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overview/xarray-in-45-min.ipynb

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"`lat` are different so it automatically \"broadcasts\" to get a 2D result. See the\n",
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"last row in this image from _Jake VanderPlas Python Data Science Handbook_\n",
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"\n",
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"<img src=\"https://jakevdp.github.io/PythonDataScienceHandbook/figures/02.05-broadcasting.png\" align=\"middle\">\n",
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"<img src=\"https://jakevdp.github.io/PythonDataScienceHandbook/figures/02.05-broadcasting.png\" align=\"center\">\n",
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"\n",
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"Because xarray knows about dimension names we avoid having to create unnecessary\n",
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"size-1 dimensions using `np.newaxis` or `.reshape`. For more, see the [user guide](https://docs.xarray.dev/en/stable/user-guide/computation.html#broadcasting-by-dimension-name)\n"
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"\n",
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"This notebook has focused on Numpy arrays. Xarray can wrap [other array](https://docs.xarray.dev/en/stable/user-guide/duckarrays.html) types! For example:\n",
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"\n",
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"<img src=\"https://docs.dask.org/en/stable/_images/dask_horizontal.svg\" align=\"middle\" width=\"20%\"> [distributed parallel arrays](https://docs.dask.org/en/latest/array.html) & [Xarray user guide on Dask](https://docs.xarray.dev/en/stable/user-guide/dask.html)\n",
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"<img src=\"https://docs.dask.org/en/stable/_images/dask_horizontal.svg\" width=\"20%\"> [distributed parallel arrays](https://docs.dask.org/en/latest/array.html) & [Xarray user guide on Dask](https://docs.xarray.dev/en/stable/user-guide/dask.html)\n",
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"<img src=\"https://sparse.pydata.org/en/stable/_images/logo.png\" align=\"middle\" width=\"15%\"> **pydata/sparse** : [sparse arrays](https://sparse.pydata.org)\n",
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"<img src=\"https://sparse.pydata.org/en/stable/_images/logo.png\" width=\"15%\"> **pydata/sparse** : [sparse arrays](https://sparse.pydata.org)\n",
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"<img src=\"https://raw.githubusercontent.com/cupy/cupy.dev/master/images/cupy_logo.png\" align=\"middle\" width=\"22%\"> [GPU arrays](https://cupy.dev) & [cupy-xarray](https://cupy-xarray.readthedocs.io/)\n",
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"<img src=\"https://raw.githubusercontent.com/cupy/cupy.dev/master/images/cupy_logo.png\" width=\"22%\"> [GPU arrays](https://cupy.dev) & [cupy-xarray](https://cupy-xarray.readthedocs.io/)\n",
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"<img src=\"https://pint.readthedocs.io/en/stable/_images/logo-full.jpg\" align=\"middle\" width=\"10%\"> **pint** : [unit-aware arrays](https://pint.readthedocs.io) & [pint-xarray](https://github.com/xarray-contrib/pint-xarray)\n"
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"<img src=\"https://pint.readthedocs.io/en/stable/_images/logo-full.jpg\" width=\"10%\"> **pint** : [unit-aware arrays](https://pint.readthedocs.io) & [pint-xarray](https://github.com/xarray-contrib/pint-xarray)\n"
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