Moabb

Enhancements

- Add possibility to use OptunaGridSearch ([630](https://github.com/moabb/MOABB/pull/630) by [Igor Carrara](https://github.com/igorcarrara))
- Add scripts to upload results on PapersWithCode ([561](https://github.com/moabb/MOABB/pull/561) by [Pierre Guetschel](https://github.com/PierreGuetschel))
- Centralize dataset summary tables in CSV files ([635](https://github.com/moabb/MOABB/pull/635) by [Pierre Guetschel](https://github.com/PierreGuetschel))
- Add new dataset `moabb.datasets.Liu2024` ([619](https://github.com/moabb/MOABB/pull/619) by [Taha Habib](https://github.com/taha-habib))

Bugs

- Fix caching in the workflows ([632](https://github.com/moabb/MOABB/pull/632) by [Pierre Guetschel](https://github.com/PierreGuetschel))

API changes

- Include optuna as a soft-dependency in the benchmark function and in the base of evaluation ([630](https://github.com/moabb/MOABB/pull/630) by [Igor Carrara](https://github.com/igorcarrara))

Enhancements

- Add cache option to the evaluation ([518](https://github.com/NeuroTechX/moabb/issues/518) by [Bruno Aristimunha](https://github.com/bruAristimunha))
- Option to interpolate channel in paradigms’ match_all method ([480](https://github.com/NeuroTechX/moabb/issues/480) by [Gregoire Cattan](https://github.com/gcattan))
- Add leave k-Subjects out evaluations ([470](https://github.com/NeuroTechX/moabb/issues/470) by [Bruno Aristimunha](https://github.com/bruAristimunha))
- Update Braindecode dependency to 0.8 ([542](https://github.com/NeuroTechX/moabb/issues/542) by [Pierre Guetschel](https://github.com/PierreGtch))
- Improve transform function of AugmentedDataset ([541](https://github.com/NeuroTechX/moabb/issues/541) by [Quentin Barthelemy](https://github.com/qbarthelemy))
- Add new paper results website ([556](https://github.com/NeuroTechX/moabb/issues/556) by [Bruno Aristimunha](https://github.com/bruAristimunha))
- Move cVEP common functions to moabb.datasets.utils ([564](https://github.com/NeuroTechX/moabb/issues/564) [#557](https://github.com/NeuroTechX/moabb/issues/557) by [Pierre Guetschel](https://github.com/PierreGtch))
- Normalize c-VEP description tables ([562](https://github.com/NeuroTechX/moabb/issues/562) [#566](https://github.com/NeuroTechX/moabb/issues/566) by [Pierre Guetschel](https://github.com/PierreGtch) and [Bruno Aristimunha](https://github.com/bruAristimunha))
- Update citation in README ([573](https://github.com/NeuroTechX/moabb/issues/573) by [Igor Carrara](https://github.com/carraraig))
- Update pyRiemann dependency ([577](https://github.com/NeuroTechX/moabb/issues/577) by [Gregoire Cattan](https://github.com/gcattan))
- Add resting stage Hinss2021 dataset ([580](https://github.com/NeuroTechX/moabb/issues/580) by [Gregoire Cattan](https://github.com/gcattan) and [Yash Chauhan](https://github.com/jiggychauhi))
- Expose the learning rate parameter in the keras deep learning methods and optimize parameters ([589](https://github.com/NeuroTechX/moabb/issues/589) and [#592](https://github.com/NeuroTechX/moabb/issues/592) by [Bruno Aristimunha](https://github.com/bruAristimunha))
- Updating the braindecode pipelines for the new braindecode version 0.8.1 ([589](https://github.com/NeuroTechX/moabb/issues/589) by [Bruno Aristimunha](https://github.com/bruAristimunha))
- Add SSVEP and ERP paradigms to DL pipelines ([590](https://github.com/NeuroTechX/moabb/issues/590) by [Pierre Guetschel](https://github.com/PierreGtch))
- Allow to pass a single pipeline file to benchmark ([591](https://github.com/NeuroTechX/moabb/issues/591) by [Pierre Guetschel](https://github.com/PierreGtch))
- Add new dataset [moabb.datasets.Stieger2021](http://moabb.neurotechx.com/docs/generated/moabb.datasets.Stieger2021.html#moabb.datasets.Stieger2021) ([604](https://github.com/NeuroTechX/moabb/issues/604) by [Reinmar Kobler](https://github.com/rkobler) and [Bruno Aristimunha](https://github.com/bruAristimunha))
- Exposing the drop_rate for all the deep learning parameters ([592](https://github.com/NeuroTechX/moabb/issues/592) by [Bruno Aristimunha](https://github.com/bruAristimunha))
- Add new dataset [moabb.datasets.Rodrigues2017](http://moabb.neurotechx.com/docs/generated/moabb.datasets.Rodrigues2017.html#moabb.datasets.Rodrigues2017) dataset ([602](https://github.com/NeuroTechX/moabb/issues/602) by [Gregoire Cattan](https://github.com/gcattan) and [Pedro L. C. Rodrigues](https://github.com/plcrodrigues))
- Change unittest to pytest ([618](https://github.com/NeuroTechX/moabb/issues/618) by [Bruno Aristimunha](https://github.com/bruAristimunha))
- Remove tensorflow import warning ([622](https://github.com/NeuroTechX/moabb/issues/622) by [Bruno Aristimunha](https://github.com/bruAristimunha))

Bugs

- Fix TRCA implementation for different stimulation freqs and for signal filtering (:gh:522 by [Sylvain Chevallier](https://github.com/sylvchev))
- Fix saving to BIDS runs with a description string in their name ([530](https://github.com/NeuroTechX/moabb/issues/530) by [Pierre Guetschel](https://github.com/PierreGtch))
- Fix import of keras BatchNormalization for TF 2.13 and higher ([544](https://github.com/NeuroTechX/moabb/issues/544) by [Brian Irvine](https://github.com/brianjohannes))
- Fix the doc summary tables of [moabb.datasets.Lee2019_SSVEP](http://moabb.neurotechx.com/docs/generated/moabb.datasets.Lee2019_SSVEP.html#moabb.datasets.Lee2019_SSVEP) ([548](https://github.com/NeuroTechX/moabb/issues/548) [#547](https://github.com/NeuroTechX/moabb/issues/547) [#546](https://github.com/NeuroTechX/moabb/issues/546) by [Pierre Guetschel](https://github.com/PierreGtch))
- Fix the doc summary for Castillos2023 dataset ([561](https://github.com/NeuroTechX/moabb/issues/561) by [Bruno Aristimunha](https://github.com/bruAristimunha))
- Fix format string receiving incorrect number of args in bids interface ([563](https://github.com/NeuroTechX/moabb/issues/563) by [Pierre Guetschel](https://github.com/PierreGtch))
- Fix number of sessions in doc of [moabb.datasets.Sosulski2019](http://moabb.neurotechx.com/docs/generated/moabb.datasets.Sosulski2019.html#moabb.datasets.Sosulski2019) ([565](https://github.com/NeuroTechX/moabb/issues/565) by [Pierre Guetschel](https://github.com/PierreGtch))
- Fix code column of [moabb.datasets.CastillosCVEP100](http://moabb.neurotechx.com/docs/generated/moabb.datasets.CastillosCVEP100.html#moabb.datasets.CastillosCVEP100) and [moabb.datasets.CastillosCVEP100](http://moabb.neurotechx.com/docs/generated/moabb.datasets.CastillosCVEP100.html#moabb.datasets.CastillosCVEP100) ([567](https://github.com/NeuroTechX/moabb/issues/567) by [Pierre Guetschel](https://github.com/PierreGtch))
- MAINT updating the packages pre-release ([578](https://github.com/NeuroTechX/moabb/issues/578) by [Bruno Aristimunha](https://github.com/bruAristimunha))
- Fix mne_bids version incompatibility with mne ([586](https://github.com/NeuroTechX/moabb/issues/586) by [Bruna Lopes](https://github.com/brunaafl))
- Updating the parameters of the SSVEP_TRCA method ([589](https://github.com/NeuroTechX/moabb/issues/589) by [Bruno Aristimunha](https://github.com/bruAristimunha))
- Fix and updating the parameters for the benchmark function ([588](https://github.com/NeuroTechX/moabb/issues/588) by [Bruno Aristimunha](https://github.com/bruAristimunha))
- Fix moabb.datasets.preprocessing.SetRawAnnotations setting incorrect annotations when the dataset’s interval does not start at 0 ([607](https://github.com/NeuroTechX/moabb/issues/607) by [Pierre Guetschel](https://github.com/PierreGtch))
- Fix download link for GigaDB Cho2017 and Lee2019 datasets ([621](https://github.com/NeuroTechX/moabb/issues/621) by [Anton Andreev](https://github.com/toncho11))

API changes

- None

This new stable version of MOABB brings several new features (details below) and this is a new major version as the integration of BIDS compatibility was the opportunity to normalize dataset names, including a more regular naming scheme for sessions and runs. New addition includes support for new datasets, including cVEP ones.

**API changes**

- Renaming datasets, sessions and runs, see [455](https://github.com/NeuroTechX/moabb/issues/455) and [#471](https://github.com/NeuroTechX/moabb/issues/471)

**Enhancements**

- Adding extra thank you section in the documentation ([390](https://github.com/NeuroTechX/moabb/issues/390) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Adding new script to get the meta information of the datasets ([389](https://github.com/NeuroTechX/moabb/issues/389) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Fixing the dataset description based on the meta information ([389](https://github.com/NeuroTechX/moabb/issues/389) and 398 by [Bruno Aristimunha](https://github.com/bruAristimunha) and [Sara Sedlar](https://github.com/Sara04))

- Adding second deployment of the documentation ([374](https://github.com/NeuroTechX/moabb/issues/374) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Adding Parallel evaluation for [moabb.evaluations.WithinSessionEvaluation()](https://neurotechx.github.io/moabb/generated/moabb.evaluations.WithinSessionEvaluation.html#moabb.evaluations.WithinSessionEvaluation) , [moabb.evaluations.CrossSessionEvaluation()](https://neurotechx.github.io/moabb/generated/moabb.evaluations.CrossSessionEvaluation.html#moabb.evaluations.CrossSessionEvaluation) ([364](https://github.com/NeuroTechX/moabb/issues/364) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Add example with VirtualReality BrainInvaders dataset ([393](https://github.com/NeuroTechX/moabb/issues/393) by [Gregoire Cattan](https://github.com/gcattan) and [Pedro L. C. Rodrigues](https://github.com/plcrodrigues))

- Adding saving option for the models ([401](https://github.com/NeuroTechX/moabb/issues/401) by [Bruno Aristimunha](https://github.com/bruAristimunha) and [Igor Carrara](https://github.com/carraraig))

- Adding example to load different type of models ([401](https://github.com/NeuroTechX/moabb/issues/401) by [Bruno Aristimunha](https://github.com/bruAristimunha) and [Igor Carrara](https://github.com/carraraig))

- Add resting state paradigm with dataset and example ([400](https://github.com/NeuroTechX/moabb/issues/400) by [Gregoire Cattan](https://github.com/gcattan) and [Pedro L. C. Rodrigues](https://github.com/plcrodrigues))

- Speeding the augmentation method by 400% with NumPy vectorization ([419](https://github.com/NeuroTechX/moabb/issues/419) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Add possibility to convert datasets to BIDS, plus [example](https://neurotechx.github.io/moabb/examples/example_bids_conversion.py) (PR [#408](https://github.com/NeuroTechX/moabb/issues/408), PR [#391](https://github.com/NeuroTechX/moabb/issues/391) by [Pierre Guetschel](https://github.com/PierreGtch) and [Bruno Aristimunha](https://github.com/bruAristimunha))

- Allow caching intermediate processing steps on disk, plus [example](https://neurotechx.github.io/moabb/examples/example_disk_cache.py) (PR [#408](https://github.com/NeuroTechX/moabb/issues/408), issue [#385](https://github.com/NeuroTechX/moabb/issues/385) by [Pierre Guetschel](https://github.com/PierreGtch))

- Restructure the paradigms and datasets to move all preprocessing steps to moabb.datasets.preprocessing and as sklearn pipelines (PR [408](https://github.com/NeuroTechX/moabb/issues/408) by [Pierre Guetschel](https://github.com/PierreGtch))

- Add [moabb.paradigms.FixedIntervalWindowsProcessing()](https://neurotechx.github.io/moabb/generated/moabb.paradigms.FixedIntervalWindowsProcessing.html#moabb.paradigms.FixedIntervalWindowsProcessing) and [moabb.paradigms.FilterBankFixedIntervalWindowsProcessing()](https://neurotechx.github.io/moabb/generated/moabb.paradigms.FilterBankFixedIntervalWindowsProcessing.html#moabb.paradigms.FilterBankFixedIntervalWindowsProcessing), plus [example](https://neurotechx.github.io/moabb/examples/example_fixed_interval_windows.py) (PR [#408](https://github.com/NeuroTechX/moabb/issues/408), issue [#424](https://github.com/NeuroTechX/moabb/issues/424) by [Pierre Guetschel](https://github.com/PierreGtch))

- Define [moabb.paradigms.base.BaseProcessing()](https://neurotechx.github.io/moabb/generated/moabb.paradigms.base.BaseProcessing.html#moabb.paradigms.base.BaseProcessing), common parent to [moabb.paradigms.base.BaseParadigm()](https://neurotechx.github.io/moabb/generated/moabb.paradigms.base.BaseParadigm.html#moabb.paradigms.base.BaseParadigm) and [moabb.paradigms.BaseFixedIntervalWindowsProcessing()](https://neurotechx.github.io/moabb/generated/moabb.paradigms.BaseFixedIntervalWindowsProcessing.html#moabb.paradigms.BaseFixedIntervalWindowsProcessing) (PR [408](https://github.com/NeuroTechX/moabb/issues/408) by [Pierre Guetschel](https://github.com/PierreGtch))

- Allow passing a fixed processing pipeline to [moabb.paradigms.base.BaseProcessing.get_data()](https://neurotechx.github.io/moabb/generated/moabb.paradigms.base.BaseProcessing.html#moabb.paradigms.base.BaseProcessing.get_data) and cache its result on disk (PR [408](https://github.com/NeuroTechX/moabb/issues/408), issue [#367](https://github.com/NeuroTechX/moabb/issues/367) by [Pierre Guetschel](https://github.com/PierreGtch))

- Update [moabb.datasets.fake.FakeDataset()](https://neurotechx.github.io/moabb/generated/moabb.datasets.fake.FakeDataset.html#moabb.datasets.fake.FakeDataset)’s code to be unique for each parameter combination (PR [408](https://github.com/NeuroTechX/moabb/issues/408) by [Pierre Guetschel](https://github.com/PierreGtch))

- Systematically set the annotations when loading data, eventually using the stim channel (PR [408](https://github.com/NeuroTechX/moabb/issues/408) by [Pierre Guetschel](https://github.com/PierreGtch))

- Allow [moabb.datasets.utils.dataset_search()](https://neurotechx.github.io/moabb/generated/moabb.datasets.utils.dataset_search.html#moabb.datasets.utils.dataset_search) to search across paradigms paradigm=None (PR [408](https://github.com/NeuroTechX/moabb/issues/408) by [Pierre Guetschel](https://github.com/PierreGtch))

- Improving the review processing with more pre-commit bots ([435](https://github.com/NeuroTechX/moabb/issues/435) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Add methods make_processing_pipelines and make_labels_pipeline to [moabb.paradigms.base.BaseProcessing](https://neurotechx.github.io/moabb/generated/moabb.paradigms.base.BaseProcessing.html#moabb.paradigms.base.BaseProcessing) ([447](https://github.com/NeuroTechX/moabb/issues/447) by [Pierre Guetschel](https://github.com/PierreGtch))

- Pipelines’ digests are now computed from the whole processing+classification pipeline ([447](https://github.com/NeuroTechX/moabb/issues/447) by [Pierre Guetschel](https://github.com/PierreGtch))

- Update all dataset codes to remove white spaces and underscores ([448](https://github.com/NeuroTechX/moabb/issues/448) by [Pierre Guetschel](https://github.com/PierreGtch))

- Add moabb.utils.depreciated_alias() decorator ([455](https://github.com/NeuroTechX/moabb/issues/455) by [Pierre Guetschel](https://github.com/PierreGtch))

- Rename many dataset class names to standardize and deprecate old names ([455](https://github.com/NeuroTechX/moabb/issues/455) by [Pierre Guetschel](https://github.com/PierreGtch))

- Change many dataset codes to match the class names ([455](https://github.com/NeuroTechX/moabb/issues/455) by [Pierre Guetschel](https://github.com/PierreGtch))

- Add moabb.datasets.compound_dataset.utils.compound_dataset_list ([455](https://github.com/NeuroTechX/moabb/issues/455) by [Pierre Guetschel](https://github.com/PierreGtch))

- Add c-VEP paradigm and Thielen2021 c-VEP dataset ([463](https://github.com/NeuroTechX/moabb/issues/463) by [Jordy Thielen](https://github.com/thijor))

- Add option to plot scores vertically. ([417](https://github.com/NeuroTechX/moabb/issues/417) by [Sara Sedlar](https://github.com/Sara04))

- Change naming scheme for runs and sessions to align to BIDS standard ([471](https://github.com/NeuroTechX/moabb/issues/471) by [Pierre Guetschel](https://github.com/PierreGtch))

- Increase the python version to 3.11 ([470](https://github.com/NeuroTechX/moabb/issues/470) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Add match_all method in paradigm to support CompoundDataset evaluation with MNE epochs ([473](https://github.com/NeuroTechX/moabb/issues/473) by [Gregoire Cattan](https://github.com/gcattan))

- Automate setting of event_id in compound dataset and add data_origin information to the data ([475](https://github.com/NeuroTechX/moabb/issues/475) by [Gregoire Cattan](https://github.com/gcattan))

- Add possibility of not saving the model ([489](https://github.com/NeuroTechX/moabb/issues/489) by [Igor Carrara](https://github.com/carraraig))

**Bugs**

- Restore 3 subject from Cho2017 ([392](https://github.com/NeuroTechX/moabb/issues/392) by [Igor Carrara](https://github.com/carraraig) and [Sylvain Chevallier](https://github.com/sylvchev))

- Correct downloading with VirtualReality BrainInvaders dataset ([393](https://github.com/NeuroTechX/moabb/issues/393) by [Gregoire Cattan](https://github.com/gcattan))

- Rename event subtraction in [moabb.datasets.Shin2017B()](https://neurotechx.github.io/moabb/generated/moabb.datasets.Shin2017B.html#moabb.datasets.Shin2017B) ([397](https://github.com/NeuroTechX/moabb/issues/397) by [Pierre Guetschel](https://github.com/PierreGtch))

- Save parameters of [moabb.datasets.PhysionetMI()](https://neurotechx.github.io/moabb/generated/moabb.datasets.PhysionetMI.html#moabb.datasets.PhysionetMI) ([403](https://github.com/NeuroTechX/moabb/issues/403) by [Pierre Guetschel](https://github.com/PierreGtch))

- Fixing issue with parallel evaluation ([401](https://github.com/NeuroTechX/moabb/issues/401) by [Bruno Aristimunha](https://github.com/bruAristimunha) and [Igor Carrara](https://github.com/carraraig))

- Fixing SSLError from BCI competition IV ([404](https://github.com/NeuroTechX/moabb/issues/404) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Fixing moabb.datasets.bnci.MNEBNCI.data_path() that returned the data itself instead of paths ([412](https://github.com/NeuroTechX/moabb/issues/412) by [Pierre Guetschel](https://github.com/PierreGtch))

- Adding moabb.datasets.fake() in the init file to use in braindecode object ([414](https://github.com/NeuroTechX/moabb/issues/414) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Fixing the parallel download issue when the dataset have the same directory ([421](https://github.com/NeuroTechX/moabb/issues/421) by [Sara Sedlar](https://github.com/Sara04))

- Fixing fixes the problem with the annotation loading for the P300 datasets Sosulski2019, Huebner2017 and Huebner2018 ([396](https://github.com/NeuroTechX/moabb/issues/396) by [Sara Sedlar](https://github.com/Sara04))

- Removing the print in the dataset list ([423](https://github.com/NeuroTechX/moabb/issues/423) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Fixing bug in moabb.pipeline.utils_pytorch.BraindecodeDatasetLoader() where incorrect y was used in transform calls ([426](https://github.com/NeuroTechX/moabb/issues/426) by [Gabriel Schwartz](https://github.com/Kaos9001))

- Fixing one test in moabb.pipeline.utils_pytorch.BraindecodeDatasetLoader() ([426](https://github.com/NeuroTechX/moabb/issues/426) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Fix [moabb.benchmark()](https://neurotechx.github.io/moabb/generated/moabb.benchmark.html#moabb.benchmark) overwriting include_datasets list ([408](https://github.com/NeuroTechX/moabb/issues/408) by [Pierre Guetschel](https://github.com/PierreGtch))

- Fix [moabb.paradigms.base.BaseParadigm()](https://neurotechx.github.io/moabb/generated/moabb.paradigms.base.BaseParadigm.html#moabb.paradigms.base.BaseParadigm) using attributes before defining them (PR [408](https://github.com/NeuroTechX/moabb/issues/408), issue [#425](https://github.com/NeuroTechX/moabb/issues/425) by [Pierre Guetschel](https://github.com/PierreGtch))

- Fix moabb.paradigms.FakeImageryParadigm(), moabb.paradigms.FakeP300Paradigm() and moabb.paradigms.FakeSSVEPParadigm() is_valid methods to only accept the correct datasets (PR [408](https://github.com/NeuroTechX/moabb/issues/408) by [Pierre Guetschel](https://github.com/PierreGtch))

- Fix dataset_list construction, which could be empty due to bad import order (PR [449](https://github.com/NeuroTechX/moabb/issues/449) by [Thomas Moreau](https://github.com/tommoral)).

- Fixing dataset downloader from servers with non-http (PR [433](https://github.com/NeuroTechX/moabb/issues/433) by [Sara Sedlar](https://github.com/Sara04))

- Fix dataset_list to include deprecated datasets (PR [464](https://github.com/NeuroTechX/moabb/issues/464) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Fixed bug in moabb.analysis.results.get_string_rep() to handle addresses such as 0x__0A as well (PR [468](https://github.com/NeuroTechX/moabb/issues/468) by [`Anton Andreev`_](https://neurotechx.github.io/moabb/whats_new.html#id37))

- Moving the moabb.evualation.grid_search() to inside the base evaluation ([487](https://github.com/NeuroTechX/moabb/issues/487) by [Bruno Aristimunha](https://github.com/bruAristimunha))

- Removing joblib Parallel ([488](https://github.com/NeuroTechX/moabb/issues/488) by [Igor Carrara](https://github.com/carraraig))

- Fix case when events specified via raw.annotations but no events ([491](https://github.com/NeuroTechX/moabb/issues/491) by [Pierre Guetschel](https://github.com/PierreGtch))

- Fix bug in downloading Shin2017A dataset ([493](https://github.com/NeuroTechX/moabb/issues/493) by [Igor Carrara](https://github.com/carraraig))

- Fix the cropped option in the dataset preprocessing ([502](https://github.com/NeuroTechX/moabb/issues/502) by [Bruno Aristimunha](https://github.com/bruAristimunha))

This is the latest stable version of MOABB, 0.4.6, that is [available on PyPi](https://pypi.org/project/moabb/0.5/). See [What's new](https://neurotechx.github.io/moabb/whats_new.html) section of the documentation for more information.

What's Changed
* Set download dir test and example by Div12345 in https://github.com/NeuroTechX/moabb/pull/249
* Fix Schirrmeister2017 error by sylvchev in https://github.com/NeuroTechX/moabb/pull/255
* Removing dependency of Physionet MI download on mne method by Div12345 in https://github.com/NeuroTechX/moabb/pull/257
* Correct MAMEM issues by sylvchev in https://github.com/NeuroTechX/moabb/pull/256
* Progress bars by Div12345 in https://github.com/NeuroTechX/moabb/pull/258
* fix doc url in readme by sylvchev in https://github.com/NeuroTechX/moabb/pull/262
* Schirrmeister2017 High-Gamma Dataset from EDF by robintibor in https://github.com/NeuroTechX/moabb/pull/265
* added 13 + 12 subjects speller datasets by huebner by jsosulski in https://github.com/NeuroTechX/moabb/pull/260
* added Spot Auditory oddball dataset by jsosulski in https://github.com/NeuroTechX/moabb/pull/266
* Visualize all ERP datasets by jsosulski in https://github.com/NeuroTechX/moabb/pull/261
* update to v0.4.5 by sylvchev in https://github.com/NeuroTechX/moabb/pull/269
* correct pre-commit error and add code coverage by sylvchev in https://github.com/NeuroTechX/moabb/pull/271
* add new erp datasets to docs by jsosulski in https://github.com/NeuroTechX/moabb/pull/282
* Add Brain Invaders datasets by sylvchev in https://github.com/NeuroTechX/moabb/pull/283
* Fix README.md documentation link in ToC by jsosulski in https://github.com/NeuroTechX/moabb/pull/284
* Generalize default path for erp visualization by jsosulski in https://github.com/NeuroTechX/moabb/pull/279
* Elicit warning if lambda functions are used by jsosulski in https://github.com/NeuroTechX/moabb/pull/278
* update to 0.4.6 by sylvchev in https://github.com/NeuroTechX/moabb/pull/286
* fix plot instantly close by danidask in https://github.com/NeuroTechX/moabb/pull/288
* correct lint test failing due to black version by sylvchev in https://github.com/NeuroTechX/moabb/pull/292
* preload Schirrmsister2017 - Fixes 289 by PierreGtch in https://github.com/NeuroTechX/moabb/pull/290
* Fix typo by yosider in https://github.com/NeuroTechX/moabb/pull/293
* remove unnecessary indents by yosider in https://github.com/NeuroTechX/moabb/pull/297
* Correct Lee dataset loading by sylvchev in https://github.com/NeuroTechX/moabb/pull/298
* Bump mistune from 0.8.4 to 2.0.3 by dependabot in https://github.com/NeuroTechX/moabb/pull/303
* Hotfix _simplify_names by Div12345 in https://github.com/NeuroTechX/moabb/pull/306
* Update deps and doc cleaning by sylvchev in https://github.com/NeuroTechX/moabb/pull/315
* Benchmark function by Div12345 in https://github.com/NeuroTechX/moabb/pull/264
* Adding Wiki Meta Information to the documentation by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/317
* Fix dataset downloading errors by sylvchev in https://github.com/NeuroTechX/moabb/pull/318
* Return raw with get_data by sylvchev in https://github.com/NeuroTechX/moabb/pull/302
* replacing the np.int to native type int. by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/321
* Grid Search on Evaluation by carraraig in https://github.com/NeuroTechX/moabb/pull/319
* Beanchmark grid search by carraraig in https://github.com/NeuroTechX/moabb/pull/323
* Deprecated numpy by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/324
* Updating the .pre-commit-yaml to fix CI. by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/330
* Restricting Python < 3.11 version and adding tensorflow, keras, scikeras, braindecode, skorch and torch [optional] by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/329
* Updating CI by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/332
* Update pipelines by sylvchev in https://github.com/NeuroTechX/moabb/pull/326
* Adding Google analytics by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/335
* Fix bug for MotorImagery All events by carraraig in https://github.com/NeuroTechX/moabb/pull/337
* Adding a convenient Docker by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/322
* Fixing whats new and one missed import by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/341
* Updating Gitter link by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/342
* Change n_jobs=-1 to self.n_jobs by carraraig in https://github.com/NeuroTechX/moabb/pull/344
* Plot brain decode by carraraig in https://github.com/NeuroTechX/moabb/pull/345
* Disable coverage patch by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/346
* Cleaning Pipeline by carraraig in https://github.com/NeuroTechX/moabb/pull/349
* CodeCarbon by carraraig in https://github.com/NeuroTechX/moabb/pull/350
* Fixing doc generation by sylvchev in https://github.com/NeuroTechX/moabb/pull/351
* Circleci project setup by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/354
* Removing the CI by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/357
* Example CodeCarbon by carraraig in https://github.com/NeuroTechX/moabb/pull/356
* Adding Braindecode pipeline by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/328
* New theme, PyData by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/353
* [Dataset] Brain Invaders dataset with VR/PC display by gcattan in https://github.com/NeuroTechX/moabb/pull/358
* Fixing circular import by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/363
* Adding Data Description to Huebner2017, Huebner2018, Sosulski2019 by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/362
* Speeding the AUG Method by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/365
* MsetCCA SSVEP classification + example by emmanuelkalunga in https://github.com/NeuroTechX/moabb/pull/359
* Fix dropped epochs by PierreGtch in https://github.com/NeuroTechX/moabb/pull/371
* Adding redundancy deployment on web page by bruAristimunha in https://github.com/NeuroTechX/moabb/pull/373
* Pipelines for MsetCCA SSVEP, TRCA SSVEP, and others by emmanuelkalunga in https://github.com/NeuroTechX/moabb/pull/368

New Contributors
* danidask made their first contribution in https://github.com/NeuroTechX/moabb/pull/288
* yosider made their first contribution in https://github.com/NeuroTechX/moabb/pull/293
* bruAristimunha made their first contribution in https://github.com/NeuroTechX/moabb/pull/317
* carraraig made their first contribution in https://github.com/NeuroTechX/moabb/pull/319
* gcattan made their first contribution in https://github.com/NeuroTechX/moabb/pull/358
* emmanuelkalunga made their first contribution in https://github.com/NeuroTechX/moabb/pull/359

**Full Changelog**: https://github.com/NeuroTechX/moabb/compare/v0.4.5...v0.5

This is the latest stable version of MOABB, 0.4.6, that is [available on PyPi](https://pypi.org/project/moabb/0.4.6/). See [What's new](https://neurotechx.github.io/moabb/whats_new.html) section of the documentation for more information.

This is the new stable version of MOABB, 0.4.5, that is [available on PyPi](https://pypi.org/project/moabb/0.4.5/). See [What's new](https://neurotechx.github.io/moabb/whats_new.html) section of the documentation for more information.