{"product_id":"statistical-data-cleaning-with-applications-in-r","title":"Statistical Data Cleaning with Applications in R","description":"\u003cp\u003e\u003cb\u003eA comprehensive guide to automated statistical data cleaning\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eThe production of clean data is a complex and time-consuming process that requires both technical know-how and statistical expertise. \u003ci\u003eStatistical Data Cleaning with Applications in R\u003c\/i\u003e brings together a wide range of techniques for cleaning textual, numeric or categorical data. This book examines technical data cleaning methods relating to data representation and data structure. A prominent role is given to statistical data validation, data cleaning based on predefined restrictions, and data cleaning strategy.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eKey features:\u003c\/b\u003e\u003c\/p\u003e \u003cul\u003e \u003cli\u003eFocuses on the automation of data cleaning methods, including both theory and applications written in R.\u003c\/li\u003e \u003cli\u003eEnables the reader to design data cleaning processes for either one-off analytical purposes or for setting up production systems that clean data on a regular basis.\u003c\/li\u003e \u003cli\u003eExplores statistical techniques for solving issues such as incompleteness, contradictions and outliers, integration of data cleaning components and quality monitoring.\u003c\/li\u003e \u003cli\u003eSupported by an accompanying website featuring data and R code.\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003ci\u003eStatistical Data Cleaning with Applications in R\u003c\/i\u003e enables data scientists and statistical analysts working with data to deepen their understanding of data cleaning as well as to upgrade their practical data cleaning skills. This book can also be used as material for courses in both data cleaning and data analysis.\u003c\/p\u003e","brand":"Edwin de Jonge","offers":[{"title":"Default Title","offer_id":42856603287613,"sku":"9781118897157","price":123.26,"currency_code":"AUD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0597\/7689\/2989\/files\/9781118897157_028a59ce-d233-41c0-a46d-06ca04bcf3a1.jpg?v=1766992891","url":"https:\/\/www.palmleaf.com.au\/products\/statistical-data-cleaning-with-applications-in-r","provider":"Palmleaf","version":"1.0","type":"link"}