From 14af3c7ab8e1b94e7155138a9fe982c175f5eafb Mon Sep 17 00:00:00 2001
From: Joan Sala Calero <joan.sala@bsc.es>
Date: Sat, 23 May 2020 17:31:13 +0200
Subject: [PATCH] units control

---
 ...ysis-era5-land-10m_u_component_of_wind.ini |    3 +-
 ...ysis-era5-land-10m_v_component_of_wind.ini |    3 +-
 ...ysis-era5-land-2m_dewpoint_temperature.ini |    3 +-
 .../reanalysis-era5-land-2m_temperature.ini   |    3 +-
 ...s-era5-land-evaporation_from_bare_soil.ini |    3 +-
 ...m_open_water_surfaces_excluding_oceans.ini |    3 +-
 ...and-evaporation_from_the_top_of_canopy.ini |    3 +-
 ...poration_from_vegetation_transpiration.ini |    3 +-
 .../reanalysis-era5-land-forecast_albedo.ini  |    3 +-
 ...ysis-era5-land-lake_bottom_temperature.ini |    3 +-
 .../reanalysis-era5-land-lake_ice_depth.ini   |    3 +-
 ...nalysis-era5-land-lake_ice_temperature.ini |    3 +-
 ...nalysis-era5-land-lake_mix_layer_depth.ini |    3 +-
 ...s-era5-land-lake_mix_layer_temperature.ini |    3 +-
 ...reanalysis-era5-land-lake_shape_factor.ini |    3 +-
 ...era5-land-lake_total_layer_temperature.ini |    3 +-
 ...5-land-leaf_area_index_high_vegetation.ini |    3 +-
 ...a5-land-leaf_area_index_low_vegetation.ini |    3 +-
 ...-monthly-means-10m_u_component_of_wind.ini |    3 +-
 ...-monthly-means-10m_v_component_of_wind.ini |    3 +-
 ...-monthly-means-2m_dewpoint_temperature.ini |    3 +-
 ...era5-land-monthly-means-2m_temperature.ini |    3 +-
 ...nthly-means-evaporation_from_bare_soil.ini |    3 +-
 ...m_open_water_surfaces_excluding_oceans.ini |    3 +-
 ...ans-evaporation_from_the_top_of_canopy.ini |    3 +-
 ...poration_from_vegetation_transpiration.ini |    3 +-
 ...ra5-land-monthly-means-forecast_albedo.ini |    3 +-
 ...-monthly-means-lake_bottom_temperature.ini |    3 +-
 ...era5-land-monthly-means-lake_ice_depth.ini |    3 +-
 ...and-monthly-means-lake_ice_temperature.ini |    3 +-
 ...and-monthly-means-lake_mix_layer_depth.ini |    3 +-
 ...nthly-means-lake_mix_layer_temperature.ini |    3 +-
 ...5-land-monthly-means-lake_shape_factor.ini |    3 +-
 ...hly-means-lake_total_layer_temperature.ini |    3 +-
 ...-means-leaf_area_index_high_vegetation.ini |    3 +-
 ...y-means-leaf_area_index_low_vegetation.ini |    3 +-
 ...nd-monthly-means-potential_evaporation.ini |    3 +-
 ...nalysis-era5-land-monthly-means-runoff.ini |    3 +-
 ...d-monthly-means-skin_reservoir_content.ini |    3 +-
 ...a5-land-monthly-means-skin_temperature.ini |    3 +-
 ...is-era5-land-monthly-means-snow_albedo.ini |    3 +-
 ...sis-era5-land-monthly-means-snow_cover.ini |    3 +-
 ...s-era5-land-monthly-means-snow_density.ini |    3 +-
 ...sis-era5-land-monthly-means-snow_depth.ini |    3 +-
 ...thly-means-snow_depth_water_equivalent.ini |    3 +-
 ...a5-land-monthly-means-snow_evaporation.ini |    3 +-
 ...lysis-era5-land-monthly-means-snowfall.ini |    3 +-
 ...lysis-era5-land-monthly-means-snowmelt.ini |    3 +-
 ...monthly-means-soil_temperature_level_1.ini |    3 +-
 ...monthly-means-soil_temperature_level_2.ini |    3 +-
 ...monthly-means-soil_temperature_level_3.ini |    3 +-
 ...monthly-means-soil_temperature_level_4.ini |    3 +-
 ...-land-monthly-means-sub_surface_runoff.ini |    3 +-
 ...monthly-means-surface_latent_heat_flux.ini |    3 +-
 ...thly-means-surface_net_solar_radiation.ini |    3 +-
 ...ly-means-surface_net_thermal_radiation.ini |    3 +-
 ...a5-land-monthly-means-surface_pressure.ini |    3 +-
 ...era5-land-monthly-means-surface_runoff.ini |    3 +-
 ...nthly-means-surface_sensible_heat_flux.ini |    3 +-
 ...eans-surface_solar_radiation_downwards.ini |    3 +-
 ...ns-surface_thermal_radiation_downwards.ini |    3 +-
 ...onthly-means-temperature_of_snow_layer.ini |    3 +-
 ...land-monthly-means-total_precipitation.ini |    3 +-
 ...ly-means-volumetric_soil_water_layer_1.ini |    3 +-
 ...ly-means-volumetric_soil_water_layer_2.ini |    3 +-
 ...ly-means-volumetric_soil_water_layer_3.ini |    3 +-
 ...ly-means-volumetric_soil_water_layer_4.ini |    3 +-
 ...alysis-era5-land-potential_evaporation.ini |    3 +-
 .../conf/reanalysis-era5-land-runoff.ini      |    3 +-
 ...lysis-era5-land-skin_reservoir_content.ini |    3 +-
 .../reanalysis-era5-land-skin_temperature.ini |    3 +-
 .../conf/reanalysis-era5-land-snow_albedo.ini |    3 +-
 .../conf/reanalysis-era5-land-snow_cover.ini  |    3 +-
 .../reanalysis-era5-land-snow_density.ini     |    3 +-
 .../conf/reanalysis-era5-land-snow_depth.ini  |    3 +-
 ...-era5-land-snow_depth_water_equivalent.ini |    3 +-
 .../reanalysis-era5-land-snow_evaporation.ini |    3 +-
 .../conf/reanalysis-era5-land-snowfall.ini    |    3 +-
 .../conf/reanalysis-era5-land-snowmelt.ini    |    3 +-
 ...sis-era5-land-soil_temperature_level_1.ini |    3 +-
 ...sis-era5-land-soil_temperature_level_2.ini |    3 +-
 ...sis-era5-land-soil_temperature_level_3.ini |    3 +-
 ...sis-era5-land-soil_temperature_level_4.ini |    3 +-
 ...eanalysis-era5-land-sub_surface_runoff.ini |    3 +-
 ...sis-era5-land-surface_latent_heat_flux.ini |    3 +-
 ...-era5-land-surface_net_solar_radiation.ini |    3 +-
 ...ra5-land-surface_net_thermal_radiation.ini |    3 +-
 .../reanalysis-era5-land-surface_pressure.ini |    3 +-
 .../reanalysis-era5-land-surface_runoff.ini   |    3 +-
 ...s-era5-land-surface_sensible_heat_flux.ini |    3 +-
 ...land-surface_solar_radiation_downwards.ini |    3 +-
 ...nd-surface_thermal_radiation_downwards.ini |    3 +-
 ...is-era5-land-temperature_of_snow_layer.ini |    3 +-
 ...analysis-era5-land-total_precipitation.ini |    3 +-
 ...ra5-land-volumetric_soil_water_layer_1.ini |    3 +-
 ...ra5-land-volumetric_soil_water_layer_2.ini |    3 +-
 ...ra5-land-volumetric_soil_water_layer_3.ini |    3 +-
 ...ra5-land-volumetric_soil_water_layer_4.ini |    3 +-
 ...alysis-era5-pressure-levels-divergence.ini |    3 +-
 ...ressure-levels-fraction_of_cloud_cover.ini |    3 +-
 ...ysis-era5-pressure-levels-geopotential.ini |    3 +-
 ...essure-levels-monthly-means-divergence.ini |    3 +-
 ...-monthly-means-fraction_of_cloud_cover.ini |    3 +-
 ...sure-levels-monthly-means-geopotential.ini |    3 +-
 ...-monthly-means-ozone_mass_mixing_ratio.ini |    3 +-
 ...vels-monthly-means-potential_vorticity.ini |    3 +-
 ...levels-monthly-means-relative_humidity.ini |    3 +-
 ...means-specific_cloud_ice_water_content.ini |    3 +-
 ...ns-specific_cloud_liquid_water_content.ini |    3 +-
 ...levels-monthly-means-specific_humidity.ini |    3 +-
 ...thly-means-specific_rain_water_content.ini |    3 +-
 ...thly-means-specific_snow_water_content.ini |    3 +-
 ...ssure-levels-monthly-means-temperature.ini |    3 +-
 ...vels-monthly-means-u_component_of_wind.ini |    3 +-
 ...vels-monthly-means-v_component_of_wind.ini |    3 +-
 ...levels-monthly-means-vertical_velocity.ini |    3 +-
 ...ressure-levels-monthly-means-vorticity.ini |    3 +-
 ...ressure-levels-ozone_mass_mixing_ratio.ini |    3 +-
 ...a5-pressure-levels-potential_vorticity.ini |    3 +-
 ...era5-pressure-levels-relative_humidity.ini |    3 +-
 ...evels-specific_cloud_ice_water_content.ini |    3 +-
 ...ls-specific_cloud_liquid_water_content.ini |    3 +-
 ...era5-pressure-levels-specific_humidity.ini |    3 +-
 ...ure-levels-specific_rain_water_content.ini |    3 +-
 ...ure-levels-specific_snow_water_content.ini |    3 +-
 ...lysis-era5-pressure-levels-temperature.ini |    3 +-
 ...a5-pressure-levels-u_component_of_wind.ini |    3 +-
 ...a5-pressure-levels-v_component_of_wind.ini |    3 +-
 ...era5-pressure-levels-vertical_velocity.ini |    3 +-
 ...nalysis-era5-pressure-levels-vorticity.ini |    3 +-
 ...single-levels-100m_u_component_of_wind.ini |    3 +-
 ...single-levels-100m_v_component_of_wind.ini |    3 +-
 ...levels-10m_u_component_of_neutral_wind.ini |    3 +-
 ...-single-levels-10m_u_component_of_wind.ini |    3 +-
 ...levels-10m_v_component_of_neutral_wind.ini |    3 +-
 ...-single-levels-10m_v_component_of_wind.ini |    3 +-
 ...nd_gust_since_previous_post_processing.ini |    3 +-
 ...-single-levels-2m_dewpoint_temperature.ini |    3 +-
 ...ysis-era5-single-levels-2m_temperature.ini |    3 +-
 ...gle-levels-air_density_over_the_oceans.ini |    3 +-
 ...levels-altimeter_corrected_wave_height.ini |    3 +-
 ...ls-altimeter_range_relative_correction.ini |    3 +-
 ...a5-single-levels-altimeter_wave_height.ini |    3 +-
 ...evels-angle_of_sub_gridscale_orography.ini |    3 +-
 ...-anisotropy_of_sub_gridscale_orography.ini |    3 +-
 ...era5-single-levels-benjamin_feir_index.ini |    3 +-
 ...ngle-levels-boundary_layer_dissipation.ini |    3 +-
 ...a5-single-levels-boundary_layer_height.ini |    3 +-
 ...reanalysis-era5-single-levels-charnock.ini |    3 +-
 ..._sky_direct_solar_radiation_at_surface.ini |    3 +-
 ...s-era5-single-levels-cloud_base_height.ini |    3 +-
 ...-levels-coefficient_of_drag_with_waves.ini |    3 +-
 ...-convective_available_potential_energy.ini |    3 +-
 ...a5-single-levels-convective_inhibition.ini |    3 +-
 ...single-levels-convective_precipitation.ini |    3 +-
 ...ra5-single-levels-convective_rain_rate.ini |    3 +-
 ...era5-single-levels-convective_snowfall.ini |    3 +-
 ...vective_snowfall_rate_water_equivalent.ini |    3 +-
 ...s-downward_uv_radiation_at_the_surface.ini |    3 +-
 ...is-era5-single-levels-duct_base_height.ini |    3 +-
 ...s-eastward_gravity_wave_surface_stress.ini |    3 +-
 ...vels-eastward_turbulent_surface_stress.ini |    3 +-
 ...nalysis-era5-single-levels-evaporation.ini |    3 +-
 ...sis-era5-single-levels-forecast_albedo.ini |    3 +-
 ...ogarithm_of_surface_roughness_for_heat.ini |    3 +-
 ...ngle-levels-forecast_surface_roughness.ini |    3 +-
 ...ee_convective_velocity_over_the_oceans.ini |    3 +-
 ...s-era5-single-levels-friction_velocity.ini |    3 +-
 ...single-levels-gravity_wave_dissipation.ini |    3 +-
 ...is-era5-single-levels-high_cloud_cover.ini |    3 +-
 ...a5-single-levels-high_vegetation_cover.ini |    3 +-
 ...-single-levels-ice_temperature_layer_1.ini |    3 +-
 ...-single-levels-ice_temperature_layer_2.ini |    3 +-
 ...-single-levels-ice_temperature_layer_3.ini |    3 +-
 ...-single-levels-ice_temperature_layer_4.ini |    3 +-
 ...gle-levels-instantaneous_10m_wind_gust.ini |    3 +-
 ...eous_eastward_turbulent_surface_stress.ini |    3 +-
 ...e_scale_surface_precipitation_fraction.ini |    3 +-
 ...gle-levels-instantaneous_moisture_flux.ini |    3 +-
 ...ous_northward_turbulent_surface_stress.ini |    3 +-
 ...stantaneous_surface_sensible_heat_flux.ini |    3 +-
 .../reanalysis-era5-single-levels-k_index.ini |    3 +-
 ...-single-levels-lake_bottom_temperature.ini |    3 +-
 ...analysis-era5-single-levels-lake_cover.ini |    3 +-
 ...analysis-era5-single-levels-lake_depth.ini |    3 +-
 ...ysis-era5-single-levels-lake_ice_depth.ini |    3 +-
 ...ra5-single-levels-lake_ice_temperature.ini |    3 +-
 ...ra5-single-levels-lake_mix_layer_depth.ini |    3 +-
 ...ngle-levels-lake_mix_layer_temperature.ini |    3 +-
 ...s-era5-single-levels-lake_shape_factor.ini |    3 +-
 ...le-levels-lake_total_layer_temperature.ini |    3 +-
 ...ingle-levels-large_scale_precipitation.ini |    3 +-
 ...els-large_scale_precipitation_fraction.ini |    3 +-
 ...a5-single-levels-large_scale_rain_rate.ini |    3 +-
 ...ra5-single-levels-large_scale_snowfall.ini |    3 +-
 ...e_scale_snowfall_rate_water_equivalent.ini |    3 +-
 ...levels-leaf_area_index_high_vegetation.ini |    3 +-
 ...-levels-leaf_area_index_low_vegetation.ini |    3 +-
 ...sis-era5-single-levels-low_cloud_cover.ini |    3 +-
 ...ra5-single-levels-low_vegetation_cover.ini |    3 +-
 ...erature_since_previous_post_processing.ini |    3 +-
 ...-levels-maximum_individual_wave_height.ini |    3 +-
 ...on_rate_since_previous_post_processing.ini |    3 +-
 ...levels-mean_boundary_layer_dissipation.ini |    3 +-
 ...els-mean_convective_precipitation_rate.ini |    3 +-
 ...e-levels-mean_convective_snowfall_rate.ini |    3 +-
 ...e-levels-mean_direction_of_total_swell.ini |    3 +-
 ...le-levels-mean_direction_of_wind_waves.ini |    3 +-
 ...n_eastward_gravity_wave_surface_stress.ini |    3 +-
 ...mean_eastward_turbulent_surface_stress.ini |    3 +-
 ...a5-single-levels-mean_evaporation_rate.ini |    3 +-
 ...e-levels-mean_gravity_wave_dissipation.ini |    3 +-
 ...ean_large_scale_precipitation_fraction.ini |    3 +-
 ...ls-mean_large_scale_precipitation_rate.ini |    3 +-
 ...-levels-mean_large_scale_snowfall_rate.ini |    3 +-
 ..._northward_gravity_wave_surface_stress.ini |    3 +-
 ...ean_northward_turbulent_surface_stress.ini |    3 +-
 ...ngle-levels-mean_period_of_total_swell.ini |    3 +-
 ...ingle-levels-mean_period_of_wind_waves.ini |    3 +-
 ...levels-mean_potential_evaporation_rate.ini |    3 +-
 ...is-era5-single-levels-mean_runoff_rate.ini |    3 +-
 ...-single-levels-mean_sea_level_pressure.ini |    3 +-
 ...ngle-levels-mean_snow_evaporation_rate.ini |    3 +-
 ...-era5-single-levels-mean_snowfall_rate.ini |    3 +-
 ...-era5-single-levels-mean_snowmelt_rate.ini |    3 +-
 ...ngle-levels-mean_square_slope_of_waves.ini |    3 +-
 ...le-levels-mean_sub_surface_runoff_rate.ini |    3 +-
 ...rface_direct_short_wave_radiation_flux.ini |    3 +-
 ...ct_short_wave_radiation_flux_clear_sky.ini |    3 +-
 ...face_downward_long_wave_radiation_flux.ini |    3 +-
 ...ard_long_wave_radiation_flux_clear_sky.ini |    3 +-
 ...ace_downward_short_wave_radiation_flux.ini |    3 +-
 ...rd_short_wave_radiation_flux_clear_sky.ini |    3 +-
 ...ean_surface_downward_uv_radiation_flux.ini |    3 +-
 ...e-levels-mean_surface_latent_heat_flux.ini |    3 +-
 ...n_surface_net_long_wave_radiation_flux.ini |    3 +-
 ...net_long_wave_radiation_flux_clear_sky.ini |    3 +-
 ..._surface_net_short_wave_radiation_flux.ini |    3 +-
 ...et_short_wave_radiation_flux_clear_sky.ini |    3 +-
 ...single-levels-mean_surface_runoff_rate.ini |    3 +-
 ...levels-mean_surface_sensible_heat_flux.ini |    3 +-
 ...top_downward_short_wave_radiation_flux.ini |    3 +-
 ...-mean_top_net_long_wave_radiation_flux.ini |    3 +-
 ...net_long_wave_radiation_flux_clear_sky.ini |    3 +-
 ...mean_top_net_short_wave_radiation_flux.ini |    3 +-
 ...et_short_wave_radiation_flux_clear_sky.ini |    3 +-
 ...e-levels-mean_total_precipitation_rate.ini |    3 +-
 ..._of_refractivity_inside_trapping_layer.ini |    3 +-
 ...tically_integrated_moisture_divergence.ini |    3 +-
 ...era5-single-levels-mean_wave_direction.ini |    3 +-
 ...ave_direction_of_first_swell_partition.ini |    3 +-
 ...ve_direction_of_second_swell_partition.ini |    3 +-
 ...ave_direction_of_third_swell_partition.ini |    3 +-
 ...is-era5-single-levels-mean_wave_period.ini |    3 +-
 ...mean_wave_period_based_on_first_moment.ini |    3 +-
 ...period_based_on_first_moment_for_swell.ini |    3 +-
 ...d_based_on_first_moment_for_wind_waves.ini |    3 +-
 ...eriod_based_on_second_moment_for_swell.ini |    3 +-
 ..._based_on_second_moment_for_wind_waves.ini |    3 +-
 ...n_wave_period_of_first_swell_partition.ini |    3 +-
 ..._wave_period_of_second_swell_partition.ini |    3 +-
 ...n_wave_period_of_third_swell_partition.ini |    3 +-
 ...-levels-mean_zero_crossing_wave_period.ini |    3 +-
 ...-era5-single-levels-medium_cloud_cover.ini |    3 +-
 ...erature_since_previous_post_processing.ini |    3 +-
 ...on_rate_since_previous_post_processing.ini |    3 +-
 ..._of_refractivity_inside_trapping_layer.ini |    3 +-
 ...is-era5-single-levels-model_bathymetry.ini |    3 +-
 ...monthly-means-100m_u_component_of_wind.ini |    3 +-
 ...monthly-means-100m_v_component_of_wind.ini |    3 +-
 ...-means-10m_u_component_of_neutral_wind.ini |    3 +-
 ...-monthly-means-10m_u_component_of_wind.ini |    3 +-
 ...-means-10m_v_component_of_neutral_wind.ini |    3 +-
 ...-monthly-means-10m_v_component_of_wind.ini |    3 +-
 ...le-levels-monthly-means-10m_wind_speed.ini |    3 +-
 ...-monthly-means-2m_dewpoint_temperature.ini |    3 +-
 ...le-levels-monthly-means-2m_temperature.ini |    3 +-
 ...thly-means-air_density_over_the_oceans.ini |    3 +-
 ...means-angle_of_sub_gridscale_orography.ini |    3 +-
 ...-anisotropy_of_sub_gridscale_orography.ini |    3 +-
 ...vels-monthly-means-benjamin_feir_index.ini |    3 +-
 ...nthly-means-boundary_layer_dissipation.ini |    3 +-
 ...ls-monthly-means-boundary_layer_height.ini |    3 +-
 ...5-single-levels-monthly-means-charnock.ini |    3 +-
 ..._sky_direct_solar_radiation_at_surface.ini |    3 +-
 ...levels-monthly-means-cloud_base_height.ini |    3 +-
 ...y-means-coefficient_of_drag_with_waves.ini |    3 +-
 ...-convective_available_potential_energy.ini |    3 +-
 ...ls-monthly-means-convective_inhibition.ini |    3 +-
 ...monthly-means-convective_precipitation.ini |    3 +-
 ...els-monthly-means-convective_rain_rate.ini |    3 +-
 ...vels-monthly-means-convective_snowfall.ini |    3 +-
 ...vective_snowfall_rate_water_equivalent.ini |    3 +-
 ...s-downward_uv_radiation_at_the_surface.ini |    3 +-
 ...-levels-monthly-means-duct_base_height.ini |    3 +-
 ...s-eastward_gravity_wave_surface_stress.ini |    3 +-
 ...eans-eastward_turbulent_surface_stress.ini |    3 +-
 ...ingle-levels-monthly-means-evaporation.ini |    3 +-
 ...e-levels-monthly-means-forecast_albedo.ini |    3 +-
 ...ogarithm_of_surface_roughness_for_heat.ini |    3 +-
 ...nthly-means-forecast_surface_roughness.ini |    3 +-
 ...ee_convective_velocity_over_the_oceans.ini |    3 +-
 ...levels-monthly-means-friction_velocity.ini |    3 +-
 ...monthly-means-gravity_wave_dissipation.ini |    3 +-
 ...-levels-monthly-means-high_cloud_cover.ini |    3 +-
 ...ls-monthly-means-high_vegetation_cover.ini |    3 +-
 ...-monthly-means-ice_temperature_layer_1.ini |    3 +-
 ...-monthly-means-ice_temperature_layer_2.ini |    3 +-
 ...-monthly-means-ice_temperature_layer_3.ini |    3 +-
 ...-monthly-means-ice_temperature_layer_4.ini |    3 +-
 ...thly-means-instantaneous_10m_wind_gust.ini |    3 +-
 ...eous_eastward_turbulent_surface_stress.ini |    3 +-
 ...e_scale_surface_precipitation_fraction.ini |    3 +-
 ...thly-means-instantaneous_moisture_flux.ini |    3 +-
 ...ous_northward_turbulent_surface_stress.ini |    3 +-
 ...stantaneous_surface_sensible_heat_flux.ini |    3 +-
 ...a5-single-levels-monthly-means-k_index.ini |    3 +-
 ...-monthly-means-lake_bottom_temperature.ini |    3 +-
 ...single-levels-monthly-means-lake_cover.ini |    3 +-
 ...single-levels-monthly-means-lake_depth.ini |    3 +-
 ...le-levels-monthly-means-lake_ice_depth.ini |    3 +-
 ...els-monthly-means-lake_ice_temperature.ini |    3 +-
 ...els-monthly-means-lake_mix_layer_depth.ini |    3 +-
 ...nthly-means-lake_mix_layer_temperature.ini |    3 +-
 ...levels-monthly-means-lake_shape_factor.ini |    3 +-
 ...hly-means-lake_total_layer_temperature.ini |    3 +-
 ...onthly-means-large_scale_precipitation.ini |    3 +-
 ...ans-large_scale_precipitation_fraction.ini |    3 +-
 ...ls-monthly-means-large_scale_rain_rate.ini |    3 +-
 ...els-monthly-means-large_scale_snowfall.ini |    3 +-
 ...e_scale_snowfall_rate_water_equivalent.ini |    3 +-
 ...-means-leaf_area_index_high_vegetation.ini |    3 +-
 ...y-means-leaf_area_index_low_vegetation.ini |    3 +-
 ...e-levels-monthly-means-low_cloud_cover.ini |    3 +-
 ...els-monthly-means-low_vegetation_cover.ini |    3 +-
 ...-magnitude_of_turbulent_surface_stress.ini |    3 +-
 ...y-means-maximum_individual_wave_height.ini |    3 +-
 ...-means-mean_boundary_layer_dissipation.ini |    3 +-
 ...ans-mean_convective_precipitation_rate.ini |    3 +-
 ...ly-means-mean_convective_snowfall_rate.ini |    3 +-
 ...ly-means-mean_direction_of_total_swell.ini |    3 +-
 ...hly-means-mean_direction_of_wind_waves.ini |    3 +-
 ...n_eastward_gravity_wave_surface_stress.ini |    3 +-
 ...mean_eastward_turbulent_surface_stress.ini |    3 +-
 ...ls-monthly-means-mean_evaporation_rate.ini |    3 +-
 ...ly-means-mean_gravity_wave_dissipation.ini |    3 +-
 ...ean_large_scale_precipitation_fraction.ini |    3 +-
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 ...tal_cloud_cover_anomaly-meteo_france-6.ini |    3 +-
 ...tal_cloud_cover_anomaly-meteo_france-7.ini |    3 +-
 ...vels-total_cloud_cover_anomaly-ukmo-14.ini |    3 +-
 ..._anomalous_rate_of_accumulation-cmcc-3.ini |    3 +-
 ...n_anomalous_rate_of_accumulation-dwd-2.ini |    3 +-
 ...anomalous_rate_of_accumulation-ecmwf-5.ini |    3 +-
 ...us_rate_of_accumulation-meteo_france-6.ini |    3 +-
 ...us_rate_of_accumulation-meteo_france-7.ini |    3 +-
 ...anomalous_rate_of_accumulation-ukmo-14.ini |    3 +-
 dqc_wrapper/QAR_dqc/generate_QARs_config.py   |   27 +-
 dqc_wrapper/grib/cds_datasets.json            | 8133 +++++++++++++++++
 dqc_wrapper/grib/datasets.json                | 1764 ----
 dqc_wrapper/scripts/downloadstats.py          |    6 +-
 dqc_wrapper/scripts/generate_datasets.py      |    2 +-
 dqc_wrapper/scripts/get_percent_variables.py  |    2 +-
 dqc_wrapper/utils/utils_forms.py              |   59 +-
 dqc_wrapper/utils/utils_grib.py               |   23 +
 1327 files changed, 10873 insertions(+), 3100 deletions(-)
 create mode 100644 dqc_wrapper/grib/cds_datasets.json
 delete mode 100644 dqc_wrapper/grib/datasets.json

diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-10m_u_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-10m_u_component_of_wind.ini
index 521b648f2..9b18ed743 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-10m_u_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-10m_u_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-10m_v_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-10m_v_component_of_wind.ini
index e5ad6bdd7..6eaeac1cc 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-10m_v_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-10m_v_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-2m_dewpoint_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-2m_dewpoint_temperature.ini
index b43c008c3..2830edb26 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-2m_dewpoint_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-2m_dewpoint_temperature.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-2m_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-2m_temperature.ini
index d37eac24d..08d387ef5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-2m_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-2m_temperature.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = 2m_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_bare_soil.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_bare_soil.ini
index 9d0a14b35..662717918 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_bare_soil.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_bare_soil.ini
@@ -11,6 +11,7 @@ variable = evabs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = evaporation_from_bare_soil
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_open_water_surfaces_excluding_oceans.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_open_water_surfaces_excluding_oceans.ini
index 1232a7c20..a12a50793 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_open_water_surfaces_excluding_oceans.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_open_water_surfaces_excluding_oceans.ini
@@ -11,6 +11,7 @@ variable = evaow
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = evaporation_from_open_water_surfaces_excluding_oceans
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_the_top_of_canopy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_the_top_of_canopy.ini
index 94875462b..64c5b1de0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_the_top_of_canopy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_the_top_of_canopy.ini
@@ -11,6 +11,7 @@ variable = evatc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = evaporation_from_the_top_of_canopy
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_vegetation_transpiration.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_vegetation_transpiration.ini
index 4f174f058..185a5dd05 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_vegetation_transpiration.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-evaporation_from_vegetation_transpiration.ini
@@ -11,6 +11,7 @@ variable = evavt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = evaporation_from_vegetation_transpiration
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-forecast_albedo.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-forecast_albedo.ini
index 4f7393ae9..28d9bc374 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-forecast_albedo.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-forecast_albedo.ini
@@ -11,6 +11,7 @@ variable = fal
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = forecast_albedo
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_bottom_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_bottom_temperature.ini
index e46605627..62ceaeeab 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_bottom_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_bottom_temperature.ini
@@ -11,6 +11,7 @@ variable = lblt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = lake_bottom_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_ice_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_ice_depth.ini
index a55ceaa48..20d51f48f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_ice_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_ice_depth.ini
@@ -11,6 +11,7 @@ variable = licd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = lake_ice_depth
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_ice_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_ice_temperature.ini
index 710bbb1d7..f78cdba13 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_ice_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_ice_temperature.ini
@@ -11,6 +11,7 @@ variable = lict
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = lake_ice_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_mix_layer_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_mix_layer_depth.ini
index 0bfa74c10..7c46c2fa2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_mix_layer_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_mix_layer_depth.ini
@@ -11,6 +11,7 @@ variable = lmld
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = lake_mix_layer_depth
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_mix_layer_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_mix_layer_temperature.ini
index f8208ed9f..0a8ecfd67 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_mix_layer_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_mix_layer_temperature.ini
@@ -11,6 +11,7 @@ variable = lmlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = lake_mix_layer_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_shape_factor.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_shape_factor.ini
index 89f727610..f35935fb9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_shape_factor.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_shape_factor.ini
@@ -11,6 +11,7 @@ variable = lshf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = lake_shape_factor
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_total_layer_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_total_layer_temperature.ini
index 41126e320..5289ba286 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_total_layer_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-lake_total_layer_temperature.ini
@@ -11,6 +11,7 @@ variable = ltlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = lake_total_layer_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-leaf_area_index_high_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-leaf_area_index_high_vegetation.ini
index 6a241d596..af3360352 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-leaf_area_index_high_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-leaf_area_index_high_vegetation.ini
@@ -11,6 +11,7 @@ variable = lai_hv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = leaf_area_index_high_vegetation
+cds_units = m^2 m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-leaf_area_index_low_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-leaf_area_index_low_vegetation.ini
index 53d3a4abf..0eb07cb92 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-leaf_area_index_low_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-leaf_area_index_low_vegetation.ini
@@ -11,6 +11,7 @@ variable = lai_lv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = leaf_area_index_low_vegetation
+cds_units = m^2 m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-10m_u_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-10m_u_component_of_wind.ini
index fbf34e825..219d53b3e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-10m_u_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-10m_u_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-10m_v_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-10m_v_component_of_wind.ini
index 09a65df19..635a30fc0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-10m_v_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-10m_v_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-2m_dewpoint_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-2m_dewpoint_temperature.ini
index c74bf5ed3..ae4226124 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-2m_dewpoint_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-2m_dewpoint_temperature.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-2m_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-2m_temperature.ini
index a48e4fc5c..776ccc415 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-2m_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-2m_temperature.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = 2m_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_bare_soil.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_bare_soil.ini
index aab8a5609..688d29c34 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_bare_soil.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_bare_soil.ini
@@ -11,6 +11,7 @@ variable = evabs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = evaporation_from_bare_soil
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_open_water_surfaces_excluding_oceans.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_open_water_surfaces_excluding_oceans.ini
index 4e9074b1f..b9072f8d6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_open_water_surfaces_excluding_oceans.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_open_water_surfaces_excluding_oceans.ini
@@ -11,6 +11,7 @@ variable = evaow
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = evaporation_from_open_water_surfaces_excluding_oceans
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_the_top_of_canopy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_the_top_of_canopy.ini
index 0ff6cd6d6..ab7a20a4d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_the_top_of_canopy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_the_top_of_canopy.ini
@@ -11,6 +11,7 @@ variable = evatc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = evaporation_from_the_top_of_canopy
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_vegetation_transpiration.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_vegetation_transpiration.ini
index e47688c09..b1f2b9939 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_vegetation_transpiration.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-evaporation_from_vegetation_transpiration.ini
@@ -11,6 +11,7 @@ variable = evavt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = evaporation_from_vegetation_transpiration
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-forecast_albedo.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-forecast_albedo.ini
index 2254ade53..05ded719c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-forecast_albedo.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-forecast_albedo.ini
@@ -11,6 +11,7 @@ variable = fal
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = forecast_albedo
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_bottom_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_bottom_temperature.ini
index 1dc97c3df..57ee97fcf 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_bottom_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_bottom_temperature.ini
@@ -11,6 +11,7 @@ variable = lblt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = lake_bottom_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_ice_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_ice_depth.ini
index 353ede652..20a5d1579 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_ice_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_ice_depth.ini
@@ -11,6 +11,7 @@ variable = licd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = lake_ice_depth
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_ice_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_ice_temperature.ini
index bdbe18278..6a67f9471 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_ice_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_ice_temperature.ini
@@ -11,6 +11,7 @@ variable = lict
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = lake_ice_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_mix_layer_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_mix_layer_depth.ini
index fbe2e1237..2d4eb8867 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_mix_layer_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_mix_layer_depth.ini
@@ -11,6 +11,7 @@ variable = lmld
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = lake_mix_layer_depth
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_mix_layer_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_mix_layer_temperature.ini
index 6164ca975..03ba4b8ba 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_mix_layer_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_mix_layer_temperature.ini
@@ -11,6 +11,7 @@ variable = lmlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = lake_mix_layer_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_shape_factor.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_shape_factor.ini
index 624dd8563..cc2b7b7f5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_shape_factor.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_shape_factor.ini
@@ -11,6 +11,7 @@ variable = lshf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = lake_shape_factor
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_total_layer_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_total_layer_temperature.ini
index 02cd39809..2f5fbb69b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_total_layer_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-lake_total_layer_temperature.ini
@@ -11,6 +11,7 @@ variable = ltlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = lake_total_layer_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-leaf_area_index_high_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-leaf_area_index_high_vegetation.ini
index c54122bd2..13a2b1a24 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-leaf_area_index_high_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-leaf_area_index_high_vegetation.ini
@@ -11,6 +11,7 @@ variable = lai_hv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = leaf_area_index_high_vegetation
+cds_units = m^2 m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-leaf_area_index_low_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-leaf_area_index_low_vegetation.ini
index 249236bca..30e9ad318 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-leaf_area_index_low_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-leaf_area_index_low_vegetation.ini
@@ -11,6 +11,7 @@ variable = lai_lv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = leaf_area_index_low_vegetation
+cds_units = m^2 m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-potential_evaporation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-potential_evaporation.ini
index 98ac71176..91f57dd21 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-potential_evaporation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-potential_evaporation.ini
@@ -11,6 +11,7 @@ variable = pev
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = potential_evaporation
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-runoff.ini
index e7f0e3654..e0a297bb2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-runoff.ini
@@ -11,6 +11,7 @@ variable = ro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = runoff
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-skin_reservoir_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-skin_reservoir_content.ini
index 16e6a4cbe..0ee79e0a0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-skin_reservoir_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-skin_reservoir_content.ini
@@ -11,6 +11,7 @@ variable = src
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = skin_reservoir_content
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-skin_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-skin_temperature.ini
index 15b9fe1e6..2fe79e688 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-skin_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-skin_temperature.ini
@@ -11,6 +11,7 @@ variable = skt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = skin_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_albedo.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_albedo.ini
index 4e2323497..812be1025 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_albedo.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_albedo.ini
@@ -11,6 +11,7 @@ variable = asn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = snow_albedo
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_cover.ini
index e1ca7a28d..263853798 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_cover.ini
@@ -11,6 +11,7 @@ variable = snowc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = snow_cover
+cds_units = %
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	100.0
+valid_max = 100.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_density.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_density.ini
index e8aca1b81..606c9076c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_density.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_density.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_depth.ini
index 42451a2b5..a9472f664 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_depth.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = snow_depth
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_depth_water_equivalent.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_depth_water_equivalent.ini
index 527c2ea17..0953279df 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_depth_water_equivalent.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_depth_water_equivalent.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = snow_depth_water_equivalent
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_evaporation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_evaporation.ini
index 6ff3a873d..f737f82c9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_evaporation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snow_evaporation.ini
@@ -11,6 +11,7 @@ variable = es
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = snow_evaporation
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snowfall.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snowfall.ini
index 9a8c01fe7..131f2ce9d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snowfall.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snowfall.ini
@@ -11,6 +11,7 @@ variable = sf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = snowfall
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snowmelt.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snowmelt.ini
index 1c7ba73cf..8801bf2a6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snowmelt.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-snowmelt.ini
@@ -11,6 +11,7 @@ variable = smlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = snowmelt
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_1.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_1.ini
index 80fd24414..a1c084a3b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_1.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_1.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_2.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_2.ini
index 693c731c5..351353d71 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_2.ini
@@ -11,6 +11,7 @@ variable = stl2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = soil_temperature_level_2
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_3.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_3.ini
index 6974f6381..81edd9e85 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_3.ini
@@ -11,6 +11,7 @@ variable = stl3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = soil_temperature_level_3
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_4.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_4.ini
index 01a791287..ba3dbc375 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_4.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-soil_temperature_level_4.ini
@@ -11,6 +11,7 @@ variable = stl4
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = soil_temperature_level_4
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-sub_surface_runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-sub_surface_runoff.ini
index 01a6a7b7e..b9407f133 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-sub_surface_runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-sub_surface_runoff.ini
@@ -11,6 +11,7 @@ variable = ssro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = sub_surface_runoff
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_latent_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_latent_heat_flux.ini
index 1ca823221..bb85dd1a9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_latent_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_latent_heat_flux.ini
@@ -11,6 +11,7 @@ variable = slhf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = surface_latent_heat_flux
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_net_solar_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_net_solar_radiation.ini
index dae3749d5..4c3e74371 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_net_solar_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_net_solar_radiation.ini
@@ -11,6 +11,7 @@ variable = ssr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = surface_net_solar_radiation
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_net_thermal_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_net_thermal_radiation.ini
index 79e19f80b..4bca28b68 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_net_thermal_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_net_thermal_radiation.ini
@@ -11,6 +11,7 @@ variable = str
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = surface_net_thermal_radiation
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_pressure.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_pressure.ini
index a3a791c6d..3744bce15 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_pressure.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_pressure.ini
@@ -11,6 +11,7 @@ variable = sp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = surface_pressure
+cds_units = Pa
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 5.0
-valid_max =	11.0
+valid_max = 11.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_runoff.ini
index ed36ecf7b..5f5a098c8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_runoff.ini
@@ -11,6 +11,7 @@ variable = sro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = surface_runoff
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_sensible_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_sensible_heat_flux.ini
index 15238bb94..11316fae5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_sensible_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_sensible_heat_flux.ini
@@ -11,6 +11,7 @@ variable = sshf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = surface_sensible_heat_flux
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_solar_radiation_downwards.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_solar_radiation_downwards.ini
index 4a1263681..faad44aa8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_solar_radiation_downwards.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_solar_radiation_downwards.ini
@@ -11,6 +11,7 @@ variable = ssrd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = surface_solar_radiation_downwards
+cds_units = J m-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_thermal_radiation_downwards.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_thermal_radiation_downwards.ini
index 34fe30992..ff7237dd7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_thermal_radiation_downwards.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-surface_thermal_radiation_downwards.ini
@@ -11,6 +11,7 @@ variable = strd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = surface_thermal_radiation_downwards
+cds_units = J m-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-temperature_of_snow_layer.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-temperature_of_snow_layer.ini
index 6b8c2ff75..56b07d76a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-temperature_of_snow_layer.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-temperature_of_snow_layer.ini
@@ -11,6 +11,7 @@ variable = tsn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = temperature_of_snow_layer
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-total_precipitation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-total_precipitation.ini
index 6b694e90b..effa141f2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-total_precipitation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-total_precipitation.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = total_precipitation
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_1.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_1.ini
index 8cba537d0..86aaf3140 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_1.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_1.ini
@@ -11,6 +11,7 @@ variable = swvl1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = volumetric_soil_water_layer_1
+cds_units = m^3 m^-3
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_2.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_2.ini
index 9fbffca64..14efacf5a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_2.ini
@@ -11,6 +11,7 @@ variable = swvl2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = volumetric_soil_water_layer_2
+cds_units = m^3 m^-3
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_3.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_3.ini
index a4f503988..12f0fc8d4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_3.ini
@@ -11,6 +11,7 @@ variable = swvl3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = volumetric_soil_water_layer_3
+cds_units = m^3 m^-3
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_4.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_4.ini
index 14a566f57..fccb33c7c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_4.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-monthly-means-volumetric_soil_water_layer_4.ini
@@ -11,6 +11,7 @@ variable = swvl4
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land-monthly-means
 cds_variable = volumetric_soil_water_layer_4
+cds_units = m^3 m^-3
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-potential_evaporation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-potential_evaporation.ini
index 7a78c5627..4850693a8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-potential_evaporation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-potential_evaporation.ini
@@ -11,6 +11,7 @@ variable = pev
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = potential_evaporation
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-runoff.ini
index bf53a3343..fa97e0a2c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-runoff.ini
@@ -11,6 +11,7 @@ variable = ro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = runoff
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-skin_reservoir_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-skin_reservoir_content.ini
index f3c148156..57b11ce6d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-skin_reservoir_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-skin_reservoir_content.ini
@@ -11,6 +11,7 @@ variable = src
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = skin_reservoir_content
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-skin_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-skin_temperature.ini
index 134fa3985..cfb821c7a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-skin_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-skin_temperature.ini
@@ -11,6 +11,7 @@ variable = skt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = skin_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_albedo.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_albedo.ini
index d2cb5f7a2..5265e0089 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_albedo.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_albedo.ini
@@ -11,6 +11,7 @@ variable = asn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = snow_albedo
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_cover.ini
index 9c08b3db7..00cd55d83 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_cover.ini
@@ -11,6 +11,7 @@ variable = snowc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = snow_cover
+cds_units = %
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	100.0
+valid_max = 100.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_density.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_density.ini
index 9c669a43f..871f8e995 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_density.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_density.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_depth.ini
index f45fd0b9f..2e85e36d2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_depth.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = snow_depth
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_depth_water_equivalent.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_depth_water_equivalent.ini
index 008cce7be..91043356c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_depth_water_equivalent.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_depth_water_equivalent.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = snow_depth_water_equivalent
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_evaporation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_evaporation.ini
index fec02ed26..63ec8aaf1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_evaporation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snow_evaporation.ini
@@ -11,6 +11,7 @@ variable = es
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = snow_evaporation
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snowfall.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snowfall.ini
index c450d4ae9..1d49d8b8f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snowfall.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snowfall.ini
@@ -11,6 +11,7 @@ variable = sf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = snowfall
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snowmelt.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snowmelt.ini
index a46449886..9d1be0c6b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snowmelt.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-snowmelt.ini
@@ -11,6 +11,7 @@ variable = smlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = snowmelt
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_1.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_1.ini
index 31770146d..5768b9ae0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_1.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_1.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_2.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_2.ini
index f028c7fa3..c24c46f56 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_2.ini
@@ -11,6 +11,7 @@ variable = stl2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = soil_temperature_level_2
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_3.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_3.ini
index a0053362e..6b4d2d1e6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_3.ini
@@ -11,6 +11,7 @@ variable = stl3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = soil_temperature_level_3
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_4.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_4.ini
index a2c11f39b..ae95a8fc4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_4.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-soil_temperature_level_4.ini
@@ -11,6 +11,7 @@ variable = stl4
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = soil_temperature_level_4
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-sub_surface_runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-sub_surface_runoff.ini
index bd729f8e1..696c8eb0a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-sub_surface_runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-sub_surface_runoff.ini
@@ -11,6 +11,7 @@ variable = ssro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = sub_surface_runoff
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_latent_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_latent_heat_flux.ini
index afc88c26a..9fd926e44 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_latent_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_latent_heat_flux.ini
@@ -11,6 +11,7 @@ variable = slhf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = surface_latent_heat_flux
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_net_solar_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_net_solar_radiation.ini
index ba0e01575..021b6fb8f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_net_solar_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_net_solar_radiation.ini
@@ -11,6 +11,7 @@ variable = ssr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = surface_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_net_thermal_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_net_thermal_radiation.ini
index 29da5b386..a1c8934bc 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_net_thermal_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_net_thermal_radiation.ini
@@ -11,6 +11,7 @@ variable = str
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = surface_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_pressure.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_pressure.ini
index d611f5cc4..5e92bc948 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_pressure.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_pressure.ini
@@ -11,6 +11,7 @@ variable = sp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = surface_pressure
+cds_units = Pa
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 5.0
-valid_max =	11.0
+valid_max = 11.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_runoff.ini
index 1d6e4d80e..f4fe2695f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_runoff.ini
@@ -11,6 +11,7 @@ variable = sro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = surface_runoff
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_sensible_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_sensible_heat_flux.ini
index fcc23de1a..629de6f65 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_sensible_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_sensible_heat_flux.ini
@@ -11,6 +11,7 @@ variable = sshf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = surface_sensible_heat_flux
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_solar_radiation_downwards.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_solar_radiation_downwards.ini
index a3fc4e0ff..daf82481e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_solar_radiation_downwards.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_solar_radiation_downwards.ini
@@ -11,6 +11,7 @@ variable = ssrd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = surface_solar_radiation_downwards
+cds_units = J m-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_thermal_radiation_downwards.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_thermal_radiation_downwards.ini
index a20828ef9..fd2e8d1fe 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_thermal_radiation_downwards.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-surface_thermal_radiation_downwards.ini
@@ -11,6 +11,7 @@ variable = strd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = surface_thermal_radiation_downwards
+cds_units = J m-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-temperature_of_snow_layer.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-temperature_of_snow_layer.ini
index b6bc15715..8913bdc8e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-temperature_of_snow_layer.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-temperature_of_snow_layer.ini
@@ -11,6 +11,7 @@ variable = tsn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = temperature_of_snow_layer
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-total_precipitation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-total_precipitation.ini
index 83f7c697e..d5b0f0b25 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-total_precipitation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-total_precipitation.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = total_precipitation
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_1.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_1.ini
index 96f33e02a..ea200f2f1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_1.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_1.ini
@@ -11,6 +11,7 @@ variable = swvl1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = volumetric_soil_water_layer_1
+cds_units = m^3 m^-3
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_2.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_2.ini
index b4fb3a130..9ab76434f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_2.ini
@@ -11,6 +11,7 @@ variable = swvl2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = volumetric_soil_water_layer_2
+cds_units = m^3 m^-3
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_3.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_3.ini
index 87458e1fc..177400122 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_3.ini
@@ -11,6 +11,7 @@ variable = swvl3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = volumetric_soil_water_layer_3
+cds_units = m^3 m^-3
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_4.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_4.ini
index bf8b2cf9e..5c5b59162 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_4.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-land-volumetric_soil_water_layer_4.ini
@@ -11,6 +11,7 @@ variable = swvl4
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-land
 cds_variable = volumetric_soil_water_layer_4
+cds_units = m^3 m^-3
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = day
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-divergence.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-divergence.ini
index 65f350e05..2b75dac59 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-divergence.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-divergence.ini
@@ -11,6 +11,7 @@ variable = d
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = divergence
+cds_units = s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-fraction_of_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-fraction_of_cloud_cover.ini
index 561b1b5ea..90ad13c05 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-fraction_of_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-fraction_of_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = cc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = fraction_of_cloud_cover
+cds_units = Dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-geopotential.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-geopotential.ini
index cd8b35020..61155c03b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-geopotential.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-geopotential.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-divergence.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-divergence.ini
index 27f654e99..5fdbfddf8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-divergence.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-divergence.ini
@@ -11,6 +11,7 @@ variable = d
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = divergence
+cds_units = s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-fraction_of_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-fraction_of_cloud_cover.ini
index 8f144ec49..0389ed23d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-fraction_of_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-fraction_of_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = cc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = fraction_of_cloud_cover
+cds_units = Dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-geopotential.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-geopotential.ini
index 6b4083335..1025d0982 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-geopotential.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-geopotential.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-ozone_mass_mixing_ratio.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-ozone_mass_mixing_ratio.ini
index 9b9f704ee..9583b5a38 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-ozone_mass_mixing_ratio.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-ozone_mass_mixing_ratio.ini
@@ -11,6 +11,7 @@ variable = o3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = ozone_mass_mixing_ratio
+cds_units = kg kg^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-potential_vorticity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-potential_vorticity.ini
index 222cdfb58..2f397cded 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-potential_vorticity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-potential_vorticity.ini
@@ -11,6 +11,7 @@ variable = pv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = potential_vorticity
+cds_units = K m^2 kg^-1 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-relative_humidity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-relative_humidity.ini
index 001d27d19..d28ff8e15 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-relative_humidity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-relative_humidity.ini
@@ -11,6 +11,7 @@ variable = r
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = relative_humidity
+cds_units = %
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_cloud_ice_water_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_cloud_ice_water_content.ini
index f7c5aa7a2..316ca42d3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_cloud_ice_water_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_cloud_ice_water_content.ini
@@ -11,6 +11,7 @@ variable = ciwc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = specific_cloud_ice_water_content
+cds_units = kg kg^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_cloud_liquid_water_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_cloud_liquid_water_content.ini
index fa5159b3d..961d41ff1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_cloud_liquid_water_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_cloud_liquid_water_content.ini
@@ -11,6 +11,7 @@ variable = clwc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = specific_cloud_liquid_water_content
+cds_units = kg kg^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_humidity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_humidity.ini
index d5925eda1..7c7627bf8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_humidity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_humidity.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_rain_water_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_rain_water_content.ini
index c50612bfc..408d04f3c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_rain_water_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_rain_water_content.ini
@@ -11,6 +11,7 @@ variable = crwc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = specific_rain_water_content
+cds_units = kg kg^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_snow_water_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_snow_water_content.ini
index f3b80f8e6..7425a79b5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_snow_water_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-specific_snow_water_content.ini
@@ -11,6 +11,7 @@ variable = cswc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = specific_snow_water_content
+cds_units = kg kg^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-temperature.ini
index f85a33e4c..0a458273e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-temperature.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-u_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-u_component_of_wind.ini
index b613e2cfa..628cb4991 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-u_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-u_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-v_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-v_component_of_wind.ini
index 588f97996..9f96af2df 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-v_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-v_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-vertical_velocity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-vertical_velocity.ini
index a8f4d1d2e..ce39879c0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-vertical_velocity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-vertical_velocity.ini
@@ -11,6 +11,7 @@ variable = w
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = vertical_velocity
+cds_units = Pa s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-vorticity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-vorticity.ini
index d436473ef..2b310430d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-vorticity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-monthly-means-vorticity.ini
@@ -11,6 +11,7 @@ variable = vo
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels-monthly-means
 cds_variable = vorticity
+cds_units = s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-ozone_mass_mixing_ratio.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-ozone_mass_mixing_ratio.ini
index 422807ecf..28dfcb73d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-ozone_mass_mixing_ratio.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-ozone_mass_mixing_ratio.ini
@@ -11,6 +11,7 @@ variable = o3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = ozone_mass_mixing_ratio
+cds_units = kg kg^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-potential_vorticity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-potential_vorticity.ini
index f8dc73411..b1f3d9afb 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-potential_vorticity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-potential_vorticity.ini
@@ -11,6 +11,7 @@ variable = pv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = potential_vorticity
+cds_units = K m^2 kg^-1 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-relative_humidity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-relative_humidity.ini
index 15c5dc6cf..5f485d874 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-relative_humidity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-relative_humidity.ini
@@ -11,6 +11,7 @@ variable = r
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = relative_humidity
+cds_units = %
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_cloud_ice_water_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_cloud_ice_water_content.ini
index 385e812b0..34cd46e22 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_cloud_ice_water_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_cloud_ice_water_content.ini
@@ -11,6 +11,7 @@ variable = ciwc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = specific_cloud_ice_water_content
+cds_units = kg kg^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_cloud_liquid_water_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_cloud_liquid_water_content.ini
index 30fda6f7a..c4849eb30 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_cloud_liquid_water_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_cloud_liquid_water_content.ini
@@ -11,6 +11,7 @@ variable = clwc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = specific_cloud_liquid_water_content
+cds_units = kg kg^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_humidity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_humidity.ini
index bc9f3f89d..f33eee347 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_humidity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_humidity.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_rain_water_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_rain_water_content.ini
index b534c650c..6b3488724 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_rain_water_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_rain_water_content.ini
@@ -11,6 +11,7 @@ variable = crwc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = specific_rain_water_content
+cds_units = kg kg^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_snow_water_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_snow_water_content.ini
index 06620fba8..be8bc2ac4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_snow_water_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-specific_snow_water_content.ini
@@ -11,6 +11,7 @@ variable = cswc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = specific_snow_water_content
+cds_units = kg kg^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-temperature.ini
index 60f821bcf..393a193f6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-temperature.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-u_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-u_component_of_wind.ini
index 9fdd54b24..d08682ef7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-u_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-u_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-v_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-v_component_of_wind.ini
index e44816851..edb5adf8f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-v_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-v_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-vertical_velocity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-vertical_velocity.ini
index 79670dc0a..39de45318 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-vertical_velocity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-vertical_velocity.ini
@@ -11,6 +11,7 @@ variable = w
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = vertical_velocity
+cds_units = Pa s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-vorticity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-vorticity.ini
index 111ed6e34..348ad7272 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-vorticity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-pressure-levels-vorticity.ini
@@ -11,6 +11,7 @@ variable = vo
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-pressure-levels
 cds_variable = vorticity
+cds_units = s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-100m_u_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-100m_u_component_of_wind.ini
index 95f234e6b..5e2bb8f00 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-100m_u_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-100m_u_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = u100
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = 100m_u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-100m_v_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-100m_v_component_of_wind.ini
index 12027afad..dc4eb82bf 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-100m_v_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-100m_v_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = v100
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = 100m_v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_u_component_of_neutral_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_u_component_of_neutral_wind.ini
index bb7112e0d..6ac40a0a7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_u_component_of_neutral_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_u_component_of_neutral_wind.ini
@@ -11,6 +11,7 @@ variable = u10n
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = 10m_u_component_of_neutral_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_u_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_u_component_of_wind.ini
index 7808555f4..492825dba 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_u_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_u_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_v_component_of_neutral_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_v_component_of_neutral_wind.ini
index 367f18da7..6b384912f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_v_component_of_neutral_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_v_component_of_neutral_wind.ini
@@ -11,6 +11,7 @@ variable = v10n
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = 10m_v_component_of_neutral_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_v_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_v_component_of_wind.ini
index 7a7084a11..cdb112a3f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_v_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_v_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_wind_gust_since_previous_post_processing.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_wind_gust_since_previous_post_processing.ini
index 3812b34ee..e847b75b5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_wind_gust_since_previous_post_processing.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-10m_wind_gust_since_previous_post_processing.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-2m_dewpoint_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-2m_dewpoint_temperature.ini
index 677075ce2..d0c8d1602 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-2m_dewpoint_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-2m_dewpoint_temperature.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-2m_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-2m_temperature.ini
index d5de9d500..851229728 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-2m_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-2m_temperature.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-air_density_over_the_oceans.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-air_density_over_the_oceans.ini
index a4d09b4ee..2b7bbe861 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-air_density_over_the_oceans.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-air_density_over_the_oceans.ini
@@ -11,6 +11,7 @@ variable = p140209
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = air_density_over_the_oceans
+cds_units = kg m^-3
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_corrected_wave_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_corrected_wave_height.ini
index 27fdfe8fd..919bbcbf6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_corrected_wave_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_corrected_wave_height.ini
@@ -11,6 +11,7 @@ variable = acwh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = altimeter_corrected_wave_height
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_range_relative_correction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_range_relative_correction.ini
index b79e3de91..136df5067 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_range_relative_correction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_range_relative_correction.ini
@@ -11,6 +11,7 @@ variable = arrc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = altimeter_range_relative_correction
+cds_units = ~
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_wave_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_wave_height.ini
index d9b5e743d..791bcdcd9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_wave_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-altimeter_wave_height.ini
@@ -11,6 +11,7 @@ variable = awh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = altimeter_wave_height
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-angle_of_sub_gridscale_orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-angle_of_sub_gridscale_orography.ini
index df0ff952c..c733b4f8b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-angle_of_sub_gridscale_orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-angle_of_sub_gridscale_orography.ini
@@ -11,6 +11,7 @@ variable = anor
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = angle_of_sub_gridscale_orography
+cds_units = radians
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-anisotropy_of_sub_gridscale_orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-anisotropy_of_sub_gridscale_orography.ini
index b931401c5..784723ae6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-anisotropy_of_sub_gridscale_orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-anisotropy_of_sub_gridscale_orography.ini
@@ -11,6 +11,7 @@ variable = isor
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = anisotropy_of_sub_gridscale_orography
+cds_units = ~
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-benjamin_feir_index.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-benjamin_feir_index.ini
index e043d0969..dee816155 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-benjamin_feir_index.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-benjamin_feir_index.ini
@@ -11,6 +11,7 @@ variable = bfi
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = benjamin_feir_index
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-boundary_layer_dissipation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-boundary_layer_dissipation.ini
index bba123fcc..8103ec15e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-boundary_layer_dissipation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-boundary_layer_dissipation.ini
@@ -11,6 +11,7 @@ variable = bld
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = boundary_layer_dissipation
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-boundary_layer_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-boundary_layer_height.ini
index de069dbe3..c731b64cd 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-boundary_layer_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-boundary_layer_height.ini
@@ -11,6 +11,7 @@ variable = blh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = boundary_layer_height
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-charnock.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-charnock.ini
index 718eb4b02..7e6b47698 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-charnock.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-charnock.ini
@@ -11,6 +11,7 @@ variable = chnk
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = charnock
+cds_units = ~
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-clear_sky_direct_solar_radiation_at_surface.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-clear_sky_direct_solar_radiation_at_surface.ini
index 3416c8151..7940487cd 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-clear_sky_direct_solar_radiation_at_surface.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-clear_sky_direct_solar_radiation_at_surface.ini
@@ -11,6 +11,7 @@ variable = cdir
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = clear_sky_direct_solar_radiation_at_surface
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-cloud_base_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-cloud_base_height.ini
index d98abda2d..9314e97b6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-cloud_base_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-cloud_base_height.ini
@@ -11,6 +11,7 @@ variable = cbh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = cloud_base_height
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-coefficient_of_drag_with_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-coefficient_of_drag_with_waves.ini
index e5ecb301d..fa2449334 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-coefficient_of_drag_with_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-coefficient_of_drag_with_waves.ini
@@ -11,6 +11,7 @@ variable = cdww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = coefficient_of_drag_with_waves
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_available_potential_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_available_potential_energy.ini
index f3d531139..1de1f10d9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_available_potential_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_available_potential_energy.ini
@@ -11,6 +11,7 @@ variable = cape
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = convective_available_potential_energy
+cds_units = J kg^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_inhibition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_inhibition.ini
index 880dc1e97..0d0d336d8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_inhibition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_inhibition.ini
@@ -11,6 +11,7 @@ variable = cin
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = convective_inhibition
+cds_units = J kg^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_precipitation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_precipitation.ini
index 4905bf274..6036be523 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_precipitation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_precipitation.ini
@@ -11,6 +11,7 @@ variable = cp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = convective_precipitation
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_rain_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_rain_rate.ini
index d56724978..b89cc19ef 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_rain_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_rain_rate.ini
@@ -11,6 +11,7 @@ variable = crr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = convective_rain_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_snowfall.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_snowfall.ini
index d087e24b9..9a1e4ce93 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_snowfall.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_snowfall.ini
@@ -11,6 +11,7 @@ variable = csf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = convective_snowfall
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_snowfall_rate_water_equivalent.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_snowfall_rate_water_equivalent.ini
index 895d4c5b2..2db0b659c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_snowfall_rate_water_equivalent.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-convective_snowfall_rate_water_equivalent.ini
@@ -11,6 +11,7 @@ variable = csfr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = convective_snowfall_rate_water_equivalent
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-downward_uv_radiation_at_the_surface.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-downward_uv_radiation_at_the_surface.ini
index 5194b8606..0bd6b6e94 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-downward_uv_radiation_at_the_surface.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-downward_uv_radiation_at_the_surface.ini
@@ -11,6 +11,7 @@ variable = uvb
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = downward_uv_radiation_at_the_surface
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-duct_base_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-duct_base_height.ini
index 6ad225c3f..1d7a09a0e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-duct_base_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-duct_base_height.ini
@@ -11,6 +11,7 @@ variable = dctb
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = duct_base_height
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-eastward_gravity_wave_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-eastward_gravity_wave_surface_stress.ini
index e74987817..6c9692284 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-eastward_gravity_wave_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-eastward_gravity_wave_surface_stress.ini
@@ -11,6 +11,7 @@ variable = lgws
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = eastward_gravity_wave_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-eastward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-eastward_turbulent_surface_stress.ini
index 4db10c8a1..d1d9a3e23 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-eastward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-eastward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = ewss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = eastward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-evaporation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-evaporation.ini
index fd05c0d60..9ac2f78a1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-evaporation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-evaporation.ini
@@ -11,6 +11,7 @@ variable = e
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = evaporation
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_albedo.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_albedo.ini
index 1346467b1..819baaa67 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_albedo.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_albedo.ini
@@ -11,6 +11,7 @@ variable = fal
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = forecast_albedo
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_logarithm_of_surface_roughness_for_heat.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_logarithm_of_surface_roughness_for_heat.ini
index 1aa3ec595..677783a0f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_logarithm_of_surface_roughness_for_heat.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_logarithm_of_surface_roughness_for_heat.ini
@@ -11,6 +11,7 @@ variable = flsr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = forecast_logarithm_of_surface_roughness_for_heat
+cds_units = ~
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_surface_roughness.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_surface_roughness.ini
index 5d2d99648..b9d31fa27 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_surface_roughness.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-forecast_surface_roughness.ini
@@ -11,6 +11,7 @@ variable = fsr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = forecast_surface_roughness
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-free_convective_velocity_over_the_oceans.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-free_convective_velocity_over_the_oceans.ini
index d5eb0073e..ecba4cd71 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-free_convective_velocity_over_the_oceans.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-free_convective_velocity_over_the_oceans.ini
@@ -11,6 +11,7 @@ variable = p140208
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = free_convective_velocity_over_the_oceans
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-friction_velocity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-friction_velocity.ini
index 3b389afeb..2b43bdcda 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-friction_velocity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-friction_velocity.ini
@@ -11,6 +11,7 @@ variable = zust
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = friction_velocity
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-gravity_wave_dissipation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-gravity_wave_dissipation.ini
index 3848baab2..b2304b659 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-gravity_wave_dissipation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-gravity_wave_dissipation.ini
@@ -11,6 +11,7 @@ variable = gwd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = gravity_wave_dissipation
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-high_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-high_cloud_cover.ini
index 9f5de471d..f188d485e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-high_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-high_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = hcc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = high_cloud_cover
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-high_vegetation_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-high_vegetation_cover.ini
index 575920214..0859e4096 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-high_vegetation_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-high_vegetation_cover.ini
@@ -11,6 +11,7 @@ variable = cvh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = high_vegetation_cover
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_1.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_1.ini
index 0306c2818..87d105c51 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_1.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_1.ini
@@ -11,6 +11,7 @@ variable = istl1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = ice_temperature_layer_1
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_2.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_2.ini
index 30309cffc..88aa1ce3b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_2.ini
@@ -11,6 +11,7 @@ variable = istl2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = ice_temperature_layer_2
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_3.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_3.ini
index d046ca1ad..3775d7dbd 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_3.ini
@@ -11,6 +11,7 @@ variable = istl3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = ice_temperature_layer_3
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_4.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_4.ini
index a17d7b8b8..93745fa80 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_4.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ice_temperature_layer_4.ini
@@ -11,6 +11,7 @@ variable = istl4
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = ice_temperature_layer_4
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_10m_wind_gust.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_10m_wind_gust.ini
index ae39966e2..a25b578ca 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_10m_wind_gust.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_10m_wind_gust.ini
@@ -11,6 +11,7 @@ variable = i10fg
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = instantaneous_10m_wind_gust
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_eastward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_eastward_turbulent_surface_stress.ini
index e8a18c642..a0085e796 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_eastward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_eastward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = iews
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = instantaneous_eastward_turbulent_surface_stress
+cds_units = N m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_large_scale_surface_precipitation_fraction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_large_scale_surface_precipitation_fraction.ini
index aec7c831b..14f793e10 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_large_scale_surface_precipitation_fraction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_large_scale_surface_precipitation_fraction.ini
@@ -11,6 +11,7 @@ variable = ilspf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = instantaneous_large_scale_surface_precipitation_fraction
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_moisture_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_moisture_flux.ini
index 9e794f657..9d08d6f31 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_moisture_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_moisture_flux.ini
@@ -11,6 +11,7 @@ variable = ie
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = instantaneous_moisture_flux
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_northward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_northward_turbulent_surface_stress.ini
index 1cdb54046..679a910d3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_northward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_northward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = inss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = instantaneous_northward_turbulent_surface_stress
+cds_units = N m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_surface_sensible_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_surface_sensible_heat_flux.ini
index 83b8d778c..cd5e6a092 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_surface_sensible_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-instantaneous_surface_sensible_heat_flux.ini
@@ -11,6 +11,7 @@ variable = ishf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = instantaneous_surface_sensible_heat_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-k_index.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-k_index.ini
index 2660f33d5..a4c7bd54c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-k_index.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-k_index.ini
@@ -11,6 +11,7 @@ variable = kx
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = k_index
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_bottom_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_bottom_temperature.ini
index 870cebc74..a6842606f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_bottom_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_bottom_temperature.ini
@@ -11,6 +11,7 @@ variable = lblt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = lake_bottom_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_cover.ini
index ce06b7d16..d7cd6be1f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_cover.ini
@@ -11,6 +11,7 @@ variable = cl
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = lake_cover
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_depth.ini
index 693ea1ff7..efee3f14b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_depth.ini
@@ -11,6 +11,7 @@ variable = dl
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = lake_depth
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_ice_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_ice_depth.ini
index 871417b65..42458e2f9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_ice_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_ice_depth.ini
@@ -11,6 +11,7 @@ variable = licd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = lake_ice_depth
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_ice_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_ice_temperature.ini
index c2c986155..f7fa78e70 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_ice_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_ice_temperature.ini
@@ -11,6 +11,7 @@ variable = lict
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = lake_ice_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_mix_layer_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_mix_layer_depth.ini
index 6613470cf..ab2d8ba49 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_mix_layer_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_mix_layer_depth.ini
@@ -11,6 +11,7 @@ variable = lmld
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = lake_mix_layer_depth
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_mix_layer_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_mix_layer_temperature.ini
index 0be8dc03b..b548d2324 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_mix_layer_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_mix_layer_temperature.ini
@@ -11,6 +11,7 @@ variable = lmlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = lake_mix_layer_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_shape_factor.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_shape_factor.ini
index 2b38480cf..8f9c8621d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_shape_factor.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_shape_factor.ini
@@ -11,6 +11,7 @@ variable = lshf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = lake_shape_factor
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_total_layer_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_total_layer_temperature.ini
index 52915add7..ef0a7bb28 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_total_layer_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-lake_total_layer_temperature.ini
@@ -11,6 +11,7 @@ variable = ltlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = lake_total_layer_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_precipitation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_precipitation.ini
index 1826bffa5..d5febd550 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_precipitation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_precipitation.ini
@@ -11,6 +11,7 @@ variable = lsp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = large_scale_precipitation
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_precipitation_fraction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_precipitation_fraction.ini
index 09b98082f..c54e1d242 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_precipitation_fraction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_precipitation_fraction.ini
@@ -11,6 +11,7 @@ variable = lspf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = large_scale_precipitation_fraction
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_rain_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_rain_rate.ini
index d212fbd32..5f6934638 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_rain_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_rain_rate.ini
@@ -11,6 +11,7 @@ variable = lsrr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = large_scale_rain_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_snowfall.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_snowfall.ini
index 94d38db4b..b4d89f62d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_snowfall.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_snowfall.ini
@@ -11,6 +11,7 @@ variable = lsf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = large_scale_snowfall
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_snowfall_rate_water_equivalent.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_snowfall_rate_water_equivalent.ini
index c2e471a6f..30055d405 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_snowfall_rate_water_equivalent.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-large_scale_snowfall_rate_water_equivalent.ini
@@ -11,6 +11,7 @@ variable = lssfr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = large_scale_snowfall_rate_water_equivalent
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-leaf_area_index_high_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-leaf_area_index_high_vegetation.ini
index 81fbda5ab..c7fa60219 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-leaf_area_index_high_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-leaf_area_index_high_vegetation.ini
@@ -11,6 +11,7 @@ variable = lai_hv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = leaf_area_index_high_vegetation
+cds_units = m^2 m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-leaf_area_index_low_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-leaf_area_index_low_vegetation.ini
index e032ced33..fa6667d42 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-leaf_area_index_low_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-leaf_area_index_low_vegetation.ini
@@ -11,6 +11,7 @@ variable = lai_lv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = leaf_area_index_low_vegetation
+cds_units = m^2 m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-low_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-low_cloud_cover.ini
index 8b9a34d19..12121a545 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-low_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-low_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = lcc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = low_cloud_cover
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-low_vegetation_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-low_vegetation_cover.ini
index d20dc0f40..f00e98e29 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-low_vegetation_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-low_vegetation_cover.ini
@@ -11,6 +11,7 @@ variable = cvl
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = low_vegetation_cover
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_2m_temperature_since_previous_post_processing.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_2m_temperature_since_previous_post_processing.ini
index 172212fac..abdd8e32c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_2m_temperature_since_previous_post_processing.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_2m_temperature_since_previous_post_processing.ini
@@ -11,6 +11,7 @@ variable = mx2t
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = maximum_2m_temperature_since_previous_post_processing
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_individual_wave_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_individual_wave_height.ini
index 06783ae69..6da5e7419 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_individual_wave_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_individual_wave_height.ini
@@ -11,6 +11,7 @@ variable = hmax
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = maximum_individual_wave_height
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_total_precipitation_rate_since_previous_post_processing.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_total_precipitation_rate_since_previous_post_processing.ini
index d96b97d08..dc7fb2f3a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_total_precipitation_rate_since_previous_post_processing.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-maximum_total_precipitation_rate_since_previous_post_processing.ini
@@ -11,6 +11,7 @@ variable = mxtpr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = maximum_total_precipitation_rate_since_previous_post_processing
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_boundary_layer_dissipation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_boundary_layer_dissipation.ini
index 49900f8e3..7c386bb1b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_boundary_layer_dissipation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_boundary_layer_dissipation.ini
@@ -11,6 +11,7 @@ variable = mbld
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_boundary_layer_dissipation
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_convective_precipitation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_convective_precipitation_rate.ini
index b255b9878..ce105616c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_convective_precipitation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_convective_precipitation_rate.ini
@@ -11,6 +11,7 @@ variable = mcpr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_convective_precipitation_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_convective_snowfall_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_convective_snowfall_rate.ini
index 1b51a090f..6a3a6fa0d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_convective_snowfall_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_convective_snowfall_rate.ini
@@ -11,6 +11,7 @@ variable = mcsr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_convective_snowfall_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_direction_of_total_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_direction_of_total_swell.ini
index b8c58657e..e83a7dd53 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_direction_of_total_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_direction_of_total_swell.ini
@@ -11,6 +11,7 @@ variable = mdts
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_direction_of_total_swell
+cds_units = degrees
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_direction_of_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_direction_of_wind_waves.ini
index 9b1deb0da..99ee2462c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_direction_of_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_direction_of_wind_waves.ini
@@ -11,6 +11,7 @@ variable = mdww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_direction_of_wind_waves
+cds_units = degrees
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_eastward_gravity_wave_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_eastward_gravity_wave_surface_stress.ini
index 62c00d6df..849ca1f53 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_eastward_gravity_wave_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_eastward_gravity_wave_surface_stress.ini
@@ -11,6 +11,7 @@ variable = megwss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_eastward_gravity_wave_surface_stress
+cds_units = N m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_eastward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_eastward_turbulent_surface_stress.ini
index 2fe2d4065..b76723d28 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_eastward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_eastward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = metss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_eastward_turbulent_surface_stress
+cds_units = N m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_evaporation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_evaporation_rate.ini
index 4b90781c7..7541fa14e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_evaporation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_evaporation_rate.ini
@@ -11,6 +11,7 @@ variable = mer
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_evaporation_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_gravity_wave_dissipation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_gravity_wave_dissipation.ini
index 39583c50d..2695b341c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_gravity_wave_dissipation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_gravity_wave_dissipation.ini
@@ -11,6 +11,7 @@ variable = mgwd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_gravity_wave_dissipation
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_precipitation_fraction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_precipitation_fraction.ini
index 8f55632ef..4db260d14 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_precipitation_fraction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_precipitation_fraction.ini
@@ -11,6 +11,7 @@ variable = mlspf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_large_scale_precipitation_fraction
+cds_units = Proportion
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_precipitation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_precipitation_rate.ini
index fa395f2eb..0c80e53f7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_precipitation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_precipitation_rate.ini
@@ -11,6 +11,7 @@ variable = mlspr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_large_scale_precipitation_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_snowfall_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_snowfall_rate.ini
index 2cab6fe2c..44181b834 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_snowfall_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_large_scale_snowfall_rate.ini
@@ -11,6 +11,7 @@ variable = mlssr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_large_scale_snowfall_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_northward_gravity_wave_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_northward_gravity_wave_surface_stress.ini
index 8d3b0f424..b67870863 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_northward_gravity_wave_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_northward_gravity_wave_surface_stress.ini
@@ -11,6 +11,7 @@ variable = mngwss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_northward_gravity_wave_surface_stress
+cds_units = N m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_northward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_northward_turbulent_surface_stress.ini
index 1ded0cbe8..8c82849f3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_northward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_northward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = mntss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_northward_turbulent_surface_stress
+cds_units = N m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_period_of_total_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_period_of_total_swell.ini
index d25537fbe..962276e6b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_period_of_total_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_period_of_total_swell.ini
@@ -11,6 +11,7 @@ variable = mpts
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_period_of_total_swell
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_period_of_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_period_of_wind_waves.ini
index a3a60faf3..4dc01ce66 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_period_of_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_period_of_wind_waves.ini
@@ -11,6 +11,7 @@ variable = mpww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_period_of_wind_waves
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_potential_evaporation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_potential_evaporation_rate.ini
index f061decca..f2cc78bec 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_potential_evaporation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_potential_evaporation_rate.ini
@@ -11,6 +11,7 @@ variable = mper
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_potential_evaporation_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_runoff_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_runoff_rate.ini
index 421ba3dce..83ef61bea 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_runoff_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_runoff_rate.ini
@@ -11,6 +11,7 @@ variable = mror
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_runoff_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_sea_level_pressure.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_sea_level_pressure.ini
index aabfde25f..638dbb7bb 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_sea_level_pressure.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_sea_level_pressure.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snow_evaporation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snow_evaporation_rate.ini
index 1aa53b3e3..9c726bfc3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snow_evaporation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snow_evaporation_rate.ini
@@ -11,6 +11,7 @@ variable = mser
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_snow_evaporation_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snowfall_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snowfall_rate.ini
index cc44b5bd5..f188c7d98 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snowfall_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snowfall_rate.ini
@@ -11,6 +11,7 @@ variable = msr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_snowfall_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snowmelt_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snowmelt_rate.ini
index c12a5e02a..aedd12b7a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snowmelt_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_snowmelt_rate.ini
@@ -11,6 +11,7 @@ variable = msmr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_snowmelt_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_square_slope_of_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_square_slope_of_waves.ini
index ee89ac281..cc6bdf2d6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_square_slope_of_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_square_slope_of_waves.ini
@@ -11,6 +11,7 @@ variable = msqs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_square_slope_of_waves
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_sub_surface_runoff_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_sub_surface_runoff_rate.ini
index 870c28a43..d94ffd182 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_sub_surface_runoff_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_sub_surface_runoff_rate.ini
@@ -11,6 +11,7 @@ variable = mssror
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_sub_surface_runoff_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_direct_short_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_direct_short_wave_radiation_flux.ini
index 3c5780825..ddde346f1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_direct_short_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_direct_short_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msdrswrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_direct_short_wave_radiation_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_direct_short_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_direct_short_wave_radiation_flux_clear_sky.ini
index 0852cbcf3..d0b77ab15 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_direct_short_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_direct_short_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = msdrswrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_direct_short_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_long_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_long_wave_radiation_flux.ini
index 0b56b868c..a7e7c7e4a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_long_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_long_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msdwlwrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_downward_long_wave_radiation_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_long_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_long_wave_radiation_flux_clear_sky.ini
index 8d1410487..487064349 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_long_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_long_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = msdwlwrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_downward_long_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_short_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_short_wave_radiation_flux.ini
index f85463f91..e97bf839b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_short_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_short_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msdwswrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_downward_short_wave_radiation_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_short_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_short_wave_radiation_flux_clear_sky.ini
index 210f85e3c..2693c6762 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_short_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_short_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = msdwswrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_downward_short_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_uv_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_uv_radiation_flux.ini
index 3e8b0db46..aca5ea8d0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_uv_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_downward_uv_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msdwuvrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_downward_uv_radiation_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_latent_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_latent_heat_flux.ini
index 5919b159c..fecb39ad1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_latent_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_latent_heat_flux.ini
@@ -11,6 +11,7 @@ variable = mslhf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_latent_heat_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_long_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_long_wave_radiation_flux.ini
index dc0510c56..ce3a4cead 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_long_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_long_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msnlwrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_net_long_wave_radiation_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_long_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_long_wave_radiation_flux_clear_sky.ini
index d27bfcde8..64d5c1caf 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_long_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_long_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = msnlwrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_net_long_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_short_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_short_wave_radiation_flux.ini
index 1d4f9d09b..30566eeba 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_short_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_short_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msnswrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_net_short_wave_radiation_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_short_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_short_wave_radiation_flux_clear_sky.ini
index 86a745fa9..9ef7ee9eb 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_short_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_net_short_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = msnswrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_net_short_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_runoff_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_runoff_rate.ini
index d893afe10..a44704aa4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_runoff_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_runoff_rate.ini
@@ -11,6 +11,7 @@ variable = msror
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_runoff_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_sensible_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_sensible_heat_flux.ini
index 8a5a75f83..cb6dd2c6f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_sensible_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_surface_sensible_heat_flux.ini
@@ -11,6 +11,7 @@ variable = msshf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_surface_sensible_heat_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_downward_short_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_downward_short_wave_radiation_flux.ini
index ee40150f1..48e013d6f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_downward_short_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_downward_short_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = mtdwswrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_top_downward_short_wave_radiation_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_long_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_long_wave_radiation_flux.ini
index fd40416cb..30a9ffb83 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_long_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_long_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = mtnlwrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_top_net_long_wave_radiation_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_long_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_long_wave_radiation_flux_clear_sky.ini
index 2da1cf479..f38a34f2b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_long_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_long_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = mtnlwrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_top_net_long_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_short_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_short_wave_radiation_flux.ini
index 7511084d8..c7c6207fe 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_short_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_short_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = mtnswrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_top_net_short_wave_radiation_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_short_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_short_wave_radiation_flux_clear_sky.ini
index 55deebd3e..3212aa83c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_short_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_top_net_short_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = mtnswrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_top_net_short_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_total_precipitation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_total_precipitation_rate.ini
index 9eb2091af..ad2c75978 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_total_precipitation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_total_precipitation_rate.ini
@@ -11,6 +11,7 @@ variable = mtpr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_total_precipitation_rate
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_vertical_gradient_of_refractivity_inside_trapping_layer.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_vertical_gradient_of_refractivity_inside_trapping_layer.ini
