Release 1.5.0 (NeuroTechX#1041)

* chore: bump version to 1.5.0 and update citations for release

Update version string, CITATION.cff date, citation year to 2026,
add Hajhassani to author lists, and add v1.6 dev section in whats_new.

* docs: fix 2726 Sphinx documentation build warnings

- Export GuttmannFlury2025_ME from datasets __init__.py
- Remove non-existent dataset references (Guger2009, McCann2015,
  LeBlanc2024_A/B) from whats_new.rst
- Add pandas to intersphinx mapping in conf.py
- Add version guard in conf.py to detect installed vs source mismatch
- Fix cross-reference types across base classes: Pipeline ->
  sklearn.pipeline.Pipeline, ndarray -> numpy.ndarray, DataFrame ->
  pandas.DataFrame, Figure -> matplotlib.figure.Figure
- Fix inherited docstrings in BaseDataset, BaseProcessing, and
  BaseEvaluation that propagated warnings to 150+ subclasses
- Fix numpydoc formatting (Parameters: -> Parameters, missing blank
  lines before lists, unreferenced citations)
- Add internal base classes (MNEBNCI, ErpCore2021, Mainsah2025, etc.)
  to api.rst so Sphinx can resolve class hierarchy references
- Add minimal nitpick_ignore for genuinely unfixable numpydoc artifacts
  (default values, shape descriptors, sentence fragments parsed as types)

* chore: switch pyriemann to PyPI and disable auto-execution of artifact rejection tutorial

Switch pyriemann dependency from GitHub source (master) to PyPI (>=0.7)
for the 1.5.0 release. Rename the Riemannian Artifact Rejection tutorial
to remove the plot_ prefix so sphinx-gallery skips auto-execution, since
it requires PotatoField features only available from source. Add a warning
block to the tutorial documenting this requirement.

* docs: fix Sphinx warnings at source instead of suppressing them

- Remove all nitpick_ignore and nitpick_ignore_regex from conf.py
- Fix broken cross-references in whats_new.rst: typos
  (moabb.evaluation -> moabb.evaluations), wrong roles (:func: for
  classes), internal modules changed to plain text backticks
- Fix numpydoc type annotations across evaluations, paradigms,
  pipelines, and analysis modules: move default values from type
  fields to description text, replace shape specs in type fields
  with description text, use proper Sphinx cross-references for
  numpy/pandas/sklearn/mne types
- Fix prepare_summary_tables.py to generate correct cross-reference
  paths for internal base classes (ErpCore2021)

* docs: resolve remaining Sphinx nitpicky warnings at root

- Add private base classes (_Dreyer2023Base, _base_bi_il,
  _BaseVisualMatrixSpellerDataset, CompoundDataset) to api.rst
  so autodoc class hierarchy references resolve
- Update sklearn/mne intersphinx URLs to https
- Add minimal nitpick_ignore_regex for sklearn-generated docstrings
  (set_params, get_params, set_*_request metadata routing) that use
  numpydoc conventions unresolvable by Sphinx
- Fix numpydoc formatting in BaseDataset, CompoundDataset, P300,
  set_download_dir, fs_get_file_list, kumar2024, and plotting
  docstrings that leaked description text into type fields

* refactor: remove deprecated dataset class aliases scheduled for removal in 1.1

Remove all @depreciated_alias decorators and their old-name imports
(bi2012, bi2013a, bi2014a, bi2014b, bi2015a, bi2015b, VirtualReality,
MunichMI, HeadMountedDisplay, SSVEPExo, and compound bi_illiteracy
aliases). Add old names to _REMOVED_DATASETS for clear error messages.
Guard zip(*aliases_list) calls against the now-empty list. Also add
missing GuttmannFlury2025_ME entry to summary_imagery.csv.

* fix: update expected dataset count to 148 in test_catalog_dataset_count

* docs: reorder authors — move Hajhassani and Begany before Moreau, remove tracked docs/source/README.md

Restore Chevallier, S. as last author. Add Begany, K. to README.md and
cite.rst citations (previously only in CITATION.cff). Remove
docs/source/README.md from tracking since it is auto-generated by the
docs Makefile copy-readme target.

Macro release

Fix incomplete merge in pyproject.toml

V1.2.0 (NeuroTechX#708)

* [MNT] update to release

* [MNT] update to release

* [MNT] single readme file

* [MNT] typo

* Apply suggestions from code review

Co-authored-by: Pierre Guetschel <25532709+PierreGtch@users.noreply.github.com>
Signed-off-by: Bru <b.aristimunha@gmail.com>

* [MNT] version control

* Single readme and contributing webpage

* [pre-commit.ci] auto fixes from pre-commit.com hooks

* removing docker, no one is using.

* removing docker, no one is using.

