{"id":26828,"date":"2024-04-16T22:27:28","date_gmt":"2024-04-16T20:27:28","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/independence-of-observations-in-datasets\/"},"modified":"2024-04-16T22:27:28","modified_gmt":"2024-04-16T20:27:28","slug":"independence-of-observations-in-datasets","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/independence-of-observations-in-datasets\/","title":{"rendered":"Independence Of Observations In Datasets"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>Hi everyone,<\/p>\n<p>I&#8217;ve was performing some binary logistic regressions today, but had a bit of a disaster. My analysis involves looking at a country&#8217;s international criminal court membership as the dependent variable (coded 0 or 1) and other independent factors such as level of democracy etc.<\/p>\n<p>I thought it was going well. However, when it came to my assumptions testing, I realised something was slightly wrong: my Breusch Pagan test (for residuals) and my GVIE text (for multi-collinearity) had terrible scores.<\/p>\n<p>Then something occurred to me: the dataset I had being using had a row per country per year. I am presuming that this violates the independence of observations as multiple rows have the same country in them?<\/p>\n<p>Does this mean I have to re-do all my analysis which just one row per country instead? This would mean I would have to change my scope to looking at stats for the country upon the year they joined rather looking across all the years.<\/p>\n<p>I would appreciate any help or advice you could give, as I am slightly stressed and confused!<\/p>\n<p>Many thanks,<\/p>\n<p>Tom<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/grovseyy\"> \/u\/grovseyy <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1c5pnt9\/independence_of_observations_in_datasets\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1c5pnt9\/independence_of_observations_in_datasets\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-26828 jlk' href='javascript:void(0)' data-task='like' data-post_id='26828' data-nonce='848a019030' 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-26828 lc'>0<\/span><\/a><\/div><\/div> <div class='status-26828 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>Hi everyone, I&#8217;ve was performing some binary logistic regressions today, but had a bit of a disaster&#8230;.<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-26828","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\/26828","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"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=26828"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/26828\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=26828"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=26828"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=26828"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}