{"id":3566,"date":"2023-07-16T19:26:37","date_gmt":"2023-07-16T19:26:37","guid":{"rendered":"https:\/\/statorials.org\/pl\/pandas-groupby-zmien-nazwe-kolumny\/"},"modified":"2023-07-16T19:26:37","modified_gmt":"2023-07-16T19:26:37","slug":"pandas-groupby-zmien-nazwe-kolumny","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/pandas-groupby-zmien-nazwe-kolumny\/","title":{"rendered":"Pandy: jak zmieni\u0107 nazwy kolumn w funkcji groupby"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Aby zmieni\u0107 nazwy kolumn w funkcji <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;\"> <strong>df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">group_col<\/span> '). <span style=\"color: #3366ff;\">agg<\/span> (sum_col1=(' <span style=\"color: #ff0000;\">col1<\/span> ', ' <span style=\"color: #ff0000;\">sum<\/span> '),\n                            mean_col2=(' <span style=\"color: #ff0000;\">col2<\/span> ', ' <span style=\"color: #ff0000;\">mean<\/span> '),\n                            max_col3=(' <span style=\"color: #ff0000;\">col3<\/span> ', ' <span style=\"color: #ff0000;\">max<\/span> '))\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">W tym konkretnym przyk\u0142adzie obliczane s\u0105 trzy kolumny zagregowane i nadane im nazwy <strong>sum_col1<\/strong> , <strong>Mean_col2<\/strong> i <strong>max_col3<\/strong> .<\/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: Zmie\u0144 nazw\u0119 kolumn w funkcji Groupby w Pandach<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Za\u0142\u00f3\u017cmy, \u017ce mamy nast\u0119puj\u0105c\u0105 ramk\u0119 DataFrame pand:<\/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;\"><span style=\"color: #000000;\"><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;\">points<\/span> ': [30, 22, 19, 14, 14, 11, 20, 28],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [5, 6, 6, 5, 8, 7, 7, 9],\n                   ' <span style=\"color: #ff0000;\">rebounds<\/span> ': [4, 13, 15, 10, 7, 7, 5, 11]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points assists rebounds\n0 to 30 5 4\n1 to 22 6 13\n2 A 19 6 15\n3 A 14 5 10\n4 B 14 8 7\n5 B 11 7 7\n6 B 20 7 5\n7 B 28 9 11\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Mo\u017cemy u\u017cy\u0107 nast\u0119puj\u0105cej sk\u0142adni, aby pogrupowa\u0107 wiersze wed\u0142ug kolumny <strong>zespo\u0142u<\/strong> , a nast\u0119pnie obliczy\u0107 trzy kolumny zagregowane, podaj\u0105c jednocze\u015bnie okre\u015blone nazwy kolumn zagregowanych:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#calculate several aggregated columns by group and rename aggregated columns\n<\/span>df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> '). <span style=\"color: #3366ff;\">agg<\/span> (sum_points=(' <span style=\"color: #ff0000;\">points<\/span> ', ' <span style=\"color: #ff0000;\">sum<\/span> '),\n                       mean_assists=(' <span style=\"color: #ff0000;\">assists<\/span> ', ' <span style=\"color: #ff0000;\">mean<\/span> '),\n                       max_rebounds=(' <span style=\"color: #ff0000;\">rebounds<\/span> ', ' <span style=\"color: #ff0000;\">max<\/span> '))\n\n\tsum_points mean_assists max_rebounds\nteam\t\t\t\nA 85 5.50 15\nB 73 7.75 11\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Nale\u017cy zauwa\u017cy\u0107, \u017ce trzy zagregowane kolumny maj\u0105 niestandardowe nazwy, kt\u00f3re podali\u015bmy w funkcji <strong>agg()<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Zauwa\u017c te\u017c, \u017ce mogliby\u015bmy u\u017cy\u0107 funkcji NumPy do obliczenia sumy, warto\u015bci \u015bredniej i maksymalnej w funkcji <strong>agg()<\/strong> , je\u015bli chcieli\u015bmy.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np<\/span>\n\n#calculate several aggregated columns by group and rename aggregated columns\n<\/span>df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> '). <span style=\"color: #3366ff;\">agg<\/span> (sum_points=(' <span style=\"color: #ff0000;\">points<\/span> ', np. <span style=\"color: #3366ff;\">sum<\/span> ),\n                       mean_assists=(' <span style=\"color: #ff0000;\">assists<\/span> ', np. <span style=\"color: #3366ff;\">mean<\/span> ),\n                       max_rebounds=(' <span style=\"color: #ff0000;\">rebounds<\/span> ', np. <span style=\"color: #3366ff;\">max<\/span> ))\n\n\tsum_points mean_assists max_rebounds\nteam\t\t\t\nA 85 5.50 15\nB 73 7.75 11<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Wyniki te odpowiadaj\u0105 wynikom z poprzedniego przyk\u0142adu.<\/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\/nazwy-kolumn-listy-pand\/\" target=\"_blank\" rel=\"noopener\">Jak wy\u015bwietli\u0107 list\u0119 wszystkich nazw kolumn w Pandach<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/pandy-sortuja-kolumny-wed\u0142ug-nazwy\/\" target=\"_blank\" rel=\"noopener\">Jak sortowa\u0107 kolumny wed\u0142ug nazwy w Pandach<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/pandy-upuszczaja-zduplikowane-kolumny\/\" target=\"_blank\" rel=\"noopener\">Jak usun\u0105\u0107 zduplikowane kolumny w Pandach<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Aby zmieni\u0107 nazwy kolumn w funkcji groupby() w pandach, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni: df. groupby (&#8217; group_col &#8217;). agg (sum_col1=(&#8217; col1 &#8217;, &#8217; sum &#8217;), mean_col2=(&#8217; col2 &#8217;, &#8217; mean &#8217;), max_col3=(&#8217; col3 &#8217;, &#8217; max &#8217;)) W tym konkretnym przyk\u0142adzie obliczane s\u0105 trzy kolumny zagregowane i nadane im nazwy sum_col1 , Mean_col2 i [&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-3566","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 zmieni\u0107 nazwy kolumn w funkcji Groupby - Statorials<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, jak zmieni\u0107 nazwy kolumn w funkcji 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\/pandas-groupby-zmien-nazwe-kolumny\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandy: Jak zmieni\u0107 nazwy kolumn w funkcji Groupby - Statorials\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, jak zmieni\u0107 nazwy kolumn w funkcji groupby w pandach, podaj\u0105c kilka przyk\u0142ad\u00f3w.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/pandas-groupby-zmien-nazwe-kolumny\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-16T19:26:37+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\/pandas-groupby-zmien-nazwe-kolumny\/\",\"url\":\"https:\/\/statorials.org\/pl\/pandas-groupby-zmien-nazwe-kolumny\/\",\"name\":\"Pandy: Jak zmieni\u0107 nazwy kolumn w funkcji Groupby - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-16T19:26:37+00:00\",\"dateModified\":\"2023-07-16T19:26:37+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, jak zmieni\u0107 nazwy kolumn w funkcji groupby w pandach, podaj\u0105c kilka przyk\u0142ad\u00f3w.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/pandas-groupby-zmien-nazwe-kolumny\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/pandas-groupby-zmien-nazwe-kolumny\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/pandas-groupby-zmien-nazwe-kolumny\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandy: jak zmieni\u0107 nazwy kolumn w funkcji 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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