# LifeCycles
[](https://github.com/psf/black)
[](https://lifecycltwine upload dist/es.readthedocs.io//en/latest/?badge=latest)
[](https://pyup.io/repos/github/andreafailla/LifeCycles/)
[](https://badge.fury.io/py/LifeCycles)
[](https://badge.fury.io/py/LifeCycles)
[](https://sobigdata.d4science.org/group/sobigdata-gateway/explore?siteId=20371853)
``LifeCycles`` is a Python software package that allows to represent and analyze the temporal dynamics of (groups of) data points/nodes. The library provides a set of tools to model and analyze the temporal evolution of data points/nodes, and to extract meaningful patterns from the data.
If you use ``LifeCycles`` as support to your research consider citing:
>@article{Failla2024describing,
> title = {Describing group evolution in temporal data using multi-faceted events},
> ISSN = {1573-0565},
> url = {http://dx.doi.org/10.1007/s10994-024-06600-4},
> DOI = {10.1007/s10994-024-06600-4},
> journal = {Machine Learning},
> publisher = {Springer Science and Business Media LLC},
> author = {Failla, Andrea and Cazabet, Rémy and Rossetti, Giulio and Citraro, Salvatore},
> year = {2024},
> month = aug
}
## Tutorial and Online Environments
Check out the official [tutorial](https://LifeCycles.readthedocs.io/en/latest/tutorial.html) to get started!
If you would like to test ``LifeCycles`` functionalities without installing anything on your machine consider using the preconfigured Jupyter Hub instances offered by [SoBigData++](https://sobigdata.d4science.org/group/sobigdata-gateway/explore?siteId=20371853).
## Installation
``LifeCycles`` *requires* python>=3.9.
To install the latest version of our library just download (or clone) the current project, open a terminal and run the following commands:
```bLifeCycles
pip install -r requirements.txt
pip install .
```
Alternatively use pip
```bLifeCycles
pip install lifecycles
```
## Collaborate with us!
``LifeCycles`` is an active project, any contribution is welcome!
If you like to include your model in LifeCycles feel free to fork the project, open an issue and contact us.
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