Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Time Series Indexing

You're reading from   Time Series Indexing Implement iSAX in Python to index time series with confidence

Arrow left icon
Product type Paperback
Published in Jun 2023
Publisher Packt
ISBN-13 9781838821951
Length 248 pages
Edition 1st Edition
Languages
Arrow right icon
Author (1):
Arrow left icon
Mihalis Tsoukalos Mihalis Tsoukalos
Author Profile Icon Mihalis Tsoukalos
Mihalis Tsoukalos
Arrow right icon
View More author details
Toc

Table of Contents (11) Chapters Close

Preface 1. Chapter 1: An Introduction to Time Series and the Required Python Knowledge 2. Chapter 2: Implementing SAX FREE CHAPTER 3. Chapter 3: iSAX – The Required Theory 4. Chapter 4: iSAX – The Implementation 5. Chapter 5: Joining and Comparing iSAX Indexes 6. Chapter 6: Visualizing iSAX Indexes 7. Chapter 7: Using iSAX to Approximate MPdist 8. Chapter 8: Conclusions and Next Steps 9. Index 10. Other Books You May Enjoy

Exercises

Try to do the following exercises:

  • Create a time series with 50,000 elements and plot its iSAX index using 6, 8, and 10 segments. In all cases, use a threshold value of 500.
  • Create a time series with 150,000 elements and plot its iSAX index using 4, 6, and 8 segments.
  • Create a time series with 250,000 elements and plot its iSAX index for 4, 6, and 10 segments. In all cases, use a threshold value of 5000.
  • Make a version of exportJSON.py that replaces the size field with a field named value.
  • If you are familiar with JavaScript, change the colors of the zoomable icicle plot.
  • If you are familiar with JavaScript, make the zoomable icicle plot go from top to bottom instead of left to right.
  • If you are familiar with JavaScript, make the Collapsible Tree visualization go from top to bottom instead of left to right. Is that better than before?
  • Experiment with the Zoomable Circle Packing visualization, which can be found at https://observablehq.com...
lock icon 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
Renews at $19.99/month. Cancel anytime
Banner background image