opendp

The core library of differential privacy algorithms powering the OpenDP Project.

https://github.com/opendp/opendp

Science Score: 54.0%

This score indicates how likely this project is to be science-related based on various indicators:

✓
CITATION.cff file
Found CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
✓
.zenodo.json file
Found .zenodo.json file
○
DOI references
○
Academic publication links
✓
Committers with academic emails
2 of 12 committers (16.7%) from academic institutions
○
Institutional organization owner
○
JOSS paper metadata
○
Scientific vocabulary similarity
Low similarity (17.5%) to scientific vocabulary

Keywords

differential-privacy dp-programming-framework opendp opendp-commons privacy

Last synced: 6 months ago · JSON representation ·

Repository

The core library of differential privacy algorithms powering the OpenDP Project.

Basic Info

Host: GitHub
Owner: opendp
License: mit
Language: Rust
Default Branch: main
Homepage: https://docs.opendp.org
Size: 834 MB

Statistics

Stars: 379
Watchers: 13
Forks: 61
Open Issues: 301
Releases: 23

Topics

differential-privacy dp-programming-framework opendp opendp-commons privacy

Created about 5 years ago · Last pushed 6 months ago

Metadata Files

Readme Changelog License Code of conduct Citation Security

The OpenDP Library is a modular collection of statistical algorithms that adhere to the definition of differential privacy. It can be used to build applications of privacy-preserving computations, using a number of different models of privacy. OpenDP is implemented in Rust, with bindings for easy use from Python and R.

The architecture of the OpenDP Library is based on a conceptual framework for expressing privacy-aware computations. This framework is described in the paper A Programming Framework for OpenDP.

The OpenDP Library is part of the larger OpenDP Project, a community effort to build trustworthy, open source software tools for analysis of private data. (For simplicity in these docs, when we refer to “OpenDP,” we mean just the library, not the entire project.)

Status

OpenDP is under development, and we expect to release new versions frequently, incorporating feedback and code contributions from the OpenDP Community. It's a work in progress, but it can already be used to build some applications and to prototype contributions that will expand its functionality. We welcome you to try it and look forward to feedback on the library! However, please be aware of the following limitations:

OpenDP, like all real-world software, has both known and unknown issues. If you intend to use OpenDP for a privacy-critical application, you should evaluate the impact of these issues on your use case.

More details can be found in the Limitations section of the User Guide.

Installation

Install OpenDP for Python with pip (the package installer for Python):

$ pip install opendp

Install OpenDP for R from an R session:

install.packages("opendp", repos = "https://opendp.r-universe.dev")

More information can be found in the Getting Started section of the User Guide.

Documentation

The full documentation for OpenDP is located at https://docs.opendp.org. Here are some helpful entry points:

Getting Help

If you're having problems using OpenDP, or want to submit feedback, please reach out! Here are some ways to contact us:

Report a bug or request a feature on Github.
Send general queries to info@opendp.org, or email security@opendp.org if it is related to security.
Join the conversation on Slack, or the mailing list.
Office hours are M/T/Th at 11am Eastern on Zoom.

Contributing

OpenDP is a community effort, and we welcome your contributions to its development! If you'd like to participate, please contact us! We also have a contribution process section in the Contributor Guide.

Owner

Name: OpenDP
Login: opendp
Kind: organization
Email: info@opendp.org

Website: http://opendp.org/
Twitter: opendp_org
Repositories: 22
Profile: https://github.com/opendp

Open Differential Privacy

Citation (CITATION.cff)

