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NumPy
The fundamental package for scientific computing with Python
Resources
- Homepage
- Quickstart
- Unofficial
- Numpy cheatsheet by Datacamp. From blog post.
- Numpy cheat sheet on DataQuest.
Installation
From Install page.
Using Conda.
$ conda install numpy
Using Pip.
$ pip install numpy
Basics
import numpy as np
a = np.arange(15).reshape(3, 5)
a
# array([[ 0, 1, 2, 3, 4],
# [ 5, 6, 7, 8, 9],
# [10, 11, 12, 13, 14]])
a.shape
# (3, 5)
a.ndim
# 2
a.dtype.name
# 'int64'
a.itemsize
# 8
a.size
# 15
type(a)
# <class 'numpy.ndarray'>
b = np.array([6, 7, 8])
b
# array([6, 7, 8])
type(b)
# <class 'numpy.ndarray'>