{"id":111,"date":"2018-12-11T15:52:09","date_gmt":"2018-12-11T15:52:09","guid":{"rendered":"https:\/\/www.allendowney.com\/blog\/?p=111"},"modified":"2018-12-11T15:52:09","modified_gmt":"2018-12-11T15:52:09","slug":"cats-and-rats-and-elephants","status":"publish","type":"post","link":"https:\/\/www.allendowney.com\/blog\/2018\/12\/11\/cats-and-rats-and-elephants\/","title":{"rendered":"Cats and rats and elephants"},"content":{"rendered":"<p><a href=\"https:\/\/www.pexels.com\/photo\/elephant-wall-decor-1368496\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-114 size-medium\" src=\"https:\/\/www.allendowney.com\/blog\/wp-content\/uploads\/2018\/12\/pexels-photo-1368496-300x300.jpeg\" alt=\"Wall decoration featuring an elephant.\" width=\"300\" height=\"300\" srcset=\"https:\/\/www.allendowney.com\/blog\/wp-content\/uploads\/2018\/12\/pexels-photo-1368496-300x300.jpeg 300w, https:\/\/www.allendowney.com\/blog\/wp-content\/uploads\/2018\/12\/pexels-photo-1368496-150x150.jpeg 150w, https:\/\/www.allendowney.com\/blog\/wp-content\/uploads\/2018\/12\/pexels-photo-1368496-270x270.jpeg 270w, https:\/\/www.allendowney.com\/blog\/wp-content\/uploads\/2018\/12\/pexels-photo-1368496.jpeg 640w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>A few weeks ago I posted &#8220;<a href=\"https:\/\/www.allendowney.com\/blog\/2018\/12\/03\/lions-and-tigers-and-bears\/\">Lions and Tigers and Bears<\/a>&#8220;, which poses a Bayesian problem related to the Dirichlet distribution.\u00a0 If you have not read it, you might want to start there.<\/p>\n<p>Now here&#8217;s the follow-up question:<\/p>\n<blockquote><p><em>Suppose there are six species that might be in a zoo: lions and tigers and bears, and cats and rats and elephants. Every zoo has a subset of these species, and every subset is equally likely.<\/em><\/p>\n<p><em>One day we visit a zoo and see 3 lions, 2 tigers, and one bear. Assuming that every animal in the zoo has an equal chance to be seen, what is the probability that the next animal we see is an elephant?<\/em><\/p><\/blockquote>\n<p>And here&#8217;s my solution<\/p>\n<div class=\"oembed-gist\"><script src=\"https:\/\/gist.github.com\/AllenDowney\/50b1e0cee93ca768af3ee1869d06884b.js\"><\/script><noscript>View the code on <a href=\"https:\/\/gist.github.com\/AllenDowney\/50b1e0cee93ca768af3ee1869d06884b\">Gist<\/a>.<\/noscript><\/div>\n","protected":false},"excerpt":{"rendered":"<p>A few weeks ago I posted &#8220;Lions and Tigers and Bears&#8220;, which poses a Bayesian problem related to the Dirichlet distribution.\u00a0 If you have not read it, you might want to start there. Now here&#8217;s the follow-up question: Suppose there are six species that might be in a zoo: lions and tigers and bears, and cats and rats and elephants. Every zoo has a subset of these species, and every subset is equally likely. One day we visit a zoo&#8230;<\/p>\n<p class=\"read-more\"><a class=\"btn btn-default\" href=\"https:\/\/www.allendowney.com\/blog\/2018\/12\/11\/cats-and-rats-and-elephants\/\"> Read More<span class=\"screen-reader-text\">  Read More<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[1],"tags":[],"class_list":["post-111","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Cats and rats and elephants - Probably Overthinking It<\/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:\/\/www.allendowney.com\/blog\/2018\/12\/11\/cats-and-rats-and-elephants\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cats and rats and elephants - Probably Overthinking It\" \/>\n<meta property=\"og:description\" content=\"A few weeks ago I posted &#8220;Lions and Tigers and Bears&#8220;, which poses a Bayesian problem related to the Dirichlet distribution.\u00a0 If you have not read it, you might want to start there. Now here&#8217;s the follow-up question: Suppose there are six species that might be in a zoo: lions and tigers and bears, and cats and rats and elephants. Every zoo has a subset of these species, and every subset is equally likely. One day we visit a zoo... 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During the tour, we see 3 lions, 2 tigers,\u00a0and one bear. Assuming that every animal had\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/mfsaweb.org\/wp-content\/uploads\/WizardOfOz.jpg?resize=350%2C200","width":350,"height":200},"classes":[]},{"id":1449,"url":"https:\/\/www.allendowney.com\/blog\/2024\/12\/04\/multiple-regression-with-statsmodels\/","url_meta":{"origin":111,"position":1},"title":"Multiple Regression with StatsModels","author":"AllenDowney","date":"December 4, 2024","format":false,"excerpt":"This is the third is a series of excerpts from Elements of Data Science which available from Lulu.com and online booksellers. It's from Chapter 10, which is about multiple regression. You can read the complete chapter here, or run the Jupyter notebook on Colab. In the previous chapter we used\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2024\/12\/ecc1aef34032bb07cf1639367d00ddbe2fc8a8ed7532628b9ddddafed10f7f38.