abstract: >-
  The OpenDP Library is a modular collection of statistical algorithms that adhere to the definition of
  differential privacy. It can be used to build applications of privacy-preserving computations, using a number
  of different models of privacy. OpenDP is implemented in Rust, with bindings for easy use from Python.
authors:
  # Just taking contributors from the list in order.
  # https://github.com/opendp/opendp/graphs/contributors
  # In a few cases the name wasn't transparent on github and a little research was needed.
  - family-names: Shoemate # Shoeboxam
    given-names: Michael
  - family-names: Vyrros # andrewvyrros
    given-names: Andrew
  - family-names: McCallum # mccalluc
    given-names: Chuck
  - family-names: Prasad # raprasad
    given-names: Raman
  - family-names: Durbin # pdurbin
    given-names: Philip 
  - family-names: Casacuberta Puig # silviacasac
    given-names: Sílvia 
  - family-names: Cowan # ecowan
    given-names: Ethan
  - family-names: Xu # matchaginseng
    given-names: Vicki
  - family-names: Ratliff # zachratliff
    given-names: Zachary
  - family-names: Berrios # nbcl
    given-names: Nicolás
  - family-names: Whitworth # alexWhitworth
    given-names: Alex
  - family-names: Eliot # michaeleliot
    given-names: Michael
  - family-names: Lebeda # ChristianLebeda
    given-names: Christian
  - family-names: Renard # orespo
    given-names: Oren
  - family-names: McKay Bowen # ClaireMcKayBowen
    given-names: Claire
cff-version: 1.2.0
contact:
  - email: info@opendp.org
    name: The OpenDP Team
    website: https://opendp.org
identifiers:
  - type: url
    value: https://github.com/opendp/opendp
license: MIT
message: If you use this software, please cite it using the metadata from this file.
references:
  - abstract: >-
      In this working paper, we propose a programming framework for the library of differentially private
      algorithms that will be at the core of the OpenDP open-source software project, and recommend programming
      languages in which to implement the framework.
    authors:
    - family-names: Hay
      given-names: Michael
    - family-names: Gaboardi
      given-names: Marco
    - family-names: Vadhan
      given-names: Salil
    conference:
      date-end: 2020-05-15
      date-start: 2020-05-13
      name: 2020 OpenDP Community Meeting
    status: preprint
    title: A Programming Framework for OpenDP
    type: conference-paper
    url: https://projects.iq.harvard.edu/files/opendp/files/opendp_programming_framework_11may2020_1_01.pdf
    year: 2020
repository-artifact: https://pypi.org/project/opendp
repository-code: https://github.com/opendp/opendp
title: OpenDP Library
type: software
url: https://github.com/opendp/opendp

Committers

Last synced: almost 3 years ago

All Time

Total Commits: 221
Total Committers: 12
Avg Commits per committer: 18.417
Development Distribution Score (DDS): 0.344

Top Committers

Name	Email	Commits
Michael Shoemate	s**m@g**m	145
Andrew Vyrros	6**s@u**m	48
Philip Durbin	p**n@h**u	10
Raman Prasad	r**d@h**u	8
Ethan Cowan	e**4@g**m	3
Christian Lebeda	c**e@i**k	1
Alex Whitworth	a**h@u**m	1
Claire McKay Bowen	c**n@u**g	1
Oren	5**o@u**m	1
Sourav	s**y@g**m	1
silviacasac	4**c@u**m	1
Michael Eliot	m**t@p**m	1

Committer Domains (Top 20 + Academic)

harvard.edu: 2 urban.org: 1 itu.dk: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time

Total issues: 1,006
Total pull requests: 1,318
Average time to close issues: 5 months
Average time to close pull requests: about 2 months
Total issue authors: 28
Total pull request authors: 27
Average comments per issue: 0.54
Average comments per pull request: 1.15
Merged pull requests: 831
Bot issues: 0
Bot pull requests: 0

Past Year

Issues: 221
Pull requests: 364
Average time to close issues: 22 days
Average time to close pull requests: 21 days
Issue authors: 7
Pull request authors: 9
Average comments per issue: 0.12
Average comments per pull request: 0.98
Merged pull requests: 195
Bot issues: 0
Bot pull requests: 0

View more stats

Top Authors

Issue Authors

mccalluc (434)
Shoeboxam (381)
raprasad (76)
andrewvyrros (46)
ankke (13)
GKD-stack (12)
chikeabuah (9)
PaulineMauryL (7)
shlomihod (6)
TedTed (3)
samhaney (2)
joshua-oss (1)
damienbfs (1)
Bogzworth (1)
rionides (1)

Pull Request Authors

mccalluc (650)
Shoeboxam (528)
GKD-stack (28)
ankke (18)
PaulineMauryL (13)
andrewvyrros (12)
damienbfs (10)
shlomihod (10)
raprasad (8)
chikeabuah (7)
matchaginseng (4)
tudorcebere (4)
silviacasac (3)
maxine-park (3)
zachratliff (2)

