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Scientific Computing with Python - Second Edition

You're reading from  Scientific Computing with Python - Second Edition

Product type Book
Published in Jul 2021
Publisher Packt
ISBN-13 9781838822323
Pages 392 pages
Edition 2nd Edition
Languages
Authors (3):
Claus Führer Claus Führer
Profile icon Claus Führer
Jan Erik Solem Jan Erik Solem
Olivier Verdier Olivier Verdier
View More author details

Table of Contents (23) Chapters

Preface Getting Started Variables and Basic Types Container Types Linear Algebra - Arrays Advanced Array Concepts Plotting Functions Classes Iterating Series and Dataframes - Working with Pandas Communication by a Graphical User Interface Error and Exception Handling Namespaces, Scopes, and Modules Input and Output Testing Symbolic Computations - SymPy Interacting with the Operating System Python for Parallel Computing Comprehensive Examples About Packt Other Books You May Enjoy References

5.1.2 Slices as views

There are precise rules on which slices will return views and which ones will return copies. Only basic slices (mainly index expressions with :) return views, whereas any advanced selections (such as slicing with a Boolean) will return a copy of the data. For instance, it is possible to create new matrices by indexing with lists (or arrays):

a = arange(4) # array([0.,1.,2.,3.])
b = a[[2,3]] # the index is a list [2,3]
b # array([2.,3.])
b.base is None # True, the data was copied
c = a[1:3] 
c.base is None # False, this is just a view

In the preceding example, the array b is not a view, whereas the array c, obtained with a simpler slice, is a view.

There is an especially simple slice of an array that returns a view of the whole array:

N = M[:] # this is a view of the whole array M
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