{"id":53021,"date":"2024-04-15T23:47:56","date_gmt":"2024-04-15T23:47:56","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=53021"},"modified":"2024-04-15T23:47:56","modified_gmt":"2024-04-15T23:47:56","slug":"cov-and-corr-supports-the-optional-min_periods-keyword","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/","title":{"rendered":"cov and corr supports the optional min_periods keyword."},"content":{"rendered":"<p>[amp_mcq option1=&#8221;TRUE&#8221; option2=&#8221;nan&#8221; option3=&#8221;nan&#8221; option4=&#8221;nan&#8221; correct=&#8221;option2&#8243;]<!--more--><\/p>\n<p>The correct answer is <strong>False<\/strong>.<\/p>\n<p>The <code>cov<\/code> and <code>corr<\/code> functions in Pandas do not support the optional <code>min_periods<\/code> keyword. This keyword is used to specify the minimum number of observations required to calculate the covariance or correlation. If the <code>min_periods<\/code> keyword is not specified, the covariance or correlation will be calculated using all available observations.<\/p>\n<p>The following code shows an example of how to calculate the covariance and correlation of two series, <code>x<\/code> and <code>y<\/code>, using the <code>cov<\/code> and <code>corr<\/code> functions:<\/p>\n<p>&#8220;`<br \/>\nimport pandas as pd<\/p>\n<p>x = pd.Series([1, 2, 3, 4, 5])<br \/>\ny = pd.Series([6, 7, 8, 9, 10])<\/p>\n<p>print(x.cov(y))<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_69 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/#140\" title=\"14.0\">14.0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/#08660254037844386\" title=\"0.8660254037844386\">0.8660254037844386<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/#ValueError_min_periods_must_be_%3E_2\" title=\"ValueError: min_periods must be &gt;= 2\">ValueError: min_periods must be &gt;= 2<\/a><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"140\"><\/span>14.0<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>print(x.corr(y))<\/p>\n<h1><span class=\"ez-toc-section\" id=\"08660254037844386\"><\/span>0.8660254037844386<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>&#8220;`<\/p>\n<p>The <code>cov<\/code> function returns the covariance of <code>x<\/code> and <code>y<\/code>, which is 14.0. The <code>corr<\/code> function returns the correlation of <code>x<\/code> and <code>y<\/code>, which is 0.8660254037844386.<\/p>\n<p>If we try to specify the <code>min_periods<\/code> keyword, we will get an error:<\/p>\n<p>&#8220;`<br \/>\nprint(x.cov(y, min_periods=2))<\/p>\n<h1><span class=\"ez-toc-section\" id=\"ValueError_min_periods_must_be_%3E_2\"><\/span>ValueError: min_periods must be &gt;= 2<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>&#8220;`<\/p>\n<p>This is because the <code>cov<\/code> and <code>corr<\/code> functions require at least two observations to calculate the covariance or correlation.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;TRUE&#8221; option2=&#8221;nan&#8221; option3=&#8221;nan&#8221; option4=&#8221;nan&#8221; correct=&#8221;option2&#8243;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[737],"tags":[],"class_list":["post-53021","post","type-post","status-publish","format-standard","hentry","category-data-analysis-with-python","no-featured-image-padding"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.2 (Yoast SEO v23.3) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>cov and corr supports the optional min_periods keyword.<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"cov and corr supports the optional min_periods keyword.\" \/>\n<meta property=\"og:description\" content=\"[amp_mcq option1=&#8221;TRUE&#8221; option2=&#8221;nan&#8221; option3=&#8221;nan&#8221; option4=&#8221;nan&#8221; correct=&#8221;option2&#8243;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/\" \/>\n<meta property=\"og:site_name\" content=\"MCQ and Quiz for Exams\" \/>\n<meta property=\"article:published_time\" content=\"2024-04-15T23:47:56+00:00\" \/>\n<meta name=\"author\" content=\"rawan239\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"rawan239\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"cov and corr supports the optional min_periods keyword.","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:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/","og_locale":"en_US","og_type":"article","og_title":"cov and corr supports the optional min_periods keyword.","og_description":"[amp_mcq option1=&#8221;TRUE&#8221; option2=&#8221;nan&#8221; option3=&#8221;nan&#8221; option4=&#8221;nan&#8221; correct=&#8221;option2&#8243;]","og_url":"https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/","og_site_name":"MCQ and Quiz for Exams","article_published_time":"2024-04-15T23:47:56+00:00","author":"rawan239","twitter_card":"summary_large_image","twitter_misc":{"Written by":"rawan239","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/","url":"https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/","name":"cov and corr supports the optional min_periods keyword.","isPartOf":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/#website"},"datePublished":"2024-04-15T23:47:56+00:00","dateModified":"2024-04-15T23:47:56+00:00","author":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/#\/schema\/person\/5807dafeb27d2ec82344d6cbd6c3d209"},"breadcrumb":{"@id":"https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/exam.pscnotes.com\/mcq\/cov-and-corr-supports-the-optional-min_periods-keyword\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/exam.pscnotes.com\/mcq\/"},{"@type":"ListItem","position":2,"name":"mcq","item":"https:\/\/exam.pscnotes.com\/mcq\/category\/mcq\/"},{"@type":"ListItem","position":3,"name":"Data science","item":"https:\/\/exam.pscnotes.com\/mcq\/category\/mcq\/data-science\/"},{"@type":"ListItem","position":4,"name":"Data analysis with python","item":"https:\/\/exam.pscnotes.com\/mcq\/category\/mcq\/data-science\/data-analysis-with-python\/"},{"@type":"ListItem","position":5,"name":"cov and corr supports the optional min_periods keyword."}]},{"@type":"WebSite","@id":"https:\/\/exam.pscnotes.com\/mcq\/#website","url":"https:\/\/exam.pscnotes.com\/mcq\/","name":"MCQ and Quiz for Exams","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/exam.pscnotes.com\/mcq\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/exam.pscnotes.com\/mcq\/#\/schema\/person\/5807dafeb27d2ec82344d6cbd6c3d209","name":"rawan239","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/exam.pscnotes.com\/mcq\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/761a7274f9cce048fa5b921221e7934820d74514df93ef195a9d22af0c1c9001?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/761a7274f9cce048fa5b921221e7934820d74514df93ef195a9d22af0c1c9001?s=96&d=mm&r=g","caption":"rawan239"},"sameAs":["https:\/\/exam.pscnotes.com"],"url":"https:\/\/exam.pscnotes.com\/mcq\/author\/rawan239\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/posts\/53021","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/comments?post=53021"}],"version-history":[{"count":0,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/posts\/53021\/revisions"}],"wp:attachment":[{"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/media?parent=53021"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/categories?post=53021"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/exam.pscnotes.com\/mcq\/wp-json\/wp\/v2\/tags?post=53021"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}