Top Labels

Issue Labels

docs (180) bug (89) polars-integration (54) CI (41) docs-restructure (34) Effort 2 - Medium :cookie: (29) Polars integration (26) Effort 1 - Small :coffee: (24) R-bindings (22) usability (21) good first issue (20) review (14) polars parity (13) Effort 3 - Large :cake: (12) web (10) Polars (9) Proof (8) SmartNoise (8) docs-education (7) Context API (6) Effort 4 - Too Large :oncoming_bus: (4) Priority 1 - High :zap: (4) Polars API (4) docs-polars (4) synthetic (3) polars-api (2) placeholder (1) Priority 3 - Low :sunflower: (1)

Pull Request Labels

Proof (37) polars-integration (37) docs (36) CI (32) vetting (24) docs-polars (15) Polars integration (12) docs-restructure (8) R-bindings (7) polars parity (2) bug (2) good first issue (1) SmartNoise (1) Effort 3 - Large :cake: (1)

Packages

Total packages: 6
Total downloads:
- pypi 37,888 last-month
- cargo 764,586 total
Total docker downloads: 120

Total dependent packages: 13
(may contain duplicates)
Total dependent repositories: 4
(may contain duplicates)
Total versions: 1,194
Total maintainers: 5

pypi.org: opendp

Python bindings for the OpenDP Library

Homepage: https://opendp.org
Documentation: https://docs.opendp.org/
License: MIT
Latest release: 0.13.0
published 10 months ago

Versions: 312
Dependent Packages: 8
Dependent Repositories: 4
Downloads: 37,888 Last month
Docker Downloads: 120

Rankings

Dependent packages count: 1.0%

Downloads: 2.5%

Average: 4.4%

Stargazers count: 4.4%

Forks count: 6.1%

Dependent repos count: 7.8%

Maintainers (4)

smartnoise dev.opendp raman.prasad shoeboxam

Last synced: 6 months ago

proxy.golang.org: github.com/opendp/opendp

Documentation: https://pkg.go.dev/github.com/opendp/opendp#section-documentation
License: mit
Latest release: v0.13.0
published 10 months ago

Versions: 24
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent packages count: 6.0%

Average: 6.2%

Dependent repos count: 6.4%

Last synced: 6 months ago

crates.io: opendp

A library of differential privacy algorithms for the statistical analysis of sensitive private data.

Homepage: https://opendp.org/
Documentation: https://docs.rs/opendp/
License: non-standard
Latest release: 0.13.0
published 10 months ago

Versions: 293
Dependent Packages: 2
Dependent Repositories: 0
Downloads: 271,500 Total

Rankings

Forks count: 9.7%

Stargazers count: 10.8%

Dependent packages count: 11.4%

Average: 17.0%

Downloads: 23.7%

Dependent repos count: 29.3%

Maintainers (1)

opendp-dev

Last synced: 6 months ago

crates.io: opendp-ffi

Foreign function interfaces for the OpenDP library.

Homepage: https://opendp.org/
Documentation: https://docs.rs/opendp-ffi/
License: non-standard
Latest release: 0.4.0
published about 4 years ago

Versions: 16
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 17,622 Total

Rankings

Forks count: 9.7%

Stargazers count: 10.8%

Average: 22.9%

Dependent repos count: 29.3%

Downloads: 31.0%

Dependent packages count: 33.8%

Maintainers (1)

opendp-dev

Last synced: 6 months ago

crates.io: opendp_tooling

Tooling for proc-macros and code generation.

Homepage: https://opendp.org/
Documentation: https://docs.rs/opendp_tooling/
License: non-standard
Latest release: 0.13.0
published 10 months ago

Versions: 275
Dependent Packages: 2
Dependent Repositories: 0
Downloads: 238,041 Total

Rankings

Forks count: 9.7%

Stargazers count: 10.8%

Dependent packages count: 11.4%

Average: 24.1%

Dependent repos count: 29.3%

Downloads: 59.0%

Maintainers (1)

opendp-dev

Last synced: 6 months ago

crates.io: opendp_derive

Minimal proc-macro wrappers around the opendp_tooling crate.

