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datasynthesizer

https://github.com/dataresponsibly/datasynthesizer

Science Score: 23.0%

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

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ✓
    Committers with academic emails
    4 of 8 committers (50.0%) from academic institutions
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (7.6%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Basic Info
  • Host: GitHub
  • Owner: DataResponsibly
  • License: mit
  • Language: HTML
  • Default Branch: master
  • Size: 33.3 MB
Statistics
  • Stars: 269
  • Watchers: 13
  • Forks: 88
  • Open Issues: 14
  • Releases: 0
Created over 9 years ago · Last pushed over 2 years ago
Metadata Files
Readme Changelog Contributing License Authors

README.md

PyPi Shield Travis CI Shield

DataSynthesizer

DataSynthesizer generates synthetic data that simulates a given dataset.

It aims to facilitate the collaborations between data scientists and owners of sensitive data. It applies Differential Privacy techniques to achieve strong privacy guarantee.

For more details, please refer to DataSynthesizer: Privacy-Preserving Synthetic Datasets

Install DataSynthesizer

bash pip install DataSynthesizer

Usage

Assumptions for the Input Dataset
  1. The input dataset is a table in first normal form (1NF).
  2. When implementing differential privacy, DataSynthesizer injects noises into the statistics within active domain that are the values presented in the table.
Use Jupyter Notebook

After installing DataSynthesizer and Jupyter Notebook, open and try the demos in ./notebooks/

Use Web UI

The dataResponsiblyUI is a Django project that includes DataSynthesizer. Please follow the steps in Run the Web UIs locally and run DataSynthesizer by visiting http://127.0.0.1:8000/synthesizer in a browser.

Owner

  • Name: Data, Responsibly
  • Login: DataResponsibly
  • Kind: organization
  • Email: stoyanovich@nyu.edu

responsible data management: platform and tools

GitHub Events

Total
  • Issues event: 1
  • Watch event: 16
  • Fork event: 4
Last Year
  • Issues event: 1
  • Watch event: 16
  • Fork event: 4

Committers

Last synced: about 2 years ago

All Time
  • Total Commits: 108
  • Total Committers: 8
  • Avg Commits per committer: 13.5
  • Development Distribution Score (DDS): 0.287
Past Year
  • Commits: 4
  • Committers: 1
  • Avg Commits per committer: 4.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Haoyue Ping t****g@g****m 77
Haoyue Ping h****4@c****u 13
Haoyue Ping h****4@d****u 12
Seth Russell m****n 2
Alex Swann a****n@d****k 1
Haoyue Ping h****6@n****u 1
Julia Stoyanovich s****h@d****u 1
arunn-thevapalan a****1@g****m 1
Committer Domains (Top 20 + Academic)
drexel.edu: 2 nyu.edu: 1 digital.homeoffice.gov.uk: 1 cs.drexel.edu: 1

Issues and Pull Requests

Last synced: about 1 year ago

All Time
  • Total issues: 38
  • Total pull requests: 6
  • Average time to close issues: 4 months
  • Average time to close pull requests: 19 days
  • Total issue authors: 26
  • Total pull request authors: 5
  • Average comments per issue: 2.24
  • Average comments per pull request: 0.5
  • Merged pull requests: 4
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 1
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 1
  • Pull request authors: 0
  • Average comments per issue: 0.0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • andrewjohnlowe (5)
  • raids (3)
  • mahmoudibrahim98 (3)
  • patwater (2)
  • oregonpillow (2)
  • artemgur (2)
  • magic-lantern (2)
  • ganevgv (1)
  • SG87 (1)
  • eunbeejang (1)
  • federicogibertoni (1)
  • lpkoh (1)
  • GuidoPinaresCh (1)
  • simone-mangiante (1)
  • laiw12 (1)
Pull Request Authors
  • magic-lantern (2)
  • arunnthevapalan (1)
  • Alex-Swann (1)
  • Anna-2i (1)
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 683 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 2
  • Total versions: 14
  • Total maintainers: 1
pypi.org: datasynthesizer

Generate synthetic data that simulate a given dataset.

  • Versions: 14
  • Dependent Packages: 0
  • Dependent Repositories: 2
  • Downloads: 683 Last month
Rankings
Stargazers count: 4.6%
Forks count: 5.0%
Downloads: 7.4%
Average: 7.7%
Dependent packages count: 10.0%
Dependent repos count: 11.6%
Maintainers (1)
dataresponsibly
Last synced: 11 months ago

Dependencies

requirements_dev.txt pypi
  • Sphinx >=1.8.5 development
  • bump2version >=0.5.11 development
  • coverage >=4.5.4 development
  • flake8 >=3.7.8 development
  • pip >=19.2.3 development
  • pytest >=4.6.5 development
  • pytest-runner >=5.1 development
  • tox >=3.14.0 development
  • twine >=1.14.0 development
  • watchdog >=0.9.0 development
  • wheel >=0.33.6 development
setup.py pypi
webUI/environment.yml conda
  • django
  • jupyter
  • matplotlib
  • numpy
  • pandas
  • python
  • python-dateutil
  • scikit-learn
  • seaborn