{"id":2923,"date":"2023-07-20T01:55:54","date_gmt":"2023-07-20T01:55:54","guid":{"rendered":"https:\/\/statorials.org\/pl\/wykres-slupkowy-grupowania-pand\/"},"modified":"2023-07-20T01:55:54","modified_gmt":"2023-07-20T01:55:54","slug":"wykres-slupkowy-grupowania-pand","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/wykres-slupkowy-grupowania-pand\/","title":{"rendered":"Pandy: jak utworzy\u0107 wykres s\u0142upkowy z groupby"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej sk\u0142adni, aby utworzy\u0107 wykres s\u0142upkowy na podstawie funkcji GroupBy w pandach:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate sum of values by group<\/span>\ndf_groups = df. <span style=\"color: #3366ff;\">groupby<\/span> ([' <span style=\"color: #ff0000;\">group_var<\/span> '])[' <span style=\"color: #ff0000;\">values_var<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> ()\n\n<span style=\"color: #008080;\">#create bar plot by group<\/span>\ndf_groups. <span style=\"color: #3366ff;\">plot<\/span> (kind=' <span style=\"color: #ff0000;\">bar<\/span> ')<\/strong>\n<\/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<h2> <span style=\"color: #000000;\"><strong>Przyk\u0142ad: utw\u00f3rz wykres s\u0142upkowy z GroupBy w Pandach<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Za\u0142\u00f3\u017cmy, \u017ce mamy nast\u0119puj\u0105c\u0105 ramk\u0119 danych pand, kt\u00f3ra pokazuje punkty zdobyte przez koszykarzy z r\u00f3\u017cnych dru\u017cyn:<\/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> 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;\">team<\/span> ': ['A', 'A', 'A', 'A', 'A',\n                            'B', 'B', 'B', 'B', 'B',\n                            'C', 'C', 'C', 'C', 'C'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [12, 29, 34, 14, 10, 11, 7, 36,\n                              34, 22, 41, 40, 45, 36, 38]})\n\n<span style=\"color: #008080;\">#view first five rows of DataFrame\n<\/span>df. <span style=\"color: #3366ff;\">head<\/span> ()\n\n\tteam points\n0 to 12\n1 to 29\n2 to 34\n3 to 14\n4 to 10<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Mo\u017cemy u\u017cy\u0107 nast\u0119puj\u0105cej sk\u0142adni, aby obliczy\u0107 sum\u0119 punkt\u00f3w zdobytych przez ka\u017cd\u0105 dru\u017cyn\u0119 i utworzy\u0107 wykres s\u0142upkowy w celu wizualizacji sumy ka\u017cdej dru\u017cyny:<\/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<\/span>\n\n#calculate sum of points for each team\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> ')[' <span style=\"color: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> ()\n\n<\/span>#create bar plot by group\n<span style=\"color: #000000;\">df_groups. <span style=\"color: #3366ff;\">plot<\/span> (kind=' <span style=\"color: #ff0000;\">bar<\/span> ')\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-25431 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/groupby_bar1.jpg\" alt=\"\" width=\"387\" height=\"264\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">O\u015b x pokazuje nazw\u0119 ka\u017cdej dru\u017cyny, a o\u015b y przedstawia sum\u0119 punkt\u00f3w zdobytych przez ka\u017cd\u0105 dru\u017cyn\u0119.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Mo\u017cemy r\u00f3wnie\u017c u\u017cy\u0107 poni\u017cszego kodu, aby nieco ulepszy\u0107 fabu\u0142\u0119:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #008080;\"><strong><span style=\"font-size: 15px; color: #008000;\">import<\/span> <span style=\"font-size: 15px; color: #000000;\">matplotlib.<\/span> <span style=\"font-size: 15px; color: #3366ff;\">pyplot<\/span> <span style=\"font-size: 15px; color: #008000;\">as<\/span> <span style=\"font-size: 15px; color: #000000;\">plt\n\n<\/span><span style=\"font-size: 15px; color: #008080;\">#calculate sum of points for each team\n<\/span><span style=\"font-size: 15px; color: #000000;\">df_groups = df.<\/span> <span style=\"font-size: 15px; color: #3366ff;\">groupby<\/span> <span style=\"font-size: 15px; color: #000000;\">(['<\/span> <span style=\"font-size: 15px; color: #ff0000;\">team<\/span> <span style=\"font-size: 15px; color: #000000;\">'])['<\/span> <span style=\"font-size: 15px; color: #ff0000;\">points<\/span> <span style=\"font-size: 15px; color: #000000;\">'].<\/span> <span style=\"font-size: 15px; color: #3366ff;\">sum<\/span> <span style=\"font-size: 15px; color: #000000;\">()\n\n<\/span><span style=\"font-size: 15px; color: #008080;\">#create bar plot with custom<\/span> <span style=\"color: #008080;\"><span style=\"font-size: 15px;\">aesthetics<\/span><\/span>\n<span style=\"font-size: 15px; color: #000000;\">df_groups.