Observational datasets

Observational datasets

The datasets module provides ready access to several datasets that are cached locally.

datasets.aircraft_sections(source='obs-multi-sensor', vertical_coord='z', clobber=False)

Return a dataset with aircraft sections.

Parameters
  • source (str, optional) – The data to use, options include “obs”, “obs-multi-sensor”, or the name of a model.

  • vertical_coord (string, optional) – The coordinate; possibilities include “z”, “theta”, and “pressure”.

  • clobber (boolean, optional) – If true, remove cache and recompute.

Returns

ds – The section dataset.

Return type

xarray.Dataset

datasets.aircraft_profiles(source='obs', tracer='CO2', vertical_coord='theta', clobber=False)

Return an xarray.Dataset with profiles from aircraft data binned on a “z” or “theta” coordinate.

Parameters
  • source (str, optional) – The data to use, options include “obs”, “obs-multi-sensor”, or the name of a model.

  • tracer (str, optional) – The constituent for which to make the profiles.

  • vertical_coord (string, optional) – The coordinate; possibilities include “z”, “theta”, and “pressure”.

  • clobber (boolean, optional) – If true, remove cache and recompute.

Returns

ds – Dataset with the profiles.

Return type

xarray.Dataset

datasets.aircraft_profiles_seasonal(source='obs', tracer='CO2', vertical_coord='theta', seasonal_groups=['DJF', 'MAM', 'JJA', 'SON'], clobber=False)

Return dataset with profiles aggegated by seasonal groups

Parameters
  • source (str, optional) – The data to use, options include “obs”, “obs-multi-sensor”, or the name of a model.

  • tracer (str, optional) – The constituent for which to make the profiles.

  • vertical_coord (string, optional) – The coordinate; possibilities include “z”, “theta”, and “pressure”.

  • seasonal_group (list) – Can be [‘DJF’, ‘MAM’, …] or [‘DJF’, ‘MAMJJASON’]

  • clobber (boolean, optional) – If true, remove cache and recompute.

Returns

ds – Dataset with the profiles.

Return type

xarray.Dataset

datasets.obs_surface_stn_v_lat(season, constituent='CO2', minus_spo=True)

Return a dataset with seasonal-mean surface-station observations.

Parameters
  • season (string) – The season over which to compute mean.

  • constituent (string) – Either CO2 or SF6

  • minus_spo (boolean) – Specify whether to subtract the SPO record.

Returns

ds – Dataset with seasonal-mean station data.

Return type

xarray.Dataset

datasets.obs_surface_climatology(constituent='CO2', minus_spo=True)

Return a dataset with the climatological surface-station observations.

Parameters
  • constituent (string) – Either CO2 or SF6

  • minus_spo (boolean) – Specify whether to subtract the SPO record.

Returns

ds – Dataset with seasonal-mean station data.

Return type

xarray.Dataset