Auxiliary Python functions

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import pandas as pd
import xarray as xr

import pandas as pd import xarray as xr

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def modify_time_axis(ds: xr.Dataset) -> xr.Dataset:
    ds = ds.rename({"band": "time"})
    time_axis = pd.date_range(start="1985-01-01", end="2023-01-01", freq="YS")
    return ds.assign_coords(dict(time=time_axis))

def modify_time_axis(ds: xr.Dataset) -> xr.Dataset: ds = ds.rename({"band": "time"}) time_axis = pd.date_range(start="1985-01-01", end="2023-01-01", freq="YS") return ds.assign_coords(dict(time=time_axis))

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def modify_gami(ds: xr.Dataset) -> xr.Dataset:
    return ds.transpose("members", "time", "latitude", "longitude")

def modify_gami(ds: xr.Dataset) -> xr.Dataset: return ds.transpose("members", "time", "latitude", "longitude")