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":731,"url":"https:\/\/www.allendowney.com\/blog\/2022\/05\/16\/prestons-paradox\/","url_meta":{"origin":111,"position":2},"title":"Preston&#8217;s Paradox","author":"AllenDowney","date":"May 16, 2022","format":false,"excerpt":"This article is an excerpt from my book Probably Overthinking It, to be published by the University of Chicago Press in early 2023. This book is intended for a general audience, so I explain some things that might be familiar to readers of this blog \u2013 and I leave out\u2026","rel":"","context":"In \"data science\"","block_context":{"text":"data science","link":"https:\/\/www.allendowney.com\/blog\/tag\/data-science\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2022\/05\/image-3.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":373,"url":"https:\/\/www.allendowney.com\/blog\/2020\/01\/05\/young-christians-are-less-religious-than-the-previous-generation\/","url_meta":{"origin":111,"position":3},"title":"Young Christians are less religious than the previous generation","author":"AllenDowney","date":"January 5, 2020","format":false,"excerpt":"This is the first in a series of articles where I use data from the General Social Survey (GSS) to explore Differences in beliefs and attitudes between Christians and people with no religious affiliation (\"Nones\"),Generational differences between younger and older Christians, andGenerational differences between younger and older Nones. On several\u2026","rel":"","context":"In \"age period cohort analysis\"","block_context":{"text":"age period cohort analysis","link":"https:\/\/www.allendowney.com\/blog\/tag\/age-period-cohort-analysis\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2020\/01\/generation_by_year.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2020\/01\/generation_by_year.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2020\/01\/generation_by_year.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2020\/01\/generation_by_year.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":855,"url":"https:\/\/www.allendowney.com\/blog\/2023\/02\/10\/dont-discard-that-pangolin\/","url_meta":{"origin":111,"position":4},"title":"Don&#8217;t discard that pangolin","author":"AllenDowney","date":"February 10, 2023","format":false,"excerpt":"Sadly, today is my last day at DrivenData, so it's a good time to review one of the projects I've been working on, using probabilistic predictions from Zamba to find animals in camera trap videos, like this: https:\/\/youtu.be\/_KDNv4yo0w0 Zamba is one of the longest-running projects at DrivenData. You can read\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/img.youtube.com\/vi\/_KDNv4yo0w0\/0.jpg?resize=350%2C200","width":350,"height":200},"classes":[]},{"id":1163,"url":"https:\/\/www.allendowney.com\/blog\/2023\/12\/29\/how-many-books\/","url_meta":{"origin":111,"position":5},"title":"How Many Books?","author":"AllenDowney","date":"December 29, 2023","format":false,"excerpt":"If you like this article, you can read more about this kind of Bayesian analysis in Think Bayes. Recently I found a copy of Probably Overthinking It at a local bookstore and posted a picture on Twitter. Aubrey Clayton replied with this question: It's a great question with what turns\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/12\/image-11.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/12\/image-11.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/12\/image-11.png?resize=525%2C300&ssl=1 1.5x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/www.allendowney.com\/blog\/wp-json\/wp\/v2\/posts\/111","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.allendowney.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.allendowney.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.allendowney.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.allendowney.com\/blog\/wp-json\/wp\/v2\/comments?post=111"}],"version-history":[{"count":5,"href":"https:\/\/www.allendowney.com\/blog\/wp-json\/wp\/v2\/posts\/111\/revisions"}],"predecessor-version":[{"id":117,"href":"https:\/\/www.allendowney.com\/blog\/wp-json\/wp\/v2\/posts\/111\/revisions\/117"}],"wp:attachment":[{"href":"https:\/\/www.allendowney.com\/blog\/wp-json\/wp\/v2\/media?parent=111"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.allendowney.com\/blog\/wp-json\/wp\/v2\/categories?post=111"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.allendowney.com\/blog\/wp-json\/wp\/v2\/tags?post=111"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}