index 4f726522e..baa7a59c7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_vertical_gradient_of_refractivity_inside_trapping_layer.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_vertical_gradient_of_refractivity_inside_trapping_layer.ini
@@ -11,6 +11,7 @@ variable = dndza
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_vertical_gradient_of_refractivity_inside_trapping_layer
+cds_units = m^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_vertically_integrated_moisture_divergence.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_vertically_integrated_moisture_divergence.ini
index 37af2bb89..02ff9df73 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_vertically_integrated_moisture_divergence.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_vertically_integrated_moisture_divergence.ini
@@ -11,6 +11,7 @@ variable = mvimd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_vertically_integrated_moisture_divergence
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction.ini
index cfc090ea5..b0c009673 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction.ini
@@ -11,6 +11,7 @@ variable = mwd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_direction
+cds_units = degree true
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_first_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_first_swell_partition.ini
index 17c5f5426..d3946bcf8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_first_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_first_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140122
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_direction_of_first_swell_partition
+cds_units = degrees
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_second_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_second_swell_partition.ini
index 0c2c29121..a6acc0905 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_second_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_second_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140125
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_direction_of_second_swell_partition
+cds_units = degrees
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_third_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_third_swell_partition.ini
index 0ee49ebcb..6f4f939c4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_third_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_direction_of_third_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140128
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_direction_of_third_swell_partition
+cds_units = degrees
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period.ini
index 089f874e7..70d4f3dc5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period.ini
@@ -11,6 +11,7 @@ variable = mwp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_period
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment.ini
index 81d4c46e2..942c4cf9a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment.ini
@@ -11,6 +11,7 @@ variable = mp1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_period_based_on_first_moment
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment_for_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment_for_swell.ini
index a8f68548a..15c65a385 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment_for_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment_for_swell.ini
@@ -11,6 +11,7 @@ variable = p1ps
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_period_based_on_first_moment_for_swell
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment_for_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment_for_wind_waves.ini
index bde02e9d5..e4ac70ffa 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment_for_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_first_moment_for_wind_waves.ini
@@ -11,6 +11,7 @@ variable = p1ww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_period_based_on_first_moment_for_wind_waves
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_second_moment_for_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_second_moment_for_swell.ini
index 02f9de2fc..8c128d5d3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_second_moment_for_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_second_moment_for_swell.ini
@@ -11,6 +11,7 @@ variable = p2ps
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_period_based_on_second_moment_for_swell
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_second_moment_for_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_second_moment_for_wind_waves.ini
index 56273bb73..8c4904bcd 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_second_moment_for_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_based_on_second_moment_for_wind_waves.ini
@@ -11,6 +11,7 @@ variable = p2ww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_period_based_on_second_moment_for_wind_waves
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_first_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_first_swell_partition.ini
index 53783b1c6..7a38963c2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_first_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_first_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140123
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_period_of_first_swell_partition
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_second_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_second_swell_partition.ini
index 35f07eb6d..fc273fd85 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_second_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_second_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140126
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_period_of_second_swell_partition
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_third_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_third_swell_partition.ini
index 6341a2b47..06a06dde6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_third_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_wave_period_of_third_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140129
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_wave_period_of_third_swell_partition
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_zero_crossing_wave_period.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_zero_crossing_wave_period.ini
index 5ce5b6b29..49b8b8f4a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_zero_crossing_wave_period.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-mean_zero_crossing_wave_period.ini
@@ -11,6 +11,7 @@ variable = mp2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = mean_zero_crossing_wave_period
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-medium_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-medium_cloud_cover.ini
index baf3df6ca..e06d58086 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-medium_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-medium_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = mcc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = medium_cloud_cover
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_2m_temperature_since_previous_post_processing.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_2m_temperature_since_previous_post_processing.ini
index 4ed65e94b..43da42d05 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_2m_temperature_since_previous_post_processing.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_2m_temperature_since_previous_post_processing.ini
@@ -11,6 +11,7 @@ variable = mn2t
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = minimum_2m_temperature_since_previous_post_processing
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_total_precipitation_rate_since_previous_post_processing.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_total_precipitation_rate_since_previous_post_processing.ini
index 8af522707..aa14c6e93 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_total_precipitation_rate_since_previous_post_processing.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_total_precipitation_rate_since_previous_post_processing.ini
@@ -11,6 +11,7 @@ variable = mntpr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = minimum_total_precipitation_rate_since_previous_post_processing
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_vertical_gradient_of_refractivity_inside_trapping_layer.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_vertical_gradient_of_refractivity_inside_trapping_layer.ini
index a66ed9910..560794ebf 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_vertical_gradient_of_refractivity_inside_trapping_layer.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-minimum_vertical_gradient_of_refractivity_inside_trapping_layer.ini
@@ -11,6 +11,7 @@ variable = dndzn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = minimum_vertical_gradient_of_refractivity_inside_trapping_layer
+cds_units = m^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-model_bathymetry.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-model_bathymetry.ini
index 88ac273c8..cccda02de 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-model_bathymetry.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-model_bathymetry.ini
@@ -11,6 +11,7 @@ variable = wmb
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = model_bathymetry
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-100m_u_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-100m_u_component_of_wind.ini
index 5ee40b0fe..d9457d0e1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-100m_u_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-100m_u_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = u100
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = 100m_u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-100m_v_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-100m_v_component_of_wind.ini
index a878bd343..dc3cd543f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-100m_v_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-100m_v_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = v100
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = 100m_v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_u_component_of_neutral_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_u_component_of_neutral_wind.ini
index 5947277b4..1d19fb633 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_u_component_of_neutral_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_u_component_of_neutral_wind.ini
@@ -11,6 +11,7 @@ variable = u10n
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = 10m_u_component_of_neutral_wind
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_u_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_u_component_of_wind.ini
index 065fbf2af..8b8d42a35 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_u_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_u_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_v_component_of_neutral_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_v_component_of_neutral_wind.ini
index 719e740f2..60d5b539c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_v_component_of_neutral_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_v_component_of_neutral_wind.ini
@@ -11,6 +11,7 @@ variable = v10n
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = 10m_v_component_of_neutral_wind
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_v_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_v_component_of_wind.ini
index d577c4968..6eba2a12d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_v_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_v_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_wind_speed.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_wind_speed.ini
index cc3673069..2fac8b59d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_wind_speed.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-10m_wind_speed.ini
@@ -11,6 +11,7 @@ variable = si10
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = 10m_wind_speed
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-2m_dewpoint_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-2m_dewpoint_temperature.ini
index ff725bd85..4432cf4b0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-2m_dewpoint_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-2m_dewpoint_temperature.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-2m_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-2m_temperature.ini
index b0cf82d58..3418cc08f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-2m_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-2m_temperature.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = 2m_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-air_density_over_the_oceans.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-air_density_over_the_oceans.ini
index 93c00c874..4a2bb996c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-air_density_over_the_oceans.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-air_density_over_the_oceans.ini
@@ -11,6 +11,7 @@ variable = p140209
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = air_density_over_the_oceans
+cds_units = kg m^-3
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-angle_of_sub_gridscale_orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-angle_of_sub_gridscale_orography.ini
index ee2b0da5e..2196f0bc2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-angle_of_sub_gridscale_orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-angle_of_sub_gridscale_orography.ini
@@ -11,6 +11,7 @@ variable = anor
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = angle_of_sub_gridscale_orography
+cds_units = radians
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-anisotropy_of_sub_gridscale_orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-anisotropy_of_sub_gridscale_orography.ini
index 49f749df2..a6b16b043 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-anisotropy_of_sub_gridscale_orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-anisotropy_of_sub_gridscale_orography.ini
@@ -11,6 +11,7 @@ variable = isor
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = anisotropy_of_sub_gridscale_orography
+cds_units = ~
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-benjamin_feir_index.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-benjamin_feir_index.ini
index e884cbf20..9c97e953a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-benjamin_feir_index.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-benjamin_feir_index.ini
@@ -11,6 +11,7 @@ variable = bfi
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = benjamin_feir_index
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-boundary_layer_dissipation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-boundary_layer_dissipation.ini
index 11f50d28b..baa6dfa9b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-boundary_layer_dissipation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-boundary_layer_dissipation.ini
@@ -11,6 +11,7 @@ variable = bld
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = boundary_layer_dissipation
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-boundary_layer_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-boundary_layer_height.ini
index 7812d80c1..9b99f3349 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-boundary_layer_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-boundary_layer_height.ini
@@ -11,6 +11,7 @@ variable = blh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = boundary_layer_height
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-charnock.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-charnock.ini
index d6f2df80d..6d55af3f8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-charnock.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-charnock.ini
@@ -11,6 +11,7 @@ variable = chnk
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = charnock
+cds_units = ~
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-clear_sky_direct_solar_radiation_at_surface.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-clear_sky_direct_solar_radiation_at_surface.ini
index 785e26753..f351c987b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-clear_sky_direct_solar_radiation_at_surface.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-clear_sky_direct_solar_radiation_at_surface.ini
@@ -11,6 +11,7 @@ variable = cdir
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = clear_sky_direct_solar_radiation_at_surface
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-cloud_base_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-cloud_base_height.ini
index 3feca2162..e2b05b304 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-cloud_base_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-cloud_base_height.ini
@@ -11,6 +11,7 @@ variable = cbh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = cloud_base_height
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-coefficient_of_drag_with_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-coefficient_of_drag_with_waves.ini
index 012169228..130ea5ba2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-coefficient_of_drag_with_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-coefficient_of_drag_with_waves.ini
@@ -11,6 +11,7 @@ variable = cdww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = coefficient_of_drag_with_waves
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_available_potential_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_available_potential_energy.ini
index 9895ac8bd..53602ec1f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_available_potential_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_available_potential_energy.ini
@@ -11,6 +11,7 @@ variable = cape
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = convective_available_potential_energy
+cds_units = J kg^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_inhibition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_inhibition.ini
index 749dead78..6142b79d3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_inhibition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_inhibition.ini
@@ -11,6 +11,7 @@ variable = cin
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = convective_inhibition
+cds_units = J kg^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_precipitation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_precipitation.ini
index 562b3126c..6176f434e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_precipitation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_precipitation.ini
@@ -11,6 +11,7 @@ variable = cp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = convective_precipitation
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_rain_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_rain_rate.ini
index 80e898eec..808f29165 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_rain_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_rain_rate.ini
@@ -11,6 +11,7 @@ variable = crr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = convective_rain_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_snowfall.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_snowfall.ini
index a2b752cfb..8a2a41294 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_snowfall.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_snowfall.ini
@@ -11,6 +11,7 @@ variable = csf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = convective_snowfall
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_snowfall_rate_water_equivalent.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_snowfall_rate_water_equivalent.ini
index 62b000481..61ded0278 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_snowfall_rate_water_equivalent.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-convective_snowfall_rate_water_equivalent.ini
@@ -11,6 +11,7 @@ variable = csfr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = convective_snowfall_rate_water_equivalent
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-downward_uv_radiation_at_the_surface.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-downward_uv_radiation_at_the_surface.ini
index 182725b7a..bbab480c3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-downward_uv_radiation_at_the_surface.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-downward_uv_radiation_at_the_surface.ini
@@ -11,6 +11,7 @@ variable = uvb
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = downward_uv_radiation_at_the_surface
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-duct_base_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-duct_base_height.ini
index d35b101bd..8b59632e3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-duct_base_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-duct_base_height.ini
@@ -11,6 +11,7 @@ variable = dctb
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = duct_base_height
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-eastward_gravity_wave_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-eastward_gravity_wave_surface_stress.ini
index 34ba3a8e4..1e4cfc974 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-eastward_gravity_wave_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-eastward_gravity_wave_surface_stress.ini
@@ -11,6 +11,7 @@ variable = lgws
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = eastward_gravity_wave_surface_stress
+cds_units = N m^-2 s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-eastward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-eastward_turbulent_surface_stress.ini
index b51812d35..b020c68e0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-eastward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-eastward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = ewss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = eastward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-evaporation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-evaporation.ini
index f6f6f9e22..269d6963b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-evaporation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-evaporation.ini
@@ -11,6 +11,7 @@ variable = e
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = evaporation
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_albedo.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_albedo.ini
index 91fbd7d78..afa50e262 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_albedo.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_albedo.ini
@@ -11,6 +11,7 @@ variable = fal
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = forecast_albedo
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_logarithm_of_surface_roughness_for_heat.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_logarithm_of_surface_roughness_for_heat.ini
index 3d3bedca0..46800a542 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_logarithm_of_surface_roughness_for_heat.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_logarithm_of_surface_roughness_for_heat.ini
@@ -11,6 +11,7 @@ variable = flsr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = forecast_logarithm_of_surface_roughness_for_heat
+cds_units = ~
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_surface_roughness.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_surface_roughness.ini
index 0a35f367a..3ae790603 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_surface_roughness.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-forecast_surface_roughness.ini
@@ -11,6 +11,7 @@ variable = fsr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = forecast_surface_roughness
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-free_convective_velocity_over_the_oceans.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-free_convective_velocity_over_the_oceans.ini
index e61c91a8d..ade061617 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-free_convective_velocity_over_the_oceans.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-free_convective_velocity_over_the_oceans.ini
@@ -11,6 +11,7 @@ variable = p140208
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = free_convective_velocity_over_the_oceans
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-friction_velocity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-friction_velocity.ini
index 773f95ee8..329ac6441 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-friction_velocity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-friction_velocity.ini
@@ -11,6 +11,7 @@ variable = zust
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = friction_velocity
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-gravity_wave_dissipation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-gravity_wave_dissipation.ini
index 376f02bd8..1f881a06f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-gravity_wave_dissipation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-gravity_wave_dissipation.ini
@@ -11,6 +11,7 @@ variable = gwd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = gravity_wave_dissipation
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-high_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-high_cloud_cover.ini
index da472afcb..e33d3e41d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-high_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-high_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = hcc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = high_cloud_cover
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-high_vegetation_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-high_vegetation_cover.ini
index e55d49159..73f0888be 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-high_vegetation_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-high_vegetation_cover.ini
@@ -11,6 +11,7 @@ variable = cvh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = high_vegetation_cover
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_1.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_1.ini
index 97db90377..55d8f085f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_1.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_1.ini
@@ -11,6 +11,7 @@ variable = istl1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = ice_temperature_layer_1
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_2.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_2.ini
index 81cb71472..603269d2e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_2.ini
@@ -11,6 +11,7 @@ variable = istl2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = ice_temperature_layer_2
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_3.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_3.ini
index 17dfb6572..8376e1592 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_3.ini
@@ -11,6 +11,7 @@ variable = istl3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = ice_temperature_layer_3
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_4.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_4.ini
index 96f5cb285..f4460db23 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_4.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ice_temperature_layer_4.ini
@@ -11,6 +11,7 @@ variable = istl4
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = ice_temperature_layer_4
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_10m_wind_gust.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_10m_wind_gust.ini
index e6a271ce8..100ebdb0d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_10m_wind_gust.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_10m_wind_gust.ini
@@ -11,6 +11,7 @@ variable = i10fg
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = instantaneous_10m_wind_gust
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_eastward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_eastward_turbulent_surface_stress.ini
index 1c9d6429b..be3ad8ae2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_eastward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_eastward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = iews
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = instantaneous_eastward_turbulent_surface_stress
+cds_units = N m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_large_scale_surface_precipitation_fraction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_large_scale_surface_precipitation_fraction.ini
index 5675f0451..6e452577e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_large_scale_surface_precipitation_fraction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_large_scale_surface_precipitation_fraction.ini
@@ -11,6 +11,7 @@ variable = ilspf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = instantaneous_large_scale_surface_precipitation_fraction
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_moisture_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_moisture_flux.ini
index 584a6d92c..588ac65ad 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_moisture_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_moisture_flux.ini
@@ -11,6 +11,7 @@ variable = ie
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = instantaneous_moisture_flux
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_northward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_northward_turbulent_surface_stress.ini
index 169d1ff6d..a560401a4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_northward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_northward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = inss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = instantaneous_northward_turbulent_surface_stress
+cds_units = N m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_surface_sensible_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_surface_sensible_heat_flux.ini
index f9afa5462..0e4049172 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_surface_sensible_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-instantaneous_surface_sensible_heat_flux.ini
@@ -11,6 +11,7 @@ variable = ishf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = instantaneous_surface_sensible_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-k_index.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-k_index.ini
index 358607fef..ca502cfa0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-k_index.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-k_index.ini
@@ -11,6 +11,7 @@ variable = kx
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = k_index
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_bottom_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_bottom_temperature.ini
index b53e2f838..6ba0d5736 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_bottom_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_bottom_temperature.ini
@@ -11,6 +11,7 @@ variable = lblt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = lake_bottom_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_cover.ini
index 82e7a5553..7406a3212 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_cover.ini
@@ -11,6 +11,7 @@ variable = cl
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = lake_cover
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_depth.ini
index c2e1c2372..a747638c5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_depth.ini
@@ -11,6 +11,7 @@ variable = dl
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = lake_depth
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_ice_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_ice_depth.ini
index c94b57dcf..1dd4e398c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_ice_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_ice_depth.ini
@@ -11,6 +11,7 @@ variable = licd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = lake_ice_depth
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_ice_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_ice_temperature.ini
index eb71afd2d..58895b322 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_ice_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_ice_temperature.ini
@@ -11,6 +11,7 @@ variable = lict
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = lake_ice_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_mix_layer_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_mix_layer_depth.ini
index 2c1449225..5c0dcc67b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_mix_layer_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_mix_layer_depth.ini
@@ -11,6 +11,7 @@ variable = lmld
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = lake_mix_layer_depth
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_mix_layer_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_mix_layer_temperature.ini
index 32ab49f88..a3d211870 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_mix_layer_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_mix_layer_temperature.ini
@@ -11,6 +11,7 @@ variable = lmlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = lake_mix_layer_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_shape_factor.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_shape_factor.ini
index 88cfd4bcd..02f17b3e6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_shape_factor.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_shape_factor.ini
@@ -11,6 +11,7 @@ variable = lshf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = lake_shape_factor
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_total_layer_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_total_layer_temperature.ini
index 627febe6c..f47567d23 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_total_layer_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-lake_total_layer_temperature.ini
@@ -11,6 +11,7 @@ variable = ltlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = lake_total_layer_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_precipitation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_precipitation.ini
index 75a0823f1..e2a1f3e9a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_precipitation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_precipitation.ini
@@ -11,6 +11,7 @@ variable = lsp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = large_scale_precipitation
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_precipitation_fraction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_precipitation_fraction.ini
index a8ef6d3a7..29ee183f2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_precipitation_fraction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_precipitation_fraction.ini
@@ -11,6 +11,7 @@ variable = lspf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = large_scale_precipitation_fraction
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_rain_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_rain_rate.ini
index 96e4e0794..0d65664f7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_rain_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_rain_rate.ini
@@ -11,6 +11,7 @@ variable = lsrr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = large_scale_rain_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_snowfall.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_snowfall.ini
index 7177c111d..b7669d28b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_snowfall.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_snowfall.ini
@@ -11,6 +11,7 @@ variable = lsf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = large_scale_snowfall
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_snowfall_rate_water_equivalent.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_snowfall_rate_water_equivalent.ini
index 804321729..c70219828 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_snowfall_rate_water_equivalent.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-large_scale_snowfall_rate_water_equivalent.ini
@@ -11,6 +11,7 @@ variable = lssfr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = large_scale_snowfall_rate_water_equivalent
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-leaf_area_index_high_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-leaf_area_index_high_vegetation.ini
index 3951ce33d..d51e9df01 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-leaf_area_index_high_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-leaf_area_index_high_vegetation.ini
@@ -11,6 +11,7 @@ variable = lai_hv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = leaf_area_index_high_vegetation
+cds_units = m^2 m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-leaf_area_index_low_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-leaf_area_index_low_vegetation.ini
index 1dff8710a..f00106f5f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-leaf_area_index_low_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-leaf_area_index_low_vegetation.ini
@@ -11,6 +11,7 @@ variable = lai_lv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = leaf_area_index_low_vegetation
+cds_units = m^2 m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-low_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-low_cloud_cover.ini
index 2c328a1d7..7f28b7b75 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-low_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-low_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = lcc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = low_cloud_cover
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-low_vegetation_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-low_vegetation_cover.ini
index 5aa25a8ec..d43b73f0d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-low_vegetation_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-low_vegetation_cover.ini
@@ -11,6 +11,7 @@ variable = cvl
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = low_vegetation_cover
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-magnitude_of_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-magnitude_of_turbulent_surface_stress.ini
index a03940ebf..19707fd8f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-magnitude_of_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-magnitude_of_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = magss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = magnitude_of_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-maximum_individual_wave_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-maximum_individual_wave_height.ini
index 474553a7a..77ea879e2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-maximum_individual_wave_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-maximum_individual_wave_height.ini
@@ -11,6 +11,7 @@ variable = hmax
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = maximum_individual_wave_height
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_boundary_layer_dissipation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_boundary_layer_dissipation.ini
index 8f18ae34e..3c707096c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_boundary_layer_dissipation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_boundary_layer_dissipation.ini
@@ -11,6 +11,7 @@ variable = mbld
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_boundary_layer_dissipation
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_convective_precipitation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_convective_precipitation_rate.ini
index 98e0e407a..c4d879faa 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_convective_precipitation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_convective_precipitation_rate.ini
@@ -11,6 +11,7 @@ variable = mcpr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_convective_precipitation_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_convective_snowfall_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_convective_snowfall_rate.ini
index e91fd2c38..6a2fcdd66 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_convective_snowfall_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_convective_snowfall_rate.ini
@@ -11,6 +11,7 @@ variable = mcsr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_convective_snowfall_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_direction_of_total_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_direction_of_total_swell.ini
index 25478351e..241bc81de 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_direction_of_total_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_direction_of_total_swell.ini
@@ -11,6 +11,7 @@ variable = mdts
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_direction_of_total_swell
+cds_units = degrees
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_direction_of_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_direction_of_wind_waves.ini
index 36ba78769..fe571319d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_direction_of_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_direction_of_wind_waves.ini
@@ -11,6 +11,7 @@ variable = mdww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_direction_of_wind_waves
+cds_units = degrees
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_eastward_gravity_wave_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_eastward_gravity_wave_surface_stress.ini
index 2e1b28f23..496c212d5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_eastward_gravity_wave_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_eastward_gravity_wave_surface_stress.ini
@@ -11,6 +11,7 @@ variable = megwss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_eastward_gravity_wave_surface_stress
+cds_units = N m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_eastward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_eastward_turbulent_surface_stress.ini
index c818d77b4..6514c71a6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_eastward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_eastward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = metss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_eastward_turbulent_surface_stress
+cds_units = N m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_evaporation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_evaporation_rate.ini
index b0972e41e..c41ff1a07 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_evaporation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_evaporation_rate.ini
@@ -11,6 +11,7 @@ variable = mer
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_evaporation_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_gravity_wave_dissipation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_gravity_wave_dissipation.ini
index c324e4491..f10beaab4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_gravity_wave_dissipation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_gravity_wave_dissipation.ini
@@ -11,6 +11,7 @@ variable = mgwd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_gravity_wave_dissipation
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_precipitation_fraction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_precipitation_fraction.ini
index be49eac5c..4f227187a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_precipitation_fraction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_precipitation_fraction.ini
@@ -11,6 +11,7 @@ variable = mlspf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_large_scale_precipitation_fraction
+cds_units = Proportion
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_precipitation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_precipitation_rate.ini
index adad5b664..867bf2910 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_precipitation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_precipitation_rate.ini
@@ -11,6 +11,7 @@ variable = mlspr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_large_scale_precipitation_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_snowfall_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_snowfall_rate.ini
index fe1d52b06..e23fd17b5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_snowfall_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_large_scale_snowfall_rate.ini
@@ -11,6 +11,7 @@ variable = mlssr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_large_scale_snowfall_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_magnitude_of_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_magnitude_of_turbulent_surface_stress.ini
index 914147a54..616ad71f6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_magnitude_of_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_magnitude_of_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = mmtss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_magnitude_of_turbulent_surface_stress
+cds_units = N m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_northward_gravity_wave_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_northward_gravity_wave_surface_stress.ini
index e589a2e41..62221b649 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_northward_gravity_wave_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_northward_gravity_wave_surface_stress.ini
@@ -11,6 +11,7 @@ variable = mngwss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_northward_gravity_wave_surface_stress
+cds_units = N m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_northward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_northward_turbulent_surface_stress.ini
index 2719b1bc0..5b4e19c8c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_northward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_northward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = mntss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_northward_turbulent_surface_stress
+cds_units = N m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_period_of_total_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_period_of_total_swell.ini
index e32bfe0a9..92cef9faf 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_period_of_total_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_period_of_total_swell.ini
@@ -11,6 +11,7 @@ variable = mpts
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_period_of_total_swell
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_period_of_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_period_of_wind_waves.ini
index 12bea3464..3dc7e2553 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_period_of_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_period_of_wind_waves.ini
@@ -11,6 +11,7 @@ variable = mpww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_period_of_wind_waves
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_potential_evaporation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_potential_evaporation_rate.ini
index 683d69b05..1679a10b7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_potential_evaporation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_potential_evaporation_rate.ini
@@ -11,6 +11,7 @@ variable = mper
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_potential_evaporation_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_runoff_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_runoff_rate.ini
index bdf3afd4a..904f47d05 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_runoff_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_runoff_rate.ini
@@ -11,6 +11,7 @@ variable = mror
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_runoff_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_sea_level_pressure.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_sea_level_pressure.ini
index f6d4011d6..f80597751 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_sea_level_pressure.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_sea_level_pressure.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snow_evaporation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snow_evaporation_rate.ini
index 537d0ee4d..c8049d055 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snow_evaporation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snow_evaporation_rate.ini
@@ -11,6 +11,7 @@ variable = mser
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_snow_evaporation_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snowfall_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snowfall_rate.ini
index 39c6a5452..4906a20ef 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snowfall_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snowfall_rate.ini
@@ -11,6 +11,7 @@ variable = msr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_snowfall_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snowmelt_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snowmelt_rate.ini
index 224cf2d9c..022694e5d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snowmelt_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_snowmelt_rate.ini
@@ -11,6 +11,7 @@ variable = msmr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_snowmelt_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_square_slope_of_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_square_slope_of_waves.ini
index cc5061618..d2f76f057 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_square_slope_of_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_square_slope_of_waves.ini
@@ -11,6 +11,7 @@ variable = msqs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_square_slope_of_waves
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_sub_surface_runoff_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_sub_surface_runoff_rate.ini
index f842e6810..1d7f8de50 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_sub_surface_runoff_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_sub_surface_runoff_rate.ini
@@ -11,6 +11,7 @@ variable = mssror
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_sub_surface_runoff_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_direct_short_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_direct_short_wave_radiation_flux.ini
index 58a18e983..d83034354 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_direct_short_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_direct_short_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msdrswrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_direct_short_wave_radiation_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_direct_short_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_direct_short_wave_radiation_flux_clear_sky.ini
index e34914a9f..69a178cba 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_direct_short_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_direct_short_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = msdrswrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_direct_short_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_long_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_long_wave_radiation_flux.ini
index f64475438..d82fef048 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_long_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_long_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msdwlwrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_downward_long_wave_radiation_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_long_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_long_wave_radiation_flux_clear_sky.ini
index d6f2f6575..adb03ac42 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_long_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_long_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = msdwlwrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_downward_long_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_short_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_short_wave_radiation_flux.ini
index 36d3f90a8..d459188c0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_short_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_short_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msdwswrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_downward_short_wave_radiation_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_short_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_short_wave_radiation_flux_clear_sky.ini
index 76a8e7802..e5a86c688 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_short_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_short_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = msdwswrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_downward_short_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_uv_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_uv_radiation_flux.ini
index 9cddd026f..2ef6559ff 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_uv_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_downward_uv_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msdwuvrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_downward_uv_radiation_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_latent_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_latent_heat_flux.ini
index f7226206e..6bde68bf5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_latent_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_latent_heat_flux.ini
@@ -11,6 +11,7 @@ variable = mslhf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_latent_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_long_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_long_wave_radiation_flux.ini
index 135892fad..7c370831b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_long_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_long_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msnlwrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_net_long_wave_radiation_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_long_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_long_wave_radiation_flux_clear_sky.ini
index 2184dd539..265d54639 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_long_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_long_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = msnlwrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_net_long_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_short_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_short_wave_radiation_flux.ini
index 2a723647b..fcf5ff18d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_short_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_short_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = msnswrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_net_short_wave_radiation_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_short_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_short_wave_radiation_flux_clear_sky.ini
index fed67ba83..72d9396ab 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_short_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_net_short_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = msnswrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_net_short_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_runoff_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_runoff_rate.ini
index 28cab4147..fad526d21 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_runoff_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_runoff_rate.ini
@@ -11,6 +11,7 @@ variable = msror
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_runoff_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_sensible_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_sensible_heat_flux.ini
index 115500bd9..ec1e3d3eb 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_sensible_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_surface_sensible_heat_flux.ini
@@ -11,6 +11,7 @@ variable = msshf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_surface_sensible_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_downward_short_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_downward_short_wave_radiation_flux.ini
index bc36fd7d7..017134648 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_downward_short_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_downward_short_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = mtdwswrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_top_downward_short_wave_radiation_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_long_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_long_wave_radiation_flux.ini
index a9c838314..2e2805834 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_long_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_long_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = mtnlwrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_top_net_long_wave_radiation_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_long_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_long_wave_radiation_flux_clear_sky.ini
index 4bb087ff5..222b8f7f1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_long_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_long_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = mtnlwrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_top_net_long_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_short_wave_radiation_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_short_wave_radiation_flux.ini
index 250260caa..9394b8a77 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_short_wave_radiation_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_short_wave_radiation_flux.ini
@@ -11,6 +11,7 @@ variable = mtnswrf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_top_net_short_wave_radiation_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_short_wave_radiation_flux_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_short_wave_radiation_flux_clear_sky.ini
index f711b9037..446d31df5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_short_wave_radiation_flux_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_top_net_short_wave_radiation_flux_clear_sky.ini
@@ -11,6 +11,7 @@ variable = mtnswrfcs
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_top_net_short_wave_radiation_flux_clear_sky
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -1600.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_total_precipitation_rate.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_total_precipitation_rate.ini
index 8b2f4797d..a9a91c39f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_total_precipitation_rate.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_total_precipitation_rate.ini
@@ -11,6 +11,7 @@ variable = mtpr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_total_precipitation_rate
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_vertical_gradient_of_refractivity_inside_trapping_layer.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_vertical_gradient_of_refractivity_inside_trapping_layer.ini
index 50e7b12a8..8f6db9b44 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_vertical_gradient_of_refractivity_inside_trapping_layer.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_vertical_gradient_of_refractivity_inside_trapping_layer.ini
@@ -11,6 +11,7 @@ variable = dndza
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_vertical_gradient_of_refractivity_inside_trapping_layer
+cds_units = m^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_vertically_integrated_moisture_divergence.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_vertically_integrated_moisture_divergence.ini
index 17f34f196..74971e5b3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_vertically_integrated_moisture_divergence.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_vertically_integrated_moisture_divergence.ini
@@ -11,6 +11,7 @@ variable = mvimd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_vertically_integrated_moisture_divergence
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction.ini
index 87ce8044a..55041548e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction.ini
@@ -11,6 +11,7 @@ variable = mwd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_direction
+cds_units = degree true
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_first_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_first_swell_partition.ini
index f523584ca..e00d4f7f2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_first_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_first_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140122
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_direction_of_first_swell_partition
+cds_units = degrees
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_second_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_second_swell_partition.ini
index f5a14f225..cdb4c9a77 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_second_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_second_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140125
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_direction_of_second_swell_partition
+cds_units = degrees
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_third_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_third_swell_partition.ini
index d18252109..e3cadefd0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_third_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_direction_of_third_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140128
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_direction_of_third_swell_partition
+cds_units = degrees
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period.ini
index 7f788c88c..7ae93969a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period.ini
@@ -11,6 +11,7 @@ variable = mwp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_period
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment.ini
index 8a9ae897d..0dcc05fbc 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment.ini
@@ -11,6 +11,7 @@ variable = mp1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_period_based_on_first_moment
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment_for_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment_for_swell.ini
index 3b0e92606..875e0579e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment_for_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment_for_swell.ini
@@ -11,6 +11,7 @@ variable = p1ps
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_period_based_on_first_moment_for_swell
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment_for_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment_for_wind_waves.ini
index 818229ddd..5e806a224 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment_for_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_first_moment_for_wind_waves.ini
@@ -11,6 +11,7 @@ variable = p1ww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_period_based_on_first_moment_for_wind_waves
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_second_moment_for_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_second_moment_for_swell.ini
index 4e883bbb8..dd3113516 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_second_moment_for_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_second_moment_for_swell.ini
@@ -11,6 +11,7 @@ variable = p2ps
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_period_based_on_second_moment_for_swell
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_second_moment_for_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_second_moment_for_wind_waves.ini
index 46709b586..8f6ec7104 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_second_moment_for_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_based_on_second_moment_for_wind_waves.ini
@@ -11,6 +11,7 @@ variable = p2ww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_period_based_on_second_moment_for_wind_waves
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_first_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_first_swell_partition.ini
index 669e59789..edce1f318 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_first_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_first_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140123
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_period_of_first_swell_partition
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_second_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_second_swell_partition.ini
index 01346fb59..6c95631c5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_second_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_second_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140126
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_period_of_second_swell_partition
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_third_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_third_swell_partition.ini
index 82a67d6fd..400dd2bdc 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_third_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_wave_period_of_third_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140129
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_wave_period_of_third_swell_partition
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_zero_crossing_wave_period.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_zero_crossing_wave_period.ini
index 80b8ea8b1..353d53c28 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_zero_crossing_wave_period.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-mean_zero_crossing_wave_period.ini
@@ -11,6 +11,7 @@ variable = mp2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = mean_zero_crossing_wave_period
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-medium_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-medium_cloud_cover.ini
index 3a4ef71c3..562f1d0d5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-medium_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-medium_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = mcc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = medium_cloud_cover
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-minimum_vertical_gradient_of_refractivity_inside_trapping_layer.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-minimum_vertical_gradient_of_refractivity_inside_trapping_layer.ini
index a49027067..8627853ef 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-minimum_vertical_gradient_of_refractivity_inside_trapping_layer.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-minimum_vertical_gradient_of_refractivity_inside_trapping_layer.ini
@@ -11,6 +11,7 @@ variable = dndzn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = minimum_vertical_gradient_of_refractivity_inside_trapping_layer
+cds_units = m^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-model_bathymetry.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-model_bathymetry.ini
index 354d6232e..93cd91b19 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-model_bathymetry.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-model_bathymetry.ini
@@ -11,6 +11,7 @@ variable = wmb
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = model_bathymetry
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-near_ir_albedo_for_diffuse_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-near_ir_albedo_for_diffuse_radiation.ini
index 14b059433..6e472ba19 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-near_ir_albedo_for_diffuse_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-near_ir_albedo_for_diffuse_radiation.ini
@@ -11,6 +11,7 @@ variable = alnid
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = near_ir_albedo_for_diffuse_radiation
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-near_ir_albedo_for_direct_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-near_ir_albedo_for_direct_radiation.ini
index 43907fb4e..066db788e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-near_ir_albedo_for_direct_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-near_ir_albedo_for_direct_radiation.ini
@@ -11,6 +11,7 @@ variable = alnip
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = near_ir_albedo_for_direct_radiation
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_energy_flux_into_ocean.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_energy_flux_into_ocean.ini
index 23b4ef124..b085d110c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_energy_flux_into_ocean.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_energy_flux_into_ocean.ini
@@ -11,6 +11,7 @@ variable = phioc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = normalized_energy_flux_into_ocean
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_energy_flux_into_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_energy_flux_into_waves.ini
index fd2f21e53..17927c3c7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_energy_flux_into_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_energy_flux_into_waves.ini
@@ -11,6 +11,7 @@ variable = phiaw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = normalized_energy_flux_into_waves
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_stress_into_ocean.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_stress_into_ocean.ini
index d65622cb9..b1579b24a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_stress_into_ocean.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-normalized_stress_into_ocean.ini
@@ -11,6 +11,7 @@ variable = tauoc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = normalized_stress_into_ocean
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-northward_gravity_wave_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-northward_gravity_wave_surface_stress.ini
index 057b74aad..5afba7fc6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-northward_gravity_wave_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-northward_gravity_wave_surface_stress.ini
@@ -11,6 +11,7 @@ variable = mgws
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = northward_gravity_wave_surface_stress
+cds_units = N m^-2 s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-northward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-northward_turbulent_surface_stress.ini
index e8453a7a2..99805e6e6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-northward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-northward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = nsss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = northward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ocean_surface_stress_equivalent_10m_neutral_wind_direction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ocean_surface_stress_equivalent_10m_neutral_wind_direction.ini
index 3f5b26ba1..a5140ba9f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ocean_surface_stress_equivalent_10m_neutral_wind_direction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ocean_surface_stress_equivalent_10m_neutral_wind_direction.ini
@@ -11,6 +11,7 @@ variable = dwi
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = ocean_surface_stress_equivalent_10m_neutral_wind_direction
+cds_units = degrees
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ocean_surface_stress_equivalent_10m_neutral_wind_speed.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ocean_surface_stress_equivalent_10m_neutral_wind_speed.ini
index 871019734..648f1544f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ocean_surface_stress_equivalent_10m_neutral_wind_speed.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-ocean_surface_stress_equivalent_10m_neutral_wind_speed.ini
@@ -11,6 +11,7 @@ variable = wind
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = ocean_surface_stress_equivalent_10m_neutral_wind_speed
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-orography.ini
index 6d4a5c2cc..2b1c4c4ce 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-orography.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = orography
+cds_units = m^2 s^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-peak_wave_period.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-peak_wave_period.ini
index f3cb2aa5d..acceb0e9e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-peak_wave_period.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-peak_wave_period.ini
@@ -11,6 +11,7 @@ variable = pp1d
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = peak_wave_period
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-period_corresponding_to_maximum_individual_wave_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-period_corresponding_to_maximum_individual_wave_height.ini
index cd518647f..8fc4f5d2e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-period_corresponding_to_maximum_individual_wave_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-period_corresponding_to_maximum_individual_wave_height.ini
@@ -11,6 +11,7 @@ variable = tmax
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = period_corresponding_to_maximum_individual_wave_height
+cds_units = s
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-potential_evaporation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-potential_evaporation.ini
index 0db87f4b6..40f3a118b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-potential_evaporation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-potential_evaporation.ini
@@ -11,6 +11,7 @@ variable = pev
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = potential_evaporation
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-precipitation_type.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-precipitation_type.ini
index 8b1d32dd9..d794cdafa 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-precipitation_type.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-precipitation_type.ini
@@ -11,6 +11,7 @@ variable = ptype
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = precipitation_type
+cds_units = GRIB code table 4.201
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-runoff.ini
index e6e8a073c..abc8e2d96 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-runoff.ini
@@ -11,6 +11,7 @@ variable = ro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = runoff
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sea_ice_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sea_ice_cover.ini
index e7a255618..96b86d22b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sea_ice_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sea_ice_cover.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sea_surface_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sea_surface_temperature.ini
index b06b8bc58..2e208f8cc 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sea_surface_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sea_surface_temperature.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_combined_wind_waves_and_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_combined_wind_waves_and_swell.ini
index a0b6f03b2..72054b71d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_combined_wind_waves_and_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_combined_wind_waves_and_swell.ini
@@ -11,6 +11,7 @@ variable = swh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = significant_height_of_combined_wind_waves_and_swell
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_total_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_total_swell.ini
index ecca278cb..d7b6c69cc 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_total_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_total_swell.ini
@@ -11,6 +11,7 @@ variable = shts
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = significant_height_of_total_swell
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_wind_waves.ini
index 2abec4b95..75ba09a33 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_height_of_wind_waves.ini
@@ -11,6 +11,7 @@ variable = shww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = significant_height_of_wind_waves
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_first_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_first_swell_partition.ini
index 1f64e1bdd..d0286a222 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_first_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_first_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140121
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = significant_wave_height_of_first_swell_partition
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_second_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_second_swell_partition.ini
index 94d76dd53..f726a48ff 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_second_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_second_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140124
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = significant_wave_height_of_second_swell_partition
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_third_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_third_swell_partition.ini
index 759c99476..2ff5ce744 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_third_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-significant_wave_height_of_third_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140127
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = significant_wave_height_of_third_swell_partition
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-skin_reservoir_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-skin_reservoir_content.ini
index b57fc1df8..1425b0d1a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-skin_reservoir_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-skin_reservoir_content.ini
@@ -11,6 +11,7 @@ variable = src
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = skin_reservoir_content
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-skin_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-skin_temperature.ini
index 051205fb2..74ec27b33 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-skin_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-skin_temperature.ini
@@ -11,6 +11,7 @@ variable = skt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = skin_temperature
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-slope_of_sub_gridscale_orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-slope_of_sub_gridscale_orography.ini
index 1945d6fba..86f22954e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-slope_of_sub_gridscale_orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-slope_of_sub_gridscale_orography.ini
@@ -11,6 +11,7 @@ variable = slor
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = slope_of_sub_gridscale_orography
+cds_units = ~
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_albedo.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_albedo.ini
index c15b698c9..f5e886385 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_albedo.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_albedo.ini
@@ -11,6 +11,7 @@ variable = asn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = snow_albedo
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_density.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_density.ini
index 0e4fd572d..69de84f84 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_density.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_density.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_depth.ini
index 403b77f15..3eccb2393 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_depth.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_evaporation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_evaporation.ini
index 59cac8231..ca0132230 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_evaporation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snow_evaporation.ini
@@ -11,6 +11,7 @@ variable = es
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = snow_evaporation
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snowfall.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snowfall.ini
index 5341b94c1..670e90361 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snowfall.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snowfall.ini
@@ -11,6 +11,7 @@ variable = sf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = snowfall
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snowmelt.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snowmelt.ini
index c3b2e3152..576128c2d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snowmelt.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-snowmelt.ini
@@ -11,6 +11,7 @@ variable = smlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = snowmelt
+cds_units = m of water equivalent
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_1.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_1.ini
index 11320a394..f52e86ffe 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_1.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_1.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_2.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_2.ini
index 4ddfac5d2..664b66742 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_2.ini
@@ -11,6 +11,7 @@ variable = stl2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = soil_temperature_level_2
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_3.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_3.ini
index b3b60f8bd..44ce511ec 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_3.ini
@@ -11,6 +11,7 @@ variable = stl3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = soil_temperature_level_3
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_4.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_4.ini
index c5bd6915b..51ba366b7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_4.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_temperature_level_4.ini
@@ -11,6 +11,7 @@ variable = stl4
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = soil_temperature_level_4
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_type.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_type.ini
index f2f05bf1e..10d30f9f0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_type.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-soil_type.ini
@@ -11,6 +11,7 @@ variable = slt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = soil_type
+cds_units = ~
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-standard_deviation_of_filtered_subgrid_orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-standard_deviation_of_filtered_subgrid_orography.ini
index 4aff5a9b5..79bca2e11 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-standard_deviation_of_filtered_subgrid_orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-standard_deviation_of_filtered_subgrid_orography.ini
@@ -11,6 +11,7 @@ variable = sdfor
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = standard_deviation_of_filtered_subgrid_orography
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-standard_deviation_of_orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-standard_deviation_of_orography.ini
index 00d84334e..5ff8a3ab3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-standard_deviation_of_orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-standard_deviation_of_orography.ini
@@ -11,6 +11,7 @@ variable = sdor
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = standard_deviation_of_orography
+cds_units = ~
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sub_surface_runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sub_surface_runoff.ini
index 092bcf5d7..aa552597f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sub_surface_runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-sub_surface_runoff.ini
@@ -11,6 +11,7 @@ variable = ssro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = sub_surface_runoff
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_latent_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_latent_heat_flux.ini
index 2cf494494..8b63a9848 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_latent_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_latent_heat_flux.ini
@@ -11,6 +11,7 @@ variable = slhf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_latent_heat_flux
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_solar_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_solar_radiation.ini
index 65a51bd43..43bfde052 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_solar_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_solar_radiation.ini
@@ -11,6 +11,7 @@ variable = ssr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_net_solar_radiation
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_solar_radiation_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_solar_radiation_clear_sky.ini
index c4ee24088..0ec70b699 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_solar_radiation_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_solar_radiation_clear_sky.ini
@@ -11,6 +11,7 @@ variable = ssrc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_net_solar_radiation_clear_sky
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_thermal_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_thermal_radiation.ini
index ca924b4f0..354c20bab 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_thermal_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_thermal_radiation.ini
@@ -11,6 +11,7 @@ variable = str
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_net_thermal_radiation
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_thermal_radiation_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_thermal_radiation_clear_sky.ini
index 2d1614065..0286c6ac7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_thermal_radiation_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_net_thermal_radiation_clear_sky.ini
@@ -11,6 +11,7 @@ variable = strc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_net_thermal_radiation_clear_sky
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_pressure.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_pressure.ini
index c07a55bda..2c7c344d7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_pressure.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_pressure.ini
@@ -11,6 +11,7 @@ variable = sp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_pressure
+cds_units = Pa
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 5.0
-valid_max =	11.0
+valid_max = 11.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_runoff.ini
index bff4d9125..3eae8a5b9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_runoff.ini
@@ -11,6 +11,7 @@ variable = sro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_runoff
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_sensible_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_sensible_heat_flux.ini
index 36a6ab701..583dc4a92 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_sensible_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_sensible_heat_flux.ini
@@ -11,6 +11,7 @@ variable = sshf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_sensible_heat_flux
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_solar_radiation_downward_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_solar_radiation_downward_clear_sky.ini
index deb01d4aa..9096ce80d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_solar_radiation_downward_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_solar_radiation_downward_clear_sky.ini
@@ -11,6 +11,7 @@ variable = ssrdc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_solar_radiation_downward_clear_sky
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_solar_radiation_downwards.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_solar_radiation_downwards.ini
index c33e67298..e0d57141e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_solar_radiation_downwards.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_solar_radiation_downwards.ini
@@ -11,6 +11,7 @@ variable = ssrd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_solar_radiation_downwards
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_thermal_radiation_downward_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_thermal_radiation_downward_clear_sky.ini
index 1de2b2211..c7a9643b4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_thermal_radiation_downward_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_thermal_radiation_downward_clear_sky.ini
@@ -11,6 +11,7 @@ variable = strdc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_thermal_radiation_downward_clear_sky
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_thermal_radiation_downwards.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_thermal_radiation_downwards.ini
index de254ef6e..4b05252ec 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_thermal_radiation_downwards.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-surface_thermal_radiation_downwards.ini
@@ -11,6 +11,7 @@ variable = strd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = surface_thermal_radiation_downwards
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-temperature_of_snow_layer.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-temperature_of_snow_layer.ini
index 2b5ba1875..37481b184 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-temperature_of_snow_layer.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-temperature_of_snow_layer.ini
@@ -11,6 +11,7 @@ variable = tsn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = temperature_of_snow_layer
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-toa_incident_solar_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-toa_incident_solar_radiation.ini
index a9c4c88fc..a03de9b28 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-toa_incident_solar_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-toa_incident_solar_radiation.ini
@@ -11,6 +11,7 @@ variable = tisr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = toa_incident_solar_radiation
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_solar_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_solar_radiation.ini
index 4352b2b92..13f9884bb 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_solar_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_solar_radiation.ini
@@ -11,6 +11,7 @@ variable = tsr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = top_net_solar_radiation
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_solar_radiation_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_solar_radiation_clear_sky.ini
index ba127e5de..be6cf3ad8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_solar_radiation_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_solar_radiation_clear_sky.ini
@@ -11,6 +11,7 @@ variable = tsrc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = top_net_solar_radiation_clear_sky
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_thermal_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_thermal_radiation.ini
index 8ede5df34..8875009bf 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_thermal_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_thermal_radiation.ini
@@ -11,6 +11,7 @@ variable = ttr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = top_net_thermal_radiation
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_thermal_radiation_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_thermal_radiation_clear_sky.ini
index 7555c4274..0dd927e6b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_thermal_radiation_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-top_net_thermal_radiation_clear_sky.ini
@@ -11,6 +11,7 @@ variable = ttrc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = top_net_thermal_radiation_clear_sky
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_cloud_cover.ini
index a04d52f34..eb3134fc0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_cloud_ice_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_cloud_ice_water.ini
index 37a5ac076..43c153c6c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_cloud_ice_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_cloud_ice_water.ini
@@ -11,6 +11,7 @@ variable = tciw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_column_cloud_ice_water
+cds_units = kg m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_cloud_liquid_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_cloud_liquid_water.ini
index 60c4a2f3c..54c5f6741 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_cloud_liquid_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_cloud_liquid_water.ini
@@ -11,6 +11,7 @@ variable = tclw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_column_cloud_liquid_water
+cds_units = kg m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_ozone.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_ozone.ini
index 2914f151e..6551e5f64 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_ozone.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_ozone.ini
@@ -11,6 +11,7 @@ variable = tco3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_column_ozone
+cds_units = kg m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_rain_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_rain_water.ini
index 187c42878..7470d14d4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_rain_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_rain_water.ini
@@ -11,6 +11,7 @@ variable = tcrw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_column_rain_water
+cds_units = kg m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_snow_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_snow_water.ini
index 34c3dc10d..0583030b9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_snow_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_snow_water.ini
@@ -11,6 +11,7 @@ variable = tcsw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_column_snow_water
+cds_units = kg m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_supercooled_liquid_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_supercooled_liquid_water.ini
index 206b73a85..e5bc49e24 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_supercooled_liquid_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_supercooled_liquid_water.ini
@@ -11,6 +11,7 @@ variable = tcslw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_column_supercooled_liquid_water
+cds_units = kg m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_water.ini
index a85b577e9..1c237f763 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_water.ini
@@ -11,6 +11,7 @@ variable = tcw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_column_water
+cds_units = kg m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_water_vapour.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_water_vapour.ini
index 5d7cf759b..3b4d3d6aa 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_water_vapour.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_column_water_vapour.ini
@@ -11,6 +11,7 @@ variable = tcwv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_column_water_vapour
+cds_units = kg m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_precipitation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_precipitation.ini
index f33823bdb..c214652dc 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_precipitation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_precipitation.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_precipitation
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_sky_direct_solar_radiation_at_surface.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_sky_direct_solar_radiation_at_surface.ini
index 267fe422d..f7fa38d79 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_sky_direct_solar_radiation_at_surface.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_sky_direct_solar_radiation_at_surface.ini
@@ -11,6 +11,7 @@ variable = fdir
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_sky_direct_solar_radiation_at_surface
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_totals_index.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_totals_index.ini
index f314ce9c4..0670864f1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_totals_index.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-total_totals_index.ini
@@ -11,6 +11,7 @@ variable = totalx
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = total_totals_index
+cds_units = K
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-trapping_layer_base_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-trapping_layer_base_height.ini
index 928b221ac..4cb54215b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-trapping_layer_base_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-trapping_layer_base_height.ini
@@ -11,6 +11,7 @@ variable = tplb
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = trapping_layer_base_height
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-trapping_layer_top_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-trapping_layer_top_height.ini
index 57dc5929f..8277baa1e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-trapping_layer_top_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-trapping_layer_top_height.ini
@@ -11,6 +11,7 @@ variable = tplt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = trapping_layer_top_height
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-type_of_high_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-type_of_high_vegetation.ini
index be7981026..2abfd0a11 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-type_of_high_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-type_of_high_vegetation.ini
@@ -11,6 +11,7 @@ variable = tvh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = type_of_high_vegetation
+cds_units = ~
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-type_of_low_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-type_of_low_vegetation.ini
index 3d8f1a425..92a6c919d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-type_of_low_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-type_of_low_vegetation.ini
@@ -11,6 +11,7 @@ variable = tvl
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = type_of_low_vegetation
+cds_units = ~
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-u_component_stokes_drift.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-u_component_stokes_drift.ini
index 533d83c7f..19ec59a2c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-u_component_stokes_drift.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-u_component_stokes_drift.ini
@@ -11,6 +11,7 @@ variable = ust
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = u_component_stokes_drift
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-uv_visible_albedo_for_diffuse_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-uv_visible_albedo_for_diffuse_radiation.ini
index 202fa785e..c4601eed7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-uv_visible_albedo_for_diffuse_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-uv_visible_albedo_for_diffuse_radiation.ini
@@ -11,6 +11,7 @@ variable = aluvd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = uv_visible_albedo_for_diffuse_radiation
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-uv_visible_albedo_for_direct_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-uv_visible_albedo_for_direct_radiation.ini
index b98404019..9bd33f7e3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-uv_visible_albedo_for_direct_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-uv_visible_albedo_for_direct_radiation.ini
@@ -11,6 +11,7 @@ variable = aluvp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = uv_visible_albedo_for_direct_radiation
+cds_units = (0 - 1)
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-v_component_stokes_drift.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-v_component_stokes_drift.ini
index 411c5672f..7c8a4fed9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-v_component_stokes_drift.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-v_component_stokes_drift.ini
@@ -11,6 +11,7 @@ variable = vst
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = v_component_stokes_drift
+cds_units = m s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_cloud_frozen_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_cloud_frozen_water_flux.ini
index 0eb70d381..b2ec03dbb 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_cloud_frozen_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_cloud_frozen_water_flux.ini
@@ -11,6 +11,7 @@ variable = p80.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_divergence_of_cloud_frozen_water_flux
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_cloud_liquid_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_cloud_liquid_water_flux.ini
index d192e7007..2cebd78a8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_cloud_liquid_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_cloud_liquid_water_flux.ini
@@ -11,6 +11,7 @@ variable = p79.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_divergence_of_cloud_liquid_water_flux
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_geopotential_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_geopotential_flux.ini
index 6e22f11e5..6056f60cb 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_geopotential_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_geopotential_flux.ini
@@ -11,6 +11,7 @@ variable = p85.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_divergence_of_geopotential_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_kinetic_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_kinetic_energy_flux.ini
