v1.2.8

PyPi release: https://pypi.org/project/osl-dynamics/1.2.8/

Changes:

• Major improvements to spectral estimation:
  • General refactor of code and improved documentation.
  • Added new function to calculate (HMM state/static) spectra with Welch's method.
  • Benchmarked welch/multitaper against scipy/MNE. Note, PSDs are now a factor of 2 larger than in previous versions.
  • Renamed static.power_spectra to static.welch_spectra for consistency with the analysis.spectral module.
• Removed the glassbrain argument from connectivity.save and added a new function for saving interactive connectivity plots (connectivity.save_interactive).
• Removed the asymmetric_data argument from power.save, the user should now pass vmin/vmax via plot_kwargs to the underlying nilearn plotting function.
• Added argument to allow the user to specify the method for calculating power from spectra: power.variance_from_spectra(..., method="mean"), where method can be "mean" or "sum".