{"id":34588,"date":"2025-07-03T23:27:13","date_gmt":"2025-07-03T21:27:13","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/why-is-cleaning-data-always-such-a-mess\/"},"modified":"2025-07-03T23:27:13","modified_gmt":"2025-07-03T21:27:13","slug":"why-is-cleaning-data-always-such-a-mess","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/why-is-cleaning-data-always-such-a-mess\/","title":{"rendered":"Why Is Cleaning Data Always Such A Mess?"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>been working on something lately and keep running into the same annoying stuff with datasets. missing values that mess everything up, weird formats all over the place, inconsistent column names, broken types. you fix one thing and three more pop up.<\/p>\n<p>i\u2019ve been spending way too much time just cleaning and reshaping instead of actually working with the data. and half the time it\u2019s tiny repetitive stuff that feels like it should be easier by now.<\/p>\n<p>interested to know what data cleaning headaches you run into the most. is it just part of the job or have you found ways\/AI tools to make it suck less?<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/shopnoakash2706\"> \/u\/shopnoakash2706 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1lr0tfc\/why_is_cleaning_data_always_such_a_mess\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1lr0tfc\/why_is_cleaning_data_always_such_a_mess\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-34588 jlk' href='javascript:void(0)' data-task='like' data-post_id='34588' data-nonce='bc39e8310e' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-34588 lc'>0<\/span><\/a><\/div><\/div> <div class='status-34588 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>been working on something lately and keep running into the same annoying stuff with datasets. missing values&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-34588","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/34588","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=34588"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/34588\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=34588"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=34588"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=34588"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}