问题
I use Scilab, and want to convert an array of booleans into an array of integers:
>>> x = np.array([4, 3, 2, 1])
>>> y = 2 >= x
>>> y
array([False, False, True, True], dtype=bool)
In Scilab I can use:
>>> bool2s(y)
0. 0. 1. 1.
or even just multiply it by 1:
>>> 1*y
0. 0. 1. 1.
Is there a simple command for this in Python, or would I have to use a loop?
回答1:
Numpy arrays have an astype
method. Just do y.astype(int)
.
Note that it might not even be necessary to do this, depending on what you're using the array for. Bool will be autopromoted to int in many cases, so you can add it to int arrays without having to explicitly convert it:
>>> x
array([ True, False, True], dtype=bool)
>>> x + [1, 2, 3]
array([2, 2, 4])
回答2:
The 1*y
method works in Numpy too:
>>> import numpy as np
>>> x = np.array([4, 3, 2, 1])
>>> y = 2 >= x
>>> y
array([False, False, True, True], dtype=bool)
>>> 1*y # Method 1
array([0, 0, 1, 1])
>>> y.astype(int) # Method 2
array([0, 0, 1, 1])
If you are asking for a way to convert Python lists from Boolean to int, you can use map
to do it:
>>> testList = [False, False, True, True]
>>> map(lambda x: 1 if x else 0, testList)
[0, 0, 1, 1]
>>> map(int, testList)
[0, 0, 1, 1]
Or using list comprehensions:
>>> testList
[False, False, True, True]
>>> [int(elem) for elem in testList]
[0, 0, 1, 1]
回答3:
Using numpy, you can do:
y = x.astype(int)
If you were using a non-numpy array, you could use a list comprehension:
y = [int(val) for val in x]
回答4:
Most of the time you don't need conversion:
>>>array([True,True,False,False]) + array([1,2,3,4])
array([2, 3, 3, 4])
The right way to do it is:
yourArray.astype(int)
or
yourArray.astype(float)
回答5:
I know you asked for non-looping solutions, but the only solutions I can come up with probably loop internally anyway:
map(int,y)
or:
[i*1 for i in y]
or:
import numpy
y=numpy.array(y)
y*1
回答6:
A funny way to do this is
>>> np.array([True, False, False]) + 0
np.array([1, 0, 0])
来源:https://stackoverflow.com/questions/17506163/how-to-convert-a-boolean-array-to-an-int-array