{"id":2382,"date":"2023-07-22T12:34:04","date_gmt":"2023-07-22T12:34:04","guid":{"rendered":"https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/"},"modified":"2023-07-22T12:34:04","modified_gmt":"2023-07-22T12:34:04","slug":"kolumna-zmiany-pand","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/","title":{"rendered":"Jak przesun\u0105\u0107 kolumn\u0119 w pandach: z przyk\u0142adami"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Mo\u017cesz u\u017cy\u0107 funkcji <strong>shift()<\/strong> , aby przesun\u0105\u0107 warto\u015bci w g\u00f3r\u0119 lub w d\u00f3\u0142 kolumny w pandzie DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#shift values down by 1<\/span>\ndf[' <span style=\"color: #ff0000;\">column1<\/span> '] = df[' <span style=\"color: #ff0000;\">column1<\/span> ']. <span style=\"color: #3366ff;\">shift<\/span> (1)\n\n<span style=\"color: #008080;\">#shift values up by 1<\/span>\ndf[' <span style=\"color: #ff0000;\">column1<\/span> '] = df[' <span style=\"color: #ff0000;\">column1<\/span> ']. <span style=\"color: #3366ff;\">shift<\/span> (-1)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Poni\u017csze przyk\u0142ady pokazuj\u0105, jak w praktyce u\u017cywa\u0107 tej funkcji z nast\u0119puj\u0105c\u0105 ramk\u0105 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;\">product<\/span> ': ['A', 'B', 'C', 'D', 'E', 'F'],\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [4, 7, 8, 12, 15, 19]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span>df\n\n        product sales\n0 to 4\n1 B 7\n2 C 8\n3 D 12\n4 E 15\n5 F 19<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Przyk\u0142ad 1: Przesu\u0144 kolumn\u0119 w g\u00f3r\u0119 lub w d\u00f3\u0142<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje jak przesun\u0105\u0107 wszystkie warto\u015bci w kolumnie \u201eprodukt\u201d w d\u00f3\u0142 o 1:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#shift all 'product' values down by 1\n<\/span>df[' <span style=\"color: #ff0000;\">product<\/span> '] = df[' <span style=\"color: #ff0000;\">product<\/span> ']. <span style=\"color: #3366ff;\">shift<\/span> (1)\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span>df\n\n\tproduct sales\n0 NaN 4\n1 to 7\n2 B 8\n3 C 12\n4 D 15\n5 E 19\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Nale\u017cy pami\u0119ta\u0107, \u017ce ka\u017cda warto\u015b\u0107 w kolumnie \u201eprodukt\u201d zosta\u0142a przesuni\u0119ta o 1, a pierwsza warto\u015b\u0107 w kolumnie zosta\u0142a zmieniona na NaN.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Nale\u017cy r\u00f3wnie\u017c pami\u0119ta\u0107, \u017ce ostatnia warto\u015b\u0107 w kolumnie Produkt (\u201eF\u201d) zosta\u0142a ca\u0142kowicie usuni\u0119ta z ramki DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Aby zachowa\u0107 warto\u015b\u0107 \u201eF\u201d w ramce DataFrame, musimy najpierw doda\u0107 pust\u0105 lini\u0119 na dole ramki DataFrame, a nast\u0119pnie wykona\u0107 przesuni\u0119cie:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#add empty row to bottom of DataFrame\n<\/span>df. <span style=\"color: #3366ff;\">loc<\/span> [len(df. <span style=\"color: #3366ff;\">index<\/span> )] = [np. <span style=\"color: #3366ff;\">nah<\/span> , np. <span style=\"color: #3366ff;\">no<\/span> ]\n\n<span style=\"color: #008080;\">#shift all 'product' values down by 1\n<\/span>df[' <span style=\"color: #ff0000;\">product<\/span> '] = df[' <span style=\"color: #ff0000;\">product<\/span> ']. <span style=\"color: #3366ff;\">shift<\/span> (1)\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span>df\n\n\tproduct sales\n0 NaN 4.0\n1 to 7.0\n2B 8.0\n3C 12.0\n4 D 15.0\n5 E 19.0\n6 F NaN\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Nale\u017cy pami\u0119ta\u0107, \u017ce warto\u015b\u0107 \u201eF\u201d jest zachowywana jako ostatnia warto\u015b\u0107 w kolumnie \u201eprodukt\u201d.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Przyk\u0142ad 2: Przesu\u0144 wiele kolumn w g\u00f3r\u0119 lub w d\u00f3\u0142<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje jak przesun\u0105\u0107 wszystkie warto\u015bci w kolumnach \u201eprodukt\u201d i \u201esprzeda\u017c\u201d w g\u00f3r\u0119 o 2:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#shift all 'product' and 'sales' values up by 2\n<\/span>df[[' <span style=\"color: #ff0000;\">product<\/span> ', ' <span style=\"color: #ff0000;\">sales<\/span> ']] = df[[' <span style=\"color: #ff0000;\">product<\/span> ', ' <span style=\"color: #ff0000;\">sales<\/span> ']]. <span style=\"color: #3366ff;\">shift<\/span> (-2)\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span>df\n\n        product sales\n0 C 8.0\n1 D 12.0\n2 E 15.0\n3 F 19.0\n4 NaN NaN\n5 NaN NaN\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Nale\u017cy pami\u0119ta\u0107, \u017ce ka\u017cda warto\u015b\u0107 w kolumnach \u201eprodukt\u201d i \u201esprzeda\u017c\u201d zosta\u0142a przesuni\u0119ta w g\u00f3r\u0119 o 2, a dwie dolne warto\u015bci w ka\u017cdej kolumnie zosta\u0142y zmienione na NaN.