SynthCity
github.com
Spec sheet
- Purpose
- SynthCity is a library for generating and evaluating synthetic tabular data.Read 3 Oct 2026 · github.com
- License
- The repository identifies its license as Apache-2.0.Read 3 Oct 2026 · github.com
- Benchmarking
- The Benchmarks API can evaluate generators using selected metrics and repeated runs.Read 3 Oct 2026 · github.com
- Data modalities
- The repository describes generators for tabular data, time series, survival analysis, and images.Read 3 Oct 2026 · github.com
- Evaluation
- It includes evaluation metrics for data correctness, quality, and privacy.Read 3 Oct 2026 · github.com
- Extensible architecture
- The library has a plugin architecture designed to be extended.Read 3 Oct 2026 · github.com
- Fairness and privacy
- Privacy-focused methods include DECAF, DP-GAN, AdsGAN, PATEGAN, and PrivBayes, and DECAF supports inference-time debiasing using user-defined fairness requirements.Read 3 Oct 2026 · github.com
- Generator types
- The listed models include GANs, VAEs, normalizing flows, Bayesian networks, random forests, and LLM-based generators.Read 3 Oct 2026 · github.com
- Image model limit
- The README says its image generator architectures are not state of the art and suggests extending the image generator/discriminator architecture method for other architectures.Read 3 Oct 2026 · github.com
- Installation
- The library can be installed with pip from PyPI or installed from source.Read 3 Oct 2026 · github.com
- Integration
- The README demonstrates using SynthCity with scikit-learn datasets and lifelines survival datasets.Read 3 Oct 2026 · github.com
- Missing data limit
- SynthCity does not handle missing data, which must be imputed first; the README points to HyperImpute for this purpose.Read 3 Oct 2026 · github.com
- Model serialization
- Models can be serialized and loaded from buffers or files using the library's serialization utilities.Read 3 Oct 2026 · github.com
- Support and contributions
- The project tracks public bugs through GitHub Issues and welcomes pull requests.Read 3 Oct 2026 · github.com
Plans and prices
SynthCity Free Open-source Python library · install from PyPI or source Read 3 Oct 2026 · github.com
Where Specifiction places it
- Synthetic Data Generation Software#19 of 297.5
- AI Synthetic Data Generators#18 of 257.4