{"id":1142,"date":"2023-12-06T17:01:33","date_gmt":"2023-12-06T17:01:33","guid":{"rendered":"https:\/\/www.allendowney.com\/blog\/?p=1142"},"modified":"2023-12-06T17:01:33","modified_gmt":"2023-12-06T17:01:33","slug":"happy-launch-day","status":"publish","type":"post","link":"https:\/\/www.allendowney.com\/blog\/2023\/12\/06\/happy-launch-day\/","title":{"rendered":"Happy Launch Day!"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Today is the official publication date of <em>Probably Overthinking It<\/em>! You can get a 30% discount if you <a href=\"https:\/\/press.uchicago.edu\/ucp\/books\/book\/chicago\/P\/bo206532752.html\"><strong>order from the publisher<\/strong><\/a> and use the code UCPNEW. You can also order from <a href=\"https:\/\/amzn.to\/3Kp629E\"><strong>Amazon<\/strong><\/a> or, if you want to support independent bookstores, from <a href=\"https:\/\/bookshop.org\/a\/98697\/9780226822587\"><strong>Bookshop.org<\/strong><\/a>. <\/p>\n<\/blockquote>\n\n\n\n<p>I celebrated launch day by giving a talk at PyData Global 2023 called &#8220;<a href=\"https:\/\/global2023.pydata.org\/cfp\/talk\/JGNZYV\/\">Extremes, outliers, and GOATs: On life in a lognormal world<\/a>&#8220;. In my opinion, it went well! Here&#8217;s the abstract:<\/p>\n\n\n\n<p>&#8220;The fastest runners are much faster than we expect from a Gaussian distribution, and the best chess players are much better. In almost every field of human endeavor, there are outliers who stand out even among the most talented people in the world. Where do they come from?<\/p>\n\n\n\n<p>&#8220;In this talk, I present as possible explanations two data-generating processes that yield lognormal distributions, and show that these models describe many real-world scenarios in natural and social sciences, engineering, and business. And I suggest methods &#8212; using SciPy tools &#8212; for identifying these distributions, estimating their parameters, and generating predictions.&#8221;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/tinyurl.com\/downey23goat\">My slides are available here<\/a><\/li>\n\n\n\n<li>The <a href=\"https:\/\/colab.research.google.com\/github\/AllenDowney\/ProbablyOverthinkingIt\/blob\/book\/notebooks\/lognormal.ipynb\">Jupyter notebook with the examples from Chapter 4 is here<\/a><\/li>\n\n\n\n<li>And the <a href=\"https:\/\/colab.research.google.com\/github\/AllenDowney\/ProbablyOverthinkingIt\/blob\/book\/notebooks\/log_vs_normal.ipynb\">notebook with the additional analysis for the talk is here<\/a><\/li>\n<\/ul>\n\n\n\n<p>When the video is available, I will post it here.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Today is the official publication date of Probably Overthinking It! You can get a 30% discount if you order from the publisher and use the code UCPNEW. You can also order from Amazon or, if you want to support independent bookstores, from Bookshop.org. I celebrated launch day by giving a talk at PyData Global 2023 called &#8220;Extremes, outliers, and GOATs: On life in a lognormal world&#8220;. In my opinion, it went well! Here&#8217;s the abstract: &#8220;The fastest runners are much&#8230;<\/p>\n<p class=\"read-more\"><a class=\"btn btn-default\" href=\"https:\/\/www.allendowney.com\/blog\/2023\/12\/06\/happy-launch-day\/\"> Read More<span class=\"screen-reader-text\">  Read More<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","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-1142","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>Happy Launch Day! - 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\/2023\/12\/06\/happy-launch-day\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Happy Launch Day! - Probably Overthinking It\" \/>\n<meta property=\"og:description\" content=\"Today is the official publication date of Probably Overthinking It! You can get a 30% discount if you order from the publisher and use the code UCPNEW. You can also order from Amazon or, if you want to support independent bookstores, from Bookshop.org. I celebrated launch day by giving a talk at PyData Global 2023 called &#8220;Extremes, outliers, and GOATs: On life in a lognormal world&#8220;. In my opinion, it went well! Here&#8217;s the abstract: &#8220;The fastest runners are much... 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There's one per chapter, and they contain all of the code I used to do the analysis and generate the figures. So if you are curious about the\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\/01\/IMG_3114-scaled.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2024\/01\/IMG_3114-scaled.