Book Image

NumPy Cookbook - Second Edition

By : Ivan Idris
Book Image

NumPy Cookbook - Second Edition

By: Ivan Idris

Overview of this book

<p>NumPy has the ability to give you speed and high productivity. High performance calculations can be done easily with clean and efficient code, and it allows you to execute complex algebraic and mathematical computations in no time.</p> <p>This book will give you a solid foundation in NumPy arrays and universal functions. Starting with the installation and configuration of IPython, you'll learn about advanced indexing and array concepts along with commonly used yet effective functions. You will then cover practical concepts such as image processing, special arrays, and universal functions. You will also learn about plotting with Matplotlib and the related SciPy project with the help of examples. At the end of the book, you will study how to explore atmospheric pressure and its related techniques. By the time you finish this book, you'll be able to write clean and fast code with NumPy.</p>
Table of Contents (19 chapters)
NumPy Cookbook Second Edition
Credits
About the Author
About the Reviewers
www.PacktPub.com
Preface
Index

Interfacing with R


RPy2 can only be used to call R from Python, and not the other way around. We will import some sample R datasets and plot the data of one of them.

Getting ready

Install RPy2 if necessary. See the previous recipe.

How to do it...

The complete code for this recipe is in the rdatasets.py file in this book's code bundle:

from rpy2.robjects.packages import importr
import numpy as np
import matplotlib.pyplot as plt

datasets = importr('datasets')
mtcars = datasets.__rdata__.fetch('mtcars')['mtcars']

plt.title('R mtcars dataset')
plt.xlabel('wt')
plt.ylabel('mpg')
plt.plot(mtcars)
plt.grid(True)
plt.show()

The motorcars dataset is described at https://stat.ethz.ch/R-manual/R-devel/library/datasets/html/mtcars.html. Let's start by loading this sample R dataset:

  1. Load a dataset into an array with the RPy2 importr() function. This function can import R packages. In this example, we will import the datasets R package. Create a NumPy array from the mtcars dataset:

    datasets = importr('datasets...