{"product_id":"think-stats-exploratory-data-analysis-9781491907337","title":"Think STATS: Exploratory Data Analysis","description":"\u003cp\u003e • Author(s): Allen Downey\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Data Modeling \u0026amp; Design\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eIf you know how to program, you have the skills to turn data into knowledge, using tools of probability and statistics. This concise introduction shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python. \u003c\/p\u003e\u003cp\u003e By working with a single case study throughout this thoroughly revised book, you'll learn the entire process of exploratory data analysis--from collecting data and generating statistics to identifying patterns and testing hypotheses. You'll explore distributions, rules of probability, visualization, and many other tools and concepts. \u003c\/p\u003e\u003cp\u003e New chapters on regression, time series analysis, survival analysis, and analytic methods will enrich your discoveries. \u003c\/p\u003e\u003cul\u003e \u003cli\u003eDevelop an understanding of probability and statistics by writing and testing code \u003c\/li\u003e\n\u003cli\u003eRun experiments to test statistical behavior, such as generating samples from several distributions \u003c\/li\u003e\n\u003cli\u003eUse simulations to understand concepts that are hard to grasp mathematically \u003c\/li\u003e\n\u003cli\u003eImport data from most sources with Python, rather than rely on data that's cleaned and formatted for statistics tools \u003c\/li\u003e\n\u003cli\u003eUse statistical inference to answer questions about real-world data \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45299189252247,"sku":"9781491907337","price":2712.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781491907337.webp?v=1767668637","url":"https:\/\/atlanticbooks.com\/products\/think-stats-exploratory-data-analysis-9781491907337","provider":"Atlantic Books","version":"1.0","type":"link"}