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@drivendataorg

DrivenData

Data & AI solutions for problems that matter.
README.md
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Welcome to DrivenData's GitHub Page, a home for open source code in support of data science, machine learning, and AI for social good.

DrivenData runs data science competitions and works directly with mission-driven organizations to tackle real-world challenges in areas like health, education, conservation, disaster response, and more. Our open source repositories contain tools we built and maintain as well as competition-winning models and community-driven solutions available for everyone to use, learn from, and contribute to.

Our mission

DrivenData helps mission-driven organizations harness data to work smarter and deliver greater social impact. We believe in:

  • Open collaboration through accessible machine learning, AI, and data science.
  • Sharing learning and tools from both our work and our competitions to benefit the global data community.
  • Supporting social good, enabling data scientists to solve problems that matter.

Learn more about our work on our website.

Explore our repositories

We host a variety of open source repositories, including tools for data science workflows, purpose-built packages in specific domains, and winning models and approaches from our competitions.

Developer tools

We open source practical tools we use in our own work to support reproducible, responsible, and maintainable software.

  • cookiecutter-data-science: A standardized yet flexible data science project template.
  • cloudpathlib: pathlib-style interfaces for cloud storage.
  • deon: A CLI tool for adding ethics checklists to data science workflows.
  • erdantic: Generate entity relationship diagrams from Python models.

Real-world applications

We collaborate with partner organizations to build and deliver open source applications that address domain-specific social impact challenges.

  • zamba: A deep learning framework for wildlife camera trap image classification.
  • cyfi: A package for detecting harmful algal blooms from satellite imagery.
  • scipeds: A "baked data" library for working with higher education data from IPEDS.

Benchmarked models from DrivenData competitions

We publish winning solutions from past data science competitions under permissive licenses to support learning and reuse. These repositories collect competition submissions spanning topics such as public health, energy forecasting, natural language challenges, and more.

Contributing

Check out our contribution guidelines in individual repositories for details on how to get involved!

Licensing

Projects in this organization are released under licenses stated in their individual repositories. Please check each repository for details on licensing and terms of use.

Thank you for exploring DrivenData’s open source! We look forward to what we can build together.

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  1. cookiecutter-data-science cookiecutter-data-science Public

    A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.

    Python 10.1k 2.6k

  2. competition-winners competition-winners Public

    The code for the prize winners in DrivenData competitions.

    415 65

  3. cloudpathlib cloudpathlib Public

    Python pathlib-style classes for cloud storage services such as Amazon S3, Azure Blob Storage, and Google Cloud Storage.

    Python 630 88

  4. deon deon Public

    A command line tool to easily add an ethics checklist to your data science projects.

    Python 309 60

  5. erdantic erdantic Public

    Entity relationship diagrams for Python data model classes like Pydantic

    Python 421 31

  6. zamba zamba Public

    A Python package for identifying hundreds of kinds of animals, training custom models, and estimating distance from camera trap videos and images

    Python 162 40

Repositories

Showing 10 of 151 repositories
  • cloudpathlib Public

    Python pathlib-style classes for cloud storage services such as Amazon S3, Azure Blob Storage, and Google Cloud Storage.

    drivendataorg/cloudpathlib's past year of commit activity
    Python 630 MIT 88 78 (3 issues need help) 13 Updated Oct 20, 2026
  • cyfi Public

    Estimate cyanobacteria density based on Sentinel-2 satellite imagery

    drivendataorg/cyfi's past year of commit activity
    Python 37 MIT 12 17 1 Updated Oct 19, 2026
  • competition-winners Public

    The code for the prize winners in DrivenData competitions.

    drivendataorg/competition-winners's past year of commit activity
    415 MIT 65 0 1 Updated Oct 19, 2026
  • dat-parkinsons Public

    Competition winners' code for the DaT Parkinson's Challenge

    drivendataorg/dat-parkinsons's past year of commit activity
    Python 0 MIT 0 0 0 Updated Oct 19, 2026
  • sortedcontainers-pydantic Public

    Adds Pydantic support to sortedcontainers.

    drivendataorg/sortedcontainers-pydantic's past year of commit activity
    Python 8 MIT 1 0 0 Updated Oct 17, 2026
  • on-top-of-pasketti Public

    Repository for the winners of the On Top of Pasketti Children's Speech Recognition Challenge

    drivendataorg/on-top-of-pasketti's past year of commit activity
    Python 16 MIT 2 0 0 Updated Oct 16, 2026
  • prize-winner-template Public

    Template for competition prize winners to submit their code for review

    drivendataorg/prize-winner-template's past year of commit activity
    Python 3 9 0 0 Updated Oct 15, 2026
  • cookiecutter-data-science Public

    A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.

    drivendataorg/cookiecutter-data-science's past year of commit activity
    Python 10,106 MIT 2,629 22 15 Updated Oct 3, 2026
  • failed-build-issue-action Public

    An action that makes it easy to notify of a failed GitHub Actions workflow run via an issue.

    drivendataorg/failed-build-issue-action's past year of commit activity
    JavaScript 10 MIT 5 1 1 Updated Oct 2, 2026
  • ghtriage Public

    A local, queryable snapshot of a GitHub repository's issues, pull requests, and comments to facilitate project management.

    drivendataorg/ghtriage's past year of commit activity
    Python 2 MIT 0 5 1 Updated Oct 1, 2026
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