index e170dfd63..b4f2c3ff1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_kinetic_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_kinetic_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p82.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_divergence_of_kinetic_energy_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_mass_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_mass_flux.ini
index e6fab3fe3..7df68e85c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_mass_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_mass_flux.ini
@@ -11,6 +11,7 @@ variable = p81.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_divergence_of_mass_flux
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_moisture_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_moisture_flux.ini
index 43109b19b..0b19d83d3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_moisture_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_moisture_flux.ini
@@ -11,6 +11,7 @@ variable = p84.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_divergence_of_moisture_flux
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_ozone_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_ozone_flux.ini
index 27c731c00..1dbac5629 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_ozone_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_ozone_flux.ini
@@ -11,6 +11,7 @@ variable = p87.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_divergence_of_ozone_flux
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_thermal_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_thermal_energy_flux.ini
index 5c01fdb35..aa20a37fc 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_thermal_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_thermal_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p83.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_divergence_of_thermal_energy_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_total_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_total_energy_flux.ini
index 8d9570c41..eaefe770b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_total_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_divergence_of_total_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p86.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_divergence_of_total_energy_flux
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_cloud_frozen_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_cloud_frozen_water_flux.ini
index b96cb9a66..fc0d64442 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_cloud_frozen_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_cloud_frozen_water_flux.ini
@@ -11,6 +11,7 @@ variable = p90.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_eastward_cloud_frozen_water_flux
+cds_units = kg m^-1 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_cloud_liquid_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_cloud_liquid_water_flux.ini
index fbd5acc06..6f31353a9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_cloud_liquid_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_cloud_liquid_water_flux.ini
@@ -11,6 +11,7 @@ variable = p88.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_eastward_cloud_liquid_water_flux
+cds_units = kg m^-1 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_geopotential_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_geopotential_flux.ini
index add18bb06..25c072c7d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_geopotential_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_geopotential_flux.ini
@@ -11,6 +11,7 @@ variable = p73.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_eastward_geopotential_flux
+cds_units = W m^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_heat_flux.ini
index 8c4166040..85ca3ebea 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_heat_flux.ini
@@ -11,6 +11,7 @@ variable = p69.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_eastward_heat_flux
+cds_units = W m^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_kinetic_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_kinetic_energy_flux.ini
index 346a8fa7e..6570b726a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_kinetic_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_kinetic_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p67.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_eastward_kinetic_energy_flux
+cds_units = W m^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_mass_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_mass_flux.ini
index c8279dd49..af65fab4b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_mass_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_mass_flux.ini
@@ -11,6 +11,7 @@ variable = p65.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_eastward_mass_flux
+cds_units = kg m^-1 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_ozone_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_ozone_flux.ini
index 81af1e280..f3aee83ba 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_ozone_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_ozone_flux.ini
@@ -11,6 +11,7 @@ variable = p77.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_eastward_ozone_flux
+cds_units = kg m^-1 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_total_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_total_energy_flux.ini
index b243f15a0..ad9ec249b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_total_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_total_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p75.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_eastward_total_energy_flux
+cds_units = W m^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_water_vapour_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_water_vapour_flux.ini
index c03300f54..9c99139a9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_water_vapour_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_eastward_water_vapour_flux.ini
@@ -11,6 +11,7 @@ variable = p71.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_eastward_water_vapour_flux
+cds_units = kg m^-1 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_energy_conversion.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_energy_conversion.ini
index 08eac2b0e..684af2808 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_energy_conversion.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_energy_conversion.ini
@@ -11,6 +11,7 @@ variable = p64.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_energy_conversion
+cds_units = W m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_kinetic_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_kinetic_energy.ini
index 222c65c1b..68b54a6d0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_kinetic_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_kinetic_energy.ini
@@ -11,6 +11,7 @@ variable = p59.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_kinetic_energy
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_mass_of_atmosphere.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_mass_of_atmosphere.ini
index 70660b5d5..1035fb26b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_mass_of_atmosphere.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_mass_of_atmosphere.ini
@@ -11,6 +11,7 @@ variable = p53.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_mass_of_atmosphere
+cds_units = kg m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_mass_tendency.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_mass_tendency.ini
index d496b613a..2f59a290d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_mass_tendency.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_mass_tendency.ini
@@ -11,6 +11,7 @@ variable = p92.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_mass_tendency
+cds_units = kg m^-2 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_cloud_frozen_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_cloud_frozen_water_flux.ini
index c8777e48f..a2f055476 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_cloud_frozen_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_cloud_frozen_water_flux.ini
@@ -11,6 +11,7 @@ variable = p91.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_northward_cloud_frozen_water_flux
+cds_units = kg m^-1 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_cloud_liquid_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_cloud_liquid_water_flux.ini
index 2e95d4e7b..268f11a46 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_cloud_liquid_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_cloud_liquid_water_flux.ini
@@ -11,6 +11,7 @@ variable = p89.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_northward_cloud_liquid_water_flux
+cds_units = kg m^-1 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_geopotential_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_geopotential_flux.ini
index f8ac03049..44113d1bd 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_geopotential_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_geopotential_flux.ini
@@ -11,6 +11,7 @@ variable = p74.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_northward_geopotential_flux
+cds_units = W m^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_heat_flux.ini
index 69844309c..7374d1eb2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_heat_flux.ini
@@ -11,6 +11,7 @@ variable = p70.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_northward_heat_flux
+cds_units = W m^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_kinetic_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_kinetic_energy_flux.ini
index f374f94f5..33c9ef4c0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_kinetic_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_kinetic_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p68.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_northward_kinetic_energy_flux
+cds_units = W m^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_mass_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_mass_flux.ini
index c6379b3b1..cc9d3f82e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_mass_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_mass_flux.ini
@@ -11,6 +11,7 @@ variable = p66.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_northward_mass_flux
+cds_units = kg m^-1 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_ozone_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_ozone_flux.ini
index ac4e1312e..55438a3f5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_ozone_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_ozone_flux.ini
@@ -11,6 +11,7 @@ variable = p78.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_northward_ozone_flux
+cds_units = kg m^-1 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_total_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_total_energy_flux.ini
index 7279633a0..fe4635d44 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_total_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_total_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p76.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_northward_total_energy_flux
+cds_units = W m^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_water_vapour_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_water_vapour_flux.ini
index 59771e40c..791530201 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_water_vapour_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_northward_water_vapour_flux.ini
@@ -11,6 +11,7 @@ variable = p72.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_northward_water_vapour_flux
+cds_units = kg m^-1 s^-1
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_potential_and_internal_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_potential_and_internal_energy.ini
index 738ecba56..7980a1085 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_potential_and_internal_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_potential_and_internal_energy.ini
@@ -11,6 +11,7 @@ variable = p61.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_potential_and_internal_energy
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_potential_internal_and_latent_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_potential_internal_and_latent_energy.ini
index 8c39c2d91..0c6318576 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_potential_internal_and_latent_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_potential_internal_and_latent_energy.ini
@@ -11,6 +11,7 @@ variable = p62.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_potential_internal_and_latent_energy
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_temperature.ini
index 891654bac..0a5a11a79 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_temperature.ini
@@ -11,6 +11,7 @@ variable = p54.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_temperature
+cds_units = K kg m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_thermal_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_thermal_energy.ini
index 7e84967b6..e91f2ca84 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_thermal_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_thermal_energy.ini
@@ -11,6 +11,7 @@ variable = p60.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_thermal_energy
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_total_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_total_energy.ini
index 6288c4b89..6622c1814 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_total_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertical_integral_of_total_energy.ini
@@ -11,6 +11,7 @@ variable = p63.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertical_integral_of_total_energy
+cds_units = J m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertically_integrated_moisture_divergence.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertically_integrated_moisture_divergence.ini
index fbdc28ffe..49c824ea7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertically_integrated_moisture_divergence.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-vertically_integrated_moisture_divergence.ini
@@ -11,6 +11,7 @@ variable = vimd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = vertically_integrated_moisture_divergence
+cds_units = kg m^-2
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_1.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_1.ini
index bfaae7b04..fd2761ae6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_1.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_1.ini
@@ -11,6 +11,7 @@ variable = swvl1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = volumetric_soil_water_layer_1
+cds_units = m^3 m^-3
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_2.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_2.ini
index 1c5ac4b4b..2db835798 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_2.ini
@@ -11,6 +11,7 @@ variable = swvl2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = volumetric_soil_water_layer_2
+cds_units = m^3 m^-3
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_3.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_3.ini
index 642c47ea4..1234f9387 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_3.ini
@@ -11,6 +11,7 @@ variable = swvl3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = volumetric_soil_water_layer_3
+cds_units = m^3 m^-3
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_4.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_4.ini
index 5e00fc651..6df56114f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_4.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-volumetric_soil_water_layer_4.ini
@@ -11,6 +11,7 @@ variable = swvl4
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = volumetric_soil_water_layer_4
+cds_units = m^3 m^-3
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width.ini
index f0b83aa6e..3d6c6b26d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width.ini
@@ -11,6 +11,7 @@ variable = wdw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = wave_spectral_directional_width
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width_for_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width_for_swell.ini
index bab20077d..eb6827210 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width_for_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width_for_swell.ini
@@ -11,6 +11,7 @@ variable = dwps
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = wave_spectral_directional_width_for_swell
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width_for_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width_for_wind_waves.ini
index 77577d583..f0a6ce3e1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width_for_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_directional_width_for_wind_waves.ini
@@ -11,6 +11,7 @@ variable = dwww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = wave_spectral_directional_width_for_wind_waves
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_kurtosis.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_kurtosis.ini
index b4e5354d1..ef0432c21 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_kurtosis.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_kurtosis.ini
@@ -11,6 +11,7 @@ variable = wsk
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = wave_spectral_kurtosis
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_peakedness.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_peakedness.ini
index 782326b8f..015e1aff8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_peakedness.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_peakedness.ini
@@ -11,6 +11,7 @@ variable = wsp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = wave_spectral_peakedness
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_skewness.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_skewness.ini
index c3cdeab54..b2c8615bc 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_skewness.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-wave_spectral_skewness.ini
@@ -11,6 +11,7 @@ variable = wss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = wave_spectral_skewness
+cds_units = dimensionless
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-zero_degree_level.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-zero_degree_level.ini
index 255e73cf7..b7a66c5e2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-zero_degree_level.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-monthly-means-zero_degree_level.ini
@@ -11,6 +11,7 @@ variable = deg0l
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels-monthly-means
 cds_variable = zero_degree_level
+cds_units = m
 complete = yes
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-near_ir_albedo_for_diffuse_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-near_ir_albedo_for_diffuse_radiation.ini
index 33d81cee8..4540b797e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-near_ir_albedo_for_diffuse_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-near_ir_albedo_for_diffuse_radiation.ini
@@ -11,6 +11,7 @@ variable = alnid
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = near_ir_albedo_for_diffuse_radiation
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-near_ir_albedo_for_direct_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-near_ir_albedo_for_direct_radiation.ini
index 16e122ba7..e8b52da8a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-near_ir_albedo_for_direct_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-near_ir_albedo_for_direct_radiation.ini
@@ -11,6 +11,7 @@ variable = alnip
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = near_ir_albedo_for_direct_radiation
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_energy_flux_into_ocean.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_energy_flux_into_ocean.ini
index 3a7701c16..ed8c873c6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_energy_flux_into_ocean.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_energy_flux_into_ocean.ini
@@ -11,6 +11,7 @@ variable = phioc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = normalized_energy_flux_into_ocean
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_energy_flux_into_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_energy_flux_into_waves.ini
index 8bdc20b07..751a7e07f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_energy_flux_into_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_energy_flux_into_waves.ini
@@ -11,6 +11,7 @@ variable = phiaw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = normalized_energy_flux_into_waves
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_stress_into_ocean.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_stress_into_ocean.ini
index f96ccf64c..0905255c3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_stress_into_ocean.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-normalized_stress_into_ocean.ini
@@ -11,6 +11,7 @@ variable = tauoc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = normalized_stress_into_ocean
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-northward_gravity_wave_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-northward_gravity_wave_surface_stress.ini
index 540edbc25..4deeaae9b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-northward_gravity_wave_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-northward_gravity_wave_surface_stress.ini
@@ -11,6 +11,7 @@ variable = mgws
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = northward_gravity_wave_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-northward_turbulent_surface_stress.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-northward_turbulent_surface_stress.ini
index ea366b2ea..a0cc33000 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-northward_turbulent_surface_stress.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-northward_turbulent_surface_stress.ini
@@ -11,6 +11,7 @@ variable = nsss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = northward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ocean_surface_stress_equivalent_10m_neutral_wind_direction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ocean_surface_stress_equivalent_10m_neutral_wind_direction.ini
index d411b3647..72ff154a9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ocean_surface_stress_equivalent_10m_neutral_wind_direction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ocean_surface_stress_equivalent_10m_neutral_wind_direction.ini
@@ -11,6 +11,7 @@ variable = dwi
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = ocean_surface_stress_equivalent_10m_neutral_wind_direction
+cds_units = degrees
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ocean_surface_stress_equivalent_10m_neutral_wind_speed.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ocean_surface_stress_equivalent_10m_neutral_wind_speed.ini
index 94408189a..f88dead0c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ocean_surface_stress_equivalent_10m_neutral_wind_speed.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-ocean_surface_stress_equivalent_10m_neutral_wind_speed.ini
@@ -11,6 +11,7 @@ variable = wind
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = ocean_surface_stress_equivalent_10m_neutral_wind_speed
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-orography.ini
index e57d60956..f33931e23 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-orography.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = orography
+cds_units = m^2 s^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-peak_wave_period.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-peak_wave_period.ini
index 651855e63..019ac0eb2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-peak_wave_period.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-peak_wave_period.ini
@@ -11,6 +11,7 @@ variable = pp1d
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = peak_wave_period
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-period_corresponding_to_maximum_individual_wave_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-period_corresponding_to_maximum_individual_wave_height.ini
index cb504dffa..407818741 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-period_corresponding_to_maximum_individual_wave_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-period_corresponding_to_maximum_individual_wave_height.ini
@@ -11,6 +11,7 @@ variable = tmax
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = period_corresponding_to_maximum_individual_wave_height
+cds_units = s
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-potential_evaporation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-potential_evaporation.ini
index bdf2059ea..197c26854 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-potential_evaporation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-potential_evaporation.ini
@@ -11,6 +11,7 @@ variable = pev
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = potential_evaporation
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-precipitation_type.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-precipitation_type.ini
index 2a6b68d87..6d3e651dc 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-precipitation_type.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-precipitation_type.ini
@@ -11,6 +11,7 @@ variable = ptype
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = precipitation_type
+cds_units = GRIB code table 4.201
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-runoff.ini
index 553bcb23f..fe9a6e07f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-runoff.ini
@@ -11,6 +11,7 @@ variable = ro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = runoff
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sea_ice_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sea_ice_cover.ini
index 4fbcdfe4d..d28d16d9f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sea_ice_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sea_ice_cover.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sea_surface_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sea_surface_temperature.ini
index 61b42b609..ef0e77823 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sea_surface_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sea_surface_temperature.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_combined_wind_waves_and_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_combined_wind_waves_and_swell.ini
index 07d257257..643da93a4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_combined_wind_waves_and_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_combined_wind_waves_and_swell.ini
@@ -11,6 +11,7 @@ variable = swh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = significant_height_of_combined_wind_waves_and_swell
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_total_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_total_swell.ini
index d32bf33f6..cc5589d98 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_total_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_total_swell.ini
@@ -11,6 +11,7 @@ variable = shts
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = significant_height_of_total_swell
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_wind_waves.ini
index 3781491e9..3431e1e43 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_height_of_wind_waves.ini
@@ -11,6 +11,7 @@ variable = shww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = significant_height_of_wind_waves
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_first_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_first_swell_partition.ini
index dd56e40ff..5df625e28 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_first_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_first_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140121
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = significant_wave_height_of_first_swell_partition
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_second_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_second_swell_partition.ini
index b245ccb70..c7c1b783d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_second_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_second_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140124
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = significant_wave_height_of_second_swell_partition
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_third_swell_partition.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_third_swell_partition.ini
index a119b6c40..d18ca3e17 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_third_swell_partition.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-significant_wave_height_of_third_swell_partition.ini
@@ -11,6 +11,7 @@ variable = p140127
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = significant_wave_height_of_third_swell_partition
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-skin_reservoir_content.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-skin_reservoir_content.ini
index 127ae7ed8..3631a4446 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-skin_reservoir_content.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-skin_reservoir_content.ini
@@ -11,6 +11,7 @@ variable = src
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = skin_reservoir_content
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-skin_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-skin_temperature.ini
index 725643cc8..07f8a6ac3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-skin_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-skin_temperature.ini
@@ -11,6 +11,7 @@ variable = skt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = skin_temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-slope_of_sub_gridscale_orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-slope_of_sub_gridscale_orography.ini
index d2b99c060..be0cc8a02 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-slope_of_sub_gridscale_orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-slope_of_sub_gridscale_orography.ini
@@ -11,6 +11,7 @@ variable = slor
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = slope_of_sub_gridscale_orography
+cds_units = ~
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_albedo.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_albedo.ini
index 190a62c77..b755a949b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_albedo.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_albedo.ini
@@ -11,6 +11,7 @@ variable = asn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = snow_albedo
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_density.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_density.ini
index 15a0e47e8..bde3ab5e7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_density.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_density.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_depth.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_depth.ini
index 18d5ef2cd..d53258d35 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_depth.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_depth.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_evaporation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_evaporation.ini
index f0dc34c2c..f7b63dde5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_evaporation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snow_evaporation.ini
@@ -11,6 +11,7 @@ variable = es
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = snow_evaporation
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snowfall.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snowfall.ini
index 165354e3d..2c25b4063 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snowfall.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snowfall.ini
@@ -11,6 +11,7 @@ variable = sf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snowmelt.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snowmelt.ini
index 9c64b01b2..0ee05a741 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snowmelt.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-snowmelt.ini
@@ -11,6 +11,7 @@ variable = smlt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = snowmelt
+cds_units = m of water equivalent
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_1.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_1.ini
index e72298b62..202ad521e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_1.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_1.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_2.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_2.ini
index dad58fe78..b9dbbd2a4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_2.ini
@@ -11,6 +11,7 @@ variable = stl2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = soil_temperature_level_2
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_3.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_3.ini
index 7de61cafc..45f456440 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_3.ini
@@ -11,6 +11,7 @@ variable = stl3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = soil_temperature_level_3
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_4.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_4.ini
index acddb8eee..a18f70b6b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_4.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_temperature_level_4.ini
@@ -11,6 +11,7 @@ variable = stl4
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = soil_temperature_level_4
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_type.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_type.ini
index 2fda2b0ff..cfd4d6e1f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_type.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-soil_type.ini
@@ -11,6 +11,7 @@ variable = slt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = soil_type
+cds_units = ~
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-standard_deviation_of_filtered_subgrid_orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-standard_deviation_of_filtered_subgrid_orography.ini
index ebe362794..fd654d001 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-standard_deviation_of_filtered_subgrid_orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-standard_deviation_of_filtered_subgrid_orography.ini
@@ -11,6 +11,7 @@ variable = sdfor
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = standard_deviation_of_filtered_subgrid_orography
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-standard_deviation_of_orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-standard_deviation_of_orography.ini
index f2c25862c..7610030d0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-standard_deviation_of_orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-standard_deviation_of_orography.ini
@@ -11,6 +11,7 @@ variable = sdor
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = standard_deviation_of_orography
+cds_units = ~
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sub_surface_runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sub_surface_runoff.ini
index bc5489592..b4ec6d4e0 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sub_surface_runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-sub_surface_runoff.ini
@@ -11,6 +11,7 @@ variable = ssro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = sub_surface_runoff
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_latent_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_latent_heat_flux.ini
index a5d2e149a..c31ba1ab3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_latent_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_latent_heat_flux.ini
@@ -11,6 +11,7 @@ variable = slhf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_solar_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_solar_radiation.ini
index e10b79c77..0a3cc7686 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_solar_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_solar_radiation.ini
@@ -11,6 +11,7 @@ variable = ssr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_solar_radiation_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_solar_radiation_clear_sky.ini
index 1f23f6a9d..cd40a5ca9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_solar_radiation_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_solar_radiation_clear_sky.ini
@@ -11,6 +11,7 @@ variable = ssrc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_net_solar_radiation_clear_sky
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_thermal_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_thermal_radiation.ini
index 90e1abb3d..5e37aa886 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_thermal_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_thermal_radiation.ini
@@ -11,6 +11,7 @@ variable = str
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_thermal_radiation_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_thermal_radiation_clear_sky.ini
index d97c1e758..f35e05704 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_thermal_radiation_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_net_thermal_radiation_clear_sky.ini
@@ -11,6 +11,7 @@ variable = strc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_net_thermal_radiation_clear_sky
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_pressure.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_pressure.ini
index f07034c7b..d2ba1c988 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_pressure.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_pressure.ini
@@ -11,6 +11,7 @@ variable = sp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_pressure
+cds_units = Pa
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 5.0
-valid_max =	11.0
+valid_max = 11.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_runoff.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_runoff.ini
index 96e4c2eb9..abb5b665a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_runoff.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_runoff.ini
@@ -11,6 +11,7 @@ variable = sro
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_runoff
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_sensible_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_sensible_heat_flux.ini
index df96564c4..ee1e16ee3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_sensible_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_sensible_heat_flux.ini
@@ -11,6 +11,7 @@ variable = sshf
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_solar_radiation_downward_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_solar_radiation_downward_clear_sky.ini
index 040669b50..cc3d9f2d2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_solar_radiation_downward_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_solar_radiation_downward_clear_sky.ini
@@ -11,6 +11,7 @@ variable = ssrdc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_solar_radiation_downward_clear_sky
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_solar_radiation_downwards.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_solar_radiation_downwards.ini
index 8db318a43..3f0988e04 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_solar_radiation_downwards.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_solar_radiation_downwards.ini
@@ -11,6 +11,7 @@ variable = ssrd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_thermal_radiation_downward_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_thermal_radiation_downward_clear_sky.ini
index a5a34e73b..e6bf0e97a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_thermal_radiation_downward_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_thermal_radiation_downward_clear_sky.ini
@@ -11,6 +11,7 @@ variable = strdc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_thermal_radiation_downward_clear_sky
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_thermal_radiation_downwards.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_thermal_radiation_downwards.ini
index 0652c6d9b..aee87a0cf 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_thermal_radiation_downwards.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-surface_thermal_radiation_downwards.ini
@@ -11,6 +11,7 @@ variable = strd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-temperature_of_snow_layer.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-temperature_of_snow_layer.ini
index 3c9c237c4..b30dac158 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-temperature_of_snow_layer.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-temperature_of_snow_layer.ini
@@ -11,6 +11,7 @@ variable = tsn
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = temperature_of_snow_layer
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-toa_incident_solar_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-toa_incident_solar_radiation.ini
index cc7870878..e3be1ca9f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-toa_incident_solar_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-toa_incident_solar_radiation.ini
@@ -11,6 +11,7 @@ variable = tisr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = toa_incident_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_solar_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_solar_radiation.ini
index 79fe13b5e..e401b4987 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_solar_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_solar_radiation.ini
@@ -11,6 +11,7 @@ variable = tsr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = top_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_solar_radiation_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_solar_radiation_clear_sky.ini
index ffb5f5012..2cf53ecb3 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_solar_radiation_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_solar_radiation_clear_sky.ini
@@ -11,6 +11,7 @@ variable = tsrc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = top_net_solar_radiation_clear_sky
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_thermal_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_thermal_radiation.ini
index e87581fc8..3d84feaf6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_thermal_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_thermal_radiation.ini
@@ -11,6 +11,7 @@ variable = ttr
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = top_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_thermal_radiation_clear_sky.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_thermal_radiation_clear_sky.ini
index f98afff55..7847b6200 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_thermal_radiation_clear_sky.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-top_net_thermal_radiation_clear_sky.ini
@@ -11,6 +11,7 @@ variable = ttrc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = top_net_thermal_radiation_clear_sky
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_cloud_cover.ini
index 111621ec9..ab9294863 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_cloud_ice_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_cloud_ice_water.ini
index ea76a5f5d..1c07d9d8a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_cloud_ice_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_cloud_ice_water.ini
@@ -11,6 +11,7 @@ variable = tciw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_column_cloud_ice_water
+cds_units = kg m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_cloud_liquid_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_cloud_liquid_water.ini
index 696b0d022..56ee8892d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_cloud_liquid_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_cloud_liquid_water.ini
@@ -11,6 +11,7 @@ variable = tclw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_column_cloud_liquid_water
+cds_units = kg m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_ozone.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_ozone.ini
index defbea07c..87fc750a4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_ozone.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_ozone.ini
@@ -11,6 +11,7 @@ variable = tco3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_column_ozone
+cds_units = kg m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_rain_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_rain_water.ini
index 3dbb3a731..c802cb490 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_rain_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_rain_water.ini
@@ -11,6 +11,7 @@ variable = tcrw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_column_rain_water
+cds_units = kg m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_snow_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_snow_water.ini
index cff190245..699d29c1b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_snow_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_snow_water.ini
@@ -11,6 +11,7 @@ variable = tcsw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_column_snow_water
+cds_units = kg m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_supercooled_liquid_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_supercooled_liquid_water.ini
index c654f9e31..99a428eb4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_supercooled_liquid_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_supercooled_liquid_water.ini
@@ -11,6 +11,7 @@ variable = tcslw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_column_supercooled_liquid_water
+cds_units = kg m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_water.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_water.ini
index 485b2998d..2521c71db 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_water.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_water.ini
@@ -11,6 +11,7 @@ variable = tcw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_column_water
+cds_units = kg m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_water_vapour.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_water_vapour.ini
index aa9f81388..6f593e35c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_water_vapour.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_column_water_vapour.ini
@@ -11,6 +11,7 @@ variable = tcwv
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_column_water_vapour
+cds_units = kg m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_precipitation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_precipitation.ini
index 590db7b63..67be0c5b7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_precipitation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_precipitation.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_precipitation
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_sky_direct_solar_radiation_at_surface.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_sky_direct_solar_radiation_at_surface.ini
index 5d402b450..c6d51d2f9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_sky_direct_solar_radiation_at_surface.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_sky_direct_solar_radiation_at_surface.ini
@@ -11,6 +11,7 @@ variable = fdir
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_sky_direct_solar_radiation_at_surface
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_totals_index.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_totals_index.ini
index f43766c1d..97b17ed1c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_totals_index.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-total_totals_index.ini
@@ -11,6 +11,7 @@ variable = totalx
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = total_totals_index
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-trapping_layer_base_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-trapping_layer_base_height.ini
index 377e4cccf..762824187 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-trapping_layer_base_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-trapping_layer_base_height.ini
@@ -11,6 +11,7 @@ variable = tplb
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = trapping_layer_base_height
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-trapping_layer_top_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-trapping_layer_top_height.ini
index 0e013547f..3d3fc99ec 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-trapping_layer_top_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-trapping_layer_top_height.ini
@@ -11,6 +11,7 @@ variable = tplt
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = trapping_layer_top_height
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-type_of_high_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-type_of_high_vegetation.ini
index 4ba61a87f..65e0dd44c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-type_of_high_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-type_of_high_vegetation.ini
@@ -11,6 +11,7 @@ variable = tvh
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = type_of_high_vegetation
+cds_units = ~
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-type_of_low_vegetation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-type_of_low_vegetation.ini
index 9543d4caf..c193e01a8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-type_of_low_vegetation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-type_of_low_vegetation.ini
@@ -11,6 +11,7 @@ variable = tvl
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = type_of_low_vegetation
+cds_units = ~
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-u_component_stokes_drift.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-u_component_stokes_drift.ini
index d318e90d1..1da381e72 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-u_component_stokes_drift.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-u_component_stokes_drift.ini
@@ -11,6 +11,7 @@ variable = ust
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = u_component_stokes_drift
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-uv_visible_albedo_for_diffuse_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-uv_visible_albedo_for_diffuse_radiation.ini
index cbe7fa5c2..61e0cb641 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-uv_visible_albedo_for_diffuse_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-uv_visible_albedo_for_diffuse_radiation.ini
@@ -11,6 +11,7 @@ variable = aluvd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = uv_visible_albedo_for_diffuse_radiation
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-uv_visible_albedo_for_direct_radiation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-uv_visible_albedo_for_direct_radiation.ini
index a34b5d148..014c57ceb 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-uv_visible_albedo_for_direct_radiation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-uv_visible_albedo_for_direct_radiation.ini
@@ -11,6 +11,7 @@ variable = aluvp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = uv_visible_albedo_for_direct_radiation
+cds_units = (0 - 1)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-v_component_stokes_drift.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-v_component_stokes_drift.ini
index dcca7ef7d..13cc75b16 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-v_component_stokes_drift.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-v_component_stokes_drift.ini
@@ -11,6 +11,7 @@ variable = vst
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = v_component_stokes_drift
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_cloud_frozen_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_cloud_frozen_water_flux.ini
index 104960293..382815753 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_cloud_frozen_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_cloud_frozen_water_flux.ini
@@ -11,6 +11,7 @@ variable = p80.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_divergence_of_cloud_frozen_water_flux
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_cloud_liquid_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_cloud_liquid_water_flux.ini
index f3e2d4158..e61cadcc1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_cloud_liquid_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_cloud_liquid_water_flux.ini
@@ -11,6 +11,7 @@ variable = p79.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_divergence_of_cloud_liquid_water_flux
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_geopotential_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_geopotential_flux.ini
index c6878daf8..eb6cc083f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_geopotential_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_geopotential_flux.ini
@@ -11,6 +11,7 @@ variable = p85.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_divergence_of_geopotential_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_kinetic_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_kinetic_energy_flux.ini
index d7ea5ba1c..efc267222 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_kinetic_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_kinetic_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p82.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_divergence_of_kinetic_energy_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_mass_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_mass_flux.ini
index d59d19284..d45925b60 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_mass_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_mass_flux.ini
@@ -11,6 +11,7 @@ variable = p81.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_divergence_of_mass_flux
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_moisture_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_moisture_flux.ini
index 8d1e1791d..e0b1476d9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_moisture_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_moisture_flux.ini
@@ -11,6 +11,7 @@ variable = p84.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_divergence_of_moisture_flux
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_ozone_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_ozone_flux.ini
index 26eaab3fa..7137744f8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_ozone_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_ozone_flux.ini
@@ -11,6 +11,7 @@ variable = p87.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_divergence_of_ozone_flux
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_thermal_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_thermal_energy_flux.ini
index abdb9f675..17688a14f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_thermal_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_thermal_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p83.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_divergence_of_thermal_energy_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_total_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_total_energy_flux.ini
index ac9079627..da0333178 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_total_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_divergence_of_total_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p86.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_divergence_of_total_energy_flux
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_cloud_frozen_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_cloud_frozen_water_flux.ini
index 5282d329d..abeb7400f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_cloud_frozen_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_cloud_frozen_water_flux.ini
@@ -11,6 +11,7 @@ variable = p90.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_eastward_cloud_frozen_water_flux
+cds_units = kg m^-1 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_cloud_liquid_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_cloud_liquid_water_flux.ini
index 45fe54277..39fcb5440 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_cloud_liquid_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_cloud_liquid_water_flux.ini
@@ -11,6 +11,7 @@ variable = p88.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_eastward_cloud_liquid_water_flux
+cds_units = kg m^-1 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_geopotential_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_geopotential_flux.ini
index 9a033f793..ea3fc2795 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_geopotential_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_geopotential_flux.ini
@@ -11,6 +11,7 @@ variable = p73.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_eastward_geopotential_flux
+cds_units = W m^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_heat_flux.ini
index 33af0aabb..3245d0746 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_heat_flux.ini
@@ -11,6 +11,7 @@ variable = p69.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_eastward_heat_flux
+cds_units = W m^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_kinetic_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_kinetic_energy_flux.ini
index 511dddf23..28d130905 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_kinetic_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_kinetic_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p67.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_eastward_kinetic_energy_flux
+cds_units = W m^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_mass_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_mass_flux.ini
index ac65d2783..14f1a175d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_mass_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_mass_flux.ini
@@ -11,6 +11,7 @@ variable = p65.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_eastward_mass_flux
+cds_units = kg m^-1 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_ozone_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_ozone_flux.ini
index 712d07da7..08229a10b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_ozone_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_ozone_flux.ini
@@ -11,6 +11,7 @@ variable = p77.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_eastward_ozone_flux
+cds_units = kg m^-1 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_total_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_total_energy_flux.ini
index 70ea690c4..2022f272d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_total_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_total_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p75.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_eastward_total_energy_flux
+cds_units = W m^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_water_vapour_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_water_vapour_flux.ini
index ef3c51fe6..3c454e3a9 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_water_vapour_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_eastward_water_vapour_flux.ini
@@ -11,6 +11,7 @@ variable = p71.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_eastward_water_vapour_flux
+cds_units = kg m^-1 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_energy_conversion.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_energy_conversion.ini
index 1914cad33..8a515569e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_energy_conversion.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_energy_conversion.ini
@@ -11,6 +11,7 @@ variable = p64.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_energy_conversion
+cds_units = W m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_kinetic_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_kinetic_energy.ini
index 6eee1ec29..4b426beda 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_kinetic_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_kinetic_energy.ini
@@ -11,6 +11,7 @@ variable = p59.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_kinetic_energy
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_mass_of_atmosphere.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_mass_of_atmosphere.ini
index 8caceba68..a090035cb 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_mass_of_atmosphere.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_mass_of_atmosphere.ini
@@ -11,6 +11,7 @@ variable = p53.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_mass_of_atmosphere
+cds_units = kg m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_mass_tendency.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_mass_tendency.ini
index 0f53ded88..15701364d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_mass_tendency.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_mass_tendency.ini
@@ -11,6 +11,7 @@ variable = p92.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_mass_tendency
+cds_units = kg m^-2 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_cloud_frozen_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_cloud_frozen_water_flux.ini
index c1e696fef..56dfe485b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_cloud_frozen_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_cloud_frozen_water_flux.ini
@@ -11,6 +11,7 @@ variable = p91.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_northward_cloud_frozen_water_flux
+cds_units = kg m^-1 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_cloud_liquid_water_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_cloud_liquid_water_flux.ini
index ed0be3936..432ab719b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_cloud_liquid_water_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_cloud_liquid_water_flux.ini
@@ -11,6 +11,7 @@ variable = p89.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_northward_cloud_liquid_water_flux
+cds_units = kg m^-1 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_geopotential_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_geopotential_flux.ini
index 5efce7269..7b79a6b3c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_geopotential_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_geopotential_flux.ini
@@ -11,6 +11,7 @@ variable = p74.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_northward_geopotential_flux
+cds_units = W m^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_heat_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_heat_flux.ini
index 590340988..45cf83cc1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_heat_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_heat_flux.ini
@@ -11,6 +11,7 @@ variable = p70.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_northward_heat_flux
+cds_units = W m^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_kinetic_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_kinetic_energy_flux.ini
index 17e24f1a9..a4979190d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_kinetic_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_kinetic_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p68.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_northward_kinetic_energy_flux
+cds_units = W m^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_mass_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_mass_flux.ini
index b664744de..bc6ec903b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_mass_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_mass_flux.ini
@@ -11,6 +11,7 @@ variable = p66.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_northward_mass_flux
+cds_units = kg m^-1 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_ozone_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_ozone_flux.ini
index b6e0b510c..6dd428d2d 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_ozone_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_ozone_flux.ini
@@ -11,6 +11,7 @@ variable = p78.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_northward_ozone_flux
+cds_units = kg m^-1 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_total_energy_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_total_energy_flux.ini
index 3ea87c1b3..e5a3c9b5e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_total_energy_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_total_energy_flux.ini
@@ -11,6 +11,7 @@ variable = p76.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_northward_total_energy_flux
+cds_units = W m^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_water_vapour_flux.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_water_vapour_flux.ini
index a9c1091cc..5dfb040f7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_water_vapour_flux.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_northward_water_vapour_flux.ini
@@ -11,6 +11,7 @@ variable = p72.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_northward_water_vapour_flux
+cds_units = kg m^-1 s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_potential_and_internal_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_potential_and_internal_energy.ini
index adae3f8e1..254e50ae7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_potential_and_internal_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_potential_and_internal_energy.ini
@@ -11,6 +11,7 @@ variable = p61.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_potential_and_internal_energy
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_potential_internal_and_latent_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_potential_internal_and_latent_energy.ini
index 67eb0bec1..573e02495 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_potential_internal_and_latent_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_potential_internal_and_latent_energy.ini
@@ -11,6 +11,7 @@ variable = p62.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_potential_internal_and_latent_energy
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_temperature.ini
index 89f0e2775..70ebb5213 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_temperature.ini
@@ -11,6 +11,7 @@ variable = p54.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_temperature
+cds_units = K kg m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_thermal_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_thermal_energy.ini
index f2c7b53c9..be40ccde2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_thermal_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_thermal_energy.ini
@@ -11,6 +11,7 @@ variable = p60.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_thermal_energy
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_total_energy.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_total_energy.ini
index f92a4e5d8..b94ae28aa 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_total_energy.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertical_integral_of_total_energy.ini
@@ -11,6 +11,7 @@ variable = p63.162
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertical_integral_of_total_energy
+cds_units = J m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertically_integrated_moisture_divergence.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertically_integrated_moisture_divergence.ini
index ba11be4ee..517cdd0f6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertically_integrated_moisture_divergence.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-vertically_integrated_moisture_divergence.ini
@@ -11,6 +11,7 @@ variable = vimd
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = vertically_integrated_moisture_divergence
+cds_units = kg m^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_1.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_1.ini
index edead723f..67d50a00e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_1.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_1.ini
@@ -11,6 +11,7 @@ variable = swvl1
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = volumetric_soil_water_layer_1
+cds_units = m^3 m^-3
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_2.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_2.ini
index 6a6622496..b2cf57e2e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_2.ini
@@ -11,6 +11,7 @@ variable = swvl2
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = volumetric_soil_water_layer_2
+cds_units = m^3 m^-3
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_3.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_3.ini
index d3ed50165..659e17c2c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_3.ini
@@ -11,6 +11,7 @@ variable = swvl3
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = volumetric_soil_water_layer_3
+cds_units = m^3 m^-3
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_4.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_4.ini
index c5b55b4d2..648e6293e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_4.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-volumetric_soil_water_layer_4.ini
@@ -11,6 +11,7 @@ variable = swvl4
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = volumetric_soil_water_layer_4
+cds_units = m^3 m^-3
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width.ini
index f76f8f6c9..3fa1df26b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width.ini
@@ -11,6 +11,7 @@ variable = wdw
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = wave_spectral_directional_width
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width_for_swell.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width_for_swell.ini
index d82eca2fd..49d50562e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width_for_swell.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width_for_swell.ini
@@ -11,6 +11,7 @@ variable = dwps
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = wave_spectral_directional_width_for_swell
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width_for_wind_waves.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width_for_wind_waves.ini
index c4ccfa469..dc9c1ce97 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width_for_wind_waves.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_directional_width_for_wind_waves.ini
@@ -11,6 +11,7 @@ variable = dwww
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = wave_spectral_directional_width_for_wind_waves
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_kurtosis.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_kurtosis.ini
index 85973cbee..b3953c8e1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_kurtosis.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_kurtosis.ini
@@ -11,6 +11,7 @@ variable = wsk
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = wave_spectral_kurtosis
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_peakedness.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_peakedness.ini
index 3b1505758..747d549ba 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_peakedness.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_peakedness.ini
@@ -11,6 +11,7 @@ variable = wsp
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = wave_spectral_peakedness
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_skewness.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_skewness.ini
index c88f94947..fded61bee 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_skewness.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-wave_spectral_skewness.ini
@@ -11,6 +11,7 @@ variable = wss
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = wave_spectral_skewness
+cds_units = dimensionless
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-zero_degree_level.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-zero_degree_level.ini
index 24b936a5d..9d5c7a52b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-zero_degree_level.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-era5-single-levels-zero_degree_level.ini
@@ -11,6 +11,7 @@ variable = deg0l
 datatype = an, fc, em
 cds_dataset = reanalysis-era5-single-levels
 cds_variable = zero_degree_level
+cds_units = m
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-geopotential.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-geopotential.ini
index db1cda6c9..1def4f1fd 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-geopotential.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-geopotential.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-geopotential_height.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-geopotential_height.ini
index d572bf217..93c5e3d93 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-geopotential_height.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-geopotential_height.ini
@@ -11,6 +11,7 @@ variable = gh
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-pressure-levels
 cds_variable = geopotential_height
+cds_units = gpm (geopotential height in meter)
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-relative_humidity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-relative_humidity.ini
index 2fa3f9258..f9a7cf430 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-relative_humidity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-relative_humidity.ini
@@ -11,6 +11,7 @@ variable = r
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-pressure-levels
 cds_variable = relative_humidity
+cds_units = %
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-temperature.ini
index 46c208900..cb0eacc19 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-temperature.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-u_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-u_component_of_wind.ini
index 4500b88bd..202a32ddb 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-u_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-u_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-v_component_of_wind.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-v_component_of_wind.ini
index 9b8ae8ad5..0c88b6c5c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-v_component_of_wind.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-pressure-levels-v_component_of_wind.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = 
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-10m_wind_direction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-10m_wind_direction.ini
index 616bacd5a..666e006c6 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-10m_wind_direction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-10m_wind_direction.ini
@@ -11,6 +11,7 @@ variable = wdir10
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = 10m_wind_direction
+cds_units = Degrees
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-10m_wind_speed.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-10m_wind_speed.ini
index 2bdd937e6..c87af48e4 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-10m_wind_speed.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-10m_wind_speed.ini
@@ -11,6 +11,7 @@ variable = si10
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = 10m_wind_speed
+cds_units = m s^-1
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-2m_relative_humidity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-2m_relative_humidity.ini
index b53a7602a..bd57bf00a 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-2m_relative_humidity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-2m_relative_humidity.ini
@@ -11,6 +11,7 @@ variable = r2
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = 2m_relative_humidity
+cds_units = %
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	100.0
+valid_max = 100.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-2m_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-2m_temperature.ini
index 33f256b0f..780ddfa82 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-2m_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-2m_temperature.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-albedo.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-albedo.ini
index 16a5238d4..952d93f4f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-albedo.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-albedo.ini
@@ -11,6 +11,7 @@ variable = al
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = albedo
+cds_units = %
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	100.0
+valid_max = 100.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-high_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-high_cloud_cover.ini
index 9f8f6c249..d34566b88 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-high_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-high_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = hcc
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = high_cloud_cover
+cds_units = %
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-low_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-low_cloud_cover.ini
index f35c0efb4..23318140b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-low_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-low_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = lcc
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = low_cloud_cover
+cds_units = %
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-mean_sea_level_pressure.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-mean_sea_level_pressure.ini
index 5b720aa6a..586223bcf 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-mean_sea_level_pressure.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-mean_sea_level_pressure.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-medium_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-medium_cloud_cover.ini
index 210a49014..631e897c8 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-medium_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-medium_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = mcc
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = medium_cloud_cover
+cds_units = %
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-orography.ini
index 48afc573f..26e8f3066 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-orography.ini
@@ -11,6 +11,7 @@ variable = orog
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = orography
+cds_units = gpm (geopotential height in meter)
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-skin_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-skin_temperature.ini
index 5f149e1ad..3e4743108 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-skin_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-skin_temperature.ini
@@ -11,6 +11,7 @@ variable = skt
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = skin_temperature
+cds_units = K
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-snow_density.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-snow_density.ini
index 8333c77c4..95e759f4b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-snow_density.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-snow_density.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-snow_depth_water_equivalent.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-snow_depth_water_equivalent.ini
index f09f49d5d..2536b3c95 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-snow_depth_water_equivalent.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-snow_depth_water_equivalent.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = snow_depth_water_equivalent
+cds_units = Kg m^-2
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-surface_pressure.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-surface_pressure.ini
index 9a3f18b04..79d2a3dad 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-surface_pressure.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-surface_pressure.ini
@@ -11,6 +11,7 @@ variable = sp
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = surface_pressure
+cds_units = Pa
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 5.0
-valid_max =	11.0
+valid_max = 11.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-surface_roughness.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-surface_roughness.ini
index 3560d3d19..82febf14e 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-surface_roughness.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-surface_roughness.ini
@@ -11,6 +11,7 @@ variable = sr
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = surface_roughness
+cds_units = m
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_cloud_cover.ini
index 53fde60a6..fb8bd03ab 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = total_cloud_cover
+cds_units = %
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_column_integrated_water_vapour.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_column_integrated_water_vapour.ini
index 307c82ab1..a3e2a4e09 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_column_integrated_water_vapour.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_column_integrated_water_vapour.ini
@@ -11,6 +11,7 @@ variable = tciwv
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = total_column_integrated_water_vapour
+cds_units = kg m^-2
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_precipitation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_precipitation.ini
index ca4a944b8..4922987d1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_precipitation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-mescan_surfex-total_precipitation.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = total_precipitation
+cds_units = kg m^-2
 complete = no
 origin = mescan_surfex
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-10m_wind_direction.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-10m_wind_direction.ini
index 03febcd6b..b0cd668c1 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-10m_wind_direction.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-10m_wind_direction.ini
@@ -11,6 +11,7 @@ variable = wdir10
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = 10m_wind_direction
+cds_units = Degrees
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-10m_wind_speed.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-10m_wind_speed.ini
index d5f86f391..a2fe001b5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-10m_wind_speed.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-10m_wind_speed.ini
@@ -11,6 +11,7 @@ variable = si10
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = 10m_wind_speed
+cds_units = m s^-1
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-2m_relative_humidity.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-2m_relative_humidity.ini
index 1535de43c..2e536b6de 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-2m_relative_humidity.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-2m_relative_humidity.ini
@@ -11,6 +11,7 @@ variable = r2
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = 2m_relative_humidity
+cds_units = %
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	100.0
+valid_max = 100.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-2m_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-2m_temperature.ini
index 6ab9bb97e..9d6a2c55f 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-2m_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-2m_temperature.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-albedo.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-albedo.ini
index c6d3d3221..ed7791cec 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-albedo.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-albedo.ini
@@ -11,6 +11,7 @@ variable = al
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = albedo
+cds_units = %
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	100.0
+valid_max = 100.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-high_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-high_cloud_cover.ini
index db4791f61..8d631a6e5 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-high_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-high_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = hcc
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = high_cloud_cover
+cds_units = %
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-low_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-low_cloud_cover.ini
index 40c55085e..639299c55 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-low_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-low_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = lcc
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = low_cloud_cover
+cds_units = %
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-mean_sea_level_pressure.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-mean_sea_level_pressure.ini
index 05a59a22f..07d0f428b 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-mean_sea_level_pressure.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-mean_sea_level_pressure.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-medium_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-medium_cloud_cover.ini
index 5587602e5..fdf45dce7 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-medium_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-medium_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = mcc
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = medium_cloud_cover
+cds_units = %
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-orography.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-orography.ini
index 04317949b..41a28bfcb 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-orography.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-orography.ini
@@ -11,6 +11,7 @@ variable = orog
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = orography
+cds_units = gpm (geopotential height in meter)
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-skin_temperature.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-skin_temperature.ini
index 12ad0e8ca..f71886923 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-skin_temperature.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-skin_temperature.ini
@@ -11,6 +11,7 @@ variable = skt
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = skin_temperature
+cds_units = K
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-snow_density.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-snow_density.ini
index f72cac9e2..a5e3a61e2 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-snow_density.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-snow_density.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-snow_depth_water_equivalent.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-snow_depth_water_equivalent.ini
index 793d78263..326fb6725 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-snow_depth_water_equivalent.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-snow_depth_water_equivalent.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = snow_depth_water_equivalent
+cds_units = Kg m^-2
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-surface_pressure.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-surface_pressure.ini
index 472db8a65..5c21cf54c 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-surface_pressure.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-surface_pressure.ini
@@ -11,6 +11,7 @@ variable = sp
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = surface_pressure
+cds_units = Pa
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 5.0
-valid_max =	11.0
+valid_max = 11.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-surface_roughness.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-surface_roughness.ini
index 5c9ad4821..552e95159 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-surface_roughness.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-surface_roughness.ini
@@ -11,6 +11,7 @@ variable = sr
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = surface_roughness
+cds_units = m
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_cloud_cover.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_cloud_cover.ini
index fee9ecae0..b15aa46be 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_cloud_cover.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_cloud_cover.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = total_cloud_cover
+cds_units = %
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_column_integrated_water_vapour.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_column_integrated_water_vapour.ini
index f9f026bc0..deeca4e30 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_column_integrated_water_vapour.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_column_integrated_water_vapour.ini
@@ -11,6 +11,7 @@ variable = tciwv
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = total_column_integrated_water_vapour
+cds_units = kg m^-2
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_precipitation.ini b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_precipitation.ini
index ed938d1dd..fa86bc405 100644
--- a/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_precipitation.ini
+++ b/dqc_wrapper/QAR_dqc/conf/reanalysis-uerra-europe-single-levels-uerra_harmonie-total_precipitation.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = an, fc, em
 cds_dataset = reanalysis-uerra-europe-single-levels
 cds_variable = total_precipitation
+cds_units = kg m^-2
 complete = no
 origin = uerra_harmonie
 system = 
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-cmcc-3.ini
index 26251f161..cf5115886 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-dwd-2.ini
index fa2146542..4131d0d96 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-dwd-2.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-ecmwf-5.ini
index caf6a6094..e73117339 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-meteo_france-6.ini
index 71079b077..8e3ab9f97 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-meteo_france-7.ini
index 156e4e43e..4174e3d3f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-ukmo-14.ini
index 7eace6a97..c3a4b168d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-geopotential-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-cmcc-3.ini
index 6a15b8d1d..9f49c5b44 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-dwd-2.ini
index 8678244f5..3dd49f030 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-dwd-2.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-ecmwf-5.ini
index 5dad2cc95..feaa7468b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-meteo_france-6.ini
index 87e32ceeb..b2f5d1c20 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-meteo_france-7.ini
index dbf07fad5..da4ef46a6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-ukmo-14.ini
index 006fa06a1..88ffec9fa 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-specific_humidity-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-cmcc-3.ini
index 3e7d2a49e..5de3d18a1 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-dwd-2.ini
index d2ea05c9c..21bf38cce 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-dwd-2.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-ecmwf-5.ini
index 2605b3ba7..79b60e404 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-meteo_france-6.ini
index 13876252c..18ead6c02 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-meteo_france-7.ini
index 0bd297491..0dde235dd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-ukmo-14.ini
index c6a7b42d3..012d1a5b7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-temperature-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-cmcc-3.ini
index 846a22bff..c20f6ceee 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-dwd-2.ini
index 046a231cb..afff51d85 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-dwd-2.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-ecmwf-5.ini
index c845dccf6..58aaae819 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-meteo_france-6.ini
index bdcffac03..fa34bff95 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-meteo_france-7.ini
index 662baa8ec..3d587f5d1 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-ukmo-14.ini
index 0ac8170ae..757ce1c2d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-u_component_of_wind-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-cmcc-3.ini
index c3ea27930..0969ff60d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-dwd-2.ini
index be9dc4474..3271e76e1 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-dwd-2.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-ecmwf-5.ini
index 9049b4c5b..4757ad2bd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-meteo_france-6.ini
index a2d2933c8..6429a047e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-meteo_france-7.ini
index 0272dbb12..c557f3b87 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-ukmo-14.ini
index 3a007a733..7b7b9fecd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-pressure-levels-v_component_of_wind-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-cmcc-3.ini
index 805eb4778..d3ada7cd3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-dwd-2.ini
index 2b2fc40a8..71f9fb11a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-dwd-2.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-ecmwf-5.ini
index 6de740504..7f86c6e86 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-meteo_france-6.ini
index 0e9415935..a7f5a0aa3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-meteo_france-7.ini
index 6ae70bdbf..7ed61884f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-ukmo-14.ini
index ec6fb7fca..f93091bf2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_u_component_of_wind-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-cmcc-3.ini
index d399b0d3b..b09b23301 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-dwd-2.ini
index c6c830a05..345ebebe3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-dwd-2.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-ecmwf-5.ini
index 1fbfe2511..fb51c6dd7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-meteo_france-6.ini
index a994da079..af00e2530 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-meteo_france-7.ini
index 1e793deea..84b3a52d2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-ukmo-14.ini
index f2707ac86..de6600606 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_v_component_of_wind-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-cmcc-3.ini
index 5a2dfefb8..fc183543b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-dwd-2.ini
index 0b2704565..2ec06feab 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-dwd-2.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-ecmwf-5.ini
index 881619932..102459cd8 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-6.ini
index f4109eaef..1e39b828f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-7.ini
index da669ee55..e2eaa8084 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-ukmo-14.ini
index d6c58bcba..da5a382ce 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_gust_since_previous_post_processing-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-cmcc-3.ini
index 7dab387c4..a857d1867 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = si10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_speed
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-dwd-2.ini
index bc25af8dc..fdb8ac067 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-dwd-2.ini
@@ -11,6 +11,7 @@ variable = si10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_speed
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-ecmwf-5.ini
index 8f729f132..04e2a86b0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = si10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_speed
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-meteo_france-6.ini
index ab9c1d20d..f2a66803f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = si10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_speed
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-meteo_france-7.ini
index 085ce5f7a..93ee161ab 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = si10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_speed
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-ukmo-14.ini
index 6f961f9ae..b487f9e88 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-10m_wind_speed-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = si10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 10m_wind_speed
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-cmcc-3.ini
index b8e89d365..58ea91fe6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-dwd-2.ini
index 2d86cb962..551b1823d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-dwd-2.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-ecmwf-5.ini
index ff4d985ed..525af4862 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-meteo_france-6.ini
index 8a5390c33..22d7da07e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-meteo_france-7.ini
index fa1035a6c..702988e8f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-ukmo-14.ini
index 12b564442..4eb0249ca 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_dewpoint_temperature-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-cmcc-3.ini
index 16692c79c..be1e4d912 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-dwd-2.ini
index 66a3858e3..24c9c88c3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-dwd-2.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-ecmwf-5.ini
index c07e27f78..3f933c0d4 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-meteo_france-6.ini
index f64348e0c..c57014388 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-meteo_france-7.ini
index b8a2632bc..7e21d84bd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-ukmo-14.ini
index 02e81a680..d7f51d462 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-2m_temperature-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-cmcc-3.ini
index 0b49a4f1c..a1a8d2eca 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ewssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = east_west_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-dwd-2.ini
index cdfff814b..930c0c158 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ewssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = east_west_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-ecmwf-5.ini
index 6e78009b1..831c9cf3b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ewssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = east_west_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-meteo_france-6.ini
index 3ffa1ed18..9c80e3bd5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ewssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = east_west_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-meteo_france-7.ini
index 96b38c0e7..34b12b7e3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ewssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = east_west_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-ukmo-14.ini
index 16907a826..2b1c43e5d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-east_west_surface_stress_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ewssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = east_west_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-cmcc-3.ini
index d9f156f4b..90bd0d6be 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = erate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = evaporation
+cds_units = m of water s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-dwd-2.ini
index 94f39a402..21fb8271e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = erate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = evaporation
+cds_units = m of water s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-ecmwf-5.ini
index e5c5e306a..e8450266c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = erate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = evaporation
+cds_units = m of water s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-meteo_france-6.ini
index e6320d929..dc41ff1af 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = erate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = evaporation
+cds_units = m of water s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-meteo_france-7.ini
index 493a163b2..aa27f5109 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = erate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = evaporation
+cds_units = m of water s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-ukmo-14.ini
index 95beb2b52..7a87826c6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-evaporation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = erate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = evaporation
+cds_units = m of water s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
index dfafd7e32..e94ca50ee 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-dwd-2.ini
index e32e0d70a..2e040099b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-dwd-2.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
index 323729ead..52c572299 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
index 3cb0a0ede..305cecb77 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
index f65a10289..964b9f7b7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
index adbf44bc5..6e9ce1a9a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-maximum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-cmcc-3.ini
index aa9b9e742..89123cf89 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-dwd-2.ini
index 3b19a914e..6293c82c7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-dwd-2.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-ecmwf-5.ini
index 8ead0e12c..2a5036cf8 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-meteo_france-6.ini
index ad161a08e..ac70eae51 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-meteo_france-7.ini
