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NUMPY AND SCIPY DOCUMENTATION¶

Welcome! This is the documentation for Numpy and Scipy.

For contributors:

Numpy developer guide


Scipy developer guide


Latest releases:

Complete Numpy Manual
[HTML+zip]

Numpy Reference Guide
[PDF]

Numpy User Guide
[PDF]

F2Py Guide


SciPy Documentation
[HTML+zip]

Others:

 * For newer versions see https://www.numpy.org/doc
   
   Numpy (development version) Reference Guide
   
   Numpy (development version) User Guide
   
   Numpy 1.17.0 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.17.0 User Guide, [PDF]
   
   Numpy 1.16.1 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.16.1 User Guide, [PDF]
   
   Numpy 1.16.0 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.16.0 User Guide, [PDF]
   
   Numpy 1.15.4 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.15.4 User Guide, [PDF]
   
   Numpy 1.15.1 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.15.1 User Guide, [PDF]
   
   Numpy 1.15.0 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.15.0 User Guide, [PDF]
   
   Numpy 1.14.5 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.14.5 User Guide, [PDF]
   
   Numpy 1.14.1 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.14.1 User Guide, [PDF]
   
   Numpy 1.14.0 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.14.0 User Guide, [PDF]
   
   Numpy 1.13.0 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.13.0 User Guide, [PDF]
   
   Numpy 1.12.0 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.12.0 User Guide, [PDF]
   
   Numpy 1.11.0 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.11.0 User Guide, [PDF]
   
   Numpy 1.10.4 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.10.4 User Guide, [PDF]
   
   Numpy 1.10.1 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.10.1 User Guide, [PDF]
   
   Numpy 1.10.0 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.10.0 User Guide, [PDF]
   
   Numpy 1.9.3 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.9.3 User Guide, [PDF]
   
   Numpy 1.9.2 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.9.2 User Guide, [PDF]
   
   Numpy 1.9.1 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.9.1 User Guide, [PDF]
   
   Numpy 1.9.0 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.9.0 User Guide, [PDF]
   
   Numpy 1.8.1 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.8.1 User Guide, [PDF]
   
   Numpy 1.8.0 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.8.0 User Guide, [PDF]
   
   Numpy 1.7.0 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.7.0 User Guide, [PDF]
   
   Numpy 1.6 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.6 User Guide, [PDF]
   
   Numpy 1.5 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.5 User Guide, [PDF]
   
   Numpy 1.4 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.4 User Guide, [PDF]
   
   Numpy 1.3 Reference Guide, [HTML+zip], [PDF]
   
   Numpy 1.3 User Guide, [PDF]

 * Scipy (development version) Reference Guide
   
   SciPy 1.10.0 Documentation, [HTML+zip]
   
   SciPy 1.9.3 Documentation, [HTML+zip]
   
   SciPy 1.9.2 Documentation, [HTML+zip]
   
   SciPy 1.9.1 Documentation, [HTML+zip]
   
   SciPy 1.9.0 Documentation, [HTML+zip]
   
   SciPy 1.8.1 Documentation, [HTML+zip], [PDF]
   
   SciPy 1.8.0 Documentation, [HTML+zip], [PDF]
   
   Scipy 1.7.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.7.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.6.3 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.6.2 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.6.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.6.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.5.4 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.5.3 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.5.2 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.5.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.5.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.4.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.4.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.3.3 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.3.2 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.3.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.3.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.2.3 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.2.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.2.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.1.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 1.0.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.19.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.19.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.18.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.18.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.17.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.17.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.16.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.16.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.15.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.15.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.14.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.14.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.13.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.12.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.11.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.10.1 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.10.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.9.0 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.8 Reference Guide, [HTML+zip], [PDF]
   
   Scipy 0.7 Reference Guide, [HTML+zip], [PDF]

Original Numpy documentation:

Guide to Numpy
PDF book by Travis Oliphant (2006, free)

Guide to Numpy: 2nd Edition
Amazon link, paperback/ebook (2015)

 * See also:
 * Mailing Lists
 * Q & A (on stackoverflow.com)
 * Scipy Lecture Notes


 * © Copyright 2023 SciPy developers.
 * Created using Sphinx 5.2.3.