TaDAsets
Data sets apt for Topological Data Analysis. This project is a part of scikit-tda.
Motivation
At SoCG 2018, there was discussion about the need for data sets for two main purposes
- Benchmarking new algorithms
- Demonstrating benefits of TDA
Data generation
We provide constructors for some synthetic data sets that are popular in development and testing of TDA techniques.
- Torus
- Klein Bottle
- Swiss Roll
Setup and Usage
You can install from Pypi
pip install tadasets
or from source
git clone https://github.com/scikit-tda/tadasets
cd tadasets
pip install -e .
Examples of usage is
import tadasets
data = tadasets.sphere(n=1000, r=10)
tadasets.plot3d(data)
or
import tadasets
data = tadasets.swiss_roll(n=1000, r=10)
tadasets.plot3d(data)
Contributions
This package is in the very early stages of development. As I think of shapes and data sets, I add them. If you have ideas, please do suggest them in an issue and submit a pull request! All contributions are welcome.