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2024\/01\/IMG_3114-scaled.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2024\/01\/IMG_3114-scaled.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2024\/01\/IMG_3114-scaled.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2024\/01\/IMG_3114-scaled.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":1334,"url":"https:\/\/www.allendowney.com\/blog\/2024\/07\/17\/elements-of-data-science\/","url_meta":{"origin":1142,"position":1},"title":"Elements of Data Science","author":"AllenDowney","date":"July 17, 2024","format":false,"excerpt":"I'm excited to announce the launch of my newest book, Elements of Data Science. As the subtitle suggests, it is about \"Getting started with Data Science and Python\". Order now from Lulu.com and get 20% off! I am publishing this book myself, which has one big advantage: I can print\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\/07\/image.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2024\/07\/image.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2024\/07\/image.png?resize=525%2C300&ssl=1 1.5x"},"classes":[]},{"id":835,"url":"https:\/\/www.allendowney.com\/blog\/2023\/02\/13\/one-queue-or-two\/","url_meta":{"origin":1142,"position":2},"title":"One Queue or Two","author":"AllenDowney","date":"February 13, 2023","format":false,"excerpt":"I'm happy to report that copyediting of Modeling and Simulation in Python is done, and the book is off to the printer! Electronic versions are available now from No Starch Press; print copies will be available in May, but you can pre-order now from No Starch Press, Amazon, and Barnes\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\/01\/image.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/01\/image.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/01\/image.png?resize=525%2C300&ssl=1 1.5x"},"classes":[]},{"id":185,"url":"https:\/\/www.allendowney.com\/blog\/2019\/03\/14\/stop-worrying-and-love-the-black-box\/","url_meta":{"origin":1142,"position":3},"title":"Stop worrying and love the black box","author":"AllenDowney","date":"March 14, 2019","format":false,"excerpt":"In many engineering classes, computational methods are treated with fear, uncertainty, and doubt. At the same time, analytic methods are presented as if they were magic. I think we should spend more time on computational methods, which means cutting back on analytic methods. But I get a lot of resistance\u2026","rel":"","context":"In \"computational methods\"","block_context":{"text":"computational methods","link":"https:\/\/www.allendowney.com\/blog\/tag\/computational-methods\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2019\/03\/black_box_flow_chart-2.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2019\/03\/black_box_flow_chart-2.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2019\/03\/black_box_flow_chart-2.png?resize=525%2C300&ssl=1 1.5x"},"classes":[]},{"id":1109,"url":"https:\/\/www.allendowney.com\/blog\/2023\/11\/21\/life-in-a-lognormal-world\/","url_meta":{"origin":1142,"position":4},"title":"Life in a Lognormal World","author":"AllenDowney","date":"November 21, 2023","format":false,"excerpt":"At PyData Global 2023 I will present a talk, \"Extremes, outliers, and GOATs: On life in a lognormal world\". It is scheduled for Wednesday 6 December at 11 am Eastern Time. [UPDATE: here is the video] https:\/\/youtu.be\/MhA5XWIWWys Here is the abstract: The fastest runners are much faster than we expect\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\/11\/log_vs_normal5-1.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/11\/log_vs_normal5-1.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/11\/log_vs_normal5-1.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/11\/log_vs_normal5-1.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/11\/log_vs_normal5-1.png?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/11\/log_vs_normal5-1.png?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":1593,"url":"https:\/\/www.allendowney.com\/blog\/2025\/09\/25\/the-poincare-problem\/","url_meta":{"origin":1142,"position":5},"title":"The Poincar\u00e9 Problem","author":"AllenDowney","date":"September 25, 2025","format":false,"excerpt":"Selection bias is the hardest problem in statistics because it\u2019s almost unavoidable in practice, and once the data have been collected, it\u2019s usually not possible to quantify the effect of selection or recover an unbiased estimate of what you are trying to measure. 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