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InfinitodeLTD
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PWLDS

Password stringlengths 1 32 ⌀	Strength_Level int64 0 4
#aabaissed	2
absinthianR	2
;abundanceh	2
AcinetaeU	2
accrescence.	2
xabounding	2
abjunctiveq&	2
acceptiveD-	2
Nacetylic^	2
&Sabdicator	2
Gacidulous	2
aconitine^	2
Cacidology.	2
^abstergel	2
<acouometerJ	2
Vaccismus(	2
]Gacidulate	2
;haccusatrix	2
Gabdicative)	2
iablution:	2
acetaniono[	2
nacervation\|	2
abominationp	2
accoladeq<	2
)Oaberrator	2
acidifiantC\|	2
aciliateA_	2
abouchement;	2
{acheiliao	2
kacediamine?	2
accusatoryy?	2
absentlyt?	2
lacetylurea&	2
?Xacentrous	2
{Lacolythate	2
$rabdicant	2
$aacecaffine	2
daccidented{	2
<VAbsaroka	2
:Waberrance	2
\|bacetonuria	2
kAcoemeti*	2
tacetanilid&	2
{acosmismj	2
&absconsao	2
acicularu	2
*uaconitine	2
lacetenyl	2
=laccordantl	2
!Wabrotine	2
zableness=	2
acetylateS!	2
<ablativali	2
ablationD\|	2
abbreviateP*	2
,acarideanv	2
@maccretiona	2
abietinicm(	2
accentork$	2
Qabalienate#	2
?absenterK	2
accident)	2
Acolhuanx_	2
pacetylurea>	2
.abnegationg	2
iaccumbency;	2
$oabidingnes	2
/accendibled	2
>oAchatina	2
abnormalw>	2
abactionI%	2
(abristleE	2
[aabsonant	2
%Qacaricidal	2
accreditatef	2
abuttingU_	2
&Acoemetaem	2
(acardiacd	2
hacademical	2
Maccouter&	2
(PAchromatiu	2
>absconcea	2
}absorbablej	2
)Sachaetous	2
:absintholJ	2
(Qacosmistic	2
%abstergentW	2
Achordatax?	2
+abetmentm	2
acervosed/	2
_Yachromatur	2
@absorptiveW	2
[tacetylizer	2
JAcephala#	2
!Aceratesx	2
babruption	2
.Xaclastic	2
:accelerantw	2
nabsorption,	2
ablenessk	2

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PWLDS (Password Weakness and Level Dataset)

PWLDS is a public dataset consisting of over 4 million passwords with varying assigned strength levels. The dataset was designed to help researchers, security professionals, and developers analyze password strength and build more secure systems. The dataset contains 5 classes:

very_weak: Represented by 0 in the dataset
weak: Represented by 1 in the dataset
average: Represented by 2 in the dataset
strong: Represented by 3 in the dataset
very_strong: Represented by 4 in the dataset

For strength level 4, we used Python's secrets module to generate cryptographically secure passwords, ensuring the robustness and security of these passwords.

Intended Uses

Security Analysis: PWLDS can be used to study common password patterns and weaknesses, helping to identify vulnerabilities and improve password policies.
Machine Learning: The dataset can be used to train machine learning models for password strength estimation or prediction.
Educational Purposes: This dataset is valuable for educational projects and demonstrations related to cybersecurity and data science.
Benchmarking: PWLDS provides a large, labeled dataset for benchmarking password strength estimation algorithms and tools.

Limitations

No Real-World Data: The dataset is synthetically generated and does not contain real user passwords. While this avoids privacy concerns, it may not fully represent real-world password distribution and usage patterns.
Bias in Password Generation: Since passwords are generated based on predefined rules and patterns, there may be biases that do not reflect the diversity of passwords used in real-life scenarios.
Exclusivity to English Words: The weak and very weak password categories rely heavily on English words, which may not be representative of non-English-speaking populations.

Citation

When using this dataset, please cite as follows:

Dataset Title: Password Weakness and Level Dataset (PWLDS)
Author: Infinitode Pty Ltd
Date: 2024
Source: https://github.com/Infinitode/PWLDS
License: Creative Commons Attribution 4.0 International (CC BY 4.0)

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Number of rows:

10,000,192