{"id":45819,"date":"2024-04-15T22:03:29","date_gmt":"2024-04-15T22:03:29","guid":{"rendered":"https:\/\/exam.pscnotes.com\/mcq\/?p=45819"},"modified":"2024-04-15T22:03:29","modified_gmt":"2024-04-15T22:03:29","slug":"using-on-categorical-data-will-produce-similar-output-to-a-series-or-dataframe-of-type-string","status":"publish","type":"post","link":"https:\/\/exam.pscnotes.com\/mcq\/using-on-categorical-data-will-produce-similar-output-to-a-series-or-dataframe-of-type-string\/","title":{"rendered":"Using . . . . . . . . on categorical data will produce similar output to a Series or DataFrame of type string."},"content":{"rendered":"<p>[amp_mcq option1=&#8221;.desc()&#8221; option2=&#8221;.describe()&#8221; option3=&#8221;.rank()&#8221; option4=&#8221;none of the mentioned&#8221; correct=&#8221;option2&#8243;]<!--more--><\/p>\n<p>The correct answer is: <strong>B. .describe()<\/strong><\/p>\n<p>The <code>.describe()<\/code> method returns a Series with the following columns:<\/p>\n<ul>\n<li><code>count<\/code>: The number of non-null values in the Series.<\/li>\n<li><code>mean<\/code>: The arithmetic mean of the values in the Series.<\/li>\n<li><code>std<\/code>: The standard deviation of the values in the Series.<\/li>\n<li><code>min<\/code>: The minimum value in the Series.<\/li>\n<li><code>max<\/code>: The maximum value in the Series.<\/li>\n<li><code>25%<\/code>: The 25th percentile of the values in the Series.<\/li>\n<li><code>50%<\/code>: The 50th percentile of the values in the Series, also known as the median.<\/li>\n<li><code>75%<\/code>: The 75th percentile of the values in the Series.<\/li>\n<li><code>kurtosis<\/code>: The kurtosis of the values in the Series.<\/li>\n<li><code>skewness<\/code>: The skewness of the values in the Series.<\/li>\n<\/ul>\n<p>For categorical data, the <code>.describe()<\/code> method will return a Series with the following columns:<\/p>\n<ul>\n<li><code>count<\/code>: The number of unique values in the Series.<\/li>\n<li><code>unique<\/code>: A list of the unique values in the Series.<\/li>\n<li><code>top<\/code>: The top 5 most common values in the Series.<\/li>\n<li><code>freq<\/code>: The frequency of each unique value in the Series.<\/li>\n<\/ul>\n<p>The <code>.rank()<\/code> method returns a Series with the ranks of the values in the Series. The ranks are assigned in ascending order, with the lowest value being ranked 1 and the highest value being ranked n, where n is the number of values in the Series.<\/p>\n<p>The <code>.desc()<\/code> method returns a Series with the values in the Series in descending order.<\/p>\n<p>Therefore, the <code>.describe()<\/code> method is the only method that will produce similar output to a Series or DataFrame of type string for categorical data.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[amp_mcq option1=&#8221;.desc()&#8221; option2=&#8221;.describe()&#8221; option3=&#8221;.rank()&#8221; option4=&#8221;none of the mentioned&#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-45819","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>Using . . . . . . . . on categorical data will produce similar output to a Series or DataFrame of type string.<\/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\/using-on-categorical-data-will-produce-similar-output-to-a-series-or-dataframe-of-type-string\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Using . . . . . . . . on categorical data will produce similar output to a Series or DataFrame of type string.\" \/>\n<meta property=\"og:description\" content=\"[amp_mcq option1=&#8221;.desc()&#8221; 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