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Data Processing with Optimus

You're reading from   Data Processing with Optimus Supercharge big data preparation tasks for analytics and machine learning with Optimus using Dask and PySpark

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Product type Paperback
Published in Sep 2021
Publisher Packt
ISBN-13 9781801079563
Length 300 pages
Edition 1st Edition
Languages
Concepts
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Authors (2):
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Dr. Argenis Leon Dr. Argenis Leon
Author Profile Icon Dr. Argenis Leon
Dr. Argenis Leon
Luis Aguirre Contreras Luis Aguirre Contreras
Author Profile Icon Luis Aguirre Contreras
Luis Aguirre Contreras
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Toc

Table of Contents (16) Chapters Close

Preface 1. Section 1: Getting Started with Optimus
2. Chapter 1: Hi Optimus! FREE CHAPTER 3. Chapter 2: Data Loading, Saving, and File Formats 4. Section 2: Optimus – Transform and Rollout
5. Chapter 3: Data Wrangling 6. Chapter 4: Combining, Reshaping, and Aggregating Data 7. Chapter 5: Data Visualization and Profiling 8. Chapter 6: String Clustering 9. Chapter 7: Feature Engineering 10. Section 3: Advanced Features of Optimus
11. Chapter 8: Machine Learning 12. Chapter 9: Natural Language Processing 13. Chapter 10: Hacking Optimus 14. Chapter 11: Optimus as a Web Service 15. Other Books You May Enjoy

Bumblebee

Bumblebee is an open source, low-code web app that aims to make big data preparation easy. It builds on top of Optimus so that you have all the flexibility the library provides.

Bumblebee sends automatically generated Optimus code to a Python kernel gateway to operate our datasets and configuration settings. All of this is done over a secure connection.

For example, when we ask Bumblebee to load a file, it automatically uploads the file to a place Optimus can find it (since it may not be able to load the file from your local storage) and loads it using op.load.file.

Bumblebee has a broad range of available operations, and almost every Optimus function is mapped as a user-friendly interface.

In the web app, we can take advantage of its profiling functionality to give the user insight into the loaded data. This also includes loading the actual values of the dataset into a table in real time:

Figure 10.1 – Bumblebee default view with...

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