All Products

Best Sellers

New Releases

Books

Videos

Audiobooks

Free Learning

Interactive Data Visualization with Python - Second Edition

You're reading from Interactive Data Visualization with Python - Second Edition

Product type Book

Published in Apr 2020

Publisher

ISBN-13 9781800200944

Pages 362 pages

Edition 2nd Edition

Languages

Concepts

Data Visualization

Authors (4):

Abha Belorkar

Sharath Chandra Guntuku

Shubhangi Hora

Anshu Kumar

View More author details

Table of Contents (9) Chapters

Preface

About the Book

1. Introduction to Visualization with Python – Basic and Customized Plotting

2. Static Visualization – Global Patterns and Summary Statistics

3. From Static to Interactive Visualization

4. Interactive Visualization of Data across Strata

5. Interactive Visualization of Data across Time

6. Interactive Visualization of Geographical Data

7. Avoiding Common Pitfalls to Create Interactive Visualizations

Appendix

Static versus Interactive Visualization

While static data visualizations are a giant leap forward toward the goal of extracting and explaining the value and information that datasets hold, the addition of interactivity takes these visualizations a step ahead.

Interactive data visualizations have the following qualities:

They are easier to explore as they allow you to interact with data by changing colors, parameters, and plots.
They can be manipulated easily and instantly. Since you can interact with them, the graphs can be changed in front of you. For example, in the exercises and activities in this chapter, you will create an interactive slider. When the position of this slider is altered and the graph you see changes, you will also be able to create checkboxes that allow you to select the parameters you wish to see.
They enable access to real-time data and the insights they provide. This allows for the efficient and quick analysis of trends.
They are easier...

The rest of the chapter is locked

Register for a free Packt account to unlock a world of extra content!

A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.

Unlock this book and the full library FREE for 7 days

Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of

Start free trial

Renews at $15.99/month. Cancel anytime}

Authors (4)

Abha Belorkar

Abha Belorkar is an educator and researcher in computer science. She received her bachelor's degree in computer science from Birla Institute of Technology and Science Pilani, India and her Ph.D. from the National University of Singapore. Her current research work involves the development of methods powered by statistics, machine learning, and data visualization techniques to derive insights from heterogeneous genomics data on neurodegenerative diseases.

See other products by Abha Belorkar

Sharath Chandra Guntuku

Sharath Chandra Guntuku is a researcher in natural language processing and multimedia computing. He received his bachelor's degree in computer science from Birla Institute of Technology and Science, Pilani, India and his Ph.D. from Nanyang Technological University, Singapore. His research aims to leverage large-scale social media image and text data to model social health outcomes and psychological traits. He uses machine learning, statistical analysis, natural language processing, and computer vision to answer questions pertaining to health and psychology in individuals and communities.

See other products by Sharath Chandra Guntuku

Shubhangi Hora

Shubhangi Hora is a data scientist, Python developer, and published writer. With a background in computer science and psychology, she is particularly passionate about healthcare-related AI, including mental health. Shubhangi is also a trained musician.

See other products by Shubhangi Hora

Anshu Kumar

Anshu Kumar is a data scientist with over 5 years of experience in solving complex problems in natural language processing and recommendation systems. He has an M.Tech. from IIT Madras in computer science. He is also a mentor at SpringBoard. His current interests are building semantic search, text summarization, and content recommendations for large-scale multilingual datasets.

See other products by Anshu Kumar

Other recommended products

Related to this chapter

Interactive Data Visualization with Python

Interactive Data Visualization with Python

Interactive Data Visualization with Python sharpens your data exploration skills, tells you everything there is to know about interactive data visualization in Python, and most importantly, helps you make your storytelling more intuitive and persuasive.

Oct 2019 12 hours 4 minutes

Hands-On Data Visualization with Bokeh

Hands-On Data Visualization with Bokeh

Adding a layer of interactivity to your plots and converting these plots into applications hold immense value in the field of data science. The standard approach to adding interactivity would be to use paid software such as Tableau, but the Bokeh package in Python offers users a way to create both interactive and visually aesthetic plots for free.

Jun 2018 5 hours 48 minutes

Data Visualization with Python for Beginners

Data Visualization with Python for Beginners

Utilizing tools and operations from several major libraries, this book will teach you to visualize data with Python comfortably and confidently in no time at all.

Mar 2021 9 hours 20 minutes

Applied Data Visualization with R and ggplot2

Applied Data Visualization with R and ggplot2

When data is presented to you in a graphical or pictorial format, you can analyze it more effectively. This book begins by introducing you to basic concepts, such as grammar of graphics and geometric objects. It then goes on to explain these concepts in detail with examples. Once you are comfortable with basics, you can learn all about the advanced plotting techniques, such as box plots and density plots. With this book, you can transform data into useful material and make data analysis interesting and fun.

