{"id":2192,"date":"2023-07-23T07:43:36","date_gmt":"2023-07-23T07:43:36","guid":{"rendered":"https:\/\/statorials.org\/pl\/suma-grupowa-pand\/"},"modified":"2023-07-23T07:43:36","modified_gmt":"2023-07-23T07:43:36","slug":"suma-grupowa-pand","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/suma-grupowa-pand\/","title":{"rendered":"Jak wykona\u0107 sum\u0119 groupby w pandach (z przyk\u0142adami)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Aby znale\u017a\u0107 sum\u0119 warto\u015bci wed\u0142ug grup w pandach, 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;\">group1<\/span> ',' <span style=\"color: #ff0000;\">group2<\/span> '])[' <span style=\"color: #ff0000;\">sum_col<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> (). <span style=\"color: #3366ff;\">reset_index<\/span> ()\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Poni\u017csze przyk\u0142ady pokazuj\u0105, jak w praktyce u\u017cywa\u0107 tej sk\u0142adni z nast\u0119puj\u0105c\u0105 ramk\u0105 DataFrame pand:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <b><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;\">position<\/span> ': ['G', 'G', 'F', 'C', 'G', 'F', 'F', 'C'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [25, 17, 14, 9, 12, 9, 6, 4],\n                   ' <span style=\"color: #ff0000;\">rebounds<\/span> ': [11, 8, 10, 6, 6, 5, 9, 12]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span>df\n\n\tteam position points rebounds\n0 A G 25 11\n1 A G 17 8\n2 A F 14 10\n3 A C 9 6\n4 B G 12 6\n5 B F 9 5\n6 B F 6 9\n7 B C 4 12<\/b><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Przyk\u0142ad 1: grupuj wed\u0142ug kolumny, dodaj kolumn\u0119<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje, jak grupowa\u0107 wed\u0142ug kolumn i sumowa\u0107 warto\u015bci w kolumnie:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#group by team and sum the points\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> (). <span style=\"color: #3366ff;\">reset_index<\/span> ()\n\n\tteam points\n0 to 65\n1 B 31\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Z wyniku mo\u017cemy zobaczy\u0107, \u017ce:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Zawodnicy dru\u017cyny A zdobyli \u0142\u0105cznie <strong>65<\/strong> punkt\u00f3w.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Zawodnicy dru\u017cyny B zdobyli \u0142\u0105cznie <strong>31<\/strong> punkt\u00f3w.<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>Przyk\u0142ad 2: grupuj wed\u0142ug wielu kolumn, dodaj wiele kolumn<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje, jak grupowa\u0107 wiele kolumn i sumowa\u0107 wiele kolumn:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#group by team and position, sum points and rebounds\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> ([' <span style=\"color: #ff0000;\">team<\/span> ', ' <span style=\"color: #ff0000;\">position<\/span> '])[' <span style=\"color: #ff0000;\">points<\/span> ', ' <span style=\"color: #ff0000;\">rebounds<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> (). <span style=\"color: #3366ff;\">reset_index<\/span> ()\n\n        team position points rebounds\n0 A C 9 6\n1 A F 14 10\n2 A G 42 19\n3 B C 4 12\n4 B F 15 14\n5 B G 12 6\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Z wyniku mo\u017cemy zobaczy\u0107, \u017ce:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Zawodnicy Dru\u017cyny A na pozycji \u201eC\u201d zdobyli \u0142\u0105cznie <b>9<\/b> punkt\u00f3w i <strong>6<\/strong> zbi\u00f3rek.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Zawodnicy Dru\u017cyny A na pozycji \u201eF\u201d zdobyli \u0142\u0105cznie <b>14<\/b> punkt\u00f3w i <strong>10<\/strong> zbi\u00f3rek.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Zawodnicy Dru\u017cyny A na pozycji \u201eG\u201d zdobyli \u0142\u0105cznie <b>42<\/b> punkty i <strong>19<\/strong> zbi\u00f3rek.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">I tak dalej.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Nale\u017cy pami\u0119ta\u0107, \u017ce funkcja <strong>reset_index()<\/strong> zapobiega grupowaniu kolumn jako cz\u0119\u015bci indeksu.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Na przyk\u0142ad tak wygl\u0105da wynik, je\u015bli go nie u\u017cyjemy:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#group by team and position, sum points and rebounds\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> ([' <span style=\"color: #ff0000;\">team<\/span> ', ' <span style=\"color: #ff0000;\">position<\/span> '])[' <span style=\"color: #ff0000;\">points<\/span> ', ' <span style=\"color: #ff0000;\">rebounds<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> ()\n\n                 rebound points\nteam position\t\t\nA C 9 6\nF 14 10\nG 42 19\nB C 4 12\nF 15 14\nG 12 6<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">W zale\u017cno\u015bci od tego, jak maj\u0105 wygl\u0105da\u0107 wyniki, mo\u017cesz u\u017cy\u0107 funkcji <strong>reset_index()<\/strong> lub nie.<\/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 grupowania w pandach:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pl\/grupa-pand-wed\u0142ug-numeru\/\" target=\"_blank\" rel=\"noopener\">Jak liczy\u0107 obserwacje grupowe u pand<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/max-na-grupe-pand\/\" target=\"_blank\" rel=\"noopener\">Jak znale\u017a\u0107 maksymaln\u0105 warto\u015b\u0107 na grup\u0119 w Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/kwantyl-pand-na-grupe\/\" target=\"_blank\" rel=\"noopener\">Jak obliczy\u0107 kwantyle wed\u0142ug grupy w Pandach<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Aby znale\u017a\u0107 sum\u0119 warto\u015bci wed\u0142ug grup w pandach, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni: df. groupby ([&#8217; group1 &#8217;,&#8217; group2 &#8217;])[&#8217; sum_col &#8217;]. sum (). reset_index () Poni\u017csze przyk\u0142ady pokazuj\u0105, jak w praktyce u\u017cywa\u0107 tej sk\u0142adni z nast\u0119puj\u0105c\u0105 ramk\u0105 DataFrame pand: import pandas as pd #createDataFrame df = pd. DataFrame ({&#8217; team &#8217;: [&#8217;A&#8217;, 'A&#8217;, 'A&#8217;, [&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-2192","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 wykona\u0107 sum\u0119 GroupBy w Pandach (z przyk\u0142adami) - Statorials<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, jak wykona\u0107 sum\u0119 GroupBy w pandach, podaj\u0105c kilka przyk\u0142ad\u00f3w.\" \/>\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\/suma-grupowa-pand\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jak wykona\u0107 sum\u0119 GroupBy w Pandach (z przyk\u0142adami) - Statorials\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, jak wykona\u0107 sum\u0119 GroupBy w pandach, podaj\u0105c kilka przyk\u0142ad\u00f3w.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/suma-grupowa-pand\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-23T07:43:36+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\/suma-grupowa-pand\/\",\"url\":\"https:\/\/statorials.org\/pl\/suma-grupowa-pand\/\",\"name\":\"Jak wykona\u0107 sum\u0119 GroupBy w Pandach (z przyk\u0142adami) - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-23T07:43:36+00:00\",\"dateModified\":\"2023-07-23T07:43:36+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, jak wykona\u0107 sum\u0119 GroupBy w pandach, podaj\u0105c kilka przyk\u0142ad\u00f3w.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/suma-grupowa-pand\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/suma-grupowa-pand\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/suma-grupowa-pand\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Jak wykona\u0107 sum\u0119 groupby w pandach (z przyk\u0142adami)\"}]},{\"@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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