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Check for NaN values in Python

Check for NaN values in Python

David Y.

—

The Problem

I sometimes see the value NaN (Not a Number) when working with floats in Python. How can I check whether a given value is NaN?

The Solution

The best way to do this is by using the isnan() function from Python’s built-in math library:

Click to Copy
import math

nan = float('nan')
zero = 0
one = 1

print(math.isnan(nan))  # will print True
print(math.isnan(zero))  # will print False
print(math.isnan(one))  # will print False

Note that isnan() will throw a TypeError if given a non-numeric value. Thus, a more robust implementation might look like this:

Click to Copy
import math

def is_nan(value):
    try:
        return math.isnan(value)
    except TypeError:
        return False

nan = float('nan')
zero = 0
one = 1
hello = "Hello!"

print(is_nan(nan))  # will print True
print(is_nan(zero))  # will print False
print(is_nan(one))  # will print False
print(is_nan(hello))  # will print False
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