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Learning NumPy Array

You're reading from  Learning NumPy Array

Product type Book
Published in Jun 2014
Publisher
ISBN-13 9781783983902
Pages 164 pages
Edition 1st Edition
Languages
Author (1):
Ivan Idris Ivan Idris
Profile icon Ivan Idris

Table of Contents (14) Chapters

Learning NumPy Array
Credits
About the Author
About the Reviewers
www.PacktPub.com
Preface
1. Getting Started with NumPy 2. NumPy Basics 3. Basic Data Analysis with NumPy 4. Simple Predictive Analytics with NumPy 5. Signal Processing Techniques 6. Profiling, Debugging, and Testing 7. The Scientific Python Ecosystem Index

Examining autocorrelation of average temperature with pandas


The pandas (Python data analysis) library is just a collection of fancy wrappers around NumPy, Matplotlib, and other Python libraries. You can find more information including installation instructions on the pandas website at http://pandas.pydata.org/pandas-docs/stable/install.html. Most good APIs such as NumPy seem to follow the Unix philosophy—keep it simple and do one thing well. This philosophy results in many small tools and utilities that can be used as building blocks for something bigger. The pandas library mimics the R programming language in its approach.

The pandas library has plotting subroutines, which can plot lag and autocorrelation plots. Autocorrelation is correlation within a dataset and can be indicative of a trend. For instance, if we have a lag of one day, we can see if the average temperature of yesterday influences the temperature today. For that to be the case, the autocorrelation value needs to be relatively...

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