Add support for loading time coordinates from file

[sfmig]

Is your feature request related to a problem? Please describe.
Right now we derive the time stamps:

• relative to the start of the video
• using the provided fps
• assuming all frames are consecutive

Describe the solution you'd like
It would be nice if the user can pass a vector of timestamps too.

Describe alternatives you've considered
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Additional context
Related to the comment under this thread

[sfmig]

@Lauraschwarz is prepping some nice behavioural experiments with time-synced sensors logged with harp.

It would be nice if we provided support to load timestamps exported by harp.

Both Laura and Aeon are using Bonsai to fetch the harp data.

Also harp has a nice Python API that would be very relevant

[sfmig]

Also @sannatitus is planning to collect synced behaviour + neural data in the crab dome (see her bonsai workflow using harp here)

[sannatitus]

Also @sannatitus is planning to collect synced behaviour + neural data in the crab dome (see her bonsai workflow using harp here)

Just in case it's relevant to anything, we'll be aligning the TTLs (timestamps) post-acquistion with a python script (we haven't tried this yet, but I should be fine as it seems well documented and straightforward!).

[demoncoder-crypto]

To add support for user-provided time coordinates, I recommend the approach to first modify the dataset loading functions to accept an optional parameter time cords.

• Validate that its length matches the number of frames and that the values are monotonic.
• Assign this vector as the time coordinate of the xarray Dataset;
• if no Dataset, fallback to generating timestamps using the FPS and consecutive frame assumption. Let me know if I am on the right track would be happy to contribute in any capacity

[demoncoder-crypto]

[demoncoder-crypto]

Now I do understand @TomatoChocolate12 has done an implementation already, I just wanted to provide an Overview of my understanding with a rough implementation to hopefully add some value in this

[niksirbi]

Thanks for your input @demoncoder-crypto, but given that we are already working on this in #479, better not to duplicate efforts. But feel free to chime in on the discussion under that PR.

[niksirbi]

I've played with datetime indices for xarray in this project, and I have some fresh perspective on this matter.

I've tried to summarise my thoughts in an extensive comment to this PR.