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  • philippjfr 4
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issue 1

  • Animate DataArrays · 12 ✖
id html_url issue_url node_id user created_at updated_at ▲ author_association body reactions performed_via_github_app issue
497739327 https://github.com/pydata/xarray/issues/2030#issuecomment-497739327 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDQ5NzczOTMyNw== philippjfr 1550771 2019-05-31T14:55:56Z 2019-05-31T14:55:56Z NONE

Small update in the syntax, which also happens to make it easier to set fps:

```python import xarray as xr import holoviews as hv hv.extension('matplotlib')

air = xr.tutorial.open_dataset('air_temperature').load() ds = hv.Dataset(air.isel(time=range(100))) images = ds.to(hv.Image, ['lon', 'lat']).options(fig_inches=(10, 5), colorbar=True, cmap='viridis') hv.save(images, 'hv_anim.mp4', fps=4) ```

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  Animate DataArrays 309965118
497722295 https://github.com/pydata/xarray/issues/2030#issuecomment-497722295 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDQ5NzcyMjI5NQ== tommylees112 21049064 2019-05-31T14:09:35Z 2019-05-31T14:09:35Z NONE

@philippjfr

How do you change the fps in the code that you posted above

Thanks for your help!

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  Animate DataArrays 309965118
377571072 https://github.com/pydata/xarray/issues/2030#issuecomment-377571072 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDM3NzU3MTA3Mg== tomchor 13205162 2018-03-30T17:02:40Z 2018-03-30T17:03:09Z CONTRIBUTOR

@philippjfr Even with the alteration I still get a HoloMap type not found (using HV 1.9.5) error. I can still see the animation, though. And switching to 'Agg' did allow me to save the animation in mp4, which is good. All workarounds aside, this works pretty well. Thanks a lot to all.

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  Animate DataArrays 309965118
377570022 https://github.com/pydata/xarray/issues/2030#issuecomment-377570022 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDM3NzU3MDAyMg== philippjfr 1550771 2018-03-30T16:58:11Z 2018-03-30T16:58:11Z NONE

@benbovy Yes that's right, my apologies, I always work with the bleeding edge and forget what was merged before the last release. What I posted will be valid in 1.10.0, due to be released next week.

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  Animate DataArrays 309965118
377569501 https://github.com/pydata/xarray/issues/2030#issuecomment-377569501 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDM3NzU2OTUwMQ== benbovy 4160723 2018-03-30T16:56:05Z 2018-03-30T16:56:05Z MEMBER

In the example above I had to change this line:

python images = ds.to(hv.Image, ['lon', 'lat']).options(fig_inches=(10, 5), colorbar=True, cmap='viridis')

to

python images = ds.to(hv.Image, ['lon', 'lat']).options('Image', fig_inches=(10, 5), colorbar=True, cmap='viridis')

in order to avoid

python-traceback ValueError: HoloMap type not found, could not apply options.

(Holoviews version 1.10.0a2)

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  Animate DataArrays 309965118
377566839 https://github.com/pydata/xarray/issues/2030#issuecomment-377566839 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDM3NzU2NjgzOQ== philippjfr 1550771 2018-03-30T16:44:35Z 2018-03-30T16:44:35Z NONE

I hand't found anything like that.

Yes, the Plotting with Matplotlib section in the user guide should cover it but it appears to be broken in the last website build.

For me, %%output isn't a recognized magic command

That will only work in the notebook after you have run hv.extension('matplotlib').

fails for me with a tkinter-related error (can't invoke "wm" command), so I really couldn't see anything yet.

You might have to switch to a different matplotlib GUI toolkit or forego one entirely and use agg, either by declaring it in your matplotlib.rc or by setting the backend before importing holoviews, e.g.:

import matplotlib matplotlib.use('Agg')

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  Animate DataArrays 309965118
377565812 https://github.com/pydata/xarray/issues/2030#issuecomment-377565812 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDM3NzU2NTgxMg== tomchor 13205162 2018-03-30T16:40:02Z 2018-03-30T16:40:02Z CONTRIBUTOR

@philippjfr Thanks for the comment. I hand't found anything like that. For me, %%output isn't a recognized magic command, and the renderer.save command fails for me with a tkinter-related error (can't invoke "wm" command), so I really couldn't see anything yet. But I believe I'll be able to solve that eventually.

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  Animate DataArrays 309965118
377550475 https://github.com/pydata/xarray/issues/2030#issuecomment-377550475 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDM3NzU1MDQ3NQ== philippjfr 1550771 2018-03-30T15:31:45Z 2018-03-30T15:44:24Z NONE

The fact that it can't create an animation file (as far as I could tell so far) does mean I can't use it, though

You can create animation files using the matplotlib backend in holoviews, as a simple example:

