{"id":3752,"date":"2023-07-15T18:16:37","date_gmt":"2023-07-15T18:16:37","guid":{"rendered":"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/"},"modified":"2023-07-15T18:16:37","modified_gmt":"2023-07-15T18:16:37","slug":"grupa-pand-dziennie","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/","title":{"rendered":"Jak grupowa\u0107 wed\u0142ug dnia w pandas dataframe (z przyk\u0142adem)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Aby grupowa\u0107 wiersze wed\u0142ug dnia 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> (df. <span style=\"color: #3366ff;\">your_date_column<\/span> . <span style=\"color: #3366ff;\">dt<\/span> . <span style=\"color: #3366ff;\">day<\/span> )[' <span style=\"color: #ff0000;\">values_column<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> ()\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Ta konkretna formu\u0142a grupuje wiersze wed\u0142ug daty w <strong>kolumnie twoja_data<\/strong> i oblicza sum\u0119 warto\u015bci dla <strong>kolumny warto\u015bci<\/strong> w ramce DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Zauwa\u017c, \u017ce funkcja <strong>dt.day()<\/strong> wyodr\u0119bnia dzie\u0144 z kolumny daty w pandach.<\/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<h2> <span style=\"color: #000000;\"><strong>Przyk\u0142ad: Jak grupowa\u0107 wed\u0142ug dnia w pandach<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Za\u0142\u00f3\u017cmy, \u017ce mamy nast\u0119puj\u0105c\u0105 ramk\u0119 danych pandy, kt\u00f3ra pokazuje sprzeda\u017c dokonan\u0105 przez firm\u0119 w r\u00f3\u017cnych datach:<\/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;\">date<\/span> ': pd. <span style=\"color: #3366ff;\">date_range<\/span> (start=' <span style=\"color: #ff0000;\">1\/1\/2020<\/span> ', freq=' <span style=\"color: #ff0000;\">8h<\/span> ', periods= <span style=\"color: #008000;\">10<\/span> ),\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [6, 8, 9, 11, 13, 8, 8, 15, 22, 9],\n                   ' <span style=\"color: #ff0000;\">returns<\/span> ': [0, 3, 2, 2, 1, 3, 2, 4, 1, 5]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n                 date sales returns\n0 2020-01-01 00:00:00 6 0\n1 2020-01-01 08:00:00 8 3\n2 2020-01-01 16:00:00 9 2\n3 2020-01-02 00:00:00 11 2\n4 2020-01-02 08:00:00 13 1\n5 2020-01-02 16:00:00 8 3\n6 2020-01-03 00:00:00 8 2\n7 2020-01-03 08:00:00 15 4\n8 2020-01-03 16:00:00 22 1\n9 2020-01-04 00:00:00 9 5<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Powi\u0105zane:<\/strong> <a href=\"https:\/\/statorials.org\/pl\/zakres-dat-pandy\/\" target=\"_blank\" rel=\"noopener\">Jak utworzy\u0107 zakres dat w Pandach<\/a><\/span><\/p>\n<p> <span style=\"color: #000000;\">Do obliczenia sumy sprzeda\u017cy pogrupowanej wed\u0142ug dni mo\u017cemy zastosowa\u0107 nast\u0119puj\u0105c\u0105 sk\u0142adni\u0119:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate sum of sales grouped by day\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> (df. <span style=\"color: #3366ff;\">date<\/span> . <span style=\"color: #3366ff;\">dt<\/span> . <span style=\"color: #3366ff;\">day<\/span> )[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> ()\n\ndate\n1 23\n2 32\n3 45\n4 9\nName: sales, dtype: int64<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Oto jak zinterpretowa\u0107 wynik:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Ca\u0142kowita sprzeda\u017c dokonana 1 stycznia wynios\u0142a <strong>23 sztuki<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Ca\u0142kowita sprzeda\u017c dokonana 2 stycznia wynios\u0142a <strong>32 sztuki<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Ca\u0142kowita sprzeda\u017c dokonana 3 stycznia wynios\u0142a <strong>45 sztuk<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Ca\u0142kowita sprzeda\u017c dokonana 4 stycznia wynios\u0142a <strong>9<\/strong> .<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Podobn\u0105 sk\u0142adni\u0119 mo\u017cemy zastosowa\u0107 do obliczenia maksymalnych warto\u015bci sprzeda\u017cy pogrupowanych wed\u0142ug miesi\u0119cy:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate max of sales grouped by day\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> (df. <span style=\"color: #3366ff;\">date<\/span> . <span style=\"color: #3366ff;\">dt<\/span> . <span style=\"color: #3366ff;\">day<\/span> )[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">max<\/span> ()\n\ndate\n1 9\n2 13\n3 22\n4 9\nName: sales, dtype: int64<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Mo\u017cemy u\u017cy\u0107 podobnej sk\u0142adni do obliczenia dowolnej warto\u015bci, kt\u00f3r\u0105 chcieliby\u015bmy pogrupowa\u0107 wed\u0142ug dziennej warto\u015bci kolumny daty.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Uwaga<\/strong> : pe\u0142n\u0105 dokumentacj\u0119 operacji GroupBy w pandach znajdziesz <a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.DataFrame.groupby.html\" target=\"_blank\" rel=\"noopener\">tutaj<\/a> .