Sep 2018 4 hours 40 minutes

Mastering Exploratory Analysis with pandas

Mastering Exploratory Analysis with pandas

Exploratory data analysis exploits the visual properties of the datasets that are commonly used by data scientists. It helps you build custom data pipelines to address data analysis tasks. This book uses pandas, the most popular Python library for data analysis, and helps you build end-to-end exploratory data-analysis solutions

Sep 2018 4 hours 40 minutes

Interactive Dashboards and Data Apps with Plotly and Dash

Interactive Dashboards and Data Apps with Plotly and Dash

Learn how to design and build Dash apps from scratch with this practical book that covers the different functionalities of Plotly and Dash for building dashboards and data apps. You’ll start by exploring the Dash ecosystem and go on to build a fully functional app as you discover options for fine-tuning and extending your app using new techniques.

May 2021 12 hours 8 minutes

Data Visualization with Python

Data Visualization with Python

With so much data being continuously generated, developers with a knowledge of data analytics and data visualization are always in demand. With Data Visualization with Python, you'll learn how to use Python with NumPy, Pandas, Matplotlib, and Seaborn to create impactful data visualizations with a real world, public data.

Feb 2019 12 hours 16 minutes

The Data Visualization Workshop

The Data Visualization Workshop

Cut through the noise and get real results with a step-by-step approach to learning data visualization with Python

Feb 2020 16 hours 0 minutes

The Data Visualization Workshop

The Data Visualization Workshop

The Data Visualization Workshop will help you get started with data visualization, giving you the confidence to choose the best visualization technique to suit your needs. Fun activities and exercises featured throughout the book will keep you engaged as you build interactive visualizations with real data.

Jul 2020 17 hours 52 minutes

Big Data Analysis with Python

Big Data Analysis with Python

Processing big data in real time is challenging due to scalability, information inconsistency, and fault tolerance. Big Data Analysis with Python teaches you how to use tools that can control the data avalanche for you. With this book, you'll learn effective techniques to aggregate data into useful dimensions for posterior analysis, extract statistical measurements, and transform datasets into features for other systems.

Apr 2019 9 hours 12 minutes

Python Data Analysis

Python Data Analysis

This book takes a practical approach to Python data analysis, showing you how to use Python libraries such as pandas, NumPy, SciPy, and scikit-learn to analyze a variety of data. You’ll also get up to speed with everything from data manipulation to visualization systematically.

Feb 2021 15 hours 56 minutes

Personalised recommendations for you

Based on your interests and search pattern

Ever wonder why speech recognition systems don't understand the Scottish accent, or what would happen if an astronaut only ate mac 'n' cheese, or other spurious reflections you'd have at a bar? We did, then collated those deliberations into absurd research articles with fake figures and methodologies inspired by even more fictionally absurd studies.

Aug 2023 7 hours 40 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Mastering Tableau 2023

Mastering Tableau 2023

This book is a comprehensive resource to mastering your Tableau skills and becoming a BI expert. As you progress, you will learn how to build advanced dashboards and improve your storytelling to derive key business insight, as well as make you well-versed with advanced functionalities of Tableau in the business intelligence domain.

Aug 2023 22 hours 48 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Data Engineering with AWS

Data Engineering with AWS

Embark on a journey to master data engineering pipelines on AWS! Our book offers a hands-on experience of AWS services for ingesting, transforming, and consuming data. Whether you're an absolute beginner or someone with basic data engineering experience, this guide is an indispensable resource.

Oct 2023 21 hours 12 minutes

Modern Data Architecture on AWS

Modern Data Architecture on AWS

Every organization wants an agile, performant, and cost-effective data platform that meets all their current and future business needs. Purpose-built AWS analytics services and their features play a big part in building such a modern data platform. This book brings to you all the design and architectural patterns that’ll help you achieve this goal.

Aug 2023 14 hours 0 minutes

Practical Guide to Applied Conformal Prediction in Python

Practical Guide to Applied Conformal Prediction in Python

Discover the power of Conformal Prediction with the "Practical Guide to Applied Conformal Prediction in Python." Master the latest techniques to quantify uncertainty in machine learning and computer vision models, and seamlessly apply them to your industry applications.

Dec 2023 8 hours 0 minutes

TinyML Cookbook

TinyML Cookbook

With over 70 project-based recipes, the TinyML Cookbook is a practical guide that will help you to get the most out of your microcontrollers. It provides a comprehensive understanding of the theoretical foundations while giving you hands-on experience training ML models for deployment on Arduino Nano 33 BLE Sense, Raspberry Pi Pico, and SparkFun RedBoard Artemis Nano microcontrollers.

Nov 2023 22 hours 8 minutes