{"id":178,"date":"2021-03-04T21:12:43","date_gmt":"2021-03-04T20:12:43","guid":{"rendered":"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/?page_id=178"},"modified":"2021-03-09T17:22:06","modified_gmt":"2021-03-09T16:22:06","slug":"podstawy-przetwarzania-danych","status":"publish","type":"page","link":"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/index.php\/przedmioty\/podstawy-przetwarzania-danych\/","title":{"rendered":"Podstawy Przetwarzania Danych"},"content":{"rendered":"\n<p>Plan wyk\u0142ad\u00f3w:<\/p>\n\n\n\n<ol><li>Wprowadzenie<\/li><li>Dob\u00f3r typ\u00f3w i normalizacja danych<\/li><li>Redukcja wymiarowo\u015bci<\/li><li>Redukcja zaszumienia danych<\/li><li>Selekcja cech<\/li><li>Braki w danych<\/li><li>Pr\u00f3bkowanie danych<\/li><li>Tworzenie \u015brodowiska testowego<\/li><li>Miary jako\u015bci<\/li><\/ol>\n\n\n\n<p><\/p>\n\n\n<style type='text\/css'>\r\n  #mla_gallery-1 {\r\n    margin: auto;\r\n  }\r\n  #mla_gallery-1 .gallery-row {\r\n    float: none;\r\n    margin-top: 10px;\r\n    border-top: 1px solid #ddd;\r\n    text-align: center;\r\n    width: 30.3%;\r\n    \r\n  }\r\n  #mla_gallery-1 .gallery-row td.gallery-icon {\r\n    width: 60;\r\n    height: 60;\r\n    vertical-align: top;\r\norientation:landscape\r\n  }\r\n  #mla_gallery-1 .gallery-row .gallery-icon img {\r\n    border: 2px solid #cfcfcf;\r\n  }\r\n  #mla_gallery-1 .gallery-caption {\r\n    margin-left: 0;\r\n    vertical-align: top;\r\n  }\r\n<\/style><div id='mla_gallery-1' class='gallery galleryid-178 gallery-columns-3 gallery-size-thumbnail'>\r\n<!-- row-open -->\r\n<figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/00_Handout_PodstawyPrzetwarzaniaDanych.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/00_Handout_PodstawyPrzetwarzaniaDanych-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-1-284'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/00_Handout_PodstawyPrzetwarzaniaDanych.pdf\" target=\"_blank\" rel=\"noopener\">Wprowadzenie<\/a>\n\t<\/figcaption><\/figure><figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/01_Handout_PodstawyPrzetwarzaniaDanych.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/01_Handout_PodstawyPrzetwarzaniaDanych-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-1-264'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/01_Handout_PodstawyPrzetwarzaniaDanych.pdf\" target=\"_blank\" rel=\"noopener\">Dob\u00f3r typ\u00f3w i normalizacja danych<\/a>\n\t<\/figcaption><\/figure><figure class='gallery-item last_in_row'>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad02.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad02-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-1-262'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad02.pdf\" target=\"_blank\" rel=\"noopener\">Redukcja wymiarowo\u015bci<\/a>\n\t<\/figcaption><\/figure><br style=\"clear: both\" \/>\r\n<!-- row-open -->\r\n<figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad03.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad03-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-1-263'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad03.pdf\" target=\"_blank\" rel=\"noopener\">Redukcja zaszumienia danych<\/a>\n\t<\/figcaption><\/figure><figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad04.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad04-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-1-261'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad04.pdf\" target=\"_blank\" rel=\"noopener\">Selekcja cech<\/a>\n\t<\/figcaption><\/figure><figure class='gallery-item last_in_row'>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad05.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad05-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-1-260'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad05.pdf\" target=\"_blank\" rel=\"noopener\">Braki w danych<\/a>\n\t<\/figcaption><\/figure><br style=\"clear: both\" \/>\r\n<!-- row-open -->\r\n<figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad06.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad06-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-1-259'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad06.pdf\" target=\"_blank\" rel=\"noopener\">Pr\u00f3bkowanie danych<\/a>\n\t<\/figcaption><\/figure><figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad07.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad07-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-1-258'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad07.pdf\" target=\"_blank\" rel=\"noopener\">Tworzenie \u015brodowiska testowego<\/a>\n\t<\/figcaption><\/figure><figure class='gallery-item last_in_row'>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad08.