index e730cf835..042817129 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-ukmo-14.ini
index dfb1d0876..8a867072d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-mean_sea_level_pressure-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
index 2ac8d57b2..63419c284 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-dwd-2.ini
index 4d0f15b63..f5bd85be4 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-dwd-2.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
index 84ab20b9b..37255010c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
index f49ca1d0c..74d7beb5a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
index b445a3dec..e05a09030 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
index 8f90e9258..ee618d577 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-minimum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-cmcc-3.ini
index 7c14a4d1a..160d5d00b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = nsssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = north_south_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-dwd-2.ini
index 09d250a9c..877a405dc 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = nsssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = north_south_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-ecmwf-5.ini
index 99199b7d8..f37b85f28 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = nsssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = north_south_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-meteo_france-6.ini
index 3340866c0..3f0e9530e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = nsssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = north_south_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-meteo_france-7.ini
index c4ab72ddb..425e8c487 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = nsssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = north_south_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-ukmo-14.ini
index 8fac81957..47baa1514 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-north_south_surface_stress_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = nsssra
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = north_south_surface_stress_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-cmcc-3.ini
index 4e7851fb0..82ac52fe2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = mrort
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = runoff
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-dwd-2.ini
index f476b4b53..fb50d4b14 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-dwd-2.ini
@@ -11,6 +11,7 @@ variable = mrort
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = runoff
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-ecmwf-5.ini
index 1e799241b..f9e81acbe 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = mrort
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = runoff
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-meteo_france-6.ini
index ef007055a..dc75680c4 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = mrort
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = runoff
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-meteo_france-7.ini
index 61e7339bd..a94f2c652 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = mrort
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = runoff
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-ukmo-14.ini
index f68578a15..17e94e8f3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-runoff-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = mrort
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = runoff
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-cmcc-3.ini
index 6fd40a620..7378398f8 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-dwd-2.ini
index a12468866..a952d29e2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-dwd-2.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-ecmwf-5.ini
index 0f7392d17..622a48db5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-meteo_france-6.ini
index 537199bab..0d1fda01e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-meteo_france-7.ini
index 4c928d799..2a2f44de9 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-ukmo-14.ini
index 9edf5561b..1e5a387ec 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_ice_cover-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-cmcc-3.ini
index 3f70fa023..a759a6a04 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-dwd-2.ini
index f4a6a4346..377d67172 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-dwd-2.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-ecmwf-5.ini
index 4a2ed5eab..a28320c95 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-meteo_france-6.ini
index b67ede493..dc5a6e151 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-meteo_france-7.ini
index 41b5af98e..4b7ff5d12 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-ukmo-14.ini
index b9a6581c9..4bca057a0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-sea_surface_temperature-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-cmcc-3.ini
index 43f56ba73..4b412e77f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-dwd-2.ini
index 6dcbbd68b..c3fca5599 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-dwd-2.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-ecmwf-5.ini
index 448eeed6a..56628d65e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-meteo_france-6.ini
index 468ba07b4..0a2b16ac4 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-meteo_france-7.ini
index 9e614cb10..2a08cabc8 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-ukmo-14.ini
index a3fc7028d..0ab502870 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_density-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-cmcc-3.ini
index 5ad24bb3a..aac64d6cf 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-dwd-2.ini
index 1271c429e..49cf0259b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-dwd-2.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-ecmwf-5.ini
index 7143646aa..ab25cc025 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-meteo_france-6.ini
index 20b0651cf..7ef3a3845 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-meteo_france-7.ini
index a666e2890..bd6b70319 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-ukmo-14.ini
index f7005a49e..cb2f27345 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snow_depth-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-cmcc-3.ini
index bec0afa15..1ece667f5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = mtsfr
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-dwd-2.ini
index 7603a73e6..bfd05d206 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-dwd-2.ini
@@ -11,6 +11,7 @@ variable = mtsfr
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-ecmwf-5.ini
index a8d602b7d..e6d370962 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = mtsfr
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-meteo_france-6.ini
index 22f1a4492..c216ff2aa 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = mtsfr
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-meteo_france-7.ini
index c52bcf9ca..caf3cfab0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = mtsfr
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-ukmo-14.ini
index 8d9bbb767..73044f67f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-snowfall-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = mtsfr
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-cmcc-3.ini
index 30e765dbe..298a51609 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-dwd-2.ini
index 4353dec43..aa16d8428 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-dwd-2.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-ecmwf-5.ini
index d88dca8eb..d22883361 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-meteo_france-6.ini
index 701a96569..0b51903bf 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-meteo_france-7.ini
index 12425e652..d13c1b258 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-ukmo-14.ini
index 1116dd661..b22fdbcd7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-soil_temperature_level_1-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-cmcc-3.ini
index 617ed89cd..8ba33c9bb 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = mslhfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-dwd-2.ini
index 9de241291..fd8a80ba3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-dwd-2.ini
@@ -11,6 +11,7 @@ variable = mslhfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-ecmwf-5.ini
index ece296da6..1bb263110 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = mslhfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-meteo_france-6.ini
index 14abae03a..f19c9db5e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = mslhfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-meteo_france-7.ini
index 99853698a..98eaee935 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = mslhfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-ukmo-14.ini
index f666c7d56..a7c75b5ae 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_latent_heat_flux-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = mslhfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-cmcc-3.ini
index 08b2d9856..3e933958e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = msshfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-dwd-2.ini
index 8dafbb306..376e76caa 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-dwd-2.ini
@@ -11,6 +11,7 @@ variable = msshfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-ecmwf-5.ini
index b30678d5f..9b3b5e681 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = msshfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-meteo_france-6.ini
index 06c90e45f..509459482 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = msshfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-meteo_france-7.ini
index 7fb150086..23c5d9589 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = msshfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-ukmo-14.ini
index 3e0b51794..2e07aa73b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_sensible_heat_flux-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = msshfl
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = W m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-cmcc-3.ini
index 339f262bd..428921235 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = msnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-dwd-2.ini
index bfdc300d4..f7760cfa0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = msnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-ecmwf-5.ini
index 59e7ee316..e435b1abc 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = msnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-meteo_france-6.ini
index 5c88cf09a..c21cb6049 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = msnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-meteo_france-7.ini
index a9c195c6b..158355d91 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = msnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-ukmo-14.ini
index 6239c13e1..4aba74cad 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = msnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-cmcc-3.ini
index 3a23097f7..b8b276902 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = msdsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-dwd-2.ini
index fa4e4324c..7df392746 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-dwd-2.ini
@@ -11,6 +11,7 @@ variable = msdsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-ecmwf-5.ini
index cd73c6cf5..d09b7a24b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = msdsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-meteo_france-6.ini
index 9f798e3d2..5f314507c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = msdsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-meteo_france-7.ini
index 6cab4e97c..3d4167757 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = msdsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-ukmo-14.ini
index ceda0b2c4..88e15949c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_solar_radiation_downwards-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = msdsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-cmcc-3.ini
index 9e22667ad..05456cc5f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = msntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-dwd-2.ini
index 158dbc645..36e2a28df 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = msntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-ecmwf-5.ini
index 2562ccef4..86268d80b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = msntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-meteo_france-6.ini
index 8cc855146..81b51c8ec 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = msntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-meteo_france-7.ini
index 37bbaa87f..494bb1b83 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = msntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-ukmo-14.ini
index 1edca6891..f1cc16d8a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = msntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-cmcc-3.ini
index fbf9e32d8..7416dd578 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = msdtrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-dwd-2.ini
index 2fa2de04e..0dd09dc92 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-dwd-2.ini
@@ -11,6 +11,7 @@ variable = msdtrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-ecmwf-5.ini
index fa07477c9..b83732c59 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = msdtrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-meteo_france-6.ini
index c0dda4999..5b2e07c61 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = msdtrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-meteo_france-7.ini
index 296819e0b..5bf8576cf 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = msdtrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-ukmo-14.ini
index bbb651417..1ecb22f62 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-surface_thermal_radiation_downwards-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = msdtrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = W m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-cmcc-3.ini
index 29fe02544..b5f739b7b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = mtnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-dwd-2.ini
index 8ffdc18ed..041175b03 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = mtnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-ecmwf-5.ini
index 4716dd3ec..2ac759b89 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = mtnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-meteo_france-6.ini
index 2f255ebbc..cc12afac7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = mtnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-meteo_france-7.ini
index 92ac4f63a..272cc3c20 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = mtnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-ukmo-14.ini
index 9399b28f6..b7da88d76 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_solar_radiation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = mtnsrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_solar_radiation
+cds_units = W m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-cmcc-3.ini
index f331d1552..d0b862500 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = mtntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-dwd-2.ini
index bc887bdad..d5a2195dc 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = mtntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-ecmwf-5.ini
index 8e196a182..29359c61a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = mtntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-meteo_france-6.ini
index 744806119..95067d567 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = mtntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-meteo_france-7.ini
index 4dcfa0a4f..d20ae37ae 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = mtntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-ukmo-14.ini
index 3ff910a2c..4219111d6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-top_thermal_radiation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = mtntrf
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = top_thermal_radiation
+cds_units = W m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-cmcc-3.ini
index a87db6829..fb23c96c3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-dwd-2.ini
index 25c05fb37..675ec43b4 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-dwd-2.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-ecmwf-5.ini
index e63bd4422..09181834c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-meteo_france-6.ini
index a8a8b85b4..d5b6203a0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-meteo_france-7.ini
index ddaeaa1cb..666289c18 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-ukmo-14.ini
index ca9c3323f..6000b3758 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_cloud_cover-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-cmcc-3.ini
index c8455bdfa..d51b8f5b6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = tprate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_precipitation
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-dwd-2.ini
index 5304a555c..b7a4c46a9 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = tprate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_precipitation
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-ecmwf-5.ini
index 3869a3b2f..7f49e6158 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = tprate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_precipitation
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-meteo_france-6.ini
index 35e4c8382..8c31feace 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = tprate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_precipitation
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-meteo_france-7.ini
index 785ebcfa6..ee2ab0948 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = tprate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_precipitation
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-ukmo-14.ini
index 29b6846bc..d7e02e169 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-monthly-single-levels-total_precipitation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = tprate
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-monthly-single-levels
 cds_variable = total_precipitation
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-cmcc-3.ini
index d18b28312..a93210e5d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-dwd-2.ini
index d6942cffe..d8e08b9be 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-dwd-2.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-ecmwf-5.ini
index 3463a4e2c..fa85236f6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-meteo_france-6.ini
index fefe413a6..18a9aecfb 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-meteo_france-7.ini
index cee4ce943..a17306cef 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-ukmo-14.ini
index e118273e8..1e0a7d5e4 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-geopotential-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = geopotential
+cds_units = m^2 s^-2
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-cmcc-3.ini
index a91d74ae9..c35e764a3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-dwd-2.ini
index 087f0854d..5c2c85850 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-dwd-2.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-ecmwf-5.ini
index 58cc59f28..8c5ec5587 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-meteo_france-6.ini
index 5fd816e89..3bab1f9f9 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-meteo_france-7.ini
index 4f5f09a12..078548312 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-ukmo-14.ini
index 54407ff92..595fe40bd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-specific_humidity-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = q
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = specific_humidity
+cds_units = kg kg^-1
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-cmcc-3.ini
index 5880d148e..ad930e3ce 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-dwd-2.ini
index 4608c8cf2..4b3478987 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-dwd-2.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-ecmwf-5.ini
index 3886f918a..8a7b88255 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-meteo_france-6.ini
index 37dce51e0..161697f72 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-meteo_france-7.ini
index 91a8b0e61..d66c955ba 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-ukmo-14.ini
index d05e26c89..2d75313f0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-temperature-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = t
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = temperature
+cds_units = K
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 183.15
-valid_max =	343.15
+valid_max = 343.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-cmcc-3.ini
index 664c1552f..5f70c800b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-dwd-2.ini
index fb4ff3a18..8a5b88bee 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-dwd-2.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-ecmwf-5.ini
index 3bc65c462..baf4cf68f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-meteo_france-6.ini
index 8bf11eb51..a412f4661 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-meteo_france-7.ini
index 5c91b90a7..0b6055c99 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-ukmo-14.ini
index 4f132b0c9..152a04ada 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-u_component_of_wind-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = u
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-cmcc-3.ini
index 2379f2512..04aa87b75 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-dwd-2.ini
index 7d248132c..5cf702a39 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-dwd-2.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-ecmwf-5.ini
index 6ad163d06..ef2fa6dcd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-meteo_france-6.ini
index cbe0cd6ce..004fd38b2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-meteo_france-7.ini
index 598c2d7a9..093c6e725 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-ukmo-14.ini
index 26140036e..994f02754 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-pressure-levels-v_component_of_wind-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = v
 datatype = fc, hc, em
 cds_dataset = seasonal-original-pressure-levels
 cds_variable = v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-cmcc-3.ini
index 0eb071fc4..754e03d6a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-dwd-2.ini
index 687d3815c..6671a805b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-dwd-2.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-ecmwf-5.ini
index a41bc4e3f..ffaa39ac7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-meteo_france-6.ini
index 1086ed34d..e8ecdf226 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-meteo_france-7.ini
index cd72c9141..68feb4948 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-ukmo-14.ini
index 208cae13f..001eab889 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_u_component_of_wind-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = u10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_u_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-cmcc-3.ini
index 33902dc21..43532aa6e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-dwd-2.ini
index b919dbe23..d59336545 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-dwd-2.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-ecmwf-5.ini
index 3e21725ef..f7782053e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-meteo_france-6.ini
index 6d7c99b87..1831687ba 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-meteo_france-7.ini
index fb46675e6..777a0a225 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-ukmo-14.ini
index 069fe63e9..a2e46daf5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_v_component_of_wind-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = v10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_v_component_of_wind
+cds_units = m s^-1
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = -75.0
-valid_max =	75.0
+valid_max = 75.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-cmcc-3.ini
index dff565b15..f7524458e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-dwd-2.ini
index d0841be95..445d71c8e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-dwd-2.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-ecmwf-5.ini
index a6adf5e1e..f702b1b35 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-6.ini
index ca01b9adb..a9037d609 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-7.ini
index 8e7ce6119..51b1af020 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-ukmo-14.ini
index 0c08c9415..0fc8dc365 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-10m_wind_gust_since_previous_post_processing-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = fg10
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 10m_wind_gust_since_previous_post_processing
+cds_units = m s^-1
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	150.0
+valid_max = 150.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-cmcc-3.ini
index 2a3b46389..e28300ebb 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-dwd-2.ini
index 33e540f03..8772f7b78 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-dwd-2.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-ecmwf-5.ini
index 95bcd09fb..5a5a366cf 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-meteo_france-6.ini
index 56dd11bca..d5d17c7d6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-meteo_france-7.ini
index 5edb4e08f..3c2cc5c88 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-ukmo-14.ini
index c66c70bbf..8f594f4f3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_dewpoint_temperature-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = d2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_dewpoint_temperature
+cds_units = K
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-cmcc-3.ini
index 3c01bf011..f2ceb3984 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-dwd-2.ini
index 9fc41a92b..c2392e323 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-dwd-2.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-ecmwf-5.ini
index 5deb87b60..93183e3ae 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-meteo_france-6.ini
index f59d3afc1..16c74050b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-meteo_france-7.ini
index 1696b2590..3a6097824 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-ukmo-14.ini
index a89fb893a..b119c5233 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-2m_temperature-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = t2m
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = 2m_temperature
+cds_units = K
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-cmcc-3.ini
index 6d42deb75..675ec5b5b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ewss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = eastward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-dwd-2.ini
index 7bf8d3e0c..e6ba8ef5e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ewss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = eastward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-ecmwf-5.ini
index e9b53965b..4c25bf870 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ewss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = eastward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-meteo_france-6.ini
index 36745b65d..7477af575 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ewss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = eastward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-meteo_france-7.ini
index 76ce3434b..f18f3391e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ewss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = eastward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-ukmo-14.ini
index 16d77e5e7..29e6b6a7c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-eastward_turbulent_surface_stress-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ewss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = eastward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-cmcc-3.ini
index 30092cffe..1984b1044 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = e
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = evaporation
+cds_units = m of water equivalent
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-dwd-2.ini
index 5ca058e8d..8356c78fc 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = e
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = evaporation
+cds_units = m of water equivalent
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-ecmwf-5.ini
index 4f1451d56..b9828c520 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = e
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = evaporation
+cds_units = m of water equivalent
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-meteo_france-6.ini
index 38867abb6..cd115a3ed 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = e
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = evaporation
+cds_units = m of water equivalent
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-meteo_france-7.ini
index 5397f34b8..d7cc6c08a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = e
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = evaporation
+cds_units = m of water equivalent
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-ukmo-14.ini
index a76091ef1..2ab6597dc 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-evaporation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = e
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = evaporation
+cds_units = m of water equivalent
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
index 3a27a59c6..9d635fde2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-dwd-2.ini
index 951c91d89..fea71df6d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-dwd-2.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
index d1a3b74ea..e73b23e4e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
index 06505d24d..e29c03298 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
index 427ed607c..db7c62225 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
index 4883f1cbf..a56a65595 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-maximum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = mx2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-cmcc-3.ini
index cc61de2ee..ba2bb5d09 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-dwd-2.ini
index 933cd2c14..74e225722 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-dwd-2.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-ecmwf-5.ini
index 14db083f8..9d4dd5246 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-meteo_france-6.ini
index 758e65a5e..5c5eecea5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-meteo_france-7.ini
index 3931a7ff7..126e9b646 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-ukmo-14.ini
index baf3d4341..22d9bb062 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-mean_sea_level_pressure-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = msl
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = mean_sea_level_pressure
+cds_units = Pa
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
index 8c8a87865..f2eeeda29 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-dwd-2.ini
index d366e9691..6d1a8b390 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-dwd-2.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
index 8436551d3..481f6a920 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
index d71ea258b..3e157b45f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
index bcc78529a..10c33ed5d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
index 56995d7fb..8a1674ee7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-minimum_2m_temperature_in_the_last_24_hours-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = mn2t24
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours
+cds_units = K
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-cmcc-3.ini
index 8d319a918..bbc9cab8d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = nsss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = northward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-dwd-2.ini
index 7e6eca44b..29f62719f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-dwd-2.ini
@@ -11,6 +11,7 @@ variable = nsss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = northward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-ecmwf-5.ini
index a790cfeae..0bad12efc 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = nsss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = northward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-meteo_france-6.ini
index cb9d23fa7..16e80987e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = nsss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = northward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-meteo_france-7.ini
index 460214c70..ced9680a0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = nsss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = northward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-ukmo-14.ini
index 0db853b81..4b28d183d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-northward_turbulent_surface_stress-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = nsss
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = northward_turbulent_surface_stress
+cds_units = N m^-2 s
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-cmcc-3.ini
index a494f4fdd..1e6033c19 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = orography
+cds_units = m^2 s^-2
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-dwd-2.ini
index c0cd7d377..d99aebb30 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-dwd-2.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = orography
+cds_units = m^2 s^-2
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-ecmwf-5.ini
index cc91fd3da..78231442e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = orography
+cds_units = m^2 s^-2
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-meteo_france-6.ini
index 6f273119b..80cfd1d5d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = orography
+cds_units = m^2 s^-2
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-meteo_france-7.ini
index c22b44847..3777fda2d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = orography
+cds_units = m^2 s^-2
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-ukmo-14.ini
index 97c13f497..3007fc1f2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-orography-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = z
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = orography
+cds_units = m^2 s^-2
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-cmcc-3.ini
index 923bedaa8..ad3ab798e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ro
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = runoff
+cds_units = m
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-dwd-2.ini
index 867bfbedc..58c1ec914 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ro
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = runoff
+cds_units = m
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-ecmwf-5.ini
index c83161e0b..f5c5f53bb 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ro
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = runoff
+cds_units = m
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-meteo_france-6.ini
index 15bff3a94..0e1984790 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ro
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = runoff
+cds_units = m
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-meteo_france-7.ini
index 01a2cf6a6..517fa3711 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ro
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = runoff
+cds_units = m
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-ukmo-14.ini
index a316925e4..aa1ce88b3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-runoff-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ro
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = runoff
+cds_units = m
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-cmcc-3.ini
index f322982f1..6a80b854c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-dwd-2.ini
index 610c5bfbc..98b707a73 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-dwd-2.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-ecmwf-5.ini
index 8b4f02b51..bfcd95e65 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-meteo_france-6.ini
index 96e10249d..7dd9960bb 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-meteo_france-7.ini
index 73f60412a..265785d97 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-ukmo-14.ini
index c79992203..9dc83bc5c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_ice_cover-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = siconc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_ice_cover
+cds_units = (0 - 1)
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-cmcc-3.ini
index e57e7e067..36fc2be89 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-dwd-2.ini
index 15d1f0ae8..549c70344 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-dwd-2.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-ecmwf-5.ini
index 9a7d0d51e..b9c9f72b0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-meteo_france-6.ini
index 63625a073..befab09b2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-meteo_france-7.ini
index cbf4ea49a..5c5cdabfd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-ukmo-14.ini
index b6c7e8a10..833cd61a7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-sea_surface_temperature-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = sst
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = sea_surface_temperature
+cds_units = K
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 193.15
-valid_max =	353.15
+valid_max = 353.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-cmcc-3.ini
index 7f82fd07b..98a60237b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-dwd-2.ini
index c850f75f4..9d9c3ad66 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-dwd-2.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-ecmwf-5.ini
index 4f886bc76..b5ebd779c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-meteo_france-6.ini
index ebc2f3286..8cd4811ce 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-meteo_france-7.ini
index b2eb70c7f..74e300c66 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-ukmo-14.ini
index 96d09f38e..d0ca3a20a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_density-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = rsn
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_density
+cds_units = kg m^-3
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-cmcc-3.ini
index 2eb628ff7..6b0f7718d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-dwd-2.ini
index 430d6c06b..769ffb498 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-dwd-2.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-ecmwf-5.ini
index b2c8fa31e..e683e080c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-meteo_france-6.ini
index 90690f087..92222bdac 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-meteo_france-7.ini
index b40285c03..09ff21a72 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-ukmo-14.ini
index 7bcbd28ff..0d00bd45a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snow_depth-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = sd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snow_depth
+cds_units = m of water equivalent
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-cmcc-3.ini
index 7c2f1a147..a7bcf5ed0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = sf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-dwd-2.ini
index c587f6ab1..24940fef2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-dwd-2.ini
@@ -11,6 +11,7 @@ variable = sf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-ecmwf-5.ini
index dcfe7e1fd..ee3db243e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = sf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-meteo_france-6.ini
index d65145bcf..14e0d4b45 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = sf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-meteo_france-7.ini
index d623184de..dff742afd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = sf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-ukmo-14.ini
index ebaef711d..72a405668 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-snowfall-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = sf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = snowfall
+cds_units = m of water equivalent
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-cmcc-3.ini
index 1f2731d57..1b76c3bf6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-dwd-2.ini
index 3b2a956f3..70e96f311 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-dwd-2.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-ecmwf-5.ini
index 29d244fd3..759c0c30b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-meteo_france-6.ini
index 83c3b76cc..40cf09437 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-meteo_france-7.ini
index dcf7a309a..b238a4e8b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-ukmo-14.ini
index 706986ca0..3228d609b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-soil_temperature_level_1-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = stl1
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = soil_temperature_level_1
+cds_units = K
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 223.15
-valid_max =	323.15
+valid_max = 323.15
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-cmcc-3.ini
index fef1dbb54..617185a18 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = slhf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = J m^-2
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-dwd-2.ini
index bf275eb7a..31145c7ab 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-dwd-2.ini
@@ -11,6 +11,7 @@ variable = slhf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = J m^-2
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-ecmwf-5.ini
index d14d220a8..1cb411d42 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = slhf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = J m^-2
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-meteo_france-6.ini
index c5790807d..077fe9fe3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = slhf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-meteo_france-7.ini
index ebef23a6f..08f83d3b1 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = slhf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-ukmo-14.ini
index c8544c17e..fbc684f78 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_latent_heat_flux-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = slhf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_latent_heat_flux
+cds_units = J m^-2
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-cmcc-3.ini
index 6360c41a3..bf93997ba 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ssr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-dwd-2.ini
index 06187a1e7..dbc8fa731 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ssr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-ecmwf-5.ini
index 711cf63d3..039594df0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ssr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-meteo_france-6.ini
index 846a3b4af..a387314cf 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ssr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-meteo_france-7.ini
index cf1fc2486..9e1ca82f5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ssr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-ukmo-14.ini
index 0c068499a..749cfd63c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_solar_radiation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ssr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-cmcc-3.ini
index e14a56514..b1a997135 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = str
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-dwd-2.ini
index 1bb73d6fa..d163c023e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = str
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-ecmwf-5.ini
index 2811960ae..d141e36ce 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = str
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-meteo_france-6.ini
index 83f14dca4..5c74fd282 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = str
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-meteo_france-7.ini
index 87ca8f0a1..8ad240c25 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = str
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-ukmo-14.ini
index 30f90c895..49a9ea671 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_net_thermal_radiation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = str
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-cmcc-3.ini
index 0417aabf5..091bf5dad 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = sshf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = J m^-2
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-dwd-2.ini
index 0adfc5ad9..d6637aaea 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-dwd-2.ini
@@ -11,6 +11,7 @@ variable = sshf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = J m^-2
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-ecmwf-5.ini
index 44081f615..3e177a006 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = sshf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = J m^-2
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-meteo_france-6.ini
index 8251419ab..d9bc68e30 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = sshf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-meteo_france-7.ini
index a62a624e2..487093051 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = sshf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-ukmo-14.ini
index c557239da..b7f7ee031 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_sensible_heat_flux-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = sshf
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_sensible_heat_flux
+cds_units = J m^-2
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-cmcc-3.ini
index f13b084da..3db87bda0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ssrd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-dwd-2.ini
index ca1c16bda..d2ce5202c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ssrd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-ecmwf-5.ini
index da23dc5f9..7ef55bc61 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ssrd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-meteo_france-6.ini
index 85bcabca6..428dea07c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ssrd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-meteo_france-7.ini
index f2dc0b6a5..d5b2b6f17 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ssrd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-ukmo-14.ini
index a9c61376c..1a4ec56fe 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_solar_radiation_downwards-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ssrd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_solar_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1600.0
+valid_max = 1600.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-cmcc-3.ini
index 659f3e03c..82af98c61 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = strd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-dwd-2.ini
index 0bc27f808..8025ef10d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-dwd-2.ini
@@ -11,6 +11,7 @@ variable = strd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-ecmwf-5.ini
index 92b402604..a0c7d57a4 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = strd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-meteo_france-6.ini
index 18598194b..c55e592d1 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = strd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-meteo_france-7.ini
index ef337d5a8..2a290482e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = strd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-ukmo-14.ini
index da093db31..e0bf16449 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-surface_thermal_radiation_downwards-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = strd
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = surface_thermal_radiation_downwards
+cds_units = J m^-2
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-cmcc-3.ini
index 62584b80b..a73508780 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = tisr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = toa_incident_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-dwd-2.ini
index 4db6dd1b8..39fca486d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = tisr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = toa_incident_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-ecmwf-5.ini
index 451da0925..639169b63 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = tisr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = toa_incident_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-meteo_france-6.ini
index c8547b8e8..714b6a5df 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = tisr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = toa_incident_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-meteo_france-7.ini
index be58f8cd8..e8a8810a2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = tisr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = toa_incident_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-ukmo-14.ini
index a19d75ce6..90f6987af 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-toa_incident_solar_radiation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = tisr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = toa_incident_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-cmcc-3.ini
index 86149979b..5929c471f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = tsr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-dwd-2.ini
index e923c833d..55457fdd1 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = tsr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-ecmwf-5.ini
index dd497a9c1..ccfffd7ce 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = tsr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-meteo_france-6.ini
index e941ec02b..c7cb65ceb 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = tsr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-meteo_france-7.ini
index a2c545111..e34287af7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = tsr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-ukmo-14.ini
index 7a8982f0d..129189be2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_solar_radiation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = tsr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_solar_radiation
+cds_units = J m^-2
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-cmcc-3.ini
index e7700f082..626895d69 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ttr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-dwd-2.ini
index 5978d6a23..a156f3e79 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ttr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-ecmwf-5.ini
index a8974a6e7..41f093c0d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ttr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-meteo_france-6.ini
index 97f57d460..a0587ec08 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ttr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-meteo_france-7.ini
index d4b0f6c9e..dca32a1bf 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ttr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-ukmo-14.ini
index da7e91831..ba1b41813 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-top_net_thermal_radiation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ttr
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = top_net_thermal_radiation
+cds_units = J m^-2
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-cmcc-3.ini
index 1aaf7f9a0..90c16e443 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-dwd-2.ini
index 60c64bb4e..e13043a30 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-dwd-2.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-ecmwf-5.ini
index b410d16b0..ffbe34ef3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-meteo_france-6.ini
index 439dfe7f8..502eb7128 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-meteo_france-7.ini
index 0d1e7be27..db17a9a2f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-ukmo-14.ini
index 9ddc31957..5b9009b27 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_cloud_cover-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = tcc
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_cloud_cover
+cds_units = (0 - 1)
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-cmcc-3.ini
index 1d955abb7..a53aaa352 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_precipitation
+cds_units = m
 complete = no
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-dwd-2.ini
index 4d3e8c21e..17203bdeb 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_precipitation
+cds_units = m
 complete = no
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-ecmwf-5.ini
index c734b5cc5..e79d376ba 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_precipitation
+cds_units = m
 complete = no
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-meteo_france-6.ini
index ceb6e3655..58bc7b87e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_precipitation
+cds_units = m
 complete = no
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-meteo_france-7.ini
index 73de16d14..44f56ea44 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_precipitation
+cds_units = m
 complete = no
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-ukmo-14.ini
index 78f3a2bb7..7ed3d87a5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-original-single-levels-total_precipitation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = tp
 datatype = fc, hc, em
 cds_dataset = seasonal-original-single-levels
 cds_variable = total_precipitation
+cds_units = m
 complete = no
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = hour
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	0.04
+valid_max = 0.04
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-cmcc-3.ini
index 5fa0dd31c..89d024181 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = za
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = geopotential_anomaly
+cds_units = m^2 s^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-dwd-2.ini
index 395af0350..0fecb8800 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = za
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = geopotential_anomaly
+cds_units = m^2 s^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-ecmwf-5.ini
index c931bf07a..950392354 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = za
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = geopotential_anomaly
+cds_units = m^2 s^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-meteo_france-6.ini
index 4c8c42b9c..d467408df 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = za
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = geopotential_anomaly
+cds_units = m^2 s^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-meteo_france-7.ini
index c50d055b9..3d83e14b4 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = za
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = geopotential_anomaly
+cds_units = m^2 s^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-ukmo-14.ini
index 7632156b4..c0b99bbe6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-geopotential_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = za
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = geopotential_anomaly
+cds_units = m^2 s^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-cmcc-3.ini
index 2b6da6195..fed642312 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = qa
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = specific_humidity_anomaly
+cds_units = kg kg^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-dwd-2.ini
index 102b7ea13..466fcb111 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = qa
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = specific_humidity_anomaly
+cds_units = kg kg^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-ecmwf-5.ini
index 0fe400752..cc70cc529 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = qa
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = specific_humidity_anomaly
+cds_units = kg kg^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-meteo_france-6.ini
index bf606a3b9..a436bdb57 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = qa
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = specific_humidity_anomaly
+cds_units = kg kg^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-meteo_france-7.ini
index 271450ee9..fe735cedb 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = qa
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = specific_humidity_anomaly
+cds_units = kg kg^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-ukmo-14.ini
index fdd770ae5..ec26ff656 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-specific_humidity_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = qa
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = specific_humidity_anomaly
+cds_units = kg kg^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-cmcc-3.ini
index 8ea046147..be3d08207 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = temperature_anomaly
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-dwd-2.ini
index f513cfafb..7af01d46c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = temperature_anomaly
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-ecmwf-5.ini
index 8442cacc0..8b22cf1f5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = temperature_anomaly
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-meteo_france-6.ini
index 43d5974a6..39d2f90d5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = temperature_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-meteo_france-7.ini
index 0f8cb0202..b3e74072d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = temperature_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-ukmo-14.ini
index 74dcad6bd..e16b53efb 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-temperature_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = temperature_anomaly
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-cmcc-3.ini
index f8178146a..c64127d3f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ua
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-dwd-2.ini
index e8c9f078b..8eb448c1d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ua
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-ecmwf-5.ini
index a18822ca6..18a9600f5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ua
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-meteo_france-6.ini
index 296f8f6c3..a4211d995 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ua
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-meteo_france-7.ini
index c99f690c7..1eff98a6c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ua
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-ukmo-14.ini
index 0aa5d031b..a075ad49e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-u_component_of_wind_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ua
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-cmcc-3.ini
index 2e45916c5..fba545b0a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = va
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-dwd-2.ini
index 3e8e7d504..d6e01feab 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = va
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-ecmwf-5.ini
index e0091a956..f8146305e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = va
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-meteo_france-6.ini
index 9517a9bad..a9e70c655 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = va
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-meteo_france-7.ini
index 9842e3cfa..cb068d3fc 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = va
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-ukmo-14.ini
index d98124953..4eb36d0c0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-pressure-levels-v_component_of_wind_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = va
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-pressure-levels
 cds_variable = v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-cmcc-3.ini
index f3c26e80d..3df69a552 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-dwd-2.ini
index 99d6df234..45f0906c2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-ecmwf-5.ini
index b101c896e..038474f1b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-meteo_france-6.ini
index f49ab7f1d..fc1cd0d26 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-meteo_france-7.ini
index 442af4abe..8abab4908 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-ukmo-14.ini
index 51783bcc6..a221530be 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_u_component_of_wind_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_u_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-cmcc-3.ini
index 9965bf479..2451c993f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = va10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-dwd-2.ini
index 0a4f86f35..19bbac360 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = va10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-ecmwf-5.ini
index 082c3d018..36610d729 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = va10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-meteo_france-6.ini
index d3e284a15..bb65078e9 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = va10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-meteo_france-7.ini
index 1035fc55d..455176f48 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = va10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-ukmo-14.ini
index 387f4a4e7..12535e25d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_v_component_of_wind_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = va10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_v_component_of_wind_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-cmcc-3.ini
index 0cef26cec..50b8f0ff0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = fga10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_gust_anomaly
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-dwd-2.ini
index 497c4d3a2..2b16b0910 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = fga10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_gust_anomaly
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-ecmwf-5.ini
index 55c46ac67..e09ddc9a2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = fga10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_gust_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-meteo_france-6.ini
index 665bc7366..e5c370d2f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = fga10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_gust_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-meteo_france-7.ini
index 6950a4d99..8e8531fcd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = fga10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_gust_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-ukmo-14.ini
index df1628198..00da35072 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_gust_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = fga10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_gust_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-cmcc-3.ini
index eb87d5b4a..ca6a0edaa 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_speed_anomaly
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-dwd-2.ini
index 9e374abe4..73adf1411 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_speed_anomaly
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-ecmwf-5.ini
index 747053ea3..bd1bac67d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_speed_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-meteo_france-6.ini
index 83736d3eb..3f109afb6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_speed_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-meteo_france-7.ini
index dd0a4be98..0406620c2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_speed_anomaly
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-ukmo-14.ini
index 038f32477..e26a6b999 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-10m_wind_speed_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ua10
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 10m_wind_speed_anomaly
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-cmcc-3.ini
index ef82008c0..6f2cfe9b1 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = d2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_dewpoint_temperature_anomaly
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-dwd-2.ini
index 36453c59d..9f8587874 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = d2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_dewpoint_temperature_anomaly
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-ecmwf-5.ini
index d6d41b1a4..757cfa3a8 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = d2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_dewpoint_temperature_anomaly
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-meteo_france-6.ini
index a1aa6968a..ca4f8c525 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = d2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_dewpoint_temperature_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-meteo_france-7.ini
index 1b0c07d32..e322ac04e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = d2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_dewpoint_temperature_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-ukmo-14.ini
index d318ebac6..e848540c4 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_dewpoint_temperature_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = d2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_dewpoint_temperature_anomaly
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-cmcc-3.ini
index f17c02951..b5b22ac1a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = t2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_temperature_anomaly
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-dwd-2.ini
index 0b64bd770..ff6106111 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = t2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_temperature_anomaly
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-ecmwf-5.ini
index 8a710a8bd..6cd3385ef 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = t2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_temperature_anomaly
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-meteo_france-6.ini
index 16e23ddba..15c25b16b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = t2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_temperature_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-meteo_france-7.ini
index f394c9181..47b0ac6ee 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = t2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_temperature_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-ukmo-14.ini
index 0b87aff65..86b289383 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-2m_temperature_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = t2a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = 2m_temperature_anomaly
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-cmcc-3.ini
index d1232cd6a..18f6ffb75 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ewssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = east_west_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-dwd-2.ini
index 9012db234..792942561 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ewssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = east_west_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-ecmwf-5.ini
index 797687d0b..f1c015a9d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ewssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = east_west_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-meteo_france-6.ini
index e9c8a388f..9e47865ea 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ewssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = east_west_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-meteo_france-7.ini
index 5969e8d80..e2949ed0b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ewssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = east_west_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-ukmo-14.ini
index c57c967a0..3ea8e78dc 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-east_west_surface_stress_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ewssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = east_west_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-cmcc-3.ini
index b2a2d3c8b..9dbdef422 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = evara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = evaporation_anomalous_rate_of_accumulation
+cds_units = m of water s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-dwd-2.ini
index 364e4a6ba..b4dd85af9 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = evara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = evaporation_anomalous_rate_of_accumulation
+cds_units = m of water s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-ecmwf-5.ini
index e59108fc4..8705693a1 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = evara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = evaporation_anomalous_rate_of_accumulation
+cds_units = m of water s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-meteo_france-6.ini
index 80e3335e0..4aa1eec95 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = evara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = evaporation_anomalous_rate_of_accumulation
+cds_units = m of water s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-meteo_france-7.ini
index aba7b7c4c..a1b361eb0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = evara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = evaporation_anomalous_rate_of_accumulation
+cds_units = m of water s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-ukmo-14.ini
index 3c2b44c47..88c446348 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-evaporation_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = evara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = evaporation_anomalous_rate_of_accumulation
+cds_units = m of water s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-cmcc-3.ini
index 94881f220..0bd497522 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = mx2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-dwd-2.ini
index dabcc95d5..71b193c8f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = mx2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-ecmwf-5.ini
index 24b3ed1eb..cb5262f79 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = mx2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-6.ini
index 46ef15597..3f7019a28 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = mx2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-7.ini
index f85078fba..5daff85a7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = mx2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-ukmo-14.ini
index 65d5af31b..4d0bd2516 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-maximum_2m_temperature_in_the_last_24_hours_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = mx2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = maximum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-cmcc-3.ini
index dcae6c7de..e466d502b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = msla
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = mean_sea_level_pressure_anomaly
+cds_units = Pa
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-dwd-2.ini
index 445c45d8c..2c845ffe7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = msla
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = mean_sea_level_pressure_anomaly
+cds_units = Pa
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-ecmwf-5.ini
index dc41cb001..c42a7be33 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = msla
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = mean_sea_level_pressure_anomaly
+cds_units = Pa
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-meteo_france-6.ini
index d56a5c3bb..3361ee4a2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = msla
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = mean_sea_level_pressure_anomaly
+cds_units = Pa
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-meteo_france-7.ini
index f1f680576..2f4ce97ef 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = msla
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = mean_sea_level_pressure_anomaly
+cds_units = Pa
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-ukmo-14.ini
index 1ec577b35..7ad649fab 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-mean_sea_level_pressure_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = msla
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = mean_sea_level_pressure_anomaly
+cds_units = Pa
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-cmcc-3.ini
index eda0cc258..efe478856 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = mn2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-dwd-2.ini
index fad7952d0..5a8b7efd5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = mn2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-ecmwf-5.ini
index 79bae1567..bcc1aec28 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = mn2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-6.ini
index 43ad3c71c..d9b0232cd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = mn2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-7.ini
index cfcc61253..e0108a327 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = mn2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-ukmo-14.ini
index 281c3515c..3dcf32301 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-minimum_2m_temperature_in_the_last_24_hours_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = mn2t24a
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = minimum_2m_temperature_in_the_last_24_hours_anomaly
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-cmcc-3.ini
index 1fd9cfe91..c418c3192 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = nsssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = north_south_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-dwd-2.ini
index 9f0dda10e..0efb71b8e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = nsssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = north_south_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-ecmwf-5.ini
index 53b8b2895..e69c94d98 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = nsssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = north_south_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-meteo_france-6.ini
index e25e48a09..7c9bf4239 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = nsssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = north_south_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-meteo_france-7.ini
index 1e92c71f5..082816efa 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = nsssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = north_south_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-ukmo-14.ini
index 1c9d021dd..bc27ddcf4 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-north_south_surface_stress_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = nsssara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = north_south_surface_stress_anomalous_rate_of_accumulation
+cds_units = N m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-cmcc-3.ini
index a3ae9e471..e04b88819 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = roara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = runoff_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-dwd-2.ini
index 375215c42..7950d395a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = roara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = runoff_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-ecmwf-5.ini
index 13c67b988..15d41ab4e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = roara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = runoff_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-meteo_france-6.ini
index 785f9bdfe..70127a84c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = roara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = runoff_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-meteo_france-7.ini
index adae3f962..6617dda12 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = roara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = runoff_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-ukmo-14.ini
index 6d173f072..9f588f182 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-runoff_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = roara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = runoff_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-cmcc-3.ini
index a6b7c29bc..0af700044 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = sica
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_ice_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-dwd-2.ini
index 2770cae25..afe3387d4 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = sica
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_ice_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-ecmwf-5.ini
index c8a005c67..b3d855a92 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = sica
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_ice_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-meteo_france-6.ini
index e8899c62d..73d142226 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = sica
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_ice_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-meteo_france-7.ini
index 4f012d35e..4ac2e47a0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = sica
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_ice_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-ukmo-14.ini
index 6294d0151..7f5acf5bc 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_ice_cover_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = sica
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_ice_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-cmcc-3.ini
index cbe031a47..35e90a9ef 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ssta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_surface_temperature_anomaly
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-dwd-2.ini
index a8350df77..08adb04cf 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ssta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_surface_temperature_anomaly
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-ecmwf-5.ini
index 645b7eb99..56c696e15 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ssta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_surface_temperature_anomaly
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-meteo_france-6.ini
index e71beeb3b..0086ee278 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ssta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_surface_temperature_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-meteo_france-7.ini
index f5edc143c..59cb42067 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ssta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_surface_temperature_anomaly
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-ukmo-14.ini
index f2dd0b8f3..879d49b22 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-sea_surface_temperature_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ssta
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = sea_surface_temperature_anomaly
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-cmcc-3.ini
index f2655b9ed..0b76f0f7e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = rsna
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_density_anomaly
+cds_units = kg m^-3
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-dwd-2.ini
index cba97fa95..bb6f87791 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = rsna
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_density_anomaly
+cds_units = kg m^-3
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-ecmwf-5.ini
index e51d78be0..328156d3e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = rsna
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_density_anomaly
+cds_units = kg m^-3
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-meteo_france-6.ini
index 305e71d1a..54c009ae9 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = rsna
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_density_anomaly
+cds_units = kg m^-3
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-meteo_france-7.ini
index 8a912e9a9..51f440a3b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = rsna
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_density_anomaly
+cds_units = kg m^-3
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-ukmo-14.ini
index 2f57c4ac9..20d60b4ed 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_density_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = rsna
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_density_anomaly
+cds_units = kg m^-3
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-cmcc-3.ini
index e15f603c4..f12d2ff2e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = sda
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_depth_anomaly
+cds_units = m of water equivalent
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-dwd-2.ini
index 6e19eb850..b52f22cc6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = sda
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_depth_anomaly
+cds_units = m of water equivalent
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-ecmwf-5.ini
index 03c085805..8bcba56c0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = sda
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_depth_anomaly
+cds_units = m of water equivalent
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-meteo_france-6.ini
index 6ef9e123f..cda6e32e9 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = sda
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_depth_anomaly
+cds_units = m of water equivalent
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-meteo_france-7.ini
index 7e25e6a74..8f3146568 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = sda
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_depth_anomaly
+cds_units = m of water equivalent
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-ukmo-14.ini
index e27ae9f93..ed4a5e57f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snow_depth_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = sda
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snow_depth_anomaly
+cds_units = m of water equivalent
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-cmcc-3.ini
index 55a2daab5..ce723087f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = sfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snowfall_anomalous_rate_of_accumulation
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-dwd-2.ini
index 0684a6494..576b81293 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = sfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snowfall_anomalous_rate_of_accumulation
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-ecmwf-5.ini
index 18109f4fb..a165aff4c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = sfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snowfall_anomalous_rate_of_accumulation
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-meteo_france-6.ini
index ba9c8d31e..f42dc497d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = sfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snowfall_anomalous_rate_of_accumulation
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-meteo_france-7.ini
index 7e9111aa2..a4c587abb 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = sfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snowfall_anomalous_rate_of_accumulation
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-ukmo-14.ini
index c35c35340..c2b1ae7c9 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-snowfall_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = sfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = snowfall_anomalous_rate_of_accumulation
+cds_units = m of water equivalent s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-cmcc-3.ini
index 1681ca6b9..931dda45c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = stal1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = soil_temperature_anomaly_level_1
+cds_units = K
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-dwd-2.ini
index 91baa6de6..aef50b2d1 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-dwd-2.ini
@@ -11,6 +11,7 @@ variable = stal1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = soil_temperature_anomaly_level_1
+cds_units = K
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-ecmwf-5.ini
index fdc0dc61b..110a82bce 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = stal1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = soil_temperature_anomaly_level_1
+cds_units = K
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-meteo_france-6.ini
index 9a84c4496..44044345f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = stal1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = soil_temperature_anomaly_level_1
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-meteo_france-7.ini
index e60d6d680..5a480b01d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = stal1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = soil_temperature_anomaly_level_1
+cds_units = K
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-ukmo-14.ini
index db467f08b..4594a6b04 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-soil_temperature_anomaly_level_1-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = stal1
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = soil_temperature_anomaly_level_1
+cds_units = K
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-cmcc-3.ini
index 897efc27d..577a46818 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = soiara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = solar_insolation_anomalous_rate_of_accumulation
+cds_units = W m^-2 s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-dwd-2.ini
index c7b3cc0a4..462472ad5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = soiara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = solar_insolation_anomalous_rate_of_accumulation
+cds_units = W m^-2 s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-ecmwf-5.ini
index 846a82e8c..bd566f2d7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = soiara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = solar_insolation_anomalous_rate_of_accumulation
+cds_units = W m^-2 s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-meteo_france-6.ini
index e5a27ca36..6a1c8a2b0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = soiara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = solar_insolation_anomalous_rate_of_accumulation
+cds_units = W m^-2 s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-meteo_france-7.ini
index 78491df1f..6480da0ae 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = soiara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = solar_insolation_anomalous_rate_of_accumulation
+cds_units = W m^-2 s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-ukmo-14.ini
index 1c523c60f..7c3be3dbd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-solar_insolation_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = soiara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = solar_insolation_anomalous_rate_of_accumulation
+cds_units = W m^-2 s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-cmcc-3.ini
index 54e732983..b5f6621e3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = slhfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_latent_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-dwd-2.ini
index 48b3944bb..5ff158610 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = slhfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_latent_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-ecmwf-5.ini
index ea09f3e6d..eb8905df9 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = slhfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_latent_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-meteo_france-6.ini
index 56e611070..bf06932f6 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = slhfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_latent_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-meteo_france-7.ini
index 345ffbeda..d60198d0f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = slhfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_latent_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-ukmo-14.ini
index 9cfd16a18..7799f18bf 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_latent_heat_flux_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = slhfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_latent_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-cmcc-3.ini
index 64f1d8050..d449ae6aa 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = sshfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_sensible_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-dwd-2.ini
index 169f58102..fa3c13db0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = sshfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_sensible_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-ecmwf-5.ini
index 3addc3810..5f3e09402 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = sshfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_sensible_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-meteo_france-6.ini
index 37dded53a..c1aeeadc2 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = sshfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_sensible_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-meteo_france-7.ini
index 729c89315..a0718bb0d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = sshfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_sensible_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-ukmo-14.ini
index ea41d6909..13be29008 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_sensible_heat_flux_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = sshfara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_sensible_heat_flux_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
index 4d84831cb..7ec377734 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ssrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-dwd-2.ini
index 787a03c8e..0b890587c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ssrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
index 6238540d0..8ab7bbb87 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ssrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
index 1a120ba97..a2d84df7b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ssrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
index 6d7b896bf..320c24601 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ssrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
index ab5170fae..79a67583d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ssrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-cmcc-3.ini
index 7bca4f650..d00784fef 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ssrdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-dwd-2.ini
index 64687543b..dabf3f15a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ssrdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-ecmwf-5.ini
index 70a453d02..cdf69f2df 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ssrdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-6.ini
index eeb2bf345..bae068a3b 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ssrdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-7.ini
index c43e49f79..f8e96f53f 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ssrdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-ukmo-14.ini
index f4353b98d..85b6b1daa 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_solar_radiation_downwards_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ssrdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_solar_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
index 221d9405f..3ff313b54 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = strara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-dwd-2.ini
index 1fbd065fc..adf51a902 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = strara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
index d3dbca1b3..4a7d3bc30 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = strara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
index 4fe58360b..0507af688 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = strara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
index 75843b648..6bb5f58cd 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = strara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
index f8ebda669..32d5c1d99 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = strara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-cmcc-3.ini
index 2d1e94b78..8a53990f3 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = strdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-dwd-2.ini
index 29d130dc4..7fdbd1c0d 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = strdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-ecmwf-5.ini
index 9edd66ea9..9ebdf84b7 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = strdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-6.ini
index e49c4264e..3fafc99f8 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = strdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-7.ini
index 3f90c235c..5ca6347af 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = strdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-ukmo-14.ini
index 50f2f51ad..791483afa 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-surface_thermal_radiation_downwards_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = strdara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = surface_thermal_radiation_downwards_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
index 8bfab4020..5826b5167 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = tsrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-dwd-2.ini
index 8c886404c..72abba6c0 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = tsrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
index c62509bc5..7eff2fcd9 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = tsrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
index 1756ae06a..bef89400e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = tsrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
index af6049002..9f46da73c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = tsrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
index 0117b1f6b..88bb4ba63 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_solar_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = tsrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_solar_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
index 45184dd0e..041d80812 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = ttrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-dwd-2.ini
index 402fa6141..8e478fef5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = ttrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
index ed5c2c26a..e3fddc617 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = ttrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
index d11d92943..a9579f044 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = ttrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
index 7d56910ff..7dde23631 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = ttrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
index 03585dde5..9568051ca 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-top_thermal_radiation_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = ttrara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = top_thermal_radiation_anomalous_rate_of_accumulation
+cds_units = J m^-2
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-cmcc-3.ini
index 6aab631e3..9d5c0d12c 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = tcca
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_cloud_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-dwd-2.ini
index f2e4478bc..990feb5cc 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-dwd-2.ini
@@ -11,6 +11,7 @@ variable = tcca
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_cloud_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-ecmwf-5.ini
index 5aa323d60..f26296cb1 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = tcca
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_cloud_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-meteo_france-6.ini
index f48622a36..3fcce9b76 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = tcca
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_cloud_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-meteo_france-7.ini
index 230307301..15f3f596e 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = tcca
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_cloud_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-ukmo-14.ini
index a26a40bf0..3f64e8c65 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_cloud_cover_anomaly-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = tcca
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_cloud_cover_anomaly
+cds_units = (0 - 1)
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 0.0
-valid_max =	1.0
+valid_max = 1.0
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-cmcc-3.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-cmcc-3.ini
index 1ef613cb4..b9f634aef 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-cmcc-3.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-cmcc-3.ini
@@ -11,6 +11,7 @@ variable = tpara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_precipitation_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = cmcc
 system = 3
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-dwd-2.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-dwd-2.ini
index a7819fc91..3e668a978 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-dwd-2.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-dwd-2.ini
@@ -11,6 +11,7 @@ variable = tpara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_precipitation_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = dwd
 system = 2
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-ecmwf-5.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-ecmwf-5.ini
index 4eb58eec0..8f9b86aa1 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-ecmwf-5.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-ecmwf-5.ini
@@ -11,6 +11,7 @@ variable = tpara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_precipitation_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = ecmwf
 system = 5
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-meteo_france-6.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-meteo_france-6.ini
index 250a2e906..5e55a4cb5 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-meteo_france-6.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-meteo_france-6.ini
@@ -11,6 +11,7 @@ variable = tpara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_precipitation_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 6
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-meteo_france-7.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-meteo_france-7.ini
index 0fbe873fc..8c63e084a 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-meteo_france-7.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-meteo_france-7.ini
@@ -11,6 +11,7 @@ variable = tpara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_precipitation_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = meteo_france
 system = 7
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-ukmo-14.ini b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-ukmo-14.ini
index b2b74abe1..53535f628 100644
--- a/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-ukmo-14.ini
+++ b/dqc_wrapper/QAR_dqc/conf/seasonal-postprocessed-single-levels-total_precipitation_anomalous_rate_of_accumulation-ukmo-14.ini
@@ -11,6 +11,7 @@ variable = tpara
 datatype = fcmean, hcmean, em
 cds_dataset = seasonal-postprocessed-single-levels
 cds_variable = total_precipitation_anomalous_rate_of_accumulation
+cds_units = m s^-1
 complete = yes
 origin = ukmo
 system = 14
@@ -40,4 +41,4 @@ time_granularity = month
 
