Password Strength
Password strength and validation.
Tutorial
Uppercase, Numbers, Special Characters
You test your passwords using the Policy object that controls what kind of password is acceptable in your system.
First, create the Policy object and define the rules that apply to passwords in your system:
from password_strength import PasswordPolicy
policy = PasswordPolicy.from_names(
length=8,
uppercase=2,
numbers=2,
special=2,
nonletters=2,
)
Now, when you have the PasswordPolicy
object, you can use it to test your passwords,
and it will tell you which tests have failed:
policy.test('ABcd12!')
This tells us that 2 tests have failed: password is not long enough, and it does not have enough special characters.
You can use this information to tell the user what precisely is wrong with their password.
policy.test('ABcd12!@')
Empty list tells us that this password is alright.
This test, however, enabled uses to use passwords that have a lot of repetition.
So-Called Entropy Bits
Here's a test that's even better. You don't really need to define complex rules with special characters and stuff.
All you actually need is a password that's long enough, complex enough, and easy to remember
(see xkcd and
Article: Everything We've Been Told About Passwords Is Wrong).
So, instead of defining all these rules, let's just require the password to be complex enough.
Entropy bits is something that defines how much variety does your password have. '01111010010011' is long enough,
but has only 2 entropy bits: that's how many bits you need to store its alphabet. However, a password that uses
plenty of characters has more entropy.
policy = PasswordPolicy.from_names(
entropybits=30
)
print(policy.test('0123456789'))
This password is not long enough, or secure enough, but has enough entropy: its vocabulary has 10 different characters.
Put this test together with other requirements to make sure there's no repetition in your passwords.
Complexity
Entropy bits are important, but difficult to understand. An even better, more intuitive test, is to require
the password to be "complex enough".
Complexity is a number in the range of 0.00..0.99. Good, strong passwords start at 0.66.
Let's first see how different passwords score:
from password_strength import PasswordStats
stats = PasswordStats('qwerty123')
print(stats.strength())
stats = PasswordStats('G00dPassw0rd?!')
print(stats.strength())
stats = PasswordStats('V3ryG00dPassw0rd?!')
print(stats.strength())
So, 0.66 will be a very good indication of a good password.
Let's implement our policy:
policy = PasswordPolicy.from_names(
strength=0.66
)
print(policy.test('V3ryG00dPassw0rd?!'))
One good thing about using strength is that it allows users to use national aplhabets with passwords,
which are most secure:
tested_pass = policy.password('Mixed-汉堡包/漢堡包, 汉堡/漢堡')
print(tested_pass.strength())
print(tested_pass.test())
Notice how in the last example we use a different approach: policy.password()
analyzes the password, and then we can
both get its .strength()
, and .test()
it according to the current policy.
PasswordPolicy
Perform tests on a password.
Init Policy
PasswordPolicy(*tests)
Init password policy with a list of tests
Alternatively:
PasswordPolicy.from_names(**tests)
Init password policy from a dictionary of test definitions.
A test definition is simply:
{ test-name: argument } or { test-name: [arguments] }
Test name is just a lowercased class name.
Example:
PasswordPolicy.from_names(
length=8,
strength=(0.33, 30),
)
Bundled Tests
These objects perform individual tests on a password, and report True
of False
.
tests.EntropyBits(bits)
Test whether the password has >= bits
entropy bits.
Entropy bits is the number of bits that is required to store the alphabet that's used in a password.
It's a measure of how long is the alphabet.
tests.Length(length)
Tests whether password length >= length
tests.NonLetters(count)
Test whether the password has >= count
non-letter characters
tests.NonLettersLc(count)
Test whether the password has >= count
non-lowercase characters
tests.Numbers(count)
Test whether the password has >= count
numeric characters
tests.Special(count)
Test whether the password has >= count
special characters
tests.Strength(strength, weak_bits=30)
Test whether the password has >= strength
strength.
A password is evaluated to the strength of 0.333 when it has weak_bits
entropy bits,
which is considered to be a weak password. Strong passwords start at 0.666.
tests.Uppercase(count)
Test whether the password has >= count
uppercase characters
Testing
After the PasswordPolicy
is initialized, there are two methods to test:
PasswordPolicy.password
password(password)
Get password stats bound to the tests declared in this policy.
If in addition to tests you need to get statistics (e.g. strength) -- use this object to double calculations.
See PasswordStats
for more details.
PasswordPolicy.test
test(password)
Perform tests on a password.
Shortcut for: PasswordPolicy.password(password).test()
.
Custom Tests
ATest is a base class for password tests.
To create a custom test, just subclass it and implement the following methods:
- init() that takes configuration arguments
- test(ps) that tests a password, where
ps
is a PasswordStats
object.
PasswordStats
PasswordStats allows to calculate statistics on a password.
It considers a password as a unicode string, and all statistics are unicode-based.
Constructor:
from password_strength import PasswordStats
PasswordStats(password)
PasswordStats.alphabet
Get alphabet: set of used characters
PasswordStats.alphabet_cardinality
Get alphabet cardinality: alphabet length
PasswordStats.char_categories
Character count per top-level category
The following top-level categories are defined:
- L: letter
- M: Mark
- N: Number
- P: Punctuation
- S: Symbol
- Z: Separator
- C: Other
PasswordStats.char_categories_detailed
Character count per unicode category, detailed format.
See: http://www.unicode.org/reports/tr44/#GC_Values_Table
PasswordStats.combinations
The number of possible combinations with the current alphabet
PasswordStats.count(*categories)
Count characters of the specified classes only
PasswordStats.count_except(*categories)
Count characters of all classes except the specified ones
PasswordStats.entropy_bits
Get information entropy bits: log2 of the number of possible passwords
https://en.wikipedia.org/wiki/Password_strength
PasswordStats.entropy_density
Get information entropy density factor, ranged {0 .. 1}.
This is ratio of entropy_bits() to max bits a password of this length could have.
E.g. if all characters are unique -- then it's 1.0.
If half of the characters are reused once -- then it's 0.5.
PasswordStats.length
Get password length
PasswordStats.letters
Count all letters
PasswordStats.letters_lowercase
Count lowercase letters
PasswordStats.letters_uppercase
Count uppercase letters
PasswordStats.numbers
Count numbers
PasswordStats.repeated_patterns_length
Detect and return the length of repeated patterns.
You will probably be comparing it with the length of the password itself and ban if it's longer than 10%
PasswordStats.sequences_length
Detect and return the length of used sequences:
- Alphabet letters: abcd...
- Keyboard letters: qwerty, etc
- Keyboard special characters in the top row: ~!@#$%^&*()_+
- Numbers: 0123456
PasswordStats.special_characters
Count special characters
Special characters is everything that's not a letter or a number
PasswordStats.strength(weak_bits=30)
Get password strength as a number normalized to range {0 .. 1}.
Normalization is done in the following fashion:
- If entropy_bits <= weak_bits -- linear in range{0.0 .. 0.33} (weak)
- If entropy_bits <= weak_bits*2 -- almost linear in range{0.33 .. 0.66} (medium)
- If entropy_bits > weak_bits*3 -- asymptotic towards 1.0 (strong)
PasswordStats.test(tests)
Test the password against a list of tests
PasswordStats.weakness_factor
Get weakness factor as a float in range {0 .. 1}
This detects the portion of the string that contains:
- repeated patterns
- sequences
E.g. a value of 1.0 means the whole string is weak, and 0.5 means half of the string is weak.
Typical usage:
password_strength = (1 - weakness_factor) * strength