{"product_id":"think-stats-exploratory-data-analysis-9781098190255","title":"Think STATS: Exploratory Data Analysis","description":"\u003cp\u003eIf you know how to program, you have the skills to turn data into knowledge, using the tools of probability and statistics. This thoroughly revised edition shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python. Through practical examples and exercises that follow a collection of real-world datasets, you'll learn the entire process of exploratory data analysis--from collecting data and generating statistics to identifying patterns and testing hypotheses.\u003c\/p\u003e \u003cp\u003eWhether you're a data scientist, software engineer, or data enthusiast, you'll get up to speed on commonly used tools including NumPy, SciPy, and Pandas as you explore distributions, relationships between variables, visualization, and many other concepts. And this updated guide has been fully moved into Jupyter notebooks, so you can read the text, run the code, and work on exercises all in one place.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e\u003cul\u003e \u003cli\u003eAnalyze data distributions and visualize patterns using Python libraries\u003c\/li\u003e \u003cli\u003eImprove predictions and insights with regression models\u003c\/li\u003e \u003cli\u003eDive into specialized topics like time series analysis and survival analysis \u003c\/li\u003e \u003cli\u003eIntegrate statistical techniques and tools for validation, inference, and more\u003c\/li\u003e \u003cli\u003eCommunicate findings effectively with enhanced data visualization practices \u003c\/li\u003e \u003cli\u003eTroubleshoot common data analysis challenges\u003c\/li\u003e \u003cli\u003eBoost reproducibility and collaboration in data analysis projects with interactive notebooks\u003c\/li\u003e \u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/20\/2025\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781098190255\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 226","brand":"Allen B. Downey","offers":[{"title":"Default Title","offer_id":45211657797813,"sku":"9781098190255","price":67.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/files\/img_42c896c3-2fbf-49c4-a5a5-7e016790dc35.jpg?v=1742913681","url":"https:\/\/pastforward.org\/products\/think-stats-exploratory-data-analysis-9781098190255","provider":"Past Forward","version":"1.0","type":"link"}