Auxiliary Python functions

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import numpy as np
import xarray as xr

import numpy as np import xarray as xr

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def modify_gami(ds: xr.Dataset) -> xr.Dataset:
    ds = ds.isel(time=-1)
    ds = ds.mean(dim="members")
    return ds

def modify_gami(ds: xr.Dataset) -> xr.Dataset: ds = ds.isel(time=-1) ds = ds.mean(dim="members") return ds

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def modify_efda(ds: xr.Dataset) -> xr.Dataset:
    ds = ds.drop_vars("disturbance_occurrence")
    ds["disturbance_agent"] = ds["disturbance_agent"].astype(np.uint8)
    return ds

def modify_efda(ds: xr.Dataset) -> xr.Dataset: ds = ds.drop_vars("disturbance_occurrence") ds["disturbance_agent"] = ds["disturbance_agent"].astype(np.uint8) return ds