Macro release for version 1.4.3

README.md

@@ -18,7 +18,7 @@
     <a href="https://neurotechx.github.io/moabb/dataset_summary.html">Datasets</a>
   </p>
   <p>
-    <a href="https://doi.org/10.5281/zenodo.10034224"><img src="https://zenodo.org/badge/DOI/10.5281/zenodo.10034224.svg" alt="DOI"></a>
+    <a href="https://doi.org/10.5281/zenodo.10034223"><img src="https://zenodo.org/badge/DOI/10.5281/zenodo.10034223.svg" alt="DOI"></a>
     <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>
     <a href="https://pypi.org/project/moabb/"><img src="https://img.shields.io/pypi/v/moabb?color=blue&style=flat-square" alt="PyPI"></a>
     <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>
@@ -153,8 +153,8 @@ If you use MOABB in your experiments, please cite MOABB and the related publicat
 <summary>Citation (APA + BibTeX)</summary>
 
 <p><strong>APA</strong></p>
-<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).
-Mother of all BCI Benchmarks (MOABB), 2025. DOI: 10.5281/zenodo.10034223.</code></pre>
+<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).
+Mother of all BCI Benchmarks (MOABB) (Version 1.4.3). Zenodo. https://doi.org/10.5281/zenodo.10034223</code></pre>
 
 <p><strong>BibTeX</strong></p>
 <pre><code>@software{Aristimunha_Mother_of_all,
@@ -175,6 +175,7 @@ Mother of all BCI Benchmarks (MOABB), 2025. DOI: 10.5281/zenodo.10034223.</code>
                   Abdul Hussain, Ali and
                   Gatti, Ramiro and
                   Goncharenko, Vladislav and
+                  Andreev, Anton and
                   Thielen, Jordy and
                   Moreau, Thomas and
                   Roy, Yannick and
@@ -184,7 +185,7 @@ Mother of all BCI Benchmarks (MOABB), 2025. DOI: 10.5281/zenodo.10034223.</code>
   title        = {Mother of all BCI Benchmarks},
   year         = 2025,
   publisher    = {Zenodo},
-  version      = {v1.2.0},
+  version      = {1.4.3},
   url          = {https://github.com/NeuroTechX/moabb},
   doi          = {10.5281/zenodo.10034223},
 }</code></pre>

docs/source/_templates/homepage.html

@@ -65,8 +65,8 @@
           <a href="https://github.com/psf/black" target="_blank" rel="noopener">
             <img src="https://img.shields.io/badge/code%20style-black-000000.svg?style=flat-square" alt="Code style: black">
           </a>
-          <a href="https://doi.org/10.5281/zenodo.10034224" target="_blank" rel="noopener">
-            <img src="https://zenodo.org/badge/DOI/10.5281/zenodo.10034224.svg" alt="DOI">
+          <a href="https://doi.org/10.5281/zenodo.10034223" target="_blank" rel="noopener">
+            <img src="https://zenodo.org/badge/DOI/10.5281/zenodo.10034223.svg" alt="DOI">
           </a>
         </div>
       </div>

docs/source/cite.rst

@@ -4,13 +4,13 @@ Citing MOABB and related publications
 If you use MOABB in your experiments, please cite this library when
 publishing a paper to increase the visibility of open science initiatives:
 
--  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>`__
+-  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>`__
 
 and here is the Bibtex version:
 
 .. code-block:: bibtex
 
-    @software{Aristimunha_Mother_of_all_2023,
+    @software{Aristimunha_Mother_of_all,
       author       = {Aristimunha, Bruno and
                       Carrara, Igor and
                       Guetschel, Pierre and
@@ -25,19 +25,20 @@ and here is the Bibtex version:
                       Kalunga, Emmanuel and
                       Darmet, Ludovic and
                       Gregoire, Cattan and
-                      Abdul Hussain, Ali and
-                      Gatti, Ramiro and
-                      Goncharenko, Vladislav and
-                      Thielen, Jordy and
-                      Moreau, Thomas and
-                      Roy, Yannick and
-                      Jayaram, Vinay and
-                      Barachant, Alexandre and
+	                      Abdul Hussain, Ali and
+	                      Gatti, Ramiro and
+	                      Goncharenko, Vladislav and
+	                      Andreev, Anton and
+	                      Thielen, Jordy and
+	                      Moreau, Thomas and
+	                      Roy, Yannick and
+	                      Jayaram, Vinay and
+	                      Barachant, Alexandre and
                       Chevallier, Sylvain},
             title        = {Mother of all BCI Benchmarks},
             year         = 2025,
             publisher    = {Zenodo},
-            version      = {v1.2.0},
+            version      = {1.4.3},
             url = {https://github.com/NeuroTechX/moabb},
             doi = {10.5281/zenodo.10034223},
     }

docs/source/conf.py

@@ -74,6 +74,10 @@
     "sphinx_sitemap",
 ]
 
