykres-pareto-w-pythonie\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Jak utworzy\u0107 wykres pareto w pythonie (krok po kroku)\"}]},{\"@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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