{"id":58830,"date":"2024-04-16T01:26:25","date_gmt":"2024-04-16T01:26:25","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=58830"},"modified":"2024-04-16T01:26:25","modified_gmt":"2024-04-16T01:26:25","slug":"in-pandas-what-method-is-used-to-calculate-summary-statistics-for-numerical-columns-in-a-dataframe","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/in-pandas-what-method-is-used-to-calculate-summary-statistics-for-numerical-columns-in-a-dataframe\/","title":{"rendered":"In Pandas, what method is used to calculate summary statistics for numerical columns in a DataFrame?"},"content":{"rendered":"<p>[amp_mcq option1=&#8221;groupby()&#8221; option2=&#8221;value_counts()&#8221; option3=&#8221;describe()&#8221; option4=&#8221;reshape()&#8221; correct=&#8221;option3&#8243;]<!--more--><\/p>\n<p>The correct answer is C. describe().<\/p>\n<p>The describe() method returns a DataFrame containing basic statistics for each numeric column in the DataFrame. The statistics include the count, mean, standard deviation, minimum, maximum, and 25th and 75th percentiles.<\/p>\n<p>The groupby() method groups the DataFrame by a specified column or columns and then calculates summary statistics for each group.<\/p>\n<p>The value_counts() method counts the number of times each unique value appears in a column.<\/p>\n<p>The reshape() method changes the shape of a DataFrame by reshaping the columns or rows.<\/p>\n<p>Here is an example of how to use the describe() method:<\/p>\n<p>&#8220;`<br \/>\nimport pandas as pd<\/p>\n<p>df = pd.DataFrame({&#8216;A&#8217;: [1, 2, 3, 4, 5], &#8216;B&#8217;: [6, 7, 8, 9, 10]})<\/p>\n<p>df.describe()<\/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\/in-pandas-what-method-is-used-to-calculate-summary-statistics-for-numerical-columns-in-a-dataframe\/#A_B\" title=\"A  B\">A  B<\/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\/in-pandas-what-method-is-used-to-calculate-summary-statistics-for-numerical-columns-in-a-dataframe\/#count_5_5\" title=\"count  5  5\">count  5  5<\/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\/in-pandas-what-method-is-used-to-calculate-summary-statistics-for-numerical-columns-in-a-dataframe\/#mean_30_70\" title=\"mean  3.0  7.0\">mean  3.0  7.0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/exam.pscnotes.com\/mcq\/in-pandas-what-method-is-used-to-calculate-summary-statistics-for-numerical-columns-in-a-dataframe\/#std_14142135623730951_28284271247461903\" title=\"std  1.4142135623730951  2.8284271247461903\">std  1.4142135623730951  2.8284271247461903<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/exam.pscnotes.com\/mcq\/in-pandas-what-method-is-used-to-calculate-summary-statistics-for-numerical-columns-in-a-dataframe\/#min_10_60\" title=\"min  1.0  6.0\">min  1.0  6.0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/exam.pscnotes.com\/mcq\/in-pandas-what-method-is-used-to-calculate-summary-statistics-for-numerical-columns-in-a-dataframe\/#max_50_100\" title=\"max  5.0  10.0\">max  5.0  10.0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/exam.pscnotes.com\/mcq\/in-pandas-what-method-is-used-to-calculate-summary-statistics-for-numerical-columns-in-a-dataframe\/#25_25_75\" title=\"25%  2.5  7.5\">25%  2.5  7.5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/exam.pscnotes.com\/mcq\/in-pandas-what-method-is-used-to-calculate-summary-statistics-for-numerical-columns-in-a-dataframe\/#75_35_85\" title=\"75%  3.5  8.5\">75%  3.5  8.5<\/a><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"A_B\"><\/span>A  B<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h1><span class=\"ez-toc-section\" id=\"count_5_5\"><\/span>count  5  5<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h1><span class=\"ez-toc-section\" id=\"mean_30_70\"><\/span>mean  3.0  7.0<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h1><span class=\"ez-toc-section\" id=\"std_14142135623730951_28284271247461903\"><\/span>std  1.4142135623730951  2.8284271247461903<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h1><span class=\"ez-toc-section\" id=\"min_10_60\"><\/span>min  1.0  6.0<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h1><span class=\"ez-toc-section\" id=\"max_50_100\"><\/span>max  5.0  10.0<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h1><span class=\"ez-toc-section\" id=\"25_25_75\"><\/span>25%  2.5  7.5<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h1><span class=\"ez-toc-section\" id=\"75_35_85\"><\/span>75%  3.5  8.5<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>&#8220;`<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;groupby()&#8221; option2=&#8221;value_counts()&#8221; option3=&#8221;describe()&#8221; option4=&#8221;reshape()&#8221; correct=&#8221;option3&#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-58830","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>In Pandas, what method is used to calculate summary statistics for numerical columns in a DataFrame?<\/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\/in-pandas-what-method-is-used-to-calculate-summary-statistics-for-numerical-columns-in-a-dataframe\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" 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