TL;DR
This guide shows you how to calculate the entropy of a password – basically, how strong it is. We’ll use Python for an example, but the principles apply to any language or even manual calculation.
Calculating Password Entropy
- Understand Entropy: Entropy measures randomness. A higher entropy means more possible combinations and a stronger password. It’s calculated using logarithms (base 2 is common) and probabilities of each character appearing in the password.
- A simple password like “123456” has very low entropy because it’s easy to guess.
- A complex password with mixed case letters, numbers, and symbols will have high entropy.
- Determine the Character Set: First, you need to know what characters are allowed in your passwords.
- Lowercase letters (a-z): 26 characters
- Uppercase letters (A-Z): 26 characters
- Numbers (0-9): 10 characters
- Symbols: Varies, but let’s assume 32 for common symbols.
- Calculate the Total Possible Characters: Add up all the characters in your character set.
For example, lowercase + uppercase + numbers + symbols = 26 + 26 + 10 + 32 = 94
- Determine Password Length: The length of the password is crucial. Longer passwords have exponentially more combinations.
Let’s assume a password length of 8 characters.
- Calculate Total Possible Combinations: Raise the total number of possible characters to the power of the password length.
94 ** 8This gives you approximately 5.96 x 1013 (almost 60 trillion) combinations.
- Calculate Entropy: Use the following formula:
Entropy = log2(Total Possible Combinations)
import mathcombinations = 94 ** 8entropy = math.log2(combinations)print(f"Password Entropy: {entropy}")This will output approximately 27.56 bits of entropy.
- Consider Character Frequency (Advanced): The above calculation assumes each character is equally likely. In reality, people tend to use certain characters more often.
- If you know the frequency of each character in your passwords, you can refine the calculation for a more accurate result.
- This involves calculating the probability of each character and using that in the entropy formula (Shannon Entropy). It’s more complex but provides a better estimate.
- Interpreting Entropy Values:
- < 30 bits: Weak password – easily crackable.
- 30-50 bits: Moderate password – requires more effort to crack.
- > 50 bits: Strong password – very difficult to crack.

