Assigning a variable NaN in python without numpy
Most languages have a NaN constant you can use to assign a variable the value NaN. Can python do this without using numpy?
Yes -- use math.nan
.
>>> from math import nan
>>> print(nan)
nan
>>> print(nan + 2)
nan
>>> nan == nan
False
>>> import math
>>> math.isnan(nan)
True
Before Python 3.5, one could use float("nan")
(case insensitive).
Note that checking to see if two things that are NaN are equal to one another will always return false. This is in part because two things that are "not a number" cannot (strictly speaking) be said to be equal to one another -- see What is the rationale for all comparisons returning false for IEEE754 NaN values? for more details and information.
Instead, use math.isnan(...)
if you need to determine if a value is NaN or not.
Furthermore, the exact semantics of the ==
operation on NaN value may cause subtle issues when trying to store NaN inside container types such as list
or dict
(or when using custom container types). See Checking for NaN presence in a container for more details.
You can also construct NaN numbers using Python's decimal module:
>>> from decimal import Decimal
>>> b = Decimal('nan')
>>> print(b)
NaN
>>> print(repr(b))
Decimal('NaN')
>>>
>>> Decimal(float('nan'))
Decimal('NaN')
>>>
>>> import math
>>> math.isnan(b)
True
math.isnan(...)
will also work with Decimal objects.
However, you cannot construct NaN numbers in Python's fractions module:
>>> from fractions import Fraction
>>> Fraction('nan')
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "C:\Python35\lib\fractions.py", line 146, in __new__
numerator)
ValueError: Invalid literal for Fraction: 'nan'
>>>
>>> Fraction(float('nan'))
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "C:\Python35\lib\fractions.py", line 130, in __new__
value = Fraction.from_float(numerator)
File "C:\Python35\lib\fractions.py", line 214, in from_float
raise ValueError("Cannot convert %r to %s." % (f, cls.__name__))
ValueError: Cannot convert nan to Fraction.
Incidentally, you can also do float('Inf')
, Decimal('Inf')
, or math.inf
(3.5+) to assign infinite numbers. (And also see math.isinf(...)
)
However doing Fraction('Inf')
or Fraction(float('inf'))
isn't permitted and will throw an exception, just like NaN.
If you want a quick and easy way to check if a number is neither NaN nor infinite, you can use math.isfinite(...)
as of Python 3.2+.
If you want to do similar checks with complex numbers, the cmath
module contains a similar set of functions and constants as the math
module:
cmath.isnan(...)
cmath.isinf(...)
-
cmath.isfinite(...)
(Python 3.2+) -
cmath.nan
(Python 3.6+; equivalent tocomplex(float('nan'), 0.0)
) -
cmath.nanj
(Python 3.6+; equivalent tocomplex(0.0, float('nan'))
) -
cmath.inf
(Python 3.6+; equivalent tocomplex(float('inf'), 0.0)
) -
cmath.infj
(Python 3.6+; equivalent tocomplex(0.0, float('inf'))
)
nan = float('nan')
And now you have the constant, nan
.
You can similarly create NaN values for decimal.Decimal.:
dnan = Decimal('nan')
Use float("nan")
:
>>> float("nan")
nan
You can get NaN from "inf - inf", and you can get "inf" from a number greater than 2e308, so, I generally used:
>>> inf = 9e999
>>> inf
inf
>>> inf - inf
nan
You can do float('nan')
to get NaN.