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Python Automation Cookbook: 75 Python automation ideas for web scraping, data wrangling, and processing Excel, reports, emails, and more
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Python Automation Cookbook offers 75 automation ideas for data wrangling, web scraping, and report generation using Python 3.8+.
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Detalhes do produto
- Get a firm grip on the core processes including browser automation, web scraping, Word, Excel, and GUI automation with Python 3.8 and higherKey FeaturesAutomate integral business processes such as report generation, email marketing, and lead generationExplore automated code testing and Python’s growth in data science and AI automation in three new chaptersUnderstand techniques to extract information and generate appealing graphs, and reports with MatplotlibBook DescriptionIn this updated and extended version of Python Automation Cookbook, each chapter now comprises the newest recipes and is revised to align with Python 3.8 and higher. The book includes three new chapters that focus on using Python for test automation, machine learning projects, and for working with messy data.This edition will enable you to develop a sharp understanding of the fundamentals required to automate business processes through real-world tasks, such as developing your first web scraping application, analyzing information to generate spreadsheet reports with graphs, and communicating with automatically generated emails.Once you grasp the basics, you will acquire the practical knowledge to create stunning graphs and charts using Matplotlib, generate rich graphics with relevant information, automate marketing campaigns, build machine learning projects, and execute debugging techniques.By the end of this book, you will be proficient in identifying monotonous tasks and resolving process inefficiencies to produce superior and reliable systems.What you will learnLearn data wrangling with Python and Pandas for your data science and AI projectsAutomate tasks such as text classification, email filtering, and web scraping with PythonUse Matplotlib to generate a variety of stunning graphs, charts, and mapsAutomate a range of report generation tasks, from sending SMS and email campaigns to creating templates, adding images in Word, and even encrypting PDFsMaster web scraping and web crawling of popular file formats and directories with tools like Beautiful SoupBuild cool projects such as a Telegram bot for your marketing campaign, a reader from a news RSS feed, and a machine learning model to classify emails to the correct department based on their contentCreate fire-and-forget automation tasks by writing cron jobs, log files, and regexes with Python scriptingWho this book is forPython Automation Cookbook - Second Edition is for developers, data enthusiasts or anyone who wants to automate monotonous manual tasks related to business processes such as finance, sales, and HR, among others. Working knowledge of Python is all you need to get started with this book.Table of ContentsLet's Begin Our Automation JourneyAutomating Tasks Made EasyBuilding Your First Web Scraping ApplicationSearching and Reading Local FilesGenerating Fantastic ReportsFun with SpreadsheetsCleaning and Processing DataDeveloping Stunning GraphsDealing with Communication ChannelsWhy Not Automate Your Marketing Campaign?Machine Learning for AutomationAutomatic Testing RoutinesDebugging Techniques
| Publisher | Packt Publishing |
| Publication date | May 29, 2020 |
| Edition | 2nd ed. |
| Language | English |
| Print length | 526 pages |
| ISBN-10 | 1800207085 |
| ISBN-13 | 978-1800207080 |
| Item Weight | 1.97 pounds (890 grams) |
| Dimensions | 7.5 x 1.19 x 9.25 inches (19.1 x 3 x 23.5 cm) |
Quem Deverá Comprar?
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Data Analysts
Ideal for analysts looking to automate data extraction, cleaning, and reporting tasks efficiently using Python.
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Web Scrapers
Perfect for developers interested in scraping web data, with practical examples to ease the learning curve.
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Excel Users
Beneficial for Excel users seeking to extend their automation skills with Python for better data manipulation.
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Beginners
Not ideal for complete beginners with no coding experience, as some programming knowledge is required.
DESCRIÇÃO DO PRODUTO
Perguntas e respostas do cliente
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Pergunta:
What is the Python Automation Cookbook - Second Edition about?
Resposta: The Python Automation Cookbook - Second Edition offers an extensive collection of 75 practical recipes designed to enhance your automation skills using Python. It covers a variety of tasks including web scraping, data wrangling, and managing Excel files, reports, and emails. Each recipe is structured to solve specific challenges you may encounter, making it ideal for both beginners and experienced programmers. Whether you're looking to automate mundane tasks or streamline data processing, this book serves as a comprehensive guide to effectively utilizing Python's capabilities. -
Pergunta:
Who is the target audience for this book?
