{"id":3269,"date":"2023-07-18T09:01:26","date_gmt":"2023-07-18T09:01:26","guid":{"rendered":"https:\/\/statorials.org\/pl\/pandy-kopiuja-ramke-danych\/"},"modified":"2023-07-18T09:01:26","modified_gmt":"2023-07-18T09:01:26","slug":"pandy-kopiuja-ramke-danych","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/pandy-kopiuja-ramke-danych\/","title":{"rendered":"Jak (i dlaczego) wykona\u0107 kopi\u0119 pandas dataframe"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Za ka\u017cdym razem, gdy utworzysz podzbi\u00f3r ramki DataFrame pandy, a nast\u0119pnie zmodyfikujesz podzbi\u00f3r, oryginalna ramka DataFrame r\u00f3wnie\u017c zostanie zmodyfikowana.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Z tego powodu zawsze dobrze jest u\u017cywa\u0107 <strong>funkcji .copy()<\/strong> podczas tworzenia podzbior\u00f3w, aby zmiany wprowadzone w podzbiorze nie zosta\u0142y wprowadzone tak\u017ce w oryginalnej ramce DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Poni\u017csze przyk\u0142ady pokazuj\u0105, jak (i dlaczego) utworzy\u0107 kopi\u0119 ramki DataFrame pandy podczas podzbioru.<\/span><\/p>\n<h2> <strong><span style=\"color: #000000;\">Przyk\u0142ad 1: Podzbi\u00f3r ramki danych bez kopii<\/span><\/strong><\/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;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [18, 22, 19, 14, 14, 11, 20, 28],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points assists\n0 to 18 5\n1 B 22 7\n2 C 19 7\n3 D 14 9\n4 E 14 12\n5 F 11 9\n6 G 20 9\n7:28 a.m. 4<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Za\u0142\u00f3\u017cmy teraz, \u017ce tworzymy podzbi\u00f3r zawieraj\u0105cy tylko pierwsze cztery wiersze oryginalnej ramki DataFrame:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define subsetted DataFrame\n<\/span>df_subset = df[0:4]\n\n<span style=\"color: #008080;\">#view subsetted DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df_subset)\n\n  team points assists rebounds\n0 A 18 5 11\n1 B 22 7 8\n2 C 19 7 10\n3 D 14 9 6<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Je\u015bli zmienimy kt\u00f3r\u0105kolwiek z warto\u015bci w podzbiorze, zmieni si\u0119 tak\u017ce warto\u015b\u0107 oryginalnej DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#change first value in team column\n<\/span>df_subset. <span style=\"color: #3366ff;\">team<\/span> [0] = ' <span style=\"color: #ff0000;\">X<\/span> '\n\n<span style=\"color: #008080;\">#view subsetted DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df_subset)\n\n  team points assists\n0X18 5\n1 B 22 7\n2 C 19 7\n3 D 14 9\n\n<span style=\"color: #008080;\">#view original DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points assists\n0X18 5\n1 B 22 7\n2 C 19 7\n3 D 14 9\n4 E 14 12\n5 F 11 9\n6 G 20 9\n7:28 a.m. 4\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Nale\u017cy zauwa\u017cy\u0107, \u017ce pierwsza warto\u015b\u0107 kolumny zespo\u0142u zosta\u0142a zmieniona z \u201eA\u201d na \u201eX\u201d zar\u00f3wno w podzbiorze DataFrame <strong>, jak i<\/strong> oryginalnej ramce DataFrame.<\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">Dzieje si\u0119 tak, poniewa\u017c nie utworzyli\u015bmy kopii oryginalnej ramki DataFrame.<\/span><\/p>\n<h2> <strong><span style=\"color: #000000;\">Przyk\u0142ad 2: Podzbi\u00f3r ramki danych za pomoc\u0105 kopii<\/span><\/strong><\/h2>\n<p> <span style=\"color: #000000;\">Za\u0142\u00f3\u017cmy jeszcze raz, \u017ce mamy nast\u0119puj\u0105c\u0105 ramk\u0119 DataFrame pandy:<\/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', 'B', 'C', 'D', 'E', 'F', 'G', 'H'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [18, 22, 19, 14, 14, 11, 20, 28],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points assists\n0 to 18 5\n1 B 22 7\n2 C 19 7\n3 D 14 9\n4 E 14 12\n5 F 11 9\n6 G 20 9\n7:28 a.m. 4<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Za\u0142\u00f3\u017cmy ponownie, \u017ce tworzymy podzbi\u00f3r zawieraj\u0105cy tylko pierwsze cztery wiersze oryginalnej ramki DataFrame, ale tym razem u\u017cywamy <strong>.copy()<\/strong> w celu utworzenia kopii oryginalnej ramki DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define