 [valid_ranges]
 valid_min = 
-valid_max =	
+valid_max = 
diff --git a/dqc_wrapper/QAR_dqc/generate_QARs_config.py b/dqc_wrapper/QAR_dqc/generate_QARs_config.py
index ef5cc77fd..989fb122e 100644
--- a/dqc_wrapper/QAR_dqc/generate_QARs_config.py
+++ b/dqc_wrapper/QAR_dqc/generate_QARs_config.py
@@ -22,7 +22,7 @@ import json
 import glob
 import csv
 
-def generate_ini(rootd, pattern, variable_e, datatype, variable, res, gt, gmn,
+def generate_ini(rootd, pattern, variable_e, datatype, variable, units, res, gt, gmn,
 				 ts, origin, system, dataset, is_s, dr, tg, com, lsm, lnd, vmin, vmax):
 
 	ini='''[general]
@@ -38,6 +38,7 @@ variable = {ve}
 datatype = {dt}
 cds_dataset = {ds}
 cds_variable = {v}
+cds_units = {un}
 complete = {com}
 origin = {o}
 system = {s}
@@ -67,9 +68,9 @@ time_granularity = {tg}
 
 [valid_ranges]
 valid_min = {vmin}
-valid_max =	{vmax}
+valid_max = {vmax}
 '''.format(
-	p=pattern, ve=variable_e, dt=datatype, v=variable, is_s=is_s, dr=dr, gt=gt, com=com, gmn=gmn,
+	p=pattern, ve=variable_e, dt=datatype, v=variable, is_s=is_s, dr=dr, gt=gt, com=com, gmn=gmn, un=units,
 	o=origin, s=system, ds=dataset, ts=ts, r=rootd, res=res, tg=tg, lsm=lsm, lnd=lnd, vmin=vmin, vmax=vmax)
 
 	return ini
@@ -114,9 +115,13 @@ def get_resolution(var, mask_variables):
 """
 Init parameters for a reanalysis dataset
 """
-def init_params_reanalysis(dl, d, v, ve, mask_variables, tolerance_limits, daily, uerra, land):
+def init_params_reanalysis(dl, d, v, vinfo, mask_variables, tolerance_limits, daily, uerra, land):
 	root = 'reanalysis'
 