Homepage: https://opendp.org/
Documentation: https://docs.rs/opendp_derive/
License: non-standard
Latest release: 0.13.0
published 10 months ago

Versions: 274
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 237,423 Total

Rankings

Forks count: 9.7%

Stargazers count: 10.8%

Dependent packages count: 17.0%

Average: 25.4%

Dependent repos count: 29.3%

Downloads: 60.0%

Maintainers (1)

opendp-dev

Last synced: 6 months ago

Dependencies

.github/workflows/docs.yml actions

actions/checkout v3 composite
opendp/pull-request-artifacts main composite
xu-cheng/latex-action v2 composite

.github/workflows/latex.yml actions

actions/checkout v3 composite
opendp/pull-request-artifacts main composite
xu-cheng/latex-action v2 composite

.github/workflows/release.yml actions

actions/cache v2 composite
actions/checkout v2 composite
actions/download-artifact v3 composite
actions/setup-python v2 composite
actions/upload-artifact v3 composite
lannonbr/repo-permission-check-action 2.0.0 composite
msys2/setup-msys2 v2 composite

.github/workflows/smoke-test.yml actions

actions/cache v2 composite
actions/checkout v3 composite
actions/download-artifact v3 composite
actions/setup-python v2 composite
actions/upload-artifact v3 composite

rust/Cargo.toml cargo

criterion 0.4 development
az 1.2.0
backtrace 0.3
gmp-mpfr-sys 1.4.7
lazy_static 1.4.0
num 0.3.1
openssl 0.10.29
rand 0.7.3
rug 1.14.0
statrs 0.13.0
thiserror 1.0.24
vega_lite_4 0.6.0

.binder/requirements.txt pypi

opendp *

docs/requirements.txt pypi

ipython *
nbsphinx *
pandoc *
pydata-sphinx-theme *
pypandoc *
sphinx ==5.1.1
sphinx-prompt *

docs/requirements_notebooks.txt pypi

matplotlib *
numpy *
pandas *
scipy *
seaborn *

tools/requirements-assert_version.txt pypi

toml *

tools/requirements-publish_tool.txt pypi

toml *
twine *

.github/workflows/build.yml actions

actions/cache v3 composite
actions/checkout v3 composite
actions/download-artifact v3 composite
actions/setup-python v3 composite
actions/upload-artifact v3 composite
msys2/setup-msys2 v2 composite

.github/workflows/credential-check.yml actions

actions-cool/check-user-permission v2 composite
actions/checkout v3 composite
actions/setup-python v3 composite

.github/workflows/latex-release.yml actions

actions/checkout v3 composite
opendp/pull-request-artifacts main composite
xu-cheng/latex-action v2 composite

.github/workflows/nightly.yml actions

octokit/request-action v2.x composite

.github/workflows/prepare.yml actions

actions/checkout v3 composite
actions/setup-python v3 composite

.github/workflows/publish.yml actions

actions/checkout v3 composite
actions/download-artifact v3 composite
actions/setup-python v3 composite

.github/workflows/sanity-test.yml actions

actions/checkout v3 composite
actions/download-artifact v3 composite
actions/setup-python v3 composite

rust/opendp_derive/Cargo.toml cargo

rust/opendp_tooling/Cargo.toml cargo

python/pyproject.toml pypi

python/setup.py pypi

tools/requirements-channel_tool.txt pypi

semver ==3.0
tomlkit ==0.11.8

docs/pyproject.toml pypi

opendp

Science Score: 54.0%

Keywords

Repository

Basic Info

Statistics

Topics

Metadata Files

README.md

Status

Installation

Documentation

Getting Help

Contributing

Owner

Citation (CITATION.cff)

Committers

All Time

Top Committers

Committer Domains (Top 20 + Academic)

Issues and Pull Requests

All Time

Past Year

Top Authors

Issue Authors

Pull Request Authors

Top Labels

Issue Labels

Pull Request Labels

Packages

pypi.org: opendp

Rankings

Maintainers (4)

proxy.golang.org: github.com/opendp/opendp

Rankings

crates.io: opendp

Rankings

Maintainers (1)

crates.io: opendp-ffi

Rankings

Maintainers (1)

crates.io: opendp_tooling

Rankings

Maintainers (1)

crates.io: opendp_derive

Rankings

Maintainers (1)

Dependencies