<\/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\/grupa-pand-tygodniowo\/\" target=\"_blank\" rel=\"noopener\">Jak grupowa\u0107 wed\u0142ug tygodni w pandach<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/grupa-pand-miesiecznie\/\" target=\"_blank\" rel=\"noopener\">Jak grupowa\u0107 wed\u0142ug miesi\u0119cy w Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/grupa-pand-na-kwarta\u0142\/\" target=\"_blank\" rel=\"noopener\">Jak grupowa\u0107 wed\u0142ug kwarta\u0142\u00f3w w Pandach<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Aby grupowa\u0107 wiersze wed\u0142ug dnia w ramce DataFrame pandy, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni: df. groupby (df. your_date_column . dt . day )[&#8217; values_column &#8217;]. sum () Ta konkretna formu\u0142a grupuje wiersze wed\u0142ug daty w kolumnie twoja_data i oblicza sum\u0119 warto\u015bci dla kolumny warto\u015bci w ramce DataFrame. Zauwa\u017c, \u017ce funkcja dt.day() wyodr\u0119bnia dzie\u0144 z kolumny [&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-3752","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 grupowa\u0107 wed\u0142ug dnia w Pandas DataFrame (z przyk\u0142adem) - Statologia<\/title>\n<meta name=\"description\" content=\"W tym samouczku na przyk\u0142adzie wyja\u015bniono, jak grupowa\u0107 wed\u0142ug dnia w ramce DataFrame pandy.\" \/>\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\/grupa-pand-dziennie\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jak grupowa\u0107 wed\u0142ug dnia w Pandas DataFrame (z przyk\u0142adem) - Statologia\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku na przyk\u0142adzie wyja\u015bniono, jak grupowa\u0107 wed\u0142ug dnia w ramce DataFrame pandy.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-15T18:16:37+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\/grupa-pand-dziennie\/\",\"url\":\"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/\",\"name\":\"Jak grupowa\u0107 wed\u0142ug dnia w Pandas DataFrame (z przyk\u0142adem) - Statologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-15T18:16:37+00:00\",\"dateModified\":\"2023-07-15T18:16:37+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku na przyk\u0142adzie wyja\u015bniono, jak grupowa\u0107 wed\u0142ug dnia w ramce DataFrame pandy.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Jak grupowa\u0107 wed\u0142ug dnia w pandas dataframe (z przyk\u0142adem)\"}]},{\"@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. Dzi\u0119ki bogatemu do\u015bwiadczeniu i wiedzy specjalistycznej w dziedzinie statystyki ch\u0119tnie dziel\u0119 si\u0119 swoj\u0105 wiedz\u0105, aby wzmocni\u0107 pozycj\u0119 uczni\u00f3w za po\u015brednictwem Statorials. Wiedzie\u0107 wi\u0119cej\",\"sameAs\":[\"https:\/\/statorials.org\/pl\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Jak grupowa\u0107 wed\u0142ug dnia w Pandas DataFrame (z przyk\u0142adem) - Statologia","description":"W tym samouczku na przyk\u0142adzie wyja\u015bniono, jak grupowa\u0107 wed\u0142ug dnia w ramce DataFrame pandy.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/","og_locale":"pl_PL","og_type":"article","og_title":"Jak grupowa\u0107 wed\u0142ug dnia w Pandas DataFrame (z przyk\u0142adem) - Statologia","og_description":"W tym samouczku na przyk\u0142adzie wyja\u015bniono, jak grupowa\u0107 wed\u0142ug dnia w ramce DataFrame pandy.","og_url":"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/","og_site_name":"Statorials","article_published_time":"2023-07-15T18:16:37+00:00","author":"Benjamin Anderson","twitter_card":"summary_large_image","twitter_misc":{"Napisane przez":"Benjamin Anderson","Szacowany czas czytania":"2 minuty"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/","url":"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/","name":"Jak grupowa\u0107 wed\u0142ug dnia w Pandas DataFrame (z przyk\u0142adem) - Statologia","isPartOf":{"@id":"https:\/\/statorials.org\/pl\/#website"},"datePublished":"2023-07-15T18:16:37+00:00","dateModified":"2023-07-15T18:16:37+00:00","author":{"@id":"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965"},"description":"W tym samouczku na przyk\u0142adzie wyja\u015bniono, jak grupowa\u0107 wed\u0142ug dnia w ramce DataFrame pandy.","breadcrumb":{"@id":"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/#breadcrumb"},"inLanguage":"pl-PL","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pl\/grupa-pand-dziennie\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Dom","item":"https:\/\/statorials.org\/pl\/"},{"@type":"ListItem","position":2,"name":"Jak grupowa\u0107 wed\u0142ug dnia w pandas dataframe (z przyk\u0142adem)"}]},{"@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. Dzi\u0119ki bogatemu do\u015bwiadczeniu i wiedzy specjalistycznej w dziedzinie statystyki ch\u0119tnie dziel\u0119 si\u0119 swoj\u0105 wiedz\u0105, aby wzmocni\u0107 pozycj\u0119 uczni\u00f3w za po\u015brednictwem Statorials. Wiedzie\u0107 wi\u0119cej","sameAs":["https:\/\/statorials.org\/pl"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/posts\/3752","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/comments?post=3752"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/posts\/3752\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/media?parent=3752"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/categories?post=3752"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/tags?post=3752"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}