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Uwaga<\/strong> : pe\u0142n\u0105 dokumentacj\u0119 funkcji <strong>shift()<\/strong> mo\u017cna znale\u017a\u0107 <a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.DataFrame.shift.html\" target=\"_blank\" rel=\"noopener\">tutaj<\/a> .<\/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 na pandach:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pl\/pandy-dodaja-linie-do-ramki-danych\/\" target=\"_blank\" rel=\"noopener\">Jak doda\u0107 wiersze do ramki danych Pandas<\/a><br \/> Jak doda\u0107 kolumn\u0119 do ramki danych Pandas<br \/> <a href=\"https:\/\/statorials.org\/pl\/ramka-danych-pandy-w-g\u0142owie\/\" target=\"_blank\" rel=\"noopener\">Jak doda\u0107 wiersz nag\u0142\u00f3wka do ramki danych Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mo\u017cesz u\u017cy\u0107 funkcji shift() , aby przesun\u0105\u0107 warto\u015bci w g\u00f3r\u0119 lub w d\u00f3\u0142 kolumny w pandzie DataFrame: #shift values down by 1 df[&#8217; column1 &#8217;] = df[&#8217; column1 &#8217;]. shift (1) #shift values up by 1 df[&#8217; column1 &#8217;] = df[&#8217; column1 &#8217;]. shift (-1) Poni\u017csze przyk\u0142ady pokazuj\u0105, jak w praktyce u\u017cywa\u0107 tej funkcji z [&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-2382","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 przesun\u0105\u0107 kolumn\u0119 w Pandach (z przyk\u0142adami) \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, jak przesun\u0105\u0107 kolumn\u0119 w ramce DataFrame pandy, 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\/kolumna-zmiany-pand\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jak przesun\u0105\u0107 kolumn\u0119 w Pandach (z przyk\u0142adami) \u2013 Statorials\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, jak przesun\u0105\u0107 kolumn\u0119 w ramce DataFrame pandy, podaj\u0105c kilka przyk\u0142ad\u00f3w.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-22T12:34:04+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\/kolumna-zmiany-pand\/\",\"url\":\"https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/\",\"name\":\"Jak przesun\u0105\u0107 kolumn\u0119 w Pandach (z przyk\u0142adami) \u2013 Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-22T12:34:04+00:00\",\"dateModified\":\"2023-07-22T12:34:04+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, jak przesun\u0105\u0107 kolumn\u0119 w ramce DataFrame pandy, podaj\u0105c kilka przyk\u0142ad\u00f3w.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Jak przesun\u0105\u0107 kolumn\u0119 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. 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 przesun\u0105\u0107 kolumn\u0119 w Pandach (z przyk\u0142adami) \u2013 Statorials","description":"W tym samouczku wyja\u015bniono, jak przesun\u0105\u0107 kolumn\u0119 w ramce DataFrame pandy, podaj\u0105c kilka przyk\u0142ad\u00f3w.","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\/kolumna-zmiany-pand\/","og_locale":"pl_PL","og_type":"article","og_title":"Jak przesun\u0105\u0107 kolumn\u0119 w Pandach (z przyk\u0142adami) \u2013 Statorials","og_description":"W tym samouczku wyja\u015bniono, jak przesun\u0105\u0107 kolumn\u0119 w ramce DataFrame pandy, podaj\u0105c kilka przyk\u0142ad\u00f3w.","og_url":"https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/","og_site_name":"Statorials","article_published_time":"2023-07-22T12:34:04+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\/kolumna-zmiany-pand\/","url":"https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/","name":"Jak przesun\u0105\u0107 kolumn\u0119 w Pandach (z przyk\u0142adami) \u2013 Statorials","isPartOf":{"@id":"https:\/\/statorials.org\/pl\/#website"},"datePublished":"2023-07-22T12:34:04+00:00","dateModified":"2023-07-22T12:34:04+00:00","author":{"@id":"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965"},"description":"W tym samouczku wyja\u015bniono, jak przesun\u0105\u0107 kolumn\u0119 w ramce DataFrame pandy, podaj\u0105c kilka przyk\u0142ad\u00f3w.","breadcrumb":{"@id":"https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/#breadcrumb"},"inLanguage":"pl-PL","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pl\/kolumna-zmiany-pand\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Dom","item":"https:\/\/statorials.org\/pl\/"},{"@type":"ListItem","position":2,"name":"Jak przesun\u0105\u0107 kolumn\u0119 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. 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\/2382","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=2382"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/posts\/2382\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/media?parent=2382"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/categories?post=2382"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pl\/wp-json\/wp\/v2\/tags?post=2382"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}