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Data pipelines and analysis library for functional MRI

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This is the slowest part of the workflow and it's annoying to do it multiple times for experiments in the same session. Could be part of a `session-template` workflow, or...

We should be able to call out to ffmpeg much like we do with convert to make gifs, but an mp4 will be smaller and easier to control to focus...

It seems there is a lot of redundancy in the different sources of nuisance regressors added in #188. For example, here is the cumulative variance explained when you have 6...

To avoid confusion with the session-level templates.

This is not ideal. In the end it's not a big cost, but estimating the distortions from the fieldmaps is the slowest thing in preprocessing so re-working this would save...

For things like localizer tasks, it's a pain to have to duplicate information

This is a holdover from the 2017 overhaul but needs to be completed. Here are some design objectives: 1. What confounds do we want? - Motion parameters (we have these,...

We didn't do this by default, but it could be a useful thing to generate when you want to get a sense for consistency across sessions.

Not the most critical thing, but it can save an `os` import in a notebook and editing `os.environ` always looks messy. Could also do it through an interface that takes...

- `highpass_filter` has `copy=True` while smoothing functions have `inplace=False`