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# RamanSPy
<p align="center">
<a href="https://ramanspy.readthedocs.io/">
<img src="https://github.com/barahona-research-group/RamanSPy/blob/1121738ca4b8b64d938b81eefe32059ac33ace8e/docs/source/images/raman_logo_transparent.png" alt="RamanSPy logo" width="300">
</a>
</p>

[![Downloads](https://static.pepy.tech/badge/ramanspy)](https://pepy.tech/project/ramanspy) [![contributions welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)]([https://github.com/dwyl/esta/issues](https://github.com/barahona-research-group/RamanSPy/issues))
## *RamanSPy*: An open-source package for <ins>Raman</ins> <ins>S</ins>pectroscopy analytics in <ins>Py</ins>thon.

[![Downloads](https://static.pepy.tech/badge/ramanspy)](https://pepy.tech/project/ramanspy) [![contributions welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)]([https://github.com/dwyl/esta/issues](https://github.com/barahona-research-group/RamanSPy/issues))

*RamanSPy* is an open-source Python package for integrative
Raman spectroscopy data analysis.

## Key features

![Overview of RamanSPy](docs/source/images/ramanspy_graphical_abstract.png)

- Common data format
- Data loaders
- Preprocessing methods
- Preprocessing pipelining
- Preprocessing protocols
- Analysis methods
- AI & ML integration
- Visualisation tools
- AI integration
- Datasets
- Synthetic data generator
- Metrics
- Synthetic data generator (***new in versions >= 0.2.0***)


## Installation
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## Documentation

For more information about the functionalities of the package, refer to
the [documentation](https://ramanspy.readthedocs.io).
the [online documentation](https://ramanspy.readthedocs.io).

## Credits

If you use this package for your research, please cite our paper:
If you use *RamanSPy* for your research, please cite our paper:

[Georgiev, D.; Pedersen, S. V.; Xie, R.; Fernández-Galiana, Á.; Stevens, M. M.; Barahona, M. *RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis*. ACS Analytical Chemistry **2024**, 96(21), 8492-8500, DOI: 10.1021/acs.analchem.4c00383](https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383)

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# Sphinx build info version 1
# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
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<p class="caption" role="heading"><span class="caption-text">Links</span></p>
<ul>
<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
</ul>

</div>
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<li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASPLS.html">ramanspy.preprocessing.baseline.ASPLS</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Poly.html">ramanspy.preprocessing.baseline.Poly</a></li>
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<p class="caption" role="heading"><span class="caption-text">Links</span></p>
<ul>
<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
</ul>

</div>
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<p class="caption" role="heading"><span class="caption-text">Links</span></p>
<ul>
<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
</ul>

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<ul>
<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
</ul>

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<p class="caption" role="heading"><span class="caption-text">Links</span></p>
<ul>
<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
</ul>

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|
.. image:: images/ramanspy_graphical_abstract.png
:width: 600
:align: center
:alt: Overview of RamanSPy's functionalities

|
Key features
-----------------
- Common data format
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- Preprocessing pipelining
- Preprocessing protocols
- Analysis methods
- AI and ML integration
- Visualisation tools
- AI integration
- Datasets
- Synthetic data generator
- Metrics
- Synthetic data generator (**new in versions >= 0.2.0**)

|
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-----------------
If you use this package for your research, please cite our paper:

`Georgiev, D., Pedersen, S., Xie, R., Fernández-Galiana, Á., Stevens, M., & Barahona, M. (2023). RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ChemRxiv. doi:10.26434/chemrxiv-2023-m3xlm <https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51>`_
`Georgiev, D.; Pedersen, S. V.; Xie, R.; Fernández-Galiana, Á.; Stevens, M. M.; Barahona, M. RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ACS Analytical Chemistry 2024, 96(21), 8492-8500, DOI: 10.1021/acs.analchem.4c00383 <https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383>`_

.. code-block:: latex

@article{georgiev2024ramanspy,
title={RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis},
author={Georgiev, Dimitar and Pedersen, Simon Vilms and Xie, Ruoxiao and Fern{\'a}ndez-Galiana, Alvaro and Stevens, Molly M and Barahona, Mauricio},
journal={Analytical Chemistry},
volume={96},
number={21},
pages={8492-8500},
year={2024},
doi={10.1021/acs.analchem.4c00383}
}

|
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:hidden:

GitHub repository <https://github.com/barahona-research-group/RamanSPy>
Paper <https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51>
Paper <https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383>
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<p class="caption" role="heading"><span class="caption-text">Links</span></p>
<ul>
<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
</ul>

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<ul>
<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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<p class="caption" role="heading"><span class="caption-text">Links</span></p>
<ul>
<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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<p class="caption" role="heading"><span class="caption-text">Links</span></p>
<ul>
<li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
</ul>

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