+	# Get variable info
+	ve = vinfo['paramId']
+	u = vinfo['c3sunit']
+
 	# Try to get tolerance limits
 	vmin = ''
 	vmax = ''
@@ -198,12 +203,16 @@ def init_params_reanalysis(dl, d, v, ve, mask_variables, tolerance_limits, daily
 	if len(o):
 		qar_name = d + '-' + o + '-' + v + '.ini'
 
-	return qar_name, generate_ini(root, patt, ve, dt, v, res, gt, gmn, ts, o, '', d, 'no', dr, tg, com, lsm, lnd, vmin, vmax)
+	return qar_name, generate_ini(root, patt, ve, dt, v, u, res, gt, gmn, ts, o, '', d, 'no', dr, tg, com, lsm, lnd, vmin, vmax)
 
 """
 Init parameters for a seasonal dataset
 """
-def init_params_seasonal(dl, d, v, ve, mask_variables, temp_resolution, tolerance_limits, daily):
+def init_params_seasonal(dl, d, v, vinfo, mask_variables, temp_resolution, tolerance_limits, daily):
+
+	# Get variable info
+	ve = vinfo['paramId']
+	u = vinfo['c3sunit']
 
 	# Try to get tolerance limits
 	vmin = ''
@@ -250,7 +259,7 @@ def init_params_seasonal(dl, d, v, ve, mask_variables, temp_resolution, toleranc
 	# Unique identifier
 	qar_name = d + '-' + v + '-' + o + '-' + s + '.ini'
 
-	return qar_name, generate_ini('seasonal', patt, ve, dt, v, res, gt, '', ts, o, s, d, is_s, dr, tg, com, lsm, lnd, vmin, vmax)
+	return qar_name, generate_ini('seasonal', patt, ve, dt, v, u, res, gt, '', ts, o, s, d, is_s, dr, tg, com, lsm, lnd, vmin, vmax)
 
 """
 Generate a ini file (datachecker configuration)
@@ -284,7 +293,7 @@ def get_qar_names(jsonf, codes_var, mask_variables, temp_resolution, tolerance_l
 					qar_names.append(qar_name)
 					inis.append(ini)
 				except:
-					print('ERROR: dataset={} variable={} not found in datasets.json'.format(d,v))
+					print('ERROR: dataset={} variable={} not found in cds_datasets.json'.format(d,v))
 
 	return zip(qar_names, inis)
 
@@ -297,7 +306,7 @@ def main():
 	# Config paths
 	conf_dir="../../dqc_downloader/conf"
 	qar_dir="./conf"
-	datasets = "../grib/datasets.json"
+	datasets = "../grib/cds_datasets.json"
 