```python import xarray as xr import holoviews as hv hv.extension('matplotlib')

air = xr.tutorial.load_dataset('air_temperature') ds = hv.Dataset(air.isel(time=range(100))) images = ds.to(hv.Image, ['lon', 'lat']).options(fig_inches=(10, 5), colorbar=True, cmap='viridis') ```

To display it in the notebook:

python %%output holomap='mp4' images

To save it to file:

python renderer = hv.renderer('matplotlib') renderer.save(images, 'hv_anim', 'mp4')

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  Animate DataArrays 309965118
377543021 https://github.com/pydata/xarray/issues/2030#issuecomment-377543021 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDM3NzU0MzAyMQ== tomchor 13205162 2018-03-30T15:00:44Z 2018-03-30T15:00:44Z CONTRIBUTOR

I didn't know holoviews existed, thanks for pointing that out to me. The fact that it can't create an animation file (as far as I could tell so far) does mean I can't use it, though. So I'll still try to pursue the matplotlib animation option, although maybe for most users holoviews+xarray might already be enough (I don't know).

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  Animate DataArrays 309965118
377487248 https://github.com/pydata/xarray/issues/2030#issuecomment-377487248 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDM3NzQ4NzI0OA== benbovy 4160723 2018-03-30T09:26:46Z 2018-03-30T09:26:46Z MEMBER

@tomchor Note that holoviews supports xarray objects.

You can find an example of an animation made using holoviews and xarray here: http://nbviewer.jupyter.org/gist/benbovy/e9d4f3d3be076de24b8842dae109d6e7

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  Animate DataArrays 309965118
377439646 https://github.com/pydata/xarray/issues/2030#issuecomment-377439646 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDM3NzQzOTY0Ng== tomchor 13205162 2018-03-30T04:02:24Z 2018-03-30T04:16:17Z CONTRIBUTOR

Unfortunately I don't have any example with DataArray right now. Since I never could take advantage of DataArray's plotting capabilities for animations, I always did animations using pure Numpy. However, I'm talking about the standard matplotlib animations. Here's an example taken from here:

```import numpy as np import matplotlib matplotlib.use("Agg") import matplotlib.pyplot as plt import matplotlib.animation as animation

def update_line(num, data, line): line.set_data(data[..., :num]) return line,

Set up formatting for the movie files

Writer = animation.writers['ffmpeg'] writer = Writer(fps=15, metadata=dict(artist='Me'), bitrate=1800)

fig1 = plt.figure()

data = np.random.rand(2, 25) l, = plt.plot([], [], 'r-') plt.xlim(0, 1) plt.ylim(0, 1) plt.xlabel('x') plt.title('test') line_ani = animation.FuncAnimation(fig1, update_line, 25, fargs=(data, l), interval=50, blit=True) line_ani.save('lines.mp4', writer=writer) ```

If you have some directions on a smart way to bring xarray into the picture, maybe I can try to come up with an example that might evolve into a contribution.

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  Animate DataArrays 309965118
377437490 https://github.com/pydata/xarray/issues/2030#issuecomment-377437490 https://api.github.com/repos/pydata/xarray/issues/2030 MDEyOklzc3VlQ29tbWVudDM3NzQzNzQ5MA== max-sixty 5635139 2018-03-30T03:43:44Z 2018-03-30T03:44:10Z MEMBER

Sounds interesting and thanks for your first issue.

What's an example of an animation?

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  Animate DataArrays 309965118

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