synthia

Data generator

Software for generating synthetic multivariate data with statistical properties preserved

📈 🐍 Multidimensional synthetic data generation with Copula and fPCA models in Python

GitHub

57 stars
3 watching
9 forks
Language: Python
last commit: over 1 year ago
Linked from 1 awesome list

augmentationclimatecopuladata-augmentationdata-generationdata-generatordata-modellingdata-sciencedependency-analysisdependency-modelingfinancefpcafunctional-datamachine-learningoversamplingprincipal-component-analysisstatisticssynthetic-dataweatherxarray

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
ydataai/ydata-synthetic An educational package providing generative models for synthetic data generation. 1,456
ollieboyne/blendersynth A Python library for generating synthetic 3D datasets using Blender with custom features for rich per-pixel information and multiview rendering. 64
mila-iqia/myia Developing a new language to support differentiable programming and high-performance computations in artificial intelligence 456
klen/mixer A library that generates fake data for testing and fixture replacement in various frameworks 944
modflowpy/flopy A Python package to create and run MODFLOW-based models 529
gretelai/gretel-synthetics A toolkit for generating synthetic data while preserving differential privacy 602
iamwangyunkai/carla_py Generates data for CARLA's visual navigation system using raw camera images and instructions. 8
cgarciae/phi A Python library for functional programming that aims to simplify the experience by providing a unified API and operator overloading for common data transformations and operations. 134
sdv-dev/sdv A library for generating synthetic tabular data based on real-world patterns 2,416
unidata/metpy A collection of Python tools for reading, visualizing, and performing calculations with weather data 1,267
catia-systems/fmpy Simulates Functional Mock-up Units (FMUs) using Python 446
jobovy/galpy Software for simulating and analyzing galactic dynamics using numerical methods. 231
heigeo/climata A Python library for loading and iterating over climate and flow time series data from various sources. 85
dswah/pygam Provides an implementation of generalized additive models in Python for building flexible semi-parametric models 876
dry-python/classes Enables typed polymorphism and type-safe business logic in Python without inheritance or interfaces. 678