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad08-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-1-257'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/HandoutPodstawyPrzetwarzaniaDanychWyklad08.pdf\" target=\"_blank\" rel=\"noopener\">Miary jako\u015bci<\/a>\n\t<\/figcaption><\/figure><br style=\"clear: both\" \/>\r\n<\/div>\r\n\n\n\n\n<p>Plan laboratori\u00f3w:<\/p>\n\n\n\n<ol><li>Przetwarzenie danych w R<\/li><li>Uczenie maszynowe w R  <\/li><li>Redukcja wymiarowo\u015bci<\/li><li>Redukcja zaszumienia<\/li><li>Laboratoria punktowane I<\/li><li>Selekcja zmiennych<\/li><li>Usuwanie brak\u00f3w<\/li><li>Laboratoria punktowane II<\/li><li>Pr\u00f3bkowanie danych<\/li><li>Testowanie<\/li><li>Laboratoria punktowane III<\/li><li>Ocena estymator\u00f3w<\/li><li>Niezbalansowane zbiory danych<\/li><li>Laboratoria punktowane IV<\/li><li>Laboratorium poprawkowe<\/li><\/ol>\n\n\n\n<p>Materia\u0142y:<\/p>\n\n\n<style type='text\/css'>\r\n  #mla_gallery-2 {\r\n    margin: auto;\r\n  }\r\n  #mla_gallery-2 .gallery-row {\r\n    float: none;\r\n    margin-top: 10px;\r\n    border-top: 1px solid #ddd;\r\n    text-align: center;\r\n    width: 30.3%;\r\n    \r\n  }\r\n  #mla_gallery-2 .gallery-row td.gallery-icon {\r\n    width: 60;\r\n    height: 60;\r\n    vertical-align: top;\r\norientation:landscape\r\n  }\r\n  #mla_gallery-2 .gallery-row .gallery-icon img {\r\n    border: 2px solid #cfcfcf;\r\n  }\r\n  #mla_gallery-2 .gallery-caption {\r\n    margin-left: 0;\r\n    vertical-align: top;\r\n  }\r\n<\/style><div id='mla_gallery-2' class='gallery galleryid-178 gallery-columns-3 gallery-size-thumbnail'>\r\n<!-- row-open -->\r\n<figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_03.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_03-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-2-233'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_03.pdf\" target=\"_blank\" rel=\"noopener\">Redukcja wymiarowo\u015bci<\/a>\n\t<\/figcaption><\/figure><figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_05.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_05-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-2-234'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_05.pdf\" target=\"_blank\" rel=\"noopener\">Redukcja zaszumienia<\/a>\n\t<\/figcaption><\/figure><figure class='gallery-item last_in_row'>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_06.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_06-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-2-235'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_06.pdf\" target=\"_blank\" rel=\"noopener\">Selekcja zmiennych<\/a>\n\t<\/figcaption><\/figure><br style=\"clear: both\" \/>\r\n<!-- row-open -->\r\n<figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_08.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_08-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-2-236'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_08.pdf\" target=\"_blank\" rel=\"noopener\">Usuwanie brak\u00f3w<\/a>\n\t<\/figcaption><\/figure><figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_10.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_10-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-2-237'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_10.pdf\" target=\"_blank\" rel=\"noopener\">Pr\u00f3bkowanie danych<\/a>\n\t<\/figcaption><\/figure><figure class='gallery-item last_in_row'>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_11.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_11-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-2-238'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_11.pdf\" target=\"_blank\" rel=\"noopener\">Testowanie<\/a>\n\t<\/figcaption><\/figure><br style=\"clear: both\" \/>\r\n<!-- row-open -->\r\n<figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_13.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_13-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-2-239'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_13.pdf\" target=\"_blank\" rel=\"noopener\">Ocena estymator\u00f3w<\/a>\n\t<\/figcaption><\/figure><figure class='gallery-item '>\r\n\t<div class='gallery-icon landscape'>\r\n\t\t<a href='https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_14.pdf'><img width=\"150\" height=\"116\" src=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_14-pdf-150x116.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" loading=\"lazy\" \/><\/a>\r\n\t<\/div>\r\n\t<figcaption class='wp-caption-text gallery-caption' id='mla_gallery-2-240'>\n\t<a href=\"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/wp-content\/uploads\/2021\/03\/PPD_LAB_14.pdf\" target=\"_blank\" rel=\"noopener\">Niezbalansowane zbiory danych<\/a>\n\t<\/figcaption><\/figure><br style=\"clear: both\" \/>\r\n<\/div>\r\n\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Plan wyk\u0142ad\u00f3w: Wprowadzenie Dob\u00f3r typ\u00f3w i normalizacja danych Redukcja wymiarowo\u015bci Redukcja zaszumienia danych Selekcja cech Braki w danych Pr\u00f3bkowanie danych Tworzenie \u015brodowiska testowego Miary jako\u015bci Plan laboratori\u00f3w: Przetwarzenie danych w R Uczenie maszynowe w R Redukcja wymiarowo\u015bci Redukcja zaszumienia Laboratoria punktowane I Selekcja zmiennych Usuwanie brak\u00f3w Laboratoria punktowane II Pr\u00f3bkowanie&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":15,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/index.php\/wp-json\/wp\/v2\/pages\/178"}],"collection":[{"href":"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/index.php\/wp-json\/wp\/v2\/comments?post=178"}],"version-history":[{"count":15,"href":"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/index.php\/wp-json\/wp\/v2\/pages\/178\/revisions"}],"predecessor-version":[{"id":288,"href":"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/index.php\/wp-json\/wp\/v2\/pages\/178\/revisions\/288"}],"up":[{"embeddable":true,"href":"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/index.php\/wp-json\/wp\/v2\/pages\/15"}],"wp:attachment":[{"href":"https:\/\/pages.mini.pw.edu.pl\/~lucknerm\/index.php\/wp-json\/wp\/v2\/media?parent=178"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}