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Python Data Cleaning Cookbook: Moder..., Michael Walker

Python Data Cleaning Cookbook: Moder..., Michael Walker
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Add World of Books to your favourites and receive email newsletters about special promotions! General Interest Python Data Cleaning Cookbook: Modern techniques and Python tools to detect and remove dirty data and extract key insights

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Category: Books ISBN: 1800565666 Title: Python Data Cleaning Cookbook: Modern techniques and Python tools to detect and remove dirty data and extract key insights The Fast Free Shipping Author: Michael Walker Publisher: Packt Publishing Limited Year Published: 2020 Number of Pages: 436 Book Binding: Paperback Prizes: N/A Book Condition: GOOD SKU: CIN1800565666G Item description Discover how to describe your data in detail, identify data issues, and find out how to solve them using commonly used techniques and tips and tricksKey FeaturesGet well-versed with various data cleaning techniques to reveal key insightsManipulate data of different complexities to shape them into the right form as per your business needsClean, monitor, and validate large data volumes to diagnose problems before moving on to data analysisBook DescriptionGetting clean data to reveal insights is essential, as directly jumping into data analysis without proper data cleaning may lead to incorrect results. This book shows you tools and techniques that you can apply to clean and handle data with Python. You\'ll begin by getting familiar with the shape of data by using practices that can be deployed routinely with most data sources. Then, the book teaches you how to manipulate data to get it into a useful form. You\'ll also learn how to filter and summarize data to gain insights and better understand what makes sense and what does not, along with discovering how to operate on data to address the issues you\'ve identified. Moving on, you\'ll perform key tasks, such as handling missing values, validating errors, removing duplicate data, monitoring high volumes of data, and handling outliers and invalid dates. Next, you\'ll cover recipes on using supervised learning and Naive Bayes analysis to identify unexpected values and classification errors, and generate visualizations for exploratory data analysis (EDA) to visualize unexpected values. Finally, you\'ll build functions and classes that you can reuse without modification when you have new data. By the end of this Python book, you\'ll be equipped with all the key skills that you need to clean data and diagnose problems within it.What you will learnFind out how to read and analyze data from a variety of sourcesProduce summaries of the attributes of data frames, columns, and rowsFilter data and select columns of interest that satisfy given criteriaAddress messy data issues, including working with dates and missing valuesImprove your productivity in Python pandas by using method chainingUse visualizations to gain additional insights and identify potential data issuesEnhance your ability to learn what is going on in your dataBuild user-defined functions and classes to automate data cleaningWho this book is forThis book is for anyone looking for ways to handle messy, duplicate, and poor data using different Python tools and techniques. The book takes a recipe-based approach to help you to learn how to clean and manage data. Working knowledge of Python programming is all you need to get the most out of the book.

Please note, the image is for illustrative purposes only, actual book cover, binding and edition may vary.

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If for some reason your order has not arrived within 15 Business days please get in contact with us so that we can help you.

World of Books USA offer a hassle free money back guarantee for your product, (excluding shipping & handling). We are committed to ensuring each customer is entirely satisfied with their purchase and our service. If you have any issues or concerns, please contact our customer service team within 60 days of purchase and they will be more than happy to help.

World of Books USA was founded in 2005. We offer great value books on a wide range of subjects and we now ship over two million orders each year to satisfied customers throughout the world. We take great pride in our prompt delivery, first class customer service and excellent response.

While we do our best to provide good quality books for you to read, there is no escaping the fact that it has been owned and read by someone else before you. It may well show signs of wear and tear, however each one of our books is hand-checked by our dedicated team for defects before shipping.

World of Books sells quality used products at competitive prices to over 2 million customers worldwide each year. We want your experience with World of Books to be enjoyable and problem free.

Over the past 8 years World of Books has seen the inventory grow from 1000 to over 1 Million books in stock.

We all like the idea of saving a bit of cash, so when we found out how many good quality used products are out there - we just had to let you know! All of our items are checked for quality before they go on sale and we like to think that our prices mean that no item is beyond your budget.

At World of Books we are committed to minimising our environmental impact. Each month we recycle over 2.3 million books, saving over 12,500 metric tonnes of books a year from going straight into landfill sites.

All of our paper waste is recycled within the UK and turned into corrugated cardboard. We believe that it is a travesty to simply throw away a used book or DVD when there is nothing wrong with it - we believe in giving each book or DVD the chance of finding a new home

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