Ultimate Pandas for Data Manipulation and Visualization - Efficiently Process and Visualize Data with Python's Most Popular Data Manipulation Library

Tahera Firdose

Maison d'édition: Orange Education Pvt Ltd

Synopsis

Unlock the power of Data Manipulation with Pandas.

Key Features
● Master Pandas from basics to advanced and its data manipulation techniques.
● Visualize data effectively with Matplotlib and explore data efficiently.
● Learn through hands-on examples and practical real-world use cases.

Book Description
Unlock the power of Pandas, the essential Python library for data analysis and manipulation. This comprehensive guide takes you from the basics to advanced techniques, ensuring you master every aspect of pandas. You'll start with an introduction to pandas and data analysis, followed by in-depth explorations of pandas Series and DataFrame, the core data structures.

Learn essential skills for data cleaning and filtering, and master grouping and aggregation techniques to summarize and analyze your data sets effectively. Discover how to reshape and pivot data, join and merge multiple datasets, and handle time series analysis.

Enhance your data analysis with compelling visualizations using Matplotlib, and apply your knowledge in a real-world scenario by analyzing bank customer churn. Through hands-on examples and practical use cases, this book equips you with the tools to clean, filter, aggregate, reshape, merge, and visualize data effectively, transforming it into actionable insights.

What you will learn
● Wrangle data efficiently using Pandas' cleaning, filtering, and transformation techniques.
● Unlock hidden patterns with advanced grouping, joining, and merging operations.
● Master time series analysis with Pandas to extract valuable insights from your data.
● Apply Pandas to real-world scenarios like customer churn analysis and financial modeling.
● Unleash the power of data visualization with Matplotlib and craft compelling charts and graphs.
● Enhance your workflow with essential Pandas optimizations and performance tips.

Table of Contents
1. Introduction to Pandas and Data Analysis
2. Pandas Series
3. Pandas DataFrame
4. Data Cleaning with Pandas
5. Data Filtering with Pandas
6. Grouping and Aggregating Data
7. Reshaping and Pivoting in Pandas
8. Joining and Merging Data in Pandas
9. Introduction to Time Series Analysis in Pandas
10. Visualization Using Matplotlib
11. Analyzing Bank Customer Churn Using Pandas
Index

About the Authors
Tahera Firdose holds a postgraduate degree in Artificial Intelligence and has made significant strides in the fields of data analysis and machine learning. Her academic background, combined with her passion for these domains, has propelled her into a prominent position as an educator, blogger, and community influencer.

Tahera’s expertise in Artificial Intelligence extends beyond theoretical knowledge; she has applied her skills in various practical and impactful projects. Her work in machine learning, particularly in developing innovative algorithms and predictive models, has been recognized for its excellence and practical applications. She is known for her ability to simplify complex concepts and make them accessible to a broader audience.

An avid writer, Tahera frequently shares her insights and discoveries through her well-regarded blog. Her articles cover a wide range of topics within data analysis and machine learning, providing valuable resources for both beginners and seasoned professionals. Her writing is characterized by its clarity, depth, and practical relevance, making her blog a go-to source for anyone looking to deepen their understanding of these fields.

Disponible depuis: 10/06/2024.

Longueur d'impression: 362 pages.

Science et Technologie

D'autres livres qui pourraient vous intéresser

A Rare Recording of US Naval...

Grace Hopper

Grace Brewster Hopper (December 9, 1906 to January 1, 1992) was an American computer scientist, mathematician, and United States Navy rear admiral. A pioneer of computer programming, Hopper was the first to devise the theory of machine-independent programming languages and used this theory to develop the FLOW-MATIC programming language and COBOL, an early high-level programming language still in use today. She was also one of the first programmers on the Harvard Mark I computer. She is credited with writing the first computer manual, "A Manual of Operation for the Automatic Sequence Controlled Calculator." The following audio recording is from a 1982 presentation.

Voir livre

Deep Sleep Induction: A Guided...

Holistic Center for Sleep Medicine

Experience Unmatched Relaxation: Immerse yourself in a tranquil journey designed to ease your mind and body into a state of profound relaxation.

Scientifically Proven Techniques: "Deep Sleep Induction" employs scientifically proven techniques that promote deep sleep and enhance overall well-being. By incorporating elements of mindfulness, progressive muscle relaxation, and calming visualizations, this meditation helps you release the stresses of the day and prepare for a night of uninterrupted rest.

Perfect for All Sleepers: Whether you struggle with insomnia, experience frequent wakefulness, or simply wish to improve your sleep quality, "Deep Sleep Induction" is the perfect solution. It is suitable for all sleepers, from those new to meditation to experienced practitioners seeking deeper relaxation.

Benefits You Can Feel:
Enhanced Sleep Quality: Enjoy longer periods of deep, restorative sleep.Reduced Stress and Anxiety: Calm your mind and alleviate anxiety for a peaceful night's rest.Increased Energy: Wake up feeling refreshed, energized, and ready to take on the day.