Resposta: This book is tailored for a wide audience, ranging from beginners who want to learn automation with Python to seasoned professionals seeking to refine their skills. If you're a data analyst, software developer, or anyone interested in automating repetitive tasks, this cookbook offers valuable insights and practical examples that can enhance your workflow. Each recipe is designed to be user-friendly, allowing readers to quickly apply learned concepts to real-world applications. -
Pergunta:
What kind of projects can I build using this cookbook?
Resposta: With the guidance of the Python Automation Cookbook, you can undertake a variety of projects, such as automating data collection from websites, processing datasets for analysis, generating Excel reports, and managing email communication effectively. By implementing these recipes, you can save substantial time on manual tasks and focus on more strategic aspects of your work. This cookbook serves as an excellent reference for anyone looking to enhance productivity through automation. -
Pergunta:
Are there prerequisites to read this book?
Resposta: While the Python Automation Cookbook is designed to be accessible for all skill levels, basic familiarity with Python programming will enrich your understanding and implementation of the recipes. If you're already comfortable with Python syntax and concepts like functions and data types, you'll find it easier to grasp the automation techniques presented in this book. For absolute beginners, it might be beneficial to start with foundational Python tutorials before diving into automation. -
Pergunta:
Is this cookbook suitable for web scraping?
Resposta: Absolutely! One of the core focuses of the Python Automation Cookbook is web scraping. The book includes dedicated recipes that guide you through the process of extracting data from websites using libraries such as Beautiful Soup and Scrapy. These tools empower you to gather relevant information efficiently, which can be invaluable for data analysis, market research, or any project that requires up-to-date data extraction from online sources. -
Pergunta:
Can I use this book for data analysis?
Resposta: Yes, this cookbook includes several recipes that are geared toward data wrangling, an essential step in data analysis. You’ll learn how to clean, transform, and organize data to make it suitable for analysis. Whether you’re dealing with CSV files or databases, the recipes provide practical guidance on preparing your data for further insights, thus equipping you with the necessary skills to handle complex datasets effectively. -
Pergunta:
Does this book provide examples for Excel automation?
Resposta: Yes, the Python Automation Cookbook offers numerous recipes specifically focused on automating tasks in Excel. You can expect to learn how to read from and write to Excel files, perform calculations, and automate report generation. This capability is particularly beneficial for professionals who regularly interact with spreadsheets and need to optimize data handling processes, making their tasks more efficient and less time-consuming. -
Pergunta:
Will this book help me with email automation?
Resposta: Certainly! The cookbook includes recipes that demonstrate how to automate email tasks using Python, including sending bulk emails, parsing incoming messages, and generating automated notifications. These skills are especially useful for professionals who need to manage communications efficiently or send regular updates, making it a valuable tool for enhancing productivity in any email-intensive role. -
Pergunta:
How frequently is the book updated?
Resposta: The Python Automation Cookbook - Second Edition is a recent update, reflecting the latest practices and innovations in Python automation. While the authors strive to keep the content relevant and applicable, it's always wise to check online resources, forums, and communities for the most current tools and techniques. Engaging with the broader Python community can further enhance your understanding and application of the concepts outlined in the cookbook. -
Pergunta:
Where can I buy the Python Automation Cookbook - Second Edition in São Tomé and Príncipe?
Resposta: You can conveniently purchase the Python Automation Cookbook - Second Edition on Ubuy. Ubuy is a reliable online marketplace that provides a wide range of books and resources, making it easy for you to access this valuable material for enhancing your Python automation skills. Their platform ensures straightforward purchasing and a user-friendly experience, tailored to cater to customers in São Tomé and Príncipe.
Data Processing Editorial Review
The Python Automation Cookbook, 2nd Edition is a book that serves as a starting point for those trying to automate their tasks using Python. Some reviewers found it to be very basic and only useful for beginners. However, it also has some useful ideas for everyday tasks that can be automated. The absence of steps for Windows systems and the lack of a table of contents is a downside for some readers, and one reviewer found it too expensive for what it offers. While it may not be the most comprehensive reference on Python automation, it has something to offer for those wanting to explore automation ideas.
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Prós
- Good starting point for Python automation beginners.
- Contains useful ideas for automating everyday tasks.
Contras
- Lacks comprehensive information on Python automation.
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Recursos e benefícios
- Contains 75 recipes for automating business processes with Python 3.8 and higher
- Includes new chapters focused on automated code testing and machine learning
- Teaches you how to create stunning graphs, automate marketing campaigns, and build machine learning projects
- Ideal for developers, data enthusiasts, or anyone seeking to automate manual tasks
- Requires no prior knowledge beyond a working understanding of Python
- Improves efficiency and reliability of business systems
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