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‎README.md‎

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<a href="https://neurotechx.github.io/moabb/dataset_summary.html">Datasets</a>
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</p>
2020
<p>
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<a href="https://doi.org/10.5281/zenodo.10034224"><img src="https://zenodo.org/badge/DOI/10.5281/zenodo.10034224.svg" alt="DOI"></a>
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<a href="https://doi.org/10.5281/zenodo.10034223"><img src="https://zenodo.org/badge/DOI/10.5281/zenodo.10034223.svg" alt="DOI"></a>
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<a href="https://github.com/NeuroTechX/moabb/actions?query=branch%3Adevelop"><img src="https://github.com/NeuroTechX/moabb/workflows/Test/badge.svg" alt="Build Status"></a>
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<a href="https://pypi.org/project/moabb/"><img src="https://img.shields.io/pypi/v/moabb?color=blue&style=flat-square" alt="PyPI"></a>
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<a href="https://pypi.org/project/moabb/"><img src="https://img.shields.io/pypi/v/moabb?label=version&color=orange&style=flat-square" alt="Version"></a>
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<summary>Citation (APA + BibTeX)</summary>
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<p><strong>APA</strong></p>
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<pre><code>Aristimunha, B., Carrara, I., Guetschel, P., Sedlar, S., Rodrigues, P., Sosulski, J., Narayanan, D., Bjareholt, E., Barthelemy, Q., Schirrmeister, R. T., Kobler, R., Kalunga, E., Darmet, L., Gregoire, C., Abdul Hussain, A., Gatti, R., Goncharenko, V., Thielen, J., Moreau, T., Roy, Y., Jayaram, V., Barachant, A., &amp; Chevallier, S. (2025).
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Mother of all BCI Benchmarks (MOABB), 2025. DOI: 10.5281/zenodo.10034223.</code></pre>
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<pre><code>Aristimunha, B., Carrara, I., Guetschel, P., Sedlar, S., Rodrigues, P., Sosulski, J., Narayanan, D., Bjareholt, E., Barthelemy, Q., Schirrmeister, R. T., Kobler, R., Kalunga, E., Darmet, L., Gregoire, C., Abdul Hussain, A., Gatti, R., Goncharenko, V., Andreev, A., Thielen, J., Moreau, T., Roy, Y., Jayaram, V., Barachant, A., &amp; Chevallier, S. (2025).
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Mother of all BCI Benchmarks (MOABB) (Version 1.4.3). Zenodo. https://doi.org/10.5281/zenodo.10034223</code></pre>
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<p><strong>BibTeX</strong></p>
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<pre><code>@software{Aristimunha_Mother_of_all,
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Abdul Hussain, Ali and
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Gatti, Ramiro and
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Goncharenko, Vladislav and
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Andreev, Anton and
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Thielen, Jordy and
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Moreau, Thomas and
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Roy, Yannick and
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title = {Mother of all BCI Benchmarks},
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year = 2025,
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publisher = {Zenodo},
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version = {v1.2.0},
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version = {1.4.3},
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url = {https://github.com/NeuroTechX/moabb},
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doi = {10.5281/zenodo.10034223},
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}</code></pre>

‎docs/source/_templates/homepage.html‎

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<a href="https://github.com/psf/black" target="_blank" rel="noopener">
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<img src="https://img.shields.io/badge/code%20style-black-000000.svg?style=flat-square" alt="Code style: black">
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</a>
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<a href="https://doi.org/10.5281/zenodo.10034224" target="_blank" rel="noopener">
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<img src="https://zenodo.org/badge/DOI/10.5281/zenodo.10034224.svg" alt="DOI">
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<a href="https://doi.org/10.5281/zenodo.10034223" target="_blank" rel="noopener">
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<img src="https://zenodo.org/badge/DOI/10.5281/zenodo.10034223.svg" alt="DOI">
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</div>