Easy to Use: Simply find a comfortable spot, close your eyes, and let our soothing voice guide you into a state of deep relaxation. Whether you listen at bedtime or during a nap, "Deep Sleep Induction" will help you achieve the restorative sleep you deserve.

Why Wait? Transform Your Nights Today: Say goodbye to restless nights and hello to a new era of peaceful sleep. Download "Deep Sleep Induction" now and embark on your journey to better rest tonight!

Voir livre

Changeable Brain - What Cases of...

Ph.D. Lorin J. Elias

Brain injuries can result in highly specific and surprising changes in behavior that have revealed to us how the mind works.The brain is the most complicated object in the known universe. After spending millennia trying to understand our ever-changing world, the brain is now turning its capacities for reasoning, remembering, and understanding inward, as it tries to understand itself.The biggest breakthroughs in neuroscience have come mostly by accident. These accidents didn't happen in research labs. They happened on railway job sites, in showers, on bicycles, in cars or were the result of infections from uncommon diseases.When an individual suffers brain damage as the result of an accident or illness, the negative effects can be profound—life altering and lifelong—yet the insights offered by the effects of these injuries have been revolutionary for neuroscientists. Through an examination of landmark cases of traumatic brain injury, Dr. Lorin J. Elias explains how each case has expanded our understanding of the mind.

Voir livre

Psilocybin Mushrooms - A...

George Mikkelson

This comprehensive manual is your key to unlocking the secrets of cultivating these mystical fungi in the comfort of your own space, providing you with a detailed, step-by-step roadmap to successful mushroom cultivation.
Inside the pages of "Psilocybin Mushrooms," you'll discover:
- Cultivation Basics: Dive into the foundational principles of growing Psilocybin Mushrooms, exploring the necessary tools, materials, and techniques essential for successful cultivation.
- Step-by-Step Instructions: Follow clear and concise step-by-step instructions, guiding you through the entire cultivation process from spore inoculation to harvesting your own magic fungi. Whether you're a novice or an experienced cultivator, this guide ensures a seamless and rewarding journey.
- Home-Growing Techniques: Learn proven techniques for cultivating Psilocybin Mushrooms in the privacy of your own home. From setting up a conducive growing environment to maintaining optimal conditions, this guide demystifies the cultivation process.
- Troubleshooting Tips: Navigate potential challenges with confidence, armed with troubleshooting tips and solutions. This guide equips you with the knowledge needed to address common issues and ensure a successful harvest.
- Harvesting and Storage: Discover the art of harvesting your homegrown magic fungi and explore proper storage methods to preserve their potency. This guide ensures that you reap the full benefits of your cultivation efforts.
Whether you're a curious enthusiast or an aspiring home cultivator, "Psilocybin Mushrooms" is your go-to guide for growing your own magic fungi. Empower yourself with the knowledge and skills to embark on a fulfilling journey of cultivation, exploration, and self-discovery.

Voir livre

Son of Apollo - The Adventures...

Christopher A. Roosa, James Lovell

Christopher A. Roosa grew up the eldest son of Apollo 14 astronaut and command module pilot Stuart A. Roosa. As a child of the space program, Christopher had a ringside seat at the dinner table of one of twenty-four Americans who had either entered lunar orbit or landed on the moon. The first book written by an offspring of an Apollo astronaut to focus on growing up in that era, Son of Apollo tells the inside story of the life of his father, a man who had a remarkable career despite always believing his air force career was "off-track," from his initial application to the service to his removal from the prime crew of Apollo 13 and his subsequent assignment to Apollo 14. During the Apollo 13 mission and recovery, Stuart played an integral role in developing the procedures to return the crew to Earth safely. The focus—and the pressure—of the entire Apollo program then shifted to the Apollo 14 mission. If the Apollo program was to continue, Stuart and the Apollo 14 crew would need to get safely to the moon, land, and return. 
 
 
 
In writing about his father's career, Christopher Roosa also shows us a familial side of the Apollo experience, from the daily struggles of growing up in the shadow of a father who was necessarily away in training most of the year to the expectations involved in being an astronaut's son.

Voir livre

Data Engineering with AWS -...

May Sherry

"Data Engineering with AWS: Building Next-Gen Data Architectures on AWS" is your comprehensive guide to mastering data engineering in the cloud. This book delves into the full spectrum of data engineering on the AWS platform, from foundational concepts to advanced techniques, enabling you to build, optimize, and scale data pipelines with confidence. 
Designed for data engineers, cloud architects, and IT professionals, this book covers the latest AWS tools and services that power modern data solutions. You'll explore key topics such as data ingestion, transformation, storage, and analysis, all while leveraging AWS services like Amazon S3, Redshift, Glue, and Kinesis. The book provides practical, hands-on examples to demonstrate how to create robust, secure, and scalable data architectures that can handle the demands of big data and real-time analytics. 
"Data Engineering with AWS" equips you with the knowledge and skills to harness the power of AWS for your data engineering needs. Learn how to implement best practices, optimize performance, and ensure data security while keeping costs under control. With this book, you'll be prepared to build the next generation of data-driven applications on AWS.

Voir livre