subsetted DataFrame\n<\/span>df_subset = df[0:4]. <span style=\"color: #3366ff;\">copy<\/span> ()<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Za\u0142\u00f3\u017cmy teraz, \u017ce zmieniamy pierwsz\u0105 warto\u015b\u0107 kolumny zespo\u0142u podzbioru DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#change first value in team column\n<\/span>df_subset. <span style=\"color: #3366ff;\">team<\/span> [0] = ' <span style=\"color: #ff0000;\">X<\/span> '\n\n<span style=\"color: #008080;\">#view subsetted DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df_subset)\n\n  team points assists\n0X18 5\n1 B 22 7\n2 C 19 7\n3 D 14 9\n\n<span style=\"color: #008080;\">#view original DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points assists\n0 to 18 5\n1 B 22 7\n2 C 19 7\n3 D 14 9\n4 E 14 12\n5 F 11 9\n6 G 20 9\n7:28 a.m. 4\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Nale\u017cy zauwa\u017cy\u0107, \u017ce pierwsza warto\u015b\u0107 kolumny zespo\u0142u zosta\u0142a zmieniona z \u201eA\u201d na \u201eX\u201d tylko w podzbiorze DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Oryginalna ramka DataFrame pozostaje nienaruszona, poniewa\u017c podczas tworzenia podzbioru u\u017cyli\u015bmy metody <strong>.copy()<\/strong> do utworzenia jej kopii.<\/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-upuszczaja-wiersze-z-warunkiem\/\" target=\"_blank\" rel=\"noopener\">Jak usun\u0105\u0107 wiersze w Pandas DataFrame na podstawie warunku<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/pandy-filtruja-wiele-warunkow\/\" target=\"_blank\" rel=\"noopener\">Jak filtrowa\u0107 ramk\u0119 danych Pandas pod wieloma warunkami<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/nieobecne-pandy\/\" target=\"_blank\" rel=\"noopener\">Jak korzysta\u0107 z filtra \u201eNIE W\u201d w Pandas DataFrame<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Za ka\u017cdym razem, gdy utworzysz podzbi\u00f3r ramki DataFrame pandy, a nast\u0119pnie zmodyfikujesz podzbi\u00f3r, oryginalna ramka DataFrame r\u00f3wnie\u017c zostanie zmodyfikowana. Z tego powodu zawsze dobrze jest u\u017cywa\u0107 funkcji .copy() podczas tworzenia podzbior\u00f3w, aby zmiany wprowadzone w podzbiorze nie zosta\u0142y wprowadzone tak\u017ce w oryginalnej ramce DataFrame. Poni\u017csze przyk\u0142ady pokazuj\u0105, jak (i dlaczego) utworzy\u0107 kopi\u0119 ramki DataFrame pandy [&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-3269","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 (i dlaczego) wykona\u0107 kopi\u0119 Pandas DataFrame - Statology<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, jak (i dlaczego) utworzy\u0107 kopi\u0119 ramki DataFrame pandy, 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-kopiuja-ramke-danych\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jak (i dlaczego) wykona\u0107 kopi\u0119 Pandas DataFrame - Statology\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, jak (i dlaczego) utworzy\u0107 kopi\u0119 ramki DataFrame pandy, podaj\u0105c przyk\u0142ad.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/pandy-kopiuja-ramke-danych\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-18T09:01:26+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-kopiuja-ramke-danych\/\",\"url\":\"https:\/\/statorials.org\/pl\/pandy-kopiuja-ramke-danych\/\",\"name\":\"Jak (i dlaczego) wykona\u0107 kopi\u0119 Pandas DataFrame - Statology\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-18T09:01:26+00:00\",\"dateModified\":\"2023-07-18T09:01:26+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, jak (i dlaczego) utworzy\u0107 kopi\u0119 ramki DataFrame pandy, podaj\u0105c przyk\u0142ad.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/pandy-kopiuja-ramke-danych\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/pandy-kopiuja-ramke-danych\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/pandy-kopiuja-ramke-danych\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Jak (i dlaczego) wykona\u0107 kopi\u0119 pandas dataframe\"}]},{\"@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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