‎docs/source/cite.rst‎

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If you use MOABB in your experiments, please cite this library when
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publishing a paper to increase the visibility of open science initiatives:
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- Aristimunha, B., Carrara, I., Guetschel, P., Sedlar, S., Rodrigues, P., Sosulski, J., Narayanan, D., Bjareholt, E., Barthelemy, Q., Schirrmeister, R. T., Kobler, R., Kalunga, E., Darmet, L., Gregoire, C., Abdul Hussain, A., Gatti, R., Goncharenko, V., Thielen, J., Moreau, T., Roy, Y., Jayaram, V., Barachant, A., & Chevallier, S. (2025). Mother of all BCI Benchmarks (v1.2.0). Zenodo. `10.5281/zenodo.10034223 <https://www.doi.org/10.5281/zenodo.10034223>`__
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- Aristimunha, B., Carrara, I., Guetschel, P., Sedlar, S., Rodrigues, P., Sosulski, J., Narayanan, D., Bjareholt, E., Barthelemy, Q., Schirrmeister, R. T., Kobler, R., Kalunga, E., Darmet, L., Gregoire, C., Abdul Hussain, A., Gatti, R., Goncharenko, V., Andreev, A., Thielen, J., Moreau, T., Roy, Y., Jayaram, V., Barachant, A., & Chevallier, S. (2025). Mother of all BCI Benchmarks (Version 1.4.3). Zenodo. `10.5281/zenodo.10034223 <https://doi.org/10.5281/zenodo.10034223>`__
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and here is the Bibtex version:
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.. code-block:: bibtex
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@software{Aristimunha_Mother_of_all_2023,
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@software{Aristimunha_Mother_of_all,
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author = {Aristimunha, Bruno and
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Carrara, Igor and
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Guetschel, Pierre and
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Kalunga, Emmanuel and
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Darmet, Ludovic and
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Gregoire, Cattan and
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Abdul Hussain, Ali and
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Gatti, Ramiro and
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Goncharenko, Vladislav and
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Thielen, Jordy and
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Moreau, Thomas and
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Roy, Yannick and
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Jayaram, Vinay and
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Barachant, Alexandre and
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Abdul Hussain, Ali and
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Gatti, Ramiro and
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Goncharenko, Vladislav and
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Andreev, Anton and
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Thielen, Jordy and
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Moreau, Thomas and
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Roy, Yannick and
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Jayaram, Vinay and
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Barachant, Alexandre and
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Chevallier, Sylvain},
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title = {Mother of all BCI Benchmarks},
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year = 2025,
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publisher = {Zenodo},
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version = {v1.2.0},
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version = {1.4.3},
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url = {https://github.com/NeuroTechX/moabb},
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}

‎docs/source/conf.py‎

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"sphinx_sitemap",
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]
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_build_sitemap = os.environ.get("MOABB_BUILD_SITEMAP", "1").strip().lower()
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if _build_sitemap in {"0", "false", "no"}:
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extensions = [ext for ext in extensions if ext != "sphinx_sitemap"]
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def linkcode_resolve(domain, info): # noqa: C901
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"<strong>Using MOABB in academic work?</strong> "
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"<a class='moabb-announcement-cta' href='cite.html'>Cite MOABB</a> "
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"<span class='moabb-announcement-secondary'>"
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"DOI: <a href='https://doi.org/10.5281/zenodo.10034224'>10.5281/zenodo.10034224</a> · "
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"DOI: <a href='https://doi.org/10.5281/zenodo.10034223'>10.5281/zenodo.10034223</a> · "
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"Explore <a href='paper_results.html'>benchmark results</a>"
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"</span>"
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),
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"carousel": [
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dict(
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title="Datasets",
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text="Access 30+ open EEG datasets for motor imagery, P300, and SSVEP paradigms.",
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text="Access 67+ open EEG datasets for motor imagery, P300, and SSVEP paradigms.",
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‎docs/source/whats_new.rst‎

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Version 1.5 (Source - GitHub)
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-------------------------------
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🚀 Enhancements
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Enhancements
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~~~~~~~~~~~~
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- None yet.
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API changes
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Requirements
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~~~~~~~~~~~~
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-------------------------------
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~~~~~~~~~~~~
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- Add “Open in Colab” buttons for gallery examples (:gh:`853` by `Bruno Aristimunha`_)
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- Refresh docs homepage design and citation visibility (:gh:`853` by `Bruno Aristimunha`_)
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- Add :class:`moabb.datasets.preprocessing.FixedPipeline` and :func:`moabb.datasets.preprocessing.make_fixed_pipeline` to avoid scikit-learn unfitted pipeline warnings (:gh:`850` by `Bruno Aristimunha`_)
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~~~~~~~~~~~~
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- Improve compatibility with Python 3.14 (:gh:`848` by `Bruno Aristimunha`_)
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- Fixing compatibility with Scikit-learn 1.8 (:gh:`853` by `Bruno Aristimunha`_)
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- Fixing compatibility with Scikit-learn 1.8 (:gh:`852` by `Bruno Aristimunha`_)
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- Generate notebooks in docs CI for Colab integration (:gh:`853` by `Bruno Aristimunha`_)
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Version - 1.3

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