* removing poetry

* external example

---------

Signed-off-by: Bru <b.aristimunha@gmail.com>
Signed-off-by: Bru <a.bruno@aluno.ufabc.edu.br>
Co-authored-by: Pierre Guetschel <25532709+PierreGtch@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

pylock -> pyproject.toml

Merge branch 'master' into develop

Merge pull request NeuroTechX#510 from NeuroTechX/develop

Stable version 1.0.0

Merge pull request NeuroTechX#379 from NeuroTechX/develop

merge v0.5.0 into master

Merge pull request NeuroTechX#287 from NeuroTechX/develop

Merge 0.4.6 into master

Merge 0.4.5 into master (NeuroTechX#270)

* Set download dir test and example (NeuroTechX#249)

* Update to dataset_search call in FilterBank Motor Imagery

* Removing completed #fixme

* Removing total_classes argument from dataset_search call in FilterBank MI

This was earlier deprecated in NeuroTechX@55f77ae

* set_download_dir test and example

* adding pre-commit modifications

* Update whats_new.rst

* Update examples/changing_download_directory.py

Co-authored-by: Sylvain Chevallier <sylvain.chevallier@uvsq.fr>

* Update examples/changing_download_directory.py

Co-authored-by: Sylvain Chevallier <sylvain.chevallier@uvsq.fr>

* Bump pillow from 8.4.0 to 9.0.0 (NeuroTechX#253)

Bumps [pillow](https://github.com/python-pillow/Pillow) from 8.4.0 to 9.0.0.
- [Release notes](https://github.com/python-pillow/Pillow/releases)
- [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst)
- [Commits](python-pillow/Pillow@8.4.0...9.0.0)

---
updated-dependencies:
- dependency-name: pillow
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Fix Schirrmeister2017 error (NeuroTechX#255)

* correct event loading error, renaming session and runs

* add whats new

* Removing dependency of Physionet MI download on mne method (NeuroTechX#257)

* Update physionet_mi.py

* consistency of runs numbering

* Update whats_new.rst

* f-string edits

Co-authored-by: Sylvain Chevallier <sylvain.chevallier@uvsq.fr>

* f-string edits

Co-authored-by: Sylvain Chevallier <sylvain.chevallier@uvsq.fr>

Co-authored-by: Sylvain Chevallier <sylvain.chevallier@uvsq.fr>

* Correct MAMEM issues (NeuroTechX#256)

* switch mamem session to runs, use predictable names

* update docstring in evaluation, for building documentation

* update Lee2017 docstring for correct documentation.

* update whats new

* switch SSVEP example to within session

* correct typo and rebase

* correct typos on examples

* Progress bars (NeuroTechX#258)

* Progress bars for downloads using pooch functionality

* Rectification of f-string in PhysionetMI

* Evaluations subject level progress bar

CV test subject level in the case of CrossSubjectEvaluation

* Update poetry.lock

* Update pyproject.toml

* dependencies

* Apply suggestions from code review (mne.utils to tqdm direct)

Co-authored-by: Sylvain Chevallier <sylvain.chevallier@uvsq.fr>

* Update poetry.lock

* tqdm arg

* Update whats_new.rst

* Update mistune dep

Co-authored-by: Sylvain Chevallier <sylvain.chevallier@uvsq.fr>

* fix doc url in readme (NeuroTechX#262)

* fix doc url in readme

* correct links in the docs

* Schirrmeister2017 High-Gamma Dataset from EDF (NeuroTechX#265)

* loading Schirrmeister2017 High-Gamma Dataset from EDF

* remove commented import of requests module

* rename to session_0

* added 13 + 12 subjects speller datasets by huebner (NeuroTechX#260)

* added 13 + 12 subjects speller datasets by huebner

* clean up legacy run splitting code

* added use_blocks_as_sessions parameter for data

Co-authored-by: Sylvain Chevallier <sylvain.chevallier@uvsq.fr>

* added Spot Auditory oddball dataset (NeuroTechX#266)

* added Spot Auditory oddball dataset

* replaced usage of deprecated dl.data_path

Co-authored-by: Sylvain Chevallier <sylvain.chevallier@uvsq.fr>

* Visualize all ERP datasets (NeuroTechX#261)

* Visualize all ERP datasets

* * use paradigm.datasets instead of manual list

* more verbose sanity check script

* fix epo data leak + remove title bf

* moved data visualization

added disclaimer regarding data size

Co-authored-by: Sylvain Chevallier <sylvain.chevallier@uvsq.fr>

* update to v0.4.5 (NeuroTechX#269)

* update to v0.4.5

* update poetry and requirements

* correct pre-commit error and add code coverage (NeuroTechX#271)

Co-authored-by: Divyesh Narayanan <47829318+Div12345@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: robintibor <robintibor@gmail.com>
Co-authored-by: Jan Sosulski <mail@jan-sosulski.de>