<\/span> <span style=\"font-size: 15px; color: #3366ff;\">plot<\/span> <span style=\"font-size: 15px; color: #000000;\">(kind='<\/span> <span style=\"font-size: 15px; color: #ff0000;\">bar<\/span> <span style=\"font-size: 15px; color: #000000;\">', title='<\/span> <span style=\"font-size: 15px; color: #ff0000;\">Total Points by Team<\/span> <span style=\"font-size: 15px; color: #000000;\">',\n               ylabel='<\/span> <span style=\"font-size: 15px; color: #ff0000;\">Total Points<\/span> ' <span style=\"font-size: 15px; color: #008000;\">,<\/span> <span style=\"font-size: 15px; color: #000000;\">xlabel='<\/span> <span style=\"font-size: 15px; color: #ff0000;\">Team<\/span> <span style=\"font-size: 15px; color: #000000;\">', figsize=(<\/span> <span style=\"font-size: 15px; color: #008000;\">10,6<\/span> <span style=\"font-size: 15px; color: #000000;\">)<\/span> <span style=\"font-size: 15px; color: #000000;\">)<\/span><span style=\"font-size: 15px; color: #000000;\">\n\n<\/span><span style=\"font-size: 15px; color: #008080;\">#rotate x-axis ticks vertically\n<\/span><span style=\"font-size: 15px; color: #000000;\">plt.<\/span> <span style=\"font-size: 15px; color: #3366ff;\">xticks<\/span> <span style=\"font-size: 15px; color: #000000;\">(rotation=<\/span> <span style=\"font-size: 15px; color: #008000;\">0<\/span> <span style=\"font-size: 15px; color: #000000;\">)<\/span><\/strong><b>\n<\/b><\/span><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-25432\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/groupby_bar2.jpg\" alt=\"grupa pand na dzia\u0142ce s\u0142upk\u00f3w\" width=\"605\" height=\"375\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>Uwaga<\/strong> : pe\u0142n\u0105 dokumentacj\u0119 funkcji <strong>GroupBy<\/strong> znajdziesz <a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.DataFrame.groupby.html\" target=\"_blank\" rel=\"noopener\">tutaj<\/a> .<\/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 na pandach:<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/pl\/liczba-grup-pand-jest-wyjatkowa\/\" target=\"_blank\" rel=\"noopener\">Pandy: jak liczy\u0107 unikalne warto\u015bci wed\u0142ug grupy<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/tryb-grupowy-pand\/\" target=\"_blank\" rel=\"noopener\">Pandy: Jak obliczy\u0107 tryb wed\u0142ug grupy<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/korelacja-grupowa-pand\/\" target=\"_blank\" rel=\"noopener\">Pandy: jak obliczy\u0107 korelacj\u0119 wed\u0142ug grup<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej sk\u0142adni, aby utworzy\u0107 wykres s\u0142upkowy na podstawie funkcji GroupBy w pandach: #calculate sum of values by group df_groups = df. groupby ([&#8217; group_var &#8217;])[&#8217; values_var &#8217;]. sum () #create bar plot by group df_groups. plot (kind=&#8217; bar &#8217;) Poni\u017cszy przyk\u0142ad pokazuje, jak zastosowa\u0107 t\u0119 sk\u0142adni\u0119 w praktyce. Przyk\u0142ad: utw\u00f3rz wykres s\u0142upkowy z [&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-2923","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 utworzy\u0107 wykres s\u0142upkowy z GroupBy \u2013 Statologia<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, na przyk\u0142adzie, jak utworzy\u0107 wykres s\u0142upkowy na podstawie funkcji Pandas GroupBy.\" \/>\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-slupkowy-grupowania-pand\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandy: jak utworzy\u0107 wykres s\u0142upkowy z GroupBy \u2013 Statologia\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, na przyk\u0142adzie, jak utworzy\u0107 wykres s\u0142upkowy na podstawie funkcji Pandas GroupBy.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/wykres-slupkowy-grupowania-pand\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-20T01:55:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/groupby_bar1.jpg\" \/>\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\/wykres-slupkowy-grupowania-pand\/\",\"url\":\"https:\/\/statorials.org\/pl\/wykres-slupkowy-grupowania-pand\/\",\"name\":\"Pandy: jak utworzy\u0107 wykres s\u0142upkowy z GroupBy \u2013 Statologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-20T01:55:54+00:00\",\"dateModified\":\"2023-07-20T01:55:54+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, na przyk\u0142adzie, jak utworzy\u0107 wykres s\u0142upkowy na podstawie funkcji Pandas GroupBy.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/wykres-slupkowy-grupowania-pand\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/wykres-slupkowy-grupowania-pand\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/wykres-slupkowy-grupowania-pand\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandy: jak utworzy\u0107 wykres s\u0142upkowy z groupby\"}]},{\"@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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