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philipperemy/tensorflow-1.4-billion-password-analysis resource

Deep Learning model to analyze a large corpus of clear text passwords. observed · 2026-08-28

github.com/philipperemy/tensorflow-1.4-billion-password-analysis · Python observed · 2026-08-28

Health v2 · maintenance only

32/100

  • Activity 0
  • Release rhythm 35
  • Longevity 100

Flags: no_releases no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 3184
  • days_rel: n/a
  • days_push: 1891
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1952 stars · 389 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A research project and tooling for analyzing the 1.4 billion clear-text password BreachCompilation dataset using deep learning and NLP with TensorFlow. It includes scripts to process the corpus and train generative models to study password patterns and how users modify passwords over time.

Use cases

  • analyze large leaked password corpora
  • train a generative model of passwords
  • study how people mutate passwords over time
  • compute edit-distance pairs between passwords
  • security research on password strength patterns

When to choose

  • you have the BreachCompilation dataset and want to run NLP/deep-learning analysis on it
  • you are researching password generation or mutation patterns for security studies

When to avoid

  • you need a production password auditing tool for your organization
  • you want a maintained library with a license - the repo has no license and last released in 2021
  • you cannot legally obtain the leaked credential dataset

Facets

dataset · maturity maintenance

machine-learning nlp deep-learning data-science security machine-learning privacy python password-analysis tensorflow breach-compilation generative-model security-research natural-language-processing linux macos

1 source

Member repositories

For agents

markdown · JSON · MCP: product_card(name="philipperemy/tensorflow-1.4-billion-password-analysis")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem