Highlights of this release are: PR 130: Add new yasa.EpochByEpochAgreement and yasa.SleepStatsAgreement modules for evaluating the agreement between two scorers (e.g. human vs YASA), either at the epoch-by-epoch level or at the level of summary sleep statistics. This is an experimental feature. Remaining tasks to complete the Evaluation pipeline are described in https://github.com/raphaelvallat/yasa/issues/166. Huge kudos to @remrama for this incredible new module! PR 171: Fix deprecated scipy.integrate.simps. What's Changed Update mne.pick_channels() to mne.pick() by @sjg2203 in https://github.com/raphaelvallat/yasa/pull/154 Replace Error raised by less than 5 minutes of data by a Warning by @nabilalibou in https://github.com/raphaelvallat/yasa/pull/160 chore: update black by @raphaelvallat in https://github.com/raphaelvallat/yasa/pull/161 Add back support for old hypnogram format in plot_hypnogram by @raphaelvallat in https://github.com/raphaelvallat/yasa/pull/162 Remove deprecation warning for seaborn by @raphaelvallat in https://github.com/raphaelvallat/yasa/pull/163 evaluation module by @remrama in https://github.com/raphaelvallat/yasa/pull/130 Updated deprecated functions by @sjg2203 in https://github.com/raphaelvallat/yasa/pull/167 BUG: Fix bug with removed SciPy function by @larsoner in https://github.com/raphaelvallat/yasa/pull/171 Release 0.6.5 by @raphaelvallat in https://github.com/raphaelvallat/yasa/pull/176 New Contributors @sjg2203 made their first contribution in https://github.com/raphaelvallat/yasa/pull/154 @nabilalibou made their first contribution in https://github.com/raphaelvallat/yasa/pull/160 @larsoner made their first contribution in https://github.com/raphaelvallat/yasa/pull/171 Full Changelog: https://github.com/raphaelvallat/yasa/compare/v0.6.4...v0.6.5