{"id":3223,"date":"2023-07-18T14:35:49","date_gmt":"2023-07-18T14:35:49","guid":{"rendered":"https:\/\/statorials.org\/pl\/pandy-groupby-licza-z-warunkiem\/"},"modified":"2023-07-18T14:35:49","modified_gmt":"2023-07-18T14:35:49","slug":"pandy-groupby-licza-z-warunkiem","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/pandy-groupby-licza-z-warunkiem\/","title":{"rendered":"Pandy: jak korzysta\u0107 z groupby i liczy\u0107 warunkowo"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Aby wykona\u0107 grupowanie i zliczanie z warunkiem w ramce DataFrame pandy, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">var1<\/span> ')[' <span style=\"color: #ff0000;\">var2<\/span> ']. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x:(x==' <span style=\"color: #ff0000;\">val<\/span> '). <span style=\"color: #3366ff;\">sum<\/span> ()). <span style=\"color: #3366ff;\">reset_index<\/span> (name=' <span style=\"color: #ff0000;\">count<\/span> ')\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Ta konkretna sk\u0142adnia grupuje wiersze ramki DataFrame w oparciu o <strong>zmienn\u0105 1<\/strong> , a nast\u0119pnie zlicza liczb\u0119 wierszy, w kt\u00f3rych <strong>zmienna 2<\/strong> jest r\u00f3wna \u201eval\u201d.<\/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: Groupby i Count z warunkiem 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 zawiera informacje o r\u00f3\u017cnych koszykarzach:<\/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;\">team<\/span> ': ['A', 'A', 'A', 'A', 'B', 'B', 'B', 'B'],\n                   ' <span style=\"color: #ff0000;\">pos<\/span> ': ['Gu', 'Fo', 'Fo', 'Fo', 'Gu', 'Gu', 'Fo', 'Fo'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [18, 22, 19, 14, 14, 11, 20, 28]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team pos points\n0 A Gu 18\n1 A Fo 22\n2 A Fo 19\n3 A Fo 14\n4 B Gu 14\n5 B Gu 11\n6 B Fo 20\n7 B Fo 28<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje, jak pogrupowa\u0107 ramk\u0119 DataFrame wed\u0142ug zmiennej <strong>zespo\u0142u<\/strong> i policzy\u0107 liczb\u0119 wierszy, w kt\u00f3rych zmienna <strong>pos<\/strong> jest r\u00f3wna \u201eGu\u201d:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#groupby team and count number of 'pos' equal to 'Gu'\n<\/span>df_count = df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> ')[' <span style=\"color: #ff0000;\">pos<\/span> ']. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: (x==' <span style=\"color: #ff0000;\">Gu<\/span> '). <span style=\"color: #3366ff;\">sum<\/span> ()). <span style=\"color: #3366ff;\">reset_index<\/span> (name=' <span style=\"color: #ff0000;\">count<\/span> ')\n\n<span style=\"color: #008080;\">#view results\n<\/span><span style=\"color: #008000;\">print<\/span> (df_count)\n\n  team count\n0 to 1\n1 B 2\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Z wyniku mo\u017cemy zobaczy\u0107:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Zesp\u00f3\u0142 A ma <strong>1<\/strong> wiersz, w kt\u00f3rym kolumna poz jest r\u00f3wna \u201eGu\u201d<\/span><\/li>\n<li> <span style=\"color: #000000;\">Zesp\u00f3\u0142 B ma <strong>2<\/strong> wiersze, w kt\u00f3rych kolumna poz jest r\u00f3wna \u201eGu\u201d<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Mo\u017cemy u\u017cy\u0107 podobnej sk\u0142adni, aby wykona\u0107 grupowanie i zliczenie z warunkiem numerycznym.