+_build_sitemap = os.environ.get("MOABB_BUILD_SITEMAP", "1").strip().lower()
+if _build_sitemap in {"0", "false", "no"}:
+    extensions = [ext for ext in extensions if ext != "sphinx_sitemap"]
+
 
 def linkcode_resolve(domain, info):  # noqa: C901
     """Determine the URL corresponding to a Python object.
@@ -245,7 +249,7 @@ def linkcode_resolve(domain, info):  # noqa: C901
         "<strong>Using MOABB in academic work?</strong> "
         "<a class='moabb-announcement-cta' href='cite.html'>Cite MOABB</a> "
         "<span class='moabb-announcement-secondary'>"
-        "DOI: <a href='https://doi.org/10.5281/zenodo.10034224'>10.5281/zenodo.10034224</a> · "
+        "DOI: <a href='https://doi.org/10.5281/zenodo.10034223'>10.5281/zenodo.10034223</a> · "
         "Explore <a href='paper_results.html'>benchmark results</a>"
         "</span>"
     ),
@@ -338,7 +342,7 @@ def linkcode_resolve(domain, info):  # noqa: C901
     "carousel": [
         dict(
             title="Datasets",
-            text="Access 30+ open EEG datasets for motor imagery, P300, and SSVEP paradigms.",
+            text="Access 67+ open EEG datasets for motor imagery, P300, and SSVEP paradigms.",
             url="dataset_summary.html",
             img="datasets_overview.png",
             alt="Datasets overview",

docs/source/whats_new.rst

@@ -17,42 +17,53 @@ What's new
 Version 1.5  (Source - GitHub)
 -------------------------------
 
-🚀 Enhancements
-^^^^^^^^^^^^^^^
+Enhancements
+~~~~~~~~~~~~
+- None yet.
 
-🧐 API and behavior changes
-^^^^^^^^^^^^^^^^^^^^^^^^^^^
+API changes
+~~~~~~~~~~~
+- None yet.
 
-🛠 Requirements
-^^^^^^^^^^^^^^^
+Requirements
+~~~~~~~~~~~~
+- None yet.
 
-🪲 Bug fixes
-^^^^^^^^^^^^
+Bugs
+~~~~
+- None yet.
 
-⚕️ Code health
-^^^^^^^^^^^^^^
+Code health
+~~~~~~~~~~~
+- None yet.
 
 
 
 Version 1.4.3 (Stable - PyPi)
 -------------------------------
 
-🚀 Enhancements
-^^^^^^^^^^^^^^^
+Enhancements
+~~~~~~~~~~~~
+- Add “Open in Colab” buttons for gallery examples (:gh:`853` by `Bruno Aristimunha`_)
+- Refresh docs homepage design and citation visibility (:gh:`853` by `Bruno Aristimunha`_)
+- 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`_)
 
-🧐 API and behavior changes
-^^^^^^^^^^^^^^^^^^^^^^^^^^^
+API changes
+~~~~~~~~~~~
+- None.
 
-🛠 Requirements
-^^^^^^^^^^^^^^^
+Requirements
+~~~~~~~~~~~~
+- Improve compatibility with Python 3.14 (:gh:`848` by `Bruno Aristimunha`_)
 
-🪲 Bug fixes
-^^^^^^^^^^^^
+Bugs
+~~~~
 - Fixing warnings from the latest scikit-learn version within the Preprocessing logic (:gh:`850` by `Bruno Aristimunha`_)
-- Fixing compatibility with Scikit-learn 1.8 (:gh:`853` by `Bruno Aristimunha`_)
+- Fixing compatibility with Scikit-learn 1.8 (:gh:`852` by `Bruno Aristimunha`_)
 
-⚕️ Code health
-^^^^^^^^^^^^^^
+Code health
+~~~~~~~~~~~
+- Generate notebooks in docs CI for Colab integration (:gh:`853` by `Bruno Aristimunha`_)
 
 
 Version 1.4.2
@@ -64,13 +75,14 @@ Enhancements
 - Improve compute_pvals_perm function (:gh:`818` by `Quentin Barthelemy`_)
 
 Bugs
+~~~~
 - Fixes the management of include/exclude datasets in :func:`moabb.benchmark`, adds additional verifications (:gh:`834` by `Anton Andreev`_)
 - Fixing pagination issue with figshare (:gh:`839` by `Bruno Aristimunha`_)
 - Fixes :class:`moabb.datasets.preprocessing.SetRawAnnotations` in case no STIM channel is present (:gh:`838` by `Pierre Guetschel`_ and `Simon Kojima`_)
 
-~~~~
 API changes
 ~~~~~~~~~~~
+- None.
 
 
 
@@ -90,8 +102,8 @@ Bugs
 - Fix the :class:`moabb.datasets.Dreyer2023` (:gh:`828` by `Simon Kojima`_)
 
 API changes
-
 ~~~~~~~~~~~
+- None.
 
 
 Version  - 1.3