{"id":3575,"date":"2023-07-16T18:08:36","date_gmt":"2023-07-16T18:08:36","guid":{"rendered":"https:\/\/statorials.org\/pl\/grupowanie-pand-opisz\/"},"modified":"2023-07-16T18:08:36","modified_gmt":"2023-07-16T18:08:36","slug":"grupowanie-pand-opisz","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/grupowanie-pand-opisz\/","title":{"rendered":"Pandy: jak u\u017cywa\u0107 funkcji opisu() wed\u0142ug grupy"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Mo\u017cesz u\u017cy\u0107 funkcji <strong>opisu()<\/strong> do wygenerowania statystyk opisowych dla zmiennych w ramce DataFrame pandy.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Aby u\u017cywa\u0107 funkcji <strong>opisu()<\/strong> z funkcj\u0105 <strong>groupby()<\/strong> w pandach, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong>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;\">describe<\/span> ()\n<\/strong><\/span><\/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: u\u017cyj funkcji opisania() wed\u0142ug grupy 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 zawiera informacje o koszykarzach z dw\u00f3ch r\u00f3\u017cnych dru\u017cyn:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = 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;\">points<\/span> ': [8, 12, 14, 14, 15, 22, 27, 24],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ':[2, 2, 3, 5, 7, 6, 8, 12]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points assists\n0 to 8 2\n1 to 12 2\n2 to 14 3\n3 to 14 5\n4 B 15 7\n5 B 22 6\n6 B 27 8\n7 B 24 12<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Mo\u017cemy u\u017cy\u0107 funkcji <strong>opisu()<\/strong> wraz z funkcj\u0105 <strong>groupby()<\/strong> w celu podsumowania warto\u015bci w kolumnie <strong>punkt\u00f3w<\/strong> dla ka\u017cdego <strong>zespo\u0142u<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#summarize points by 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;\">describe<\/span> ()\n<\/span>\n<\/span>count mean std min 25% 50% 75% max\nteam\t\t\t\t\t\t\t\t\nA 4.0 12.0 2.828427 8.0 11.00 13.0 14.00 14.0\nB 4.0 22.0 5.099020 15.0 20.25 23.0 24.75 27.0<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Z wyniku mo\u017cemy zobaczy\u0107 nast\u0119puj\u0105ce warto\u015bci zmiennej <strong>punktowej<\/strong> dla ka\u017cdej dru\u017cyny:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>count<\/strong> (liczba obserwacji)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u015brednia<\/strong> (\u015brednia warto\u015b\u0107 punktowa)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>std<\/strong> (odchylenie standardowe warto\u015bci punktowych)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>min<\/strong> (minimalna warto\u015b\u0107 punktowa)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>25<\/strong> % (25. percentyl punkt\u00f3w)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>50<\/strong> % (50. percentyl (tj. mediana) punkt\u00f3w)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>75<\/strong> % (75. percentyl punkt\u00f3w)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>max<\/strong> (maksymalna warto\u015b\u0107 punktowa)<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Je\u015bli chcesz, aby wyniki by\u0142y wy\u015bwietlane w formacie DataFrame, mo\u017cesz u\u017cy\u0107 argumentu <strong>reset_index()<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#summarize points by 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;\">describe<\/span> (). <span style=\"color: #3366ff;\">reset_index<\/span> ()<\/span><\/span><\/strong><span style=\"color: #000000;\"><strong>\n\n        team count mean std min 25% 50% 75% max\n0 A 4.0 12.0 2.828427 8.0 11.00 13.0 14.00 14.0\n1 B 4.0 22.0 5.099020 15.0 20.25 23.0 24.75 27.0\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Zmienna <strong>zespo\u0142u<\/strong> jest teraz kolumn\u0105 w DataFrame, a warto\u015bci indeksu to 0 i 1.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Dodatkowe zasoby<\/strong><\/span><\/h2>\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\/pandy-\u2013-skumulowana-suma-na-grupe\/\" target=\"_blank\" rel=\"noopener\">Pandy: jak obliczy\u0107 skumulowan\u0105 sum\u0119 na grup\u0119<\/a><br \/><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\/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 funkcji opisu() do wygenerowania statystyk opisowych dla zmiennych w ramce DataFrame pandy. Aby u\u017cywa\u0107 funkcji opisu() z funkcj\u0105 groupby() w pandach, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni: df. groupby (&#8217; group_var &#8217;)[&#8217; values_var &#8217;]. describe () Poni\u017cszy przyk\u0142ad pokazuje, jak zastosowa\u0107 t\u0119 sk\u0142adni\u0119 w praktyce. Przyk\u0142ad: u\u017cyj funkcji opisania() wed\u0142ug grupy w Pandach Za\u0142\u00f3\u017cmy, [&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-3575","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 u\u017cywa\u0107 metody opisania() wed\u0142ug grup \u2013 Statologia<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, jak u\u017cywa\u0107 funkcji opisu() dla ka\u017cdej grupy w ramce DataFrame pandy, \u0142\u0105cznie z przyk\u0142adem.\" \/>\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\/grupowanie-pand-opisz\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandy: Jak u\u017cywa\u0107 metody opisania() wed\u0142ug grup \u2013 Statologia\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, jak u\u017cywa\u0107 funkcji opisu() dla ka\u017cdej grupy w ramce DataFrame pandy, \u0142\u0105cznie z przyk\u0142adem.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/grupowanie-pand-opisz\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-16T18:08:36+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\/grupowanie-pand-opisz\/\",\"url\":\"https:\/\/statorials.org\/pl\/grupowanie-pand-opisz\/\",\"name\":\"Pandy: Jak u\u017cywa\u0107 metody opisania() wed\u0142ug grup \u2013 Statologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-16T18:08:36+00:00\",\"dateModified\":\"2023-07-16T18:08:36+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, jak u\u017cywa\u0107 funkcji opisu() dla ka\u017cdej grupy w ramce DataFrame pandy, \u0142\u0105cznie z przyk\u0142adem.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/grupowanie-pand-opisz\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/grupowanie-pand-opisz\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/grupowanie-pand-opisz\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandy: jak u\u017cywa\u0107 funkcji opisu() wed\u0142ug grupy\"}]},{\"@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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