{"product_id":"pandas-and-numpy-in-practice-thompson-carter-9798309921140","title":"Pandas and NumPy in Practice: Python Libraries for Data Manipulation","description":"\u003cp\u003e\u003cb\u003ePandas and NumPy in Practice: Python Libraries for Data Manipulation\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eMaster the art of \u003cb\u003edata manipulation\u003c\/b\u003e with \u003cb\u003ePandas\u003c\/b\u003e and \u003cb\u003eNumPy\u003c\/b\u003e, two of the most powerful Python libraries for data analysis and numerical computing. \u003cb\u003ePandas and NumPy in Practice\u003c\/b\u003e is a comprehensive, hands-on guide designed for \u003cb\u003edata scientists\u003c\/b\u003e, \u003cb\u003eanalysts\u003c\/b\u003e, and \u003cb\u003ePython developers\u003c\/b\u003e who want to unlock the full potential of these libraries to \u003cb\u003eclean\u003c\/b\u003e, \u003cb\u003etransform\u003c\/b\u003e, and \u003cb\u003eanalyze\u003c\/b\u003e complex data.\u003c\/p\u003e\u003cp\u003eWhether you're working with \u003cb\u003elarge datasets\u003c\/b\u003e, performing \u003cb\u003estatistical analysis\u003c\/b\u003e, or building \u003cb\u003edata pipelines\u003c\/b\u003e, this book provides step-by-step tutorials, real-world examples, and practical techniques to help you manipulate data like a pro. \u003cb\u003ePandas\u003c\/b\u003e and \u003cb\u003eNumPy\u003c\/b\u003e will become your go-to tools for efficient, scalable data manipulation, and with this guide, you'll learn how to leverage them to solve a wide variety of data-related problems.\u003c\/p\u003e\u003cb\u003eWhat You'll Learn: \u003c\/b\u003e\u003cp\u003e✅ \u003cb\u003ePandas Basics\u003c\/b\u003e - Understand the core components of \u003cb\u003ePandas\u003c\/b\u003e such as \u003cb\u003eDataFrames\u003c\/b\u003e and \u003cb\u003eSeries\u003c\/b\u003e, and perform basic data manipulation tasks like filtering, selecting, and aggregating data.\u003cbr\u003e✅ \u003cb\u003eData Cleaning with Pandas\u003c\/b\u003e - Learn powerful techniques for \u003cb\u003ehandling missing data\u003c\/b\u003e, \u003cb\u003eduplicating entries\u003c\/b\u003e, and \u003cb\u003edata type conversions\u003c\/b\u003e to prepare your datasets for analysis.\u003cbr\u003e✅ \u003cb\u003eData Aggregation and Grouping\u003c\/b\u003e - Use \u003cb\u003egroupby\u003c\/b\u003e, \u003cb\u003epivot tables\u003c\/b\u003e, and \u003cb\u003eresampling\u003c\/b\u003e methods in \u003cb\u003ePandas\u003c\/b\u003e to summarize and aggregate data efficiently.\u003cbr\u003e✅ \u003cb\u003eAdvanced Pandas Techniques\u003c\/b\u003e - Dive into advanced data manipulation techniques like \u003cb\u003emerging\u003c\/b\u003e, \u003cb\u003ejoining\u003c\/b\u003e, \u003cb\u003econcatenating\u003c\/b\u003e, and \u003cb\u003ereshaping\u003c\/b\u003e data.\u003cbr\u003e✅ \u003cb\u003eNumPy Fundamentals\u003c\/b\u003e - Learn how to leverage \u003cb\u003eNumPy arrays\u003c\/b\u003e for high-performance numerical computations, including array indexing, slicing, and broadcasting.\u003cbr\u003e✅ \u003cb\u003eMathematical and Statistical Operations\u003c\/b\u003e - Use \u003cb\u003eNumPy\u003c\/b\u003e to perform mathematical operations, statistical analysis, and linear algebra for data exploration and analysis.\u003cbr\u003e✅ \u003cb\u003eTime Series Analysis with Pandas\u003c\/b\u003e - Master \u003cb\u003etime series data\u003c\/b\u003e handling, including date parsing, frequency conversion, and resampling in \u003cb\u003ePandas\u003c\/b\u003e.\u003cbr\u003e✅ \u003cb\u003eData Visualization with Pandas\u003c\/b\u003e - Create \u003cb\u003evisualizations\u003c\/b\u003e like \u003cb\u003eline plots\u003c\/b\u003e, \u003cb\u003escatter plots\u003c\/b\u003e, and \u003cb\u003ehistograms\u003c\/b\u003e using Pandas and libraries like \u003cb\u003eMatplotlib\u003c\/b\u003e.\u003cbr\u003e✅ \u003cb\u003eWorking with External Data Sources\u003c\/b\u003e - Import and export data from \u003cb\u003eCSV\u003c\/b\u003e, \u003cb\u003eExcel\u003c\/b\u003e, \u003cb\u003eSQL databases\u003c\/b\u003e, and \u003cb\u003eJSON\u003c\/b\u003e using Pandas.\u003cbr\u003e✅ \u003cb\u003eOptimizing Data Operations\u003c\/b\u003e - Learn how to speed up your data processing tasks using techniques like \u003cb\u003evectorization\u003c\/b\u003e with \u003cb\u003eNumPy\u003c\/b\u003e and \u003cb\u003ePandas\u003c\/b\u003e.\u003cbr\u003e✅ \u003cb\u003ePractical Data Science Projects\u003c\/b\u003e - Work on real-world data projects using \u003cb\u003ePandas\u003c\/b\u003e and \u003cb\u003eNumPy\u003c\/b\u003e, such as \u003cb\u003edata cleaning pipelines\u003c\/b\u003e, \u003cb\u003efinancial data analysis\u003c\/b\u003e, and \u003cb\u003edata exploration for machine learning\u003c\/b\u003e.\u003cbr\u003e✅ \u003cb\u003eIntegrating Pandas and NumPy with Other Libraries\u003c\/b\u003e - Leverage \u003cb\u003ePandas\u003c\/b\u003e and \u003cb\u003eNumPy\u003c\/b\u003e in conjunction with \u003cb\u003eMatplotlib\u003c\/b\u003e, \u003cb\u003eSciPy\u003c\/b\u003e, and \u003cb\u003escikit-learn\u003c\/b\u003e for comprehensive data analysis workflows.\u003c\/p\u003e\u003cp\u003eWith \u003cb\u003eclear examples\u003c\/b\u003e, \u003cb\u003epractical projects\u003c\/b\u003e, and \u003cb\u003einsider tips\u003c\/b\u003e, \u003cb\u003ePandas and NumPy in Practice\u003c\/b\u003e will transform the way you work with data and give you the confidence to handle any data manipulation challenge in Python.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Thompson Carter\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798309921140\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/12\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 256\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.76lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.54d\u003c\/p\u003e","brand":"Thompson Carter","offers":[{"title":"Paperback","offer_id":47579978825983,"sku":"9798309921140","price":19.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_8e56364a-8b20-4318-bcb5-c982729b708e.jpg?v=1763877948","url":"https:\/\/www.whiterainbookhouse.com\/products\/pandas-and-numpy-in-practice-thompson-carter-9798309921140","provider":"WR Book House","version":"1.0","type":"link"}