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Na przyk\u0142ad poni\u017cszy kod pokazuje, jak grupowa\u0107 wed\u0142ug zmiennej <strong>zespo\u0142u<\/strong> i policzy\u0107 liczb\u0119 wierszy, w kt\u00f3rych zmienna <b>punkt\u00f3w<\/b> jest wi\u0119ksza ni\u017c 15:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#groupby team and count number of 'points' greater than 15\n<\/span>df_count = df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> ')[' <span style=\"color: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: (x&gt;15). <span style=\"color: #3366ff;\">sum<\/span> ()). <span style=\"color: #3366ff;\">reset_index<\/span> (name=' <span style=\"color: #ff0000;\">count<\/span> ')\n\n<span style=\"color: #008080;\">#view results\n<\/span><span style=\"color: #008000;\">print<\/span> (df_count)\n\n  team count\n0 to 3\n1 B 2<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Z wyniku mo\u017cemy zobaczy\u0107:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Zesp\u00f3\u0142 A ma <strong>3<\/strong> linie, w kt\u00f3rych kolumna punkt\u00f3w jest wi\u0119ksza ni\u017c 15<\/span><\/li>\n<li> <span style=\"color: #000000;\">Zesp\u00f3\u0142 B ma <strong>2<\/strong> linie, w kt\u00f3rych kolumna punkt\u00f3w jest wi\u0119ksza ni\u017c 15<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Mo\u017cesz u\u017cy\u0107 podobnej sk\u0142adni, aby wykona\u0107 grupowanie i zliczy\u0107 z dowolnym okre\u015blonym warunkiem.<\/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\/liczba-grup-pand-jest-wyjatkowa\/\" target=\"_blank\" rel=\"noopener\">Jak liczy\u0107 unikalne warto\u015bci za pomoc\u0105 Pandas GroupBy<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/pandy-grupuja-sie\/\" target=\"_blank\" rel=\"noopener\">Jak zastosowa\u0107 funkcj\u0119 do Pandas Groupby<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/wykres-s\u0142upkowy-grupowania-pand\/\" target=\"_blank\" rel=\"noopener\">Jak utworzy\u0107 wykres s\u0142upkowy z Pandas GroupBy<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Aby wykona\u0107 grupowanie i zliczanie z warunkiem w ramce DataFrame pandy, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni: df. groupby (&#8217; var1 &#8217;)[&#8217; var2 &#8217;]. apply ( lambda x:(x==&#8217; val &#8217;). sum ()). reset_index (name=&#8217; count &#8217;) Ta konkretna sk\u0142adnia grupuje wiersze ramki DataFrame w oparciu o zmienn\u0105 1 , a nast\u0119pnie zlicza liczb\u0119 wierszy, w kt\u00f3rych [&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-3223","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 korzysta\u0107 z Groupby i liczy\u0107 warunkowo \u2013 Statologia<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, jak u\u017cywa\u0107 grupowania i zliczania z warunkiem w pandach, podaj\u0105c przyk\u0142ad.\" \/>\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-groupby-licza-z-warunkiem\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandy: Jak korzysta\u0107 z Groupby i liczy\u0107 warunkowo \u2013 Statologia\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, jak u\u017cywa\u0107 grupowania i zliczania z warunkiem w pandach, podaj\u0105c przyk\u0142ad.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/pandy-groupby-licza-z-warunkiem\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-18T14:35:49+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\/pandy-groupby-licza-z-warunkiem\/\",\"url\":\"https:\/\/statorials.org\/pl\/pandy-groupby-licza-z-warunkiem\/\",\"name\":\"Pandy: Jak korzysta\u0107 z Groupby i liczy\u0107 warunkowo \u2013 Statologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-18T14:35:49+00:00\",\"dateModified\":\"2023-07-18T14:35:49+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, jak u\u017cywa\u0107 grupowania i zliczania z warunkiem w pandach, podaj\u0105c przyk\u0142ad.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/pandy-groupby-licza-z-warunkiem\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/pandy-groupby-licza-z-warunkiem\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/pandy-groupby-licza-z-warunkiem\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandy: jak korzysta\u0107 z groupby i liczy\u0107 warunkowo\"}]},{\"@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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