 	# Output directory
 	out_dir="/tmp/conf_generate"
diff --git a/dqc_wrapper/grib/cds_datasets.json b/dqc_wrapper/grib/cds_datasets.json
new file mode 100644
index 000000000..df475f2a9
--- /dev/null
+++ b/dqc_wrapper/grib/cds_datasets.json
@@ -0,0 +1,8133 @@
+{
+  "seasonal-monthly-single-levels": {
+    "variables": {
+      "10m_u_component_of_wind": {
+        "paramId": "u10",
+        "c3sname": "10m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_wind": {
+        "paramId": "v10",
+        "c3sname": "10m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_gust_since_previous_post_processing": {
+        "paramId": "fg10",
+        "c3sname": "10m wind gust since previous post-processing",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_speed": {
+        "paramId": "si10",
+        "c3sname": "10m wind speed",
+        "c3sunit": "m s^-1"
+      },
+      "2m_dewpoint_temperature": {
+        "paramId": "d2m",
+        "c3sname": "2m dewpoint temperature",
+        "c3sunit": "K"
+      },
+      "2m_temperature": {
+        "paramId": "t2m",
+        "c3sname": "2m temperature",
+        "c3sunit": "K"
+      },
+      "east_west_surface_stress_rate_of_accumulation": {
+        "paramId": "ewssra",
+        "c3sname": "East-west surface stress rate of accumulation",
+        "c3sunit": "N m^-2"
+      },
+      "evaporation": {
+        "paramId": "erate",
+        "c3sname": "Evaporation",
+        "c3sunit": "m of water s^-1"
+      },
+      "maximum_2m_temperature_in_the_last_24_hours": {
+        "paramId": "mx2t24",
+        "c3sname": "Maximum 2m temperature in the last 24 hours",
+        "c3sunit": "K"
+      },
+      "mean_sea_level_pressure": {
+        "paramId": "msl",
+        "c3sname": "Mean sea level pressure",
+        "c3sunit": "Pa"
+      },
+      "minimum_2m_temperature_in_the_last_24_hours": {
+        "paramId": "mn2t24",
+        "c3sname": "Minimum 2m temperature in the last 24 hours",
+        "c3sunit": "K"
+      },
+      "north_south_surface_stress_rate_of_accumulation": {
+        "paramId": "nsssra",
+        "c3sname": "North-south surface stress rate of accumulation",
+        "c3sunit": "N m^-2"
+      },
+      "runoff": {
+        "paramId": "mrort",
+        "c3sname": "Runoff",
+        "c3sunit": "m s^-1"
+      },
+      "sea_ice_cover": {
+        "paramId": "siconc",
+        "c3sname": "Sea-ice cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "sea_surface_temperature": {
+        "paramId": "sst",
+        "c3sname": "Sea surface temperature",
+        "c3sunit": "K"
+      },
+      "snow_density": {
+        "paramId": "rsn",
+        "c3sname": "Snow density",
+        "c3sunit": "kg m^-3"
+      },
+      "snow_depth": {
+        "paramId": "sd",
+        "c3sname": "Snow depth",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowfall": {
+        "paramId": "mtsfr",
+        "c3sname": "Snowfall",
+        "c3sunit": "m of water equivalent s^-1"
+      },
+      "soil_temperature_level_1": {
+        "paramId": "stl1",
+        "c3sname": "Soil temperature level 1",
+        "c3sunit": "K"
+      },
+      "surface_latent_heat_flux": {
+        "paramId": "mslhfl",
+        "c3sname": "Surface latent heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "surface_sensible_heat_flux": {
+        "paramId": "msshfl",
+        "c3sname": "Surface sensible heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "surface_solar_radiation": {
+        "paramId": "msnsrf",
+        "c3sname": "Surface solar radiation",
+        "c3sunit": "W m^-2"
+      },
+      "surface_solar_radiation_downwards": {
+        "paramId": "msdsrf",
+        "c3sname": "Surface solar radiation downwards",
+        "c3sunit": "W m^-2"
+      },
+      "surface_thermal_radiation": {
+        "paramId": "msntrf",
+        "c3sname": "Surface thermal radiation",
+        "c3sunit": "W m^-2"
+      },
+      "surface_thermal_radiation_downwards": {
+        "paramId": "msdtrf",
+        "c3sname": "Surface thermal radiation downwards",
+        "c3sunit": "W m^-2"
+      },
+      "top_solar_radiation": {
+        "paramId": "mtnsrf",
+        "c3sname": "Top solar radiation",
+        "c3sunit": "W m^-2"
+      },
+      "top_thermal_radiation": {
+        "paramId": "mtntrf",
+        "c3sname": "Top thermal radiation",
+        "c3sunit": "W m^-2"
+      },
+      "total_cloud_cover": {
+        "paramId": "tcc",
+        "c3sname": "Total cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "total_precipitation": {
+        "paramId": "tprate",
+        "c3sname": "Total precipitation",
+        "c3sunit": "m s^-1"
+      }
+    },
+    "product_types": [
+      "em",
+      "hcmean",
+      "fcmax",
+      "fcmean",
+      "fcmin",
+      "fcstdev"
+    ]
+  },
+  "seasonal-original-single-levels": {
+    "variables": {
+      "10m_u_component_of_wind": {
+        "paramId": "u10",
+        "c3sname": "10m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_wind": {
+        "paramId": "v10",
+        "c3sname": "10m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_gust_since_previous_post_processing": {
+        "paramId": "fg10",
+        "c3sname": "10m wind gust since previous post-processing",
+        "c3sunit": "m s^-1"
+      },
+      "2m_dewpoint_temperature": {
+        "paramId": "d2m",
+        "c3sname": "2m dewpoint temperature",
+        "c3sunit": "K"
+      },
+      "2m_temperature": {
+        "paramId": "t2m",
+        "c3sname": "2m temperature",
+        "c3sunit": "K"
+      },
+      "eastward_turbulent_surface_stress": {
+        "paramId": "ewss",
+        "c3sname": "Eastward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "evaporation": {
+        "paramId": "e",
+        "c3sname": "Evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "land_sea_mask": {
+        "paramId": "lsm",
+        "c3sname": "Land-sea mask",
+        "c3sunit": "(0 - 1)"
+      },
+      "maximum_2m_temperature_in_the_last_24_hours": {
+        "paramId": "mx2t24",
+        "c3sname": "Maximum 2m temperature in the last 24 hours",
+        "c3sunit": "K"
+      },
+      "mean_sea_level_pressure": {
+        "paramId": "msl",
+        "c3sname": "Mean sea level pressure",
+        "c3sunit": "Pa"
+      },
+      "minimum_2m_temperature_in_the_last_24_hours": {
+        "paramId": "mn2t24",
+        "c3sname": "Minimum 2m temperature in the last 24 hours",
+        "c3sunit": "K"
+      },
+      "northward_turbulent_surface_stress": {
+        "paramId": "nsss",
+        "c3sname": "Northward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "orography": {
+        "paramId": "z",
+        "c3sname": "Orography",
+        "c3sunit": "m^2 s^-2"
+      },
+      "runoff": {
+        "paramId": "ro",
+        "c3sname": "Runoff",
+        "c3sunit": "m"
+      },
+      "sea_ice_cover": {
+        "paramId": "siconc",
+        "c3sname": "Sea-ice cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "sea_surface_temperature": {
+        "paramId": "sst",
+        "c3sname": "Sea surface temperature",
+        "c3sunit": "K"
+      },
+      "snow_density": {
+        "paramId": "rsn",
+        "c3sname": "Snow density",
+        "c3sunit": "kg m^-3"
+      },
+      "snow_depth": {
+        "paramId": "sd",
+        "c3sname": "Snow depth",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowfall": {
+        "paramId": "sf",
+        "c3sname": "Snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "soil_temperature_level_1": {
+        "paramId": "stl1",
+        "c3sname": "Soil temperature level 1",
+        "c3sunit": "K"
+      },
+      "surface_latent_heat_flux": {
+        "paramId": "slhf",
+        "c3sname": "Surface latent heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation": {
+        "paramId": "ssr",
+        "c3sname": "Surface net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation": {
+        "paramId": "str",
+        "c3sname": "Surface net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_sensible_heat_flux": {
+        "paramId": "sshf",
+        "c3sname": "Surface sensible heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downwards": {
+        "paramId": "ssrd",
+        "c3sname": "Surface solar radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downwards": {
+        "paramId": "strd",
+        "c3sname": "Surface thermal radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "toa_incident_solar_radiation": {
+        "paramId": "tisr",
+        "c3sname": "TOA incident solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_solar_radiation": {
+        "paramId": "tsr",
+        "c3sname": "Top net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_thermal_radiation": {
+        "paramId": "ttr",
+        "c3sname": "Top net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "total_cloud_cover": {
+        "paramId": "tcc",
+        "c3sname": "Total cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "total_precipitation": {
+        "paramId": "tp",
+        "c3sname": "Total precipitation",
+        "c3sunit": "m"
+      }
+    },
+    "product_types": [
+      "fc"
+    ]
+  },
+  "seasonal-monthly-pressure-levels": {
+    "variables": {
+      "geopotential": {
+        "paramId": "z",
+        "c3sname": "Geopotential",
+        "c3sunit": "m^2 s^-2"
+      },
+      "specific_humidity": {
+        "paramId": "q",
+        "c3sname": "Specific humidity",
+        "c3sunit": "kg kg^-1"
+      },
+      "temperature": {
+        "paramId": "t",
+        "c3sname": "Temperature",
+        "c3sunit": "K"
+      },
+      "u_component_of_wind": {
+        "paramId": "u",
+        "c3sname": "U-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "v_component_of_wind": {
+        "paramId": "v",
+        "c3sname": "V-component of wind",
+        "c3sunit": "m s^-1"
+      }
+    },
+    "product_types": [
+      "em",
+      "hcmean",
+      "fcmean"
+    ]
+  },
+  "seasonal-postprocessed-pressure-levels": {
+    "variables": {
+      "geopotential_anomaly": {
+        "paramId": "za",
+        "c3sname": "Geopotential anomaly",
+        "c3sunit": "m^2 s^-2"
+      },
+      "specific_humidity_anomaly": {
+        "paramId": "qa",
+        "c3sname": "Specific humidity anomaly",
+        "c3sunit": "kg kg^-1"
+      },
+      "temperature_anomaly": {
+        "paramId": "ta",
+        "c3sname": "Temperature anomaly",
+        "c3sunit": "K"
+      },
+      "u_component_of_wind_anomaly": {
+        "paramId": "ua",
+        "c3sname": "U-component of wind anomaly",
+        "c3sunit": "m s^-1"
+      },
+      "v_component_of_wind_anomaly": {
+        "paramId": "va",
+        "c3sname": "V-component of wind anomaly",
+        "c3sunit": "m s^-1"
+      }
+    },
+    "product_types": [
+      "em",
+      "fcmean"
+    ]
+  },
+  "seasonal-monthly-pressure-levels-area": {
+    "variables": {
+      "geopotential": {
+        "paramId": "z",
+        "c3sname": "Geopotential",
+        "c3sunit": "m^2 s^-2"
+      },
+      "specific_humidity": {
+        "paramId": "q",
+        "c3sname": "Specific humidity",
+        "c3sunit": "kg kg^-1"
+      },
+      "temperature": {
+        "paramId": "t",
+        "c3sname": "Temperature",
+        "c3sunit": "K"
+      },
+      "u_component_of_wind": {
+        "paramId": "u",
+        "c3sname": "U-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "v_component_of_wind": {
+        "paramId": "v",
+        "c3sname": "V-component of wind",
+        "c3sunit": "m s^-1"
+      }
+    },
+    "product_types": [
+      "em",
+      "hcmean",
+      "fcmean"
+    ]
+  },
+  "seasonal-original-pressure-levels": {
+    "variables": {
+      "geopotential": {
+        "paramId": "z",
+        "c3sname": "Geopotential",
+        "c3sunit": "m^2 s^-2"
+      },
+      "specific_humidity": {
+        "paramId": "q",
+        "c3sname": "Specific humidity",
+        "c3sunit": "kg kg^-1"
+      },
+      "temperature": {
+        "paramId": "t",
+        "c3sname": "Temperature",
+        "c3sunit": "K"
+      },
+      "u_component_of_wind": {
+        "paramId": "u",
+        "c3sname": "U-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "v_component_of_wind": {
+        "paramId": "v",
+        "c3sname": "V-component of wind",
+        "c3sunit": "m s^-1"
+      }
+    },
+    "product_types": [
+      "fc"
+    ]
+  },
+  "seasonal-postprocessed-single-levels": {
+    "variables": {
+      "10m_u_component_of_wind_anomaly": {
+        "paramId": "ua10",
+        "c3sname": "10m u-component of wind anomaly",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_wind_anomaly": {
+        "paramId": "va10",
+        "c3sname": "10m v-component of wind anomaly",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_gust_anomaly": {
+        "paramId": "fga10",
+        "c3sname": "10m wind gust anomaly",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_speed_anomaly": {
+        "paramId": "ua10",
+        "c3sname": "10m wind speed anomaly",
+        "c3sunit": "m s^-1"
+      },
+      "2m_dewpoint_temperature_anomaly": {
+        "paramId": "d2a",
+        "c3sname": "2m dewpoint temperature anomaly",
+        "c3sunit": "K"
+      },
+      "2m_temperature_anomaly": {
+        "paramId": "t2a",
+        "c3sname": "2m temperature anomaly",
+        "c3sunit": "K"
+      },
+      "east_west_surface_stress_anomalous_rate_of_accumulation": {
+        "paramId": "ewssara",
+        "c3sname": "East-west surface stress anomalous rate of accumulation",
+        "c3sunit": "N m^-2"
+      },
+      "evaporation_anomalous_rate_of_accumulation": {
+        "paramId": "evara",
+        "c3sname": "Evaporation anomalous rate of accumulation",
+        "c3sunit": "m of water s^-1"
+      },
+      "maximum_2m_temperature_in_the_last_24_hours_anomaly": {
+        "paramId": "mx2t24a",
+        "c3sname": "Maximum 2m temperature in the last 24 hours anomaly",
+        "c3sunit": "K"
+      },
+      "mean_sea_level_pressure_anomaly": {
+        "paramId": "msla",
+        "c3sname": "Mean sea level pressure anomaly",
+        "c3sunit": "Pa"
+      },
+      "minimum_2m_temperature_in_the_last_24_hours_anomaly": {
+        "paramId": "mn2t24a",
+        "c3sname": "Minimum 2m temperature in the last 24 hours anomaly",
+        "c3sunit": "K"
+      },
+      "north_south_surface_stress_anomalous_rate_of_accumulation": {
+        "paramId": "nsssara",
+        "c3sname": "North-south surface stress anomalous rate of accumulation",
+        "c3sunit": "N m^-2"
+      },
+      "runoff_anomalous_rate_of_accumulation": {
+        "paramId": "roara",
+        "c3sname": "Runoff anomalous rate of accumulation",
+        "c3sunit": "m s^-1"
+      },
+      "sea_ice_cover_anomaly": {
+        "paramId": "sica",
+        "c3sname": "Sea-ice cover anomaly",
+        "c3sunit": "(0 - 1)"
+      },
+      "sea_surface_temperature_anomaly": {
+        "paramId": "ssta",
+        "c3sname": "Sea surface temperature anomaly",
+        "c3sunit": "K"
+      },
+      "snow_density_anomaly": {
+        "paramId": "rsna",
+        "c3sname": "Snow density anomaly",
+        "c3sunit": "kg m^-3"
+      },
+      "snow_depth_anomaly": {
+        "paramId": "sda",
+        "c3sname": "Snow depth anomaly",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowfall_anomalous_rate_of_accumulation": {
+        "paramId": "sfara",
+        "c3sname": "Snowfall anomalous rate of accumulation",
+        "c3sunit": "m of water equivalent s^-1"
+      },
+      "soil_temperature_anomaly_level_1": {
+        "paramId": "stal1",
+        "c3sname": "Soil temperature anomaly level 1",
+        "c3sunit": "K"
+      },
+      "solar_insolation_anomalous_rate_of_accumulation": {
+        "paramId": "soiara",
+        "c3sname": "Solar insolation anomalous rate of accumulation",
+        "c3sunit": "W m^-2 s^-1"
+      },
+      "surface_latent_heat_flux_anomalous_rate_of_accumulation": {
+        "paramId": "slhfara",
+        "c3sname": "Surface latent heat flux anomalous rate of accumulation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_sensible_heat_flux_anomalous_rate_of_accumulation": {
+        "paramId": "sshfara",
+        "c3sname": "Surface sensible heat flux anomalous rate of accumulation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_anomalous_rate_of_accumulation": {
+        "paramId": "ssrara",
+        "c3sname": "Surface solar radiation anomalous rate of accumulation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downwards_anomalous_rate_of_accumulation": {
+        "paramId": "ssrdara",
+        "c3sname": "Surface solar radiation downwards anomalous rate of accumulation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_anomalous_rate_of_accumulation": {
+        "paramId": "strara",
+        "c3sname": "Surface thermal radiation anomalous rate of accumulation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downwards_anomalous_rate_of_accumulation": {
+        "paramId": "strdara",
+        "c3sname": "Surface thermal radiation downwards anomalous rate of accumulation",
+        "c3sunit": "J m^-2"
+      },
+      "top_solar_radiation_anomalous_rate_of_accumulation": {
+        "paramId": "tsrara",
+        "c3sname": "Top solar radiation anomalous rate of accumulation",
+        "c3sunit": "J m^-2"
+      },
+      "top_thermal_radiation_anomalous_rate_of_accumulation": {
+        "paramId": "ttrara",
+        "c3sname": "Top thermal radiation anomalous rate of accumulation",
+        "c3sunit": "J m^-2"
+      },
+      "total_cloud_cover_anomaly": {
+        "paramId": "tcca",
+        "c3sname": "Total cloud cover anomaly",
+        "c3sunit": "(0 - 1)"
+      },
+      "total_precipitation_anomalous_rate_of_accumulation": {
+        "paramId": "tpara",
+        "c3sname": "Total precipitation anomalous rate of accumulation",
+        "c3sunit": "m s^-1"
+      }
+    },
+    "product_types": [
+      "em",
+      "fcmean"
+    ]
+  },
+  "reanalysis-era5-land": {
+    "variables": {
+      "10m_u_component_of_wind": {
+        "paramId": "u10",
+        "c3sname": "10m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_wind": {
+        "paramId": "v10",
+        "c3sname": "10m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "2m_dewpoint_temperature": {
+        "paramId": "d2m",
+        "c3sname": "2m dewpoint temperature",
+        "c3sunit": "K"
+      },
+      "2m_temperature": {
+        "paramId": "t2m",
+        "c3sname": "2m temperature",
+        "c3sunit": "K"
+      },
+      "evaporation_from_bare_soil": {
+        "paramId": "evabs",
+        "c3sname": "Evaporation from bare soil",
+        "c3sunit": "m of water equivalent"
+      },
+      "evaporation_from_open_water_surfaces_excluding_oceans": {
+        "paramId": "evaow",
+        "c3sname": "Evaporation from open water surfaces excluding oceans",
+        "c3sunit": "m of water equivalent"
+      },
+      "evaporation_from_the_top_of_canopy": {
+        "paramId": "evatc",
+        "c3sname": "Evaporation from the top of canopy",
+        "c3sunit": "m of water equivalent"
+      },
+      "evaporation_from_vegetation_transpiration": {
+        "paramId": "evavt",
+        "c3sname": "Evaporation from vegetation transpiration",
+        "c3sunit": "m of water equivalent"
+      },
+      "forecast_albedo": {
+        "paramId": "fal",
+        "c3sname": "Forecast albedo",
+        "c3sunit": "dimensionless"
+      },
+      "lake_bottom_temperature": {
+        "paramId": "lblt",
+        "c3sname": "Lake bottom temperature",
+        "c3sunit": "K"
+      },
+      "lake_ice_depth": {
+        "paramId": "licd",
+        "c3sname": "Lake ice depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_temperature": {
+        "paramId": "lict",
+        "c3sname": "Lake ice temperature",
+        "c3sunit": "K"
+      },
+      "lake_mix_layer_depth": {
+        "paramId": "lmld",
+        "c3sname": "Lake mix-layer depth",
+        "c3sunit": "m"
+      },
+      "lake_mix_layer_temperature": {
+        "paramId": "lmlt",
+        "c3sname": "Lake mix-layer temperature",
+        "c3sunit": "K"
+      },
+      "lake_shape_factor": {
+        "paramId": "lshf",
+        "c3sname": "Lake shape factor",
+        "c3sunit": "dimensionless"
+      },
+      "lake_total_layer_temperature": {
+        "paramId": "ltlt",
+        "c3sname": "Lake total layer temperature",
+        "c3sunit": "K"
+      },
+      "leaf_area_index_high_vegetation": {
+        "paramId": "lai_hv",
+        "c3sname": "Leaf area index, high vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "leaf_area_index_low_vegetation": {
+        "paramId": "lai_lv",
+        "c3sname": "Leaf area index, low vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "potential_evaporation": {
+        "paramId": "pev",
+        "c3sname": "Potential evaporation",
+        "c3sunit": "m"
+      },
+      "runoff": {
+        "paramId": "ro",
+        "c3sname": "Runoff",
+        "c3sunit": "m"
+      },
+      "skin_reservoir_content": {
+        "paramId": "src",
+        "c3sname": "Skin reservoir content",
+        "c3sunit": "m of water equivalent"
+      },
+      "skin_temperature": {
+        "paramId": "skt",
+        "c3sname": "Skin temperature",
+        "c3sunit": "K"
+      },
+      "snow_albedo": {
+        "paramId": "asn",
+        "c3sname": "Snow albedo",
+        "c3sunit": "dimensionless"
+      },
+      "snow_cover": {
+        "paramId": "snowc",
+        "c3sname": "Snow cover",
+        "c3sunit": "%"
+      },
+      "snow_density": {
+        "paramId": "rsn",
+        "c3sname": "Snow density",
+        "c3sunit": "kg m^-3"
+      },
+      "snow_depth": {
+        "paramId": "sd",
+        "c3sname": "Snow depth",
+        "c3sunit": "m"
+      },
+      "snow_depth_water_equivalent": {
+        "paramId": "sd",
+        "c3sname": "Snow depth water equivalent",
+        "c3sunit": "m of water equivalent"
+      },
+      "snow_evaporation": {
+        "paramId": "es",
+        "c3sname": "Snow evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowfall": {
+        "paramId": "sf",
+        "c3sname": "Snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowmelt": {
+        "paramId": "smlt",
+        "c3sname": "Snowmelt",
+        "c3sunit": "m of water equivalent"
+      },
+      "soil_temperature_level_1": {
+        "paramId": "stl1",
+        "c3sname": "Soil temperature level 1",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_2": {
+        "paramId": "stl2",
+        "c3sname": "Soil temperature level 2",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_3": {
+        "paramId": "stl3",
+        "c3sname": "Soil temperature level 3",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_4": {
+        "paramId": "stl4",
+        "c3sname": "Soil temperature level 4",
+        "c3sunit": "K"
+      },
+      "sub_surface_runoff": {
+        "paramId": "ssro",
+        "c3sname": "Sub-surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_latent_heat_flux": {
+        "paramId": "slhf",
+        "c3sname": "Surface latent heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation": {
+        "paramId": "ssr",
+        "c3sname": "Surface net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation": {
+        "paramId": "str",
+        "c3sname": "Surface net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_pressure": {
+        "paramId": "sp",
+        "c3sname": "Surface pressure",
+        "c3sunit": "Pa"
+      },
+      "surface_runoff": {
+        "paramId": "sro",
+        "c3sname": "Surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_sensible_heat_flux": {
+        "paramId": "sshf",
+        "c3sname": "Surface sensible heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downwards": {
+        "paramId": "ssrd",
+        "c3sname": "Surface solar radiation downwards",
+        "c3sunit": "J m-2"
+      },
+      "surface_thermal_radiation_downwards": {
+        "paramId": "strd",
+        "c3sname": "Surface thermal radiation downwards",
+        "c3sunit": "J m-2"
+      },
+      "temperature_of_snow_layer": {
+        "paramId": "tsn",
+        "c3sname": "Temperature of snow layer",
+        "c3sunit": "K"
+      },
+      "total_precipitation": {
+        "paramId": "tp",
+        "c3sname": "Total precipitation",
+        "c3sunit": "m"
+      },
+      "volumetric_soil_water_layer_1": {
+        "paramId": "swvl1",
+        "c3sname": "Volumetric soil water layer 1",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_2": {
+        "paramId": "swvl2",
+        "c3sname": "Volumetric soil water layer 2",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_3": {
+        "paramId": "swvl3",
+        "c3sname": "Volumetric soil water layer 3",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_4": {
+        "paramId": "swvl4",
+        "c3sname": "Volumetric soil water layer 4",
+        "c3sunit": "m^3 m^-3"
+      }
+    },
+    "product_types": []
+  },
+  "reanalysis-era5-latest-single-levels": {
+    "variables": {
+      "100m_u_component_of_wind": {
+        "paramId": "u100",
+        "c3sname": "100m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "100m_v_component_of_wind": {
+        "paramId": "v100",
+        "c3sname": "100m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_u_component_of_neutral_wind": {
+        "paramId": "u10n",
+        "c3sname": "10m u-component of neutral wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_u_component_of_wind": {
+        "paramId": "u10",
+        "c3sname": "10m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_neutral_wind": {
+        "paramId": "v10n",
+        "c3sname": "10m v-component of neutral wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_wind": {
+        "paramId": "v10",
+        "c3sname": "10m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_gust_since_previous_post_processing": {
+        "paramId": "fg10",
+        "c3sname": "10m wind gust since previous post-processing",
+        "c3sunit": "m s^-1"
+      },
+      "2m_dewpoint_temperature": {
+        "paramId": "d2m",
+        "c3sname": "2m dewpoint temperature",
+        "c3sunit": "K"
+      },
+      "2m_temperature": {
+        "paramId": "t2m",
+        "c3sname": "2m temperature",
+        "c3sunit": "K"
+      },
+      "air_density_over_the_oceans": {
+        "paramId": "p140209",
+        "c3sname": "Air density over the oceans",
+        "c3sunit": "kg m^-3"
+      },
+      "altimeter_corrected_wave_height": {
+        "paramId": "acwh",
+        "c3sname": "Altimeter corrected wave height",
+        "c3sunit": "m"
+      },
+      "altimeter_range_relative_correction": {
+        "paramId": "arrc",
+        "c3sname": "Altimeter range relative correction",
+        "c3sunit": "~"
+      },
+      "altimeter_wave_height": {
+        "paramId": "awh",
+        "c3sname": "Altimeter wave height",
+        "c3sunit": "m"
+      },
+      "angle_of_sub_gridscale_orography": {
+        "paramId": "anor",
+        "c3sname": "Angle of sub-gridscale orography",
+        "c3sunit": "radians"
+      },
+      "anisotropy_of_sub_gridscale_orography": {
+        "paramId": "isor",
+        "c3sname": "Anisotropy of sub-gridscale orography",
+        "c3sunit": "~"
+      },
+      "benjamin_feir_index": {
+        "paramId": "bfi",
+        "c3sname": "Benjamin-feir index",
+        "c3sunit": "dimensionless"
+      },
+      "boundary_layer_dissipation": {
+        "paramId": "bld",
+        "c3sname": "Boundary layer dissipation",
+        "c3sunit": "J m^-2"
+      },
+      "boundary_layer_height": {
+        "paramId": "blh",
+        "c3sname": "Boundary layer height",
+        "c3sunit": "m"
+      },
+      "charnock": {
+        "paramId": "chnk",
+        "c3sname": "Charnock",
+        "c3sunit": "~"
+      },
+      "clear_sky_direct_solar_radiation_at_surface": {
+        "paramId": "cdir",
+        "c3sname": "Clear-sky direct solar radiation at surface",
+        "c3sunit": "J m^-2"
+      },
+      "cloud_base_height": {
+        "paramId": "cbh",
+        "c3sname": "Cloud base height",
+        "c3sunit": "m"
+      },
+      "coefficient_of_drag_with_waves": {
+        "paramId": "cdww",
+        "c3sname": "Coefficient of drag with waves",
+        "c3sunit": "dimensionless"
+      },
+      "convective_available_potential_energy": {
+        "paramId": "cape",
+        "c3sname": "Convective available potential energy",
+        "c3sunit": "J kg^-1"
+      },
+      "convective_inhibition": {
+        "paramId": "cin",
+        "c3sname": "Convective inhibition",
+        "c3sunit": "J kg^-1"
+      },
+      "convective_precipitation": {
+        "paramId": "cp",
+        "c3sname": "Convective precipitation",
+        "c3sunit": "m"
+      },
+      "convective_rain_rate": {
+        "paramId": "crr",
+        "c3sname": "Convective rain rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "convective_snowfall": {
+        "paramId": "csf",
+        "c3sname": "Convective snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "convective_snowfall_rate_water_equivalent": {
+        "paramId": "csfr",
+        "c3sname": "Convective snowfall rate water equivalent",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "downward_uv_radiation_at_the_surface": {
+        "paramId": "uvb",
+        "c3sname": "Downward UV radiation at the surface",
+        "c3sunit": "J m^-2"
+      },
+      "duct_base_height": {
+        "paramId": "dctb",
+        "c3sname": "Duct base height",
+        "c3sunit": "m"
+      },
+      "eastward_gravity_wave_surface_stress": {
+        "paramId": "lgws",
+        "c3sname": "Eastward gravity wave surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "eastward_turbulent_surface_stress": {
+        "paramId": "ewss",
+        "c3sname": "Eastward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "evaporation": {
+        "paramId": "e",
+        "c3sname": "Evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "forecast_albedo": {
+        "paramId": "fal",
+        "c3sname": "Forecast albedo",
+        "c3sunit": "(0 - 1)"
+      },
+      "forecast_logarithm_of_surface_roughness_for_heat": {
+        "paramId": "flsr",
+        "c3sname": "Forecast logarithm of surface roughness for heat",
+        "c3sunit": "~"
+      },
+      "forecast_surface_roughness": {
+        "paramId": "fsr",
+        "c3sname": "Forecast surface roughness",
+        "c3sunit": "m"
+      },
+      "free_convective_velocity_over_the_oceans": {
+        "paramId": "p140208",
+        "c3sname": "Free convective velocity over the oceans",
+        "c3sunit": "m s^-1"
+      },
+      "friction_velocity": {
+        "paramId": "zust",
+        "c3sname": "Friction velocity",
+        "c3sunit": "m s^-1"
+      },
+      "gravity_wave_dissipation": {
+        "paramId": "gwd",
+        "c3sname": "Gravity wave dissipation",
+        "c3sunit": "J m^-2"
+      },
+      "high_cloud_cover": {
+        "paramId": "hcc",
+        "c3sname": "High cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "high_vegetation_cover": {
+        "paramId": "cvh",
+        "c3sname": "High vegetation cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "ice_temperature_layer_1": {
+        "paramId": "istl1",
+        "c3sname": "Ice temperature layer 1",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_2": {
+        "paramId": "istl2",
+        "c3sname": "Ice temperature layer 2",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_3": {
+        "paramId": "istl3",
+        "c3sname": "Ice temperature layer 3",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_4": {
+        "paramId": "istl4",
+        "c3sname": "Ice temperature layer 4",
+        "c3sunit": "K"
+      },
+      "instantaneous_10m_wind_gust": {
+        "paramId": "i10fg",
+        "c3sname": "Instantaneous 10m wind gust",
+        "c3sunit": "m s^-1"
+      },
+      "instantaneous_eastward_turbulent_surface_stress": {
+        "paramId": "iews",
+        "c3sname": "Instantaneous eastward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "instantaneous_large_scale_surface_precipitation_fraction": {
+        "paramId": "ilspf",
+        "c3sname": "Instantaneous large-scale surface precipitation fraction",
+        "c3sunit": "(0 - 1)"
+      },
+      "instantaneous_moisture_flux": {
+        "paramId": "ie",
+        "c3sname": "Instantaneous moisture flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "instantaneous_northward_turbulent_surface_stress": {
+        "paramId": "inss",
+        "c3sname": "Instantaneous northward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "instantaneous_surface_sensible_heat_flux": {
+        "paramId": "ishf",
+        "c3sname": "Instantaneous surface sensible heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "k_index": {
+        "paramId": "kx",
+        "c3sname": "K index",
+        "c3sunit": "K"
+      },
+      "lake_bottom_temperature": {
+        "paramId": "lblt",
+        "c3sname": "Lake bottom temperature",
+        "c3sunit": "K"
+      },
+      "lake_cover": {
+        "paramId": "cl",
+        "c3sname": "Lake cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "lake_depth": {
+        "paramId": "dl",
+        "c3sname": "Lake depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_depth": {
+        "paramId": "licd",
+        "c3sname": "Lake ice depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_temperature": {
+        "paramId": "lict",
+        "c3sname": "Lake ice temperature",
+        "c3sunit": "K"
+      },
+      "lake_mix_layer_depth": {
+        "paramId": "lmld",
+        "c3sname": "Lake mix-layer depth",
+        "c3sunit": "m"
+      },
+      "lake_mix_layer_temperature": {
+        "paramId": "lmlt",
+        "c3sname": "Lake mix-layer temperature",
+        "c3sunit": "K"
+      },
+      "lake_shape_factor": {
+        "paramId": "lshf",
+        "c3sname": "Lake shape factor",
+        "c3sunit": "dimensionless"
+      },
+      "lake_total_layer_temperature": {
+        "paramId": "ltlt",
+        "c3sname": "Lake total layer temperature",
+        "c3sunit": "K"
+      },
+      "land_sea_mask": {
+        "paramId": "lsm",
+        "c3sname": "Land-sea mask",
+        "c3sunit": "(0 - 1)"
+      },
+      "large_scale_precipitation": {
+        "paramId": "lsp",
+        "c3sname": "Large-scale precipitation",
+        "c3sunit": "m"
+      },
+      "large_scale_precipitation_fraction": {
+        "paramId": "lspf",
+        "c3sname": "Large-scale precipitation fraction",
+        "c3sunit": "s"
+      },
+      "large_scale_rain_rate": {
+        "paramId": "lsrr",
+        "c3sname": "Large scale rain rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "large_scale_snowfall": {
+        "paramId": "lsf",
+        "c3sname": "Large-scale snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "large_scale_snowfall_rate_water_equivalent": {
+        "paramId": "lssfr",
+        "c3sname": "Large scale snowfall rate water equivalent",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "leaf_area_index_high_vegetation": {
+        "paramId": "lai_hv",
+        "c3sname": "Leaf area index, high vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "leaf_area_index_low_vegetation": {
+        "paramId": "lai_lv",
+        "c3sname": "Leaf area index, low vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "low_cloud_cover": {
+        "paramId": "lcc",
+        "c3sname": "Low cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "low_vegetation_cover": {
+        "paramId": "cvl",
+        "c3sname": "Low vegetation cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "maximum_2m_temperature_since_previous_post_processing": {
+        "paramId": "mx2t",
+        "c3sname": "Maximum 2m temperature since previous post-processing",
+        "c3sunit": "K"
+      },
+      "maximum_individual_wave_height": {
+        "paramId": "hmax",
+        "c3sname": "Maximum individual wave height",
+        "c3sunit": "m"
+      },
+      "maximum_total_precipitation_rate_since_previous_post_processing": {
+        "paramId": "mxtpr",
+        "c3sname": "Maximum total precipitation rate since previous post-processing",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_boundary_layer_dissipation": {
+        "paramId": "mbld",
+        "c3sname": "Mean boundary layer dissipation",
+        "c3sunit": "W m^-2"
+      },
+      "mean_convective_precipitation_rate": {
+        "paramId": "mcpr",
+        "c3sname": "Mean convective precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_convective_snowfall_rate": {
+        "paramId": "mcsr",
+        "c3sname": "Mean convective snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_direction_of_total_swell": {
+        "paramId": "mdts",
+        "c3sname": "Mean direction of total swell",
+        "c3sunit": "degrees"
+      },
+      "mean_direction_of_wind_waves": {
+        "paramId": "mdww",
+        "c3sname": "Mean direction of wind waves",
+        "c3sunit": "degrees"
+      },
+      "mean_eastward_gravity_wave_surface_stress": {
+        "paramId": "megwss",
+        "c3sname": "Mean eastward gravity wave surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_eastward_turbulent_surface_stress": {
+        "paramId": "metss",
+        "c3sname": "Mean eastward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_evaporation_rate": {
+        "paramId": "mer",
+        "c3sname": "Mean evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_gravity_wave_dissipation": {
+        "paramId": "mgwd",
+        "c3sname": "Mean gravity wave dissipation",
+        "c3sunit": "W m^-2"
+      },
+      "mean_large_scale_precipitation_fraction": {
+        "paramId": "mlspf",
+        "c3sname": "Mean large-scale precipitation fraction",
+        "c3sunit": "Proportion"
+      },
+      "mean_large_scale_precipitation_rate": {
+        "paramId": "mlspr",
+        "c3sname": "Mean large-scale precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_large_scale_snowfall_rate": {
+        "paramId": "mlssr",
+        "c3sname": "Mean large-scale snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_northward_gravity_wave_surface_stress": {
+        "paramId": "mngwss",
+        "c3sname": "Mean northward gravity wave surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_northward_turbulent_surface_stress": {
+        "paramId": "mntss",
+        "c3sname": "Mean northward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_period_of_total_swell": {
+        "paramId": "mpts",
+        "c3sname": "Mean period of total swell",
+        "c3sunit": "s"
+      },
+      "mean_period_of_wind_waves": {
+        "paramId": "mpww",
+        "c3sname": "Mean period of wind waves",
+        "c3sunit": "s"
+      },
+      "mean_potential_evaporation_rate": {
+        "paramId": "mper",
+        "c3sname": "Mean potential evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_runoff_rate": {
+        "paramId": "mror",
+        "c3sname": "Mean runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_sea_level_pressure": {
+        "paramId": "msl",
+        "c3sname": "Mean sea level pressure",
+        "c3sunit": "Pa"
+      },
+      "mean_snow_evaporation_rate": {
+        "paramId": "mser",
+        "c3sname": "Mean snow evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_snowfall_rate": {
+        "paramId": "msr",
+        "c3sname": "Mean snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_snowmelt_rate": {
+        "paramId": "msmr",
+        "c3sname": "Mean snowmelt rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_square_slope_of_waves": {
+        "paramId": "msqs",
+        "c3sname": "Mean square slope of waves",
+        "c3sunit": "dimensionless"
+      },
+      "mean_sub_surface_runoff_rate": {
+        "paramId": "mssror",
+        "c3sname": "Mean sub-surface runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_surface_direct_short_wave_radiation_flux": {
+        "paramId": "msdrswrf",
+        "c3sname": "Mean surface direct short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_direct_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msdrswrfcs",
+        "c3sname": "Mean surface direct short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_long_wave_radiation_flux": {
+        "paramId": "msdwlwrf",
+        "c3sname": "Mean surface downward long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_long_wave_radiation_flux_clear_sky": {
+        "paramId": "msdwlwrfcs",
+        "c3sname": "Mean surface downward long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_short_wave_radiation_flux": {
+        "paramId": "msdwswrf",
+        "c3sname": "Mean surface downward short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msdwswrfcs",
+        "c3sname": "Mean surface downward short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_uv_radiation_flux": {
+        "paramId": "msdwuvrf",
+        "c3sname": "Mean surface downward UV radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_latent_heat_flux": {
+        "paramId": "mslhf",
+        "c3sname": "Mean surface latent heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_long_wave_radiation_flux": {
+        "paramId": "msnlwrf",
+        "c3sname": "Mean surface net long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_long_wave_radiation_flux_clear_sky": {
+        "paramId": "msnlwrfcs",
+        "c3sname": "Mean surface net long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_short_wave_radiation_flux": {
+        "paramId": "msnswrf",
+        "c3sname": "Mean surface net short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msnswrfcs",
+        "c3sname": "Mean surface net short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_runoff_rate": {
+        "paramId": "msror",
+        "c3sname": "Mean surface runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_surface_sensible_heat_flux": {
+        "paramId": "msshf",
+        "c3sname": "Mean surface sensible heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_downward_short_wave_radiation_flux": {
+        "paramId": "mtdwswrf",
+        "c3sname": "Mean top downward short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_long_wave_radiation_flux": {
+        "paramId": "mtnlwrf",
+        "c3sname": "Mean top net long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_long_wave_radiation_flux_clear_sky": {
+        "paramId": "mtnlwrfcs",
+        "c3sname": "Mean top net long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_short_wave_radiation_flux": {
+        "paramId": "mtnswrf",
+        "c3sname": "Mean top net short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_short_wave_radiation_flux_clear_sky": {
+        "paramId": "mtnswrfcs",
+        "c3sname": "Mean top net short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_total_precipitation_rate": {
+        "paramId": "mtpr",
+        "c3sname": "Mean total precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_vertical_gradient_of_refractivity_inside_trapping_layer": {
+        "paramId": "dndza",
+        "c3sname": "Mean vertical gradient of refractivity inside trapping layer",
+        "c3sunit": "m^-1"
+      },
+      "mean_vertically_integrated_moisture_divergence": {
+        "paramId": "mvimd",
+        "c3sname": "Mean vertically integrated moisture divergence",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_wave_direction": {
+        "paramId": "mwd",
+        "c3sname": "Mean wave direction",
+        "c3sunit": "degree true"
+      },
+      "mean_wave_direction_of_first_swell_partition": {
+        "paramId": "p140122",
+        "c3sname": "Mean wave direction of first swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_direction_of_second_swell_partition": {
+        "paramId": "p140125",
+        "c3sname": "Mean wave direction of second swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_direction_of_third_swell_partition": {
+        "paramId": "p140128",
+        "c3sname": "Mean wave direction of third swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_period": {
+        "paramId": "mwp",
+        "c3sname": "Mean wave period",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment": {
+        "paramId": "mp1",
+        "c3sname": "Mean wave period based on first moment",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment_for_swell": {
+        "paramId": "p1ps",
+        "c3sname": "Mean wave period based on first moment for swell",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment_for_wind_waves": {
+        "paramId": "p1ww",
+        "c3sname": "Mean wave period based on first moment for wind waves",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_second_moment_for_swell": {
+        "paramId": "p2ps",
+        "c3sname": "Mean wave period based on second moment for swell",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_second_moment_for_wind_waves": {
+        "paramId": "p2ww",
+        "c3sname": "Mean wave period based on second moment for wind waves",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_first_swell_partition": {
+        "paramId": "p140123",
+        "c3sname": "Mean wave period of first swell partition",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_second_swell_partition": {
+        "paramId": "p140126",
+        "c3sname": "Mean wave period of second swell partition",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_third_swell_partition": {
+        "paramId": "p140129",
+        "c3sname": "Mean wave period of third swell partition",
+        "c3sunit": "s"
+      },
+      "mean_zero_crossing_wave_period": {
+        "paramId": "mp2",
+        "c3sname": "Mean zero-crossing wave period",
+        "c3sunit": "s"
+      },
+      "medium_cloud_cover": {
+        "paramId": "mcc",
+        "c3sname": "Medium cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "minimum_2m_temperature_since_previous_post_processing": {
+        "paramId": "mn2t",
+        "c3sname": "Minimum 2m temperature since previous post-processing",
+        "c3sunit": "K"
+      },
+      "minimum_total_precipitation_rate_since_previous_post_processing": {
+        "paramId": "mntpr",
+        "c3sname": "Minimum total precipitation rate since previous post-processing",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "minimum_vertical_gradient_of_refractivity_inside_trapping_layer": {
+        "paramId": "dndzn",
+        "c3sname": "Minimum vertical gradient of refractivity inside trapping layer",
+        "c3sunit": "m^-1"
+      },
+      "model_bathymetry": {
+        "paramId": "wmb",
+        "c3sname": "Model bathymetry",
+        "c3sunit": "m"
+      },
+      "near_ir_albedo_for_diffuse_radiation": {
+        "paramId": "alnid",
+        "c3sname": "Near IR albedo for diffuse radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "near_ir_albedo_for_direct_radiation": {
+        "paramId": "alnip",
+        "c3sname": "Near IR albedo for direct radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "normalized_energy_flux_into_ocean": {
+        "paramId": "phioc",
+        "c3sname": "Normalized energy flux into ocean",
+        "c3sunit": "dimensionless"
+      },
+      "normalized_energy_flux_into_waves": {
+        "paramId": "phiaw",
+        "c3sname": "Normalized energy flux into waves",
+        "c3sunit": "dimensionless"
+      },
+      "normalized_stress_into_ocean": {
+        "paramId": "tauoc",
+        "c3sname": "Normalized stress into ocean",
+        "c3sunit": "dimensionless"
+      },
+      "northward_gravity_wave_surface_stress": {
+        "paramId": "mgws",
+        "c3sname": "Northward gravity wave surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "northward_turbulent_surface_stress": {
+        "paramId": "nsss",
+        "c3sname": "Northward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "ocean_surface_stress_equivalent_10m_neutral_wind_direction": {
+        "paramId": "dwi",
+        "c3sname": "Ocean surface stress equivalent 10m neutral wind direction",
+        "c3sunit": "degrees"
+      },
+      "ocean_surface_stress_equivalent_10m_neutral_wind_speed": {
+        "paramId": "wind",
+        "c3sname": "Ocean surface stress equivalent 10m neutral wind speed",
+        "c3sunit": "m s^-1"
+      },
+      "orography": {
+        "paramId": "z",
+        "c3sname": "Orography",
+        "c3sunit": "m^2 s^-2"
+      },
+      "peak_wave_period": {
+        "paramId": "pp1d",
+        "c3sname": "Peak wave period",
+        "c3sunit": "s"
+      },
+      "period_corresponding_to_maximum_individual_wave_height": {
+        "paramId": "tmax",
+        "c3sname": "Period corresponding to maximum individual wave height",
+        "c3sunit": "s"
+      },
+      "potential_evaporation": {
+        "paramId": "pev",
+        "c3sname": "Potential evaporation",
+        "c3sunit": "m"
+      },
+      "precipitation_type": {
+        "paramId": "ptype",
+        "c3sname": "Precipitation type",
+        "c3sunit": "GRIB code table 4.201"
+      },
+      "runoff": {
+        "paramId": "ro",
+        "c3sname": "Runoff",
+        "c3sunit": "m"
+      },
+      "sea_ice_cover": {
+        "paramId": "siconc",
+        "c3sname": "Sea-ice cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "sea_surface_temperature": {
+        "paramId": "sst",
+        "c3sname": "Sea surface temperature",
+        "c3sunit": "K"
+      },
+      "significant_height_of_combined_wind_waves_and_swell": {
+        "paramId": "swh",
+        "c3sname": "Significant height of combined wind waves and swell",
+        "c3sunit": "m"
+      },
+      "significant_height_of_total_swell": {
+        "paramId": "shts",
+        "c3sname": "Significant height of total swell",
+        "c3sunit": "m"
+      },
+      "significant_height_of_wind_waves": {
+        "paramId": "shww",
+        "c3sname": "Significant height of wind waves",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_first_swell_partition": {
+        "paramId": "p140121",
+        "c3sname": "Significant wave height of first swell partition",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_second_swell_partition": {
+        "paramId": "p140124",
+        "c3sname": "Significant wave height of second swell partition",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_third_swell_partition": {
+        "paramId": "p140127",
+        "c3sname": "Significant wave height of third swell partition",
+        "c3sunit": "m"
+      },
+      "skin_reservoir_content": {
+        "paramId": "src",
+        "c3sname": "Skin reservoir content",
+        "c3sunit": "m of water equivalent"
+      },
+      "skin_temperature": {
+        "paramId": "skt",
+        "c3sname": "Skin temperature",
+        "c3sunit": "K"
+      },
+      "slope_of_sub_gridscale_orography": {
+        "paramId": "slor",
+        "c3sname": "Slope of sub-gridscale orography",
+        "c3sunit": "~"
+      },
+      "snow_albedo": {
+        "paramId": "asn",
+        "c3sname": "Snow albedo",
+        "c3sunit": "(0 - 1)"
+      },
+      "snow_density": {
+        "paramId": "rsn",
+        "c3sname": "Snow density",
+        "c3sunit": "kg m^-3"
+      },
+      "snow_depth": {
+        "paramId": "sd",
+        "c3sname": "Snow depth",
+        "c3sunit": "m of water equivalent"
+      },
+      "snow_evaporation": {
+        "paramId": "es",
+        "c3sname": "Snow evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowfall": {
+        "paramId": "sf",
+        "c3sname": "Snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowmelt": {
+        "paramId": "smlt",
+        "c3sname": "Snowmelt",
+        "c3sunit": "m of water equivalent"
+      },
+      "soil_temperature_level_1": {
+        "paramId": "stl1",
+        "c3sname": "Soil temperature level 1",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_2": {
+        "paramId": "stl2",
+        "c3sname": "Soil temperature level 2",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_3": {
+        "paramId": "stl3",
+        "c3sname": "Soil temperature level 3",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_4": {
+        "paramId": "stl4",
+        "c3sname": "Soil temperature level 4",
+        "c3sunit": "K"
+      },
+      "soil_type": {
+        "paramId": "slt",
+        "c3sname": "Soil type",
+        "c3sunit": "~"
+      },
+      "standard_deviation_of_filtered_subgrid_orography": {
+        "paramId": "sdfor",
+        "c3sname": "Standard deviation of filtered subgrid orography",
+        "c3sunit": "m"
+      },
+      "standard_deviation_of_orography": {
+        "paramId": "sdor",
+        "c3sname": "Standard deviation of orography",
+        "c3sunit": "~"
+      },
+      "sub_surface_runoff": {
+        "paramId": "ssro",
+        "c3sname": "Sub-surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_latent_heat_flux": {
+        "paramId": "slhf",
+        "c3sname": "Surface latent heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation": {
+        "paramId": "ssr",
+        "c3sname": "Surface net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation_clear_sky": {
+        "paramId": "ssrc",
+        "c3sname": "Surface net solar radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation": {
+        "paramId": "str",
+        "c3sname": "Surface net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation_clear_sky": {
+        "paramId": "strc",
+        "c3sname": "Surface net thermal radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_pressure": {
+        "paramId": "sp",
+        "c3sname": "Surface pressure",
+        "c3sunit": "Pa"
+      },
+      "surface_runoff": {
+        "paramId": "sro",
+        "c3sname": "Surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_sensible_heat_flux": {
+        "paramId": "sshf",
+        "c3sname": "Surface sensible heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downward_clear_sky": {
+        "paramId": "ssrdc",
+        "c3sname": "Surface solar radiation downward, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downwards": {
+        "paramId": "ssrd",
+        "c3sname": "Surface solar radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downward_clear_sky": {
+        "paramId": "strdc",
+        "c3sname": "Surface thermal radiation downward, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downwards": {
+        "paramId": "strd",
+        "c3sname": "Surface thermal radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "temperature_of_snow_layer": {
+        "paramId": "tsn",
+        "c3sname": "Temperature of snow layer",
+        "c3sunit": "K"
+      },
+      "toa_incident_solar_radiation": {
+        "paramId": "tisr",
+        "c3sname": "TOA incident solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_solar_radiation": {
+        "paramId": "tsr",
+        "c3sname": "Top net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_solar_radiation_clear_sky": {
+        "paramId": "tsrc",
+        "c3sname": "Top net solar radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_thermal_radiation": {
+        "paramId": "ttr",
+        "c3sname": "Top net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_thermal_radiation_clear_sky": {
+        "paramId": "ttrc",
+        "c3sname": "Top net thermal radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "total_cloud_cover": {
+        "paramId": "tcc",
+        "c3sname": "Total cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "total_column_cloud_ice_water": {
+        "paramId": "tciw",
+        "c3sname": "Total column cloud ice water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_cloud_liquid_water": {
+        "paramId": "tclw",
+        "c3sname": "Total column cloud liquid water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_ozone": {
+        "paramId": "tco3",
+        "c3sname": "Total column ozone",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_rain_water": {
+        "paramId": "tcrw",
+        "c3sname": "Total column rain water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_snow_water": {
+        "paramId": "tcsw",
+        "c3sname": "Total column snow water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_supercooled_liquid_water": {
+        "paramId": "tcslw",
+        "c3sname": "Total column supercooled liquid water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_water": {
+        "paramId": "tcw",
+        "c3sname": "Total column water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_water_vapour": {
+        "paramId": "tcwv",
+        "c3sname": "Total column water vapour",
+        "c3sunit": "kg m^-2"
+      },
+      "total_precipitation": {
+        "paramId": "tp",
+        "c3sname": "Total precipitation",
+        "c3sunit": "m"
+      },
+      "total_sky_direct_solar_radiation_at_surface": {
+        "paramId": "fdir",
+        "c3sname": "Total sky direct solar radiation at surface",
+        "c3sunit": "J m^-2"
+      },
+      "total_totals_index": {
+        "paramId": "totalx",
+        "c3sname": "Total totals index",
+        "c3sunit": "K"
+      },
+      "trapping_layer_base_height": {
+        "paramId": "tplb",
+        "c3sname": "Trapping layer base height",
+        "c3sunit": "m"
+      },
+      "trapping_layer_top_height": {
+        "paramId": "tplt",
+        "c3sname": "Trapping layer top height",
+        "c3sunit": "m"
+      },
+      "type_of_high_vegetation": {
+        "paramId": "tvh",
+        "c3sname": "Type of high vegetation",
+        "c3sunit": "~"
+      },
+      "type_of_low_vegetation": {
+        "paramId": "tvl",
+        "c3sname": "Type of low vegetation",
+        "c3sunit": "~"
+      },
+      "u_component_stokes_drift": {
+        "paramId": "ust",
+        "c3sname": "U-component stokes drift",
+        "c3sunit": "m s^-1"
+      },
+      "uv_visible_albedo_for_diffuse_radiation": {
+        "paramId": "aluvd",
+        "c3sname": "UV visible albedo for diffuse radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "uv_visible_albedo_for_direct_radiation": {
+        "paramId": "aluvp",
+        "c3sname": "UV visible albedo for direct radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "v_component_stokes_drift": {
+        "paramId": "vst",
+        "c3sname": "V-component stokes drift",
+        "c3sunit": "m s^-1"
+      },
+      "vertical_integral_of_divergence_of_cloud_frozen_water_flux": {
+        "paramId": "p80.162",
+        "c3sname": "Vertical integral of divergence of cloud frozen water flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_cloud_liquid_water_flux": {
+        "paramId": "p79.162",
+        "c3sname": "Vertical integral of divergence of cloud liquid water flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_geopotential_flux": {
+        "paramId": "p85.162",
+        "c3sname": "Vertical integral of divergence of geopotential flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_kinetic_energy_flux": {
+        "paramId": "p82.162",
+        "c3sname": "Vertical integral of divergence of kinetic energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_mass_flux": {
+        "paramId": "p81.162",
+        "c3sname": "Vertical integral of divergence of mass flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_moisture_flux": {
+        "paramId": "p84.162",
+        "c3sname": "Vertical integral of divergence of moisture flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_ozone_flux": {
+        "paramId": "p87.162",
+        "c3sname": "Vertical integral of divergence of ozone flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_thermal_energy_flux": {
+        "paramId": "p83.162",
+        "c3sname": "Vertical integral of divergence of thermal energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_total_energy_flux": {
+        "paramId": "p86.162",
+        "c3sname": "Vertical integral of divergence of total energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_eastward_cloud_frozen_water_flux": {
+        "paramId": "p90.162",
+        "c3sname": "Vertical integral of eastward cloud frozen water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_cloud_liquid_water_flux": {
+        "paramId": "p88.162",
+        "c3sname": "Vertical integral of eastward cloud liquid water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_geopotential_flux": {
+        "paramId": "p73.162",
+        "c3sname": "Vertical integral of eastward geopotential flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_heat_flux": {
+        "paramId": "p69.162",
+        "c3sname": "Vertical integral of eastward heat flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_kinetic_energy_flux": {
+        "paramId": "p67.162",
+        "c3sname": "Vertical integral of eastward kinetic energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_mass_flux": {
+        "paramId": "p65.162",
+        "c3sname": "Vertical integral of eastward mass flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_ozone_flux": {
+        "paramId": "p77.162",
+        "c3sname": "Vertical integral of eastward ozone flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_total_energy_flux": {
+        "paramId": "p75.162",
+        "c3sname": "Vertical integral of eastward total energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_water_vapour_flux": {
+        "paramId": "p71.162",
+        "c3sname": "Vertical integral of eastward water vapour flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_energy_conversion": {
+        "paramId": "p64.162",
+        "c3sname": "Vertical integral of energy conversion",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_kinetic_energy": {
+        "paramId": "p59.162",
+        "c3sname": "Vertical integral of kinetic energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_mass_of_atmosphere": {
+        "paramId": "p53.162",
+        "c3sname": "Vertical integral of mass of atmosphere",
+        "c3sunit": "kg m^-2"
+      },
+      "vertical_integral_of_mass_tendency": {
+        "paramId": "p92.162",
+        "c3sname": "Vertical integral of mass tendency",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_northward_cloud_frozen_water_flux": {
+        "paramId": "p91.162",
+        "c3sname": "Vertical integral of northward cloud frozen water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_cloud_liquid_water_flux": {
+        "paramId": "p89.162",
+        "c3sname": "Vertical integral of northward cloud liquid water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_geopotential_flux": {
+        "paramId": "p74.162",
+        "c3sname": "Vertical integral of northward geopotential flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_heat_flux": {
+        "paramId": "p70.162",
+        "c3sname": "Vertical integral of northward heat flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_kinetic_energy_flux": {
+        "paramId": "p68.162",
+        "c3sname": "Vertical integral of northward kinetic energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_mass_flux": {
+        "paramId": "p66.162",
+        "c3sname": "Vertical integral of northward mass flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_ozone_flux": {
+        "paramId": "p78.162",
+        "c3sname": "Vertical integral of northward ozone flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_total_energy_flux": {
+        "paramId": "p76.162",
+        "c3sname": "Vertical integral of northward total energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_water_vapour_flux": {
+        "paramId": "p72.162",
+        "c3sname": "Vertical integral of northward water vapour flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_potential_and_internal_energy": {
+        "paramId": "p61.162",
+        "c3sname": "Vertical integral of potential and internal energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_potential_internal_and_latent_energy": {
+        "paramId": "p62.162",
+        "c3sname": "Vertical integral of potential, internal and latent energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_temperature": {
+        "paramId": "p54.162",
+        "c3sname": "Vertical integral of temperature",
+        "c3sunit": "K kg m^-2"
+      },
+      "vertical_integral_of_thermal_energy": {
+        "paramId": "p60.162",
+        "c3sname": "Vertical integral of thermal energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_total_energy": {
+        "paramId": "p63.162",
+        "c3sname": "Vertical integral of total energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertically_integrated_moisture_divergence": {
+        "paramId": "vimd",
+        "c3sname": "Vertically integrated moisture divergence",
+        "c3sunit": "kg m^-2"
+      },
+      "volumetric_soil_water_layer_1": {
+        "paramId": "swvl1",
+        "c3sname": "Volumetric soil water layer 1",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_2": {
+        "paramId": "swvl2",
+        "c3sname": "Volumetric soil water layer 2",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_3": {
+        "paramId": "swvl3",
+        "c3sname": "Volumetric soil water layer 3",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_4": {
+        "paramId": "swvl4",
+        "c3sname": "Volumetric soil water layer 4",
+        "c3sunit": "m^3 m^-3"
+      },
+      "wave_spectral_directional_width": {
+        "paramId": "wdw",
+        "c3sname": "Wave spectral directional width",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_directional_width_for_swell": {
+        "paramId": "dwps",
+        "c3sname": "Wave spectral directional width for swell",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_directional_width_for_wind_waves": {
+        "paramId": "dwww",
+        "c3sname": "Wave spectral directional width for wind waves",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_kurtosis": {
+        "paramId": "wsk",
+        "c3sname": "Wave spectral kurtosis",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_peakedness": {
+        "paramId": "wsp",
+        "c3sname": "Wave spectral peakedness",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_skewness": {
+        "paramId": "wss",
+        "c3sname": "Wave spectral skewness",
+        "c3sunit": "dimensionless"
+      },
+      "zero_degree_level": {
+        "paramId": "deg0l",
+        "c3sname": "Zero degree level",
+        "c3sunit": "m"
+      }
+    },
+    "product_types": [
+      "mean",
+      "members",
+      "spread"
+    ]
+  },
+  "reanalysis-era5-single-levels-monthly-means": {
+    "variables": {
+      "100m_u_component_of_wind": {
+        "paramId": "u100",
+        "c3sname": "100m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "100m_v_component_of_wind": {
+        "paramId": "v100",
+        "c3sname": "100m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_u_component_of_neutral_wind": {
+        "paramId": "u10n",
+        "c3sname": "10m u-component of neutral wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_u_component_of_wind": {
+        "paramId": "u10",
+        "c3sname": "10m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_neutral_wind": {
+        "paramId": "v10n",
+        "c3sname": "10m v-component of neutral wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_wind": {
+        "paramId": "v10",
+        "c3sname": "10m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_speed": {
+        "paramId": "si10",
+        "c3sname": "10m wind speed",
+        "c3sunit": "m s^-1"
+      },
+      "2m_dewpoint_temperature": {
+        "paramId": "d2m",
+        "c3sname": "2m dewpoint temperature",
+        "c3sunit": "K"
+      },
+      "2m_temperature": {
+        "paramId": "t2m",
+        "c3sname": "2m temperature",
+        "c3sunit": "K"
+      },
+      "air_density_over_the_oceans": {
+        "paramId": "p140209",
+        "c3sname": "Air density over the oceans",
+        "c3sunit": "kg m^-3"
+      },
+      "angle_of_sub_gridscale_orography": {
+        "paramId": "anor",
+        "c3sname": "Angle of sub-gridscale orography",
+        "c3sunit": "radians"
+      },
+      "anisotropy_of_sub_gridscale_orography": {
+        "paramId": "isor",
+        "c3sname": "Anisotropy of sub-gridscale orography",
+        "c3sunit": "~"
+      },
+      "benjamin_feir_index": {
+        "paramId": "bfi",
+        "c3sname": "Benjamin-feir index",
+        "c3sunit": "dimensionless"
+      },
+      "boundary_layer_dissipation": {
+        "paramId": "bld",
+        "c3sname": "Boundary layer dissipation",
+        "c3sunit": "J m^-2"
+      },
+      "boundary_layer_height": {
+        "paramId": "blh",
+        "c3sname": "Boundary layer height",
+        "c3sunit": "m"
+      },
+      "charnock": {
+        "paramId": "chnk",
+        "c3sname": "Charnock",
+        "c3sunit": "~"
+      },
+      "clear_sky_direct_solar_radiation_at_surface": {
+        "paramId": "cdir",
+        "c3sname": "Clear-sky direct solar radiation at surface",
+        "c3sunit": "J m^-2"
+      },
+      "cloud_base_height": {
+        "paramId": "cbh",
+        "c3sname": "Cloud base height",
+        "c3sunit": "m"
+      },
+      "coefficient_of_drag_with_waves": {
+        "paramId": "cdww",
+        "c3sname": "Coefficient of drag with waves",
+        "c3sunit": "dimensionless"
+      },
+      "convective_available_potential_energy": {
+        "paramId": "cape",
+        "c3sname": "Convective available potential energy",
+        "c3sunit": "J kg^-1"
+      },
+      "convective_inhibition": {
+        "paramId": "cin",
+        "c3sname": "Convective inhibition",
+        "c3sunit": "J kg^-1"
+      },
+      "convective_precipitation": {
+        "paramId": "cp",
+        "c3sname": "Convective precipitation",
+        "c3sunit": "m"
+      },
+      "convective_rain_rate": {
+        "paramId": "crr",
+        "c3sname": "Convective rain rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "convective_snowfall": {
+        "paramId": "csf",
+        "c3sname": "Convective snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "convective_snowfall_rate_water_equivalent": {
+        "paramId": "csfr",
+        "c3sname": "Convective snowfall rate water equivalent",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "downward_uv_radiation_at_the_surface": {
+        "paramId": "uvb",
+        "c3sname": "Downward UV radiation at the surface",
+        "c3sunit": "J m^-2"
+      },
+      "duct_base_height": {
+        "paramId": "dctb",
+        "c3sname": "Duct base height",
+        "c3sunit": "m"
+      },
+      "eastward_gravity_wave_surface_stress": {
+        "paramId": "lgws",
+        "c3sname": "Eastward gravity wave surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "eastward_turbulent_surface_stress": {
+        "paramId": "ewss",
+        "c3sname": "Eastward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "evaporation": {
+        "paramId": "e",
+        "c3sname": "Evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "forecast_albedo": {
+        "paramId": "fal",
+        "c3sname": "Forecast albedo",
+        "c3sunit": "(0 - 1)"
+      },
+      "forecast_logarithm_of_surface_roughness_for_heat": {
+        "paramId": "flsr",
+        "c3sname": "Forecast logarithm of surface roughness for heat",
+        "c3sunit": "~"
+      },
+      "forecast_surface_roughness": {
+        "paramId": "fsr",
+        "c3sname": "Forecast surface roughness",
+        "c3sunit": "m"
+      },
+      "free_convective_velocity_over_the_oceans": {
+        "paramId": "p140208",
+        "c3sname": "Free convective velocity over the oceans",
+        "c3sunit": "m s^-1"
+      },
+      "friction_velocity": {
+        "paramId": "zust",
+        "c3sname": "Friction velocity",
+        "c3sunit": "m s^-1"
+      },
+      "gravity_wave_dissipation": {
+        "paramId": "gwd",
+        "c3sname": "Gravity wave dissipation",
+        "c3sunit": "J m^-2"
+      },
+      "high_cloud_cover": {
+        "paramId": "hcc",
+        "c3sname": "High cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "high_vegetation_cover": {
+        "paramId": "cvh",
+        "c3sname": "High vegetation cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "ice_temperature_layer_1": {
+        "paramId": "istl1",
+        "c3sname": "Ice temperature layer 1",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_2": {
+        "paramId": "istl2",
+        "c3sname": "Ice temperature layer 2",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_3": {
+        "paramId": "istl3",
+        "c3sname": "Ice temperature layer 3",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_4": {
+        "paramId": "istl4",
+        "c3sname": "Ice temperature layer 4",
+        "c3sunit": "K"
+      },
+      "instantaneous_10m_wind_gust": {
+        "paramId": "i10fg",
+        "c3sname": "Instantaneous 10m wind gust",
+        "c3sunit": "m s^-1"
+      },
+      "instantaneous_eastward_turbulent_surface_stress": {
+        "paramId": "iews",
+        "c3sname": "Instantaneous eastward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "instantaneous_large_scale_surface_precipitation_fraction": {
+        "paramId": "ilspf",
+        "c3sname": "Instantaneous large-scale surface precipitation fraction",
+        "c3sunit": "(0 - 1)"
+      },
+      "instantaneous_moisture_flux": {
+        "paramId": "ie",
+        "c3sname": "Instantaneous moisture flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "instantaneous_northward_turbulent_surface_stress": {
+        "paramId": "inss",
+        "c3sname": "Instantaneous northward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "instantaneous_surface_sensible_heat_flux": {
+        "paramId": "ishf",
+        "c3sname": "Instantaneous surface sensible heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "k_index": {
+        "paramId": "kx",
+        "c3sname": "K index",
+        "c3sunit": "K"
+      },
+      "lake_bottom_temperature": {
+        "paramId": "lblt",
+        "c3sname": "Lake bottom temperature",
+        "c3sunit": "K"
+      },
+      "lake_cover": {
+        "paramId": "cl",
+        "c3sname": "Lake cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "lake_depth": {
+        "paramId": "dl",
+        "c3sname": "Lake depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_depth": {
+        "paramId": "licd",
+        "c3sname": "Lake ice depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_temperature": {
+        "paramId": "lict",
+        "c3sname": "Lake ice temperature",
+        "c3sunit": "K"
+      },
+      "lake_mix_layer_depth": {
+        "paramId": "lmld",
+        "c3sname": "Lake mix-layer depth",
+        "c3sunit": "m"
+      },
+      "lake_mix_layer_temperature": {
+        "paramId": "lmlt",
+        "c3sname": "Lake mix-layer temperature",
+        "c3sunit": "K"
+      },
+      "lake_shape_factor": {
+        "paramId": "lshf",
+        "c3sname": "Lake shape factor",
+        "c3sunit": "dimensionless"
+      },
+      "lake_total_layer_temperature": {
+        "paramId": "ltlt",
+        "c3sname": "Lake total layer temperature",
+        "c3sunit": "K"
+      },
+      "land_sea_mask": {
+        "paramId": "lsm",
+        "c3sname": "Land-sea mask",
+        "c3sunit": "(0 - 1)"
+      },
+      "large_scale_precipitation": {
+        "paramId": "lsp",
+        "c3sname": "Large-scale precipitation",
+        "c3sunit": "m"
+      },
+      "large_scale_precipitation_fraction": {
+        "paramId": "lspf",
+        "c3sname": "Large-scale precipitation fraction",
+        "c3sunit": "s"
+      },
+      "large_scale_rain_rate": {
+        "paramId": "lsrr",
+        "c3sname": "Large scale rain rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "large_scale_snowfall": {
+        "paramId": "lsf",
+        "c3sname": "Large-scale snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "large_scale_snowfall_rate_water_equivalent": {
+        "paramId": "lssfr",
+        "c3sname": "Large scale snowfall rate water equivalent",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "leaf_area_index_high_vegetation": {
+        "paramId": "lai_hv",
+        "c3sname": "Leaf area index, high vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "leaf_area_index_low_vegetation": {
+        "paramId": "lai_lv",
+        "c3sname": "Leaf area index, low vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "low_cloud_cover": {
+        "paramId": "lcc",
+        "c3sname": "Low cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "low_vegetation_cover": {
+        "paramId": "cvl",
+        "c3sname": "Low vegetation cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "magnitude_of_turbulent_surface_stress": {
+        "paramId": "magss",
+        "c3sname": "Magnitude of turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "maximum_individual_wave_height": {
+        "paramId": "hmax",
+        "c3sname": "Maximum individual wave height",
+        "c3sunit": "m"
+      },
+      "mean_boundary_layer_dissipation": {
+        "paramId": "mbld",
+        "c3sname": "Mean boundary layer dissipation",
+        "c3sunit": "W m^-2"
+      },
+      "mean_convective_precipitation_rate": {
+        "paramId": "mcpr",
+        "c3sname": "Mean convective precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_convective_snowfall_rate": {
+        "paramId": "mcsr",
+        "c3sname": "Mean convective snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_direction_of_total_swell": {
+        "paramId": "mdts",
+        "c3sname": "Mean direction of total swell",
+        "c3sunit": "degrees"
+      },
+      "mean_direction_of_wind_waves": {
+        "paramId": "mdww",
+        "c3sname": "Mean direction of wind waves",
+        "c3sunit": "degrees"
+      },
+      "mean_eastward_gravity_wave_surface_stress": {
+        "paramId": "megwss",
+        "c3sname": "Mean eastward gravity wave surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_eastward_turbulent_surface_stress": {
+        "paramId": "metss",
+        "c3sname": "Mean eastward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_evaporation_rate": {
+        "paramId": "mer",
+        "c3sname": "Mean evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_gravity_wave_dissipation": {
+        "paramId": "mgwd",
+        "c3sname": "Mean gravity wave dissipation",
+        "c3sunit": "W m^-2"
+      },
+      "mean_large_scale_precipitation_fraction": {
+        "paramId": "mlspf",
+        "c3sname": "Mean large-scale precipitation fraction",
+        "c3sunit": "Proportion"
+      },
+      "mean_large_scale_precipitation_rate": {
+        "paramId": "mlspr",
+        "c3sname": "Mean large-scale precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_large_scale_snowfall_rate": {
+        "paramId": "mlssr",
+        "c3sname": "Mean large-scale snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_magnitude_of_turbulent_surface_stress": {
+        "paramId": "mmtss",
+        "c3sname": "Mean magnitude of turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_northward_gravity_wave_surface_stress": {
+        "paramId": "mngwss",
+        "c3sname": "Mean northward gravity wave surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_northward_turbulent_surface_stress": {
+        "paramId": "mntss",
+        "c3sname": "Mean northward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_period_of_total_swell": {
+        "paramId": "mpts",
+        "c3sname": "Mean period of total swell",
+        "c3sunit": "s"
+      },
+      "mean_period_of_wind_waves": {
+        "paramId": "mpww",
+        "c3sname": "Mean period of wind waves",
+        "c3sunit": "s"
+      },
+      "mean_potential_evaporation_rate": {
+        "paramId": "mper",
+        "c3sname": "Mean potential evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_runoff_rate": {
+        "paramId": "mror",
+        "c3sname": "Mean runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_sea_level_pressure": {
+        "paramId": "msl",
+        "c3sname": "Mean sea level pressure",
+        "c3sunit": "Pa"
+      },
+      "mean_snow_evaporation_rate": {
+        "paramId": "mser",
+        "c3sname": "Mean snow evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_snowfall_rate": {
+        "paramId": "msr",
+        "c3sname": "Mean snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_snowmelt_rate": {
+        "paramId": "msmr",
+        "c3sname": "Mean snowmelt rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_square_slope_of_waves": {
+        "paramId": "msqs",
+        "c3sname": "Mean square slope of waves",
+        "c3sunit": "dimensionless"
+      },
+      "mean_sub_surface_runoff_rate": {
+        "paramId": "mssror",
+        "c3sname": "Mean sub-surface runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_surface_direct_short_wave_radiation_flux": {
+        "paramId": "msdrswrf",
+        "c3sname": "Mean surface direct short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_direct_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msdrswrfcs",
+        "c3sname": "Mean surface direct short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_long_wave_radiation_flux": {
+        "paramId": "msdwlwrf",
+        "c3sname": "Mean surface downward long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_long_wave_radiation_flux_clear_sky": {
+        "paramId": "msdwlwrfcs",
+        "c3sname": "Mean surface downward long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_short_wave_radiation_flux": {
+        "paramId": "msdwswrf",
+        "c3sname": "Mean surface downward short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msdwswrfcs",
+        "c3sname": "Mean surface downward short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_uv_radiation_flux": {
+        "paramId": "msdwuvrf",
+        "c3sname": "Mean surface downward UV radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_latent_heat_flux": {
+        "paramId": "mslhf",
+        "c3sname": "Mean surface latent heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_long_wave_radiation_flux": {
+        "paramId": "msnlwrf",
+        "c3sname": "Mean surface net long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_long_wave_radiation_flux_clear_sky": {
+        "paramId": "msnlwrfcs",
+        "c3sname": "Mean surface net long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_short_wave_radiation_flux": {
+        "paramId": "msnswrf",
+        "c3sname": "Mean surface net short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msnswrfcs",
+        "c3sname": "Mean surface net short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_runoff_rate": {
+        "paramId": "msror",
+        "c3sname": "Mean surface runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_surface_sensible_heat_flux": {
+        "paramId": "msshf",
+        "c3sname": "Mean surface sensible heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_downward_short_wave_radiation_flux": {
+        "paramId": "mtdwswrf",
+        "c3sname": "Mean top downward short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_long_wave_radiation_flux": {
+        "paramId": "mtnlwrf",
+        "c3sname": "Mean top net long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_long_wave_radiation_flux_clear_sky": {
+        "paramId": "mtnlwrfcs",
+        "c3sname": "Mean top net long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_short_wave_radiation_flux": {
+        "paramId": "mtnswrf",
+        "c3sname": "Mean top net short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_short_wave_radiation_flux_clear_sky": {
+        "paramId": "mtnswrfcs",
+        "c3sname": "Mean top net short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_total_precipitation_rate": {
+        "paramId": "mtpr",
+        "c3sname": "Mean total precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_vertical_gradient_of_refractivity_inside_trapping_layer": {
+        "paramId": "dndza",
+        "c3sname": "Mean vertical gradient of refractivity inside trapping layer",
+        "c3sunit": "m^-1"
+      },
+      "mean_vertically_integrated_moisture_divergence": {
+        "paramId": "mvimd",
+        "c3sname": "Mean vertically integrated moisture divergence",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_wave_direction": {
+        "paramId": "mwd",
+        "c3sname": "Mean wave direction",
+        "c3sunit": "degree true"
+      },
+      "mean_wave_direction_of_first_swell_partition": {
+        "paramId": "p140122",
+        "c3sname": "Mean wave direction of first swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_direction_of_second_swell_partition": {
+        "paramId": "p140125",
+        "c3sname": "Mean wave direction of second swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_direction_of_third_swell_partition": {
+        "paramId": "p140128",
+        "c3sname": "Mean wave direction of third swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_period": {
+        "paramId": "mwp",
+        "c3sname": "Mean wave period",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment": {
+        "paramId": "mp1",
+        "c3sname": "Mean wave period based on first moment",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment_for_swell": {
+        "paramId": "p1ps",
+        "c3sname": "Mean wave period based on first moment for swell",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment_for_wind_waves": {
+        "paramId": "p1ww",
+        "c3sname": "Mean wave period based on first moment for wind waves",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_second_moment_for_swell": {
+        "paramId": "p2ps",
+        "c3sname": "Mean wave period based on second moment for swell",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_second_moment_for_wind_waves": {
+        "paramId": "p2ww",
+        "c3sname": "Mean wave period based on second moment for wind waves",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_first_swell_partition": {
+        "paramId": "p140123",
+        "c3sname": "Mean wave period of first swell partition",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_second_swell_partition": {
+        "paramId": "p140126",
+        "c3sname": "Mean wave period of second swell partition",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_third_swell_partition": {
+        "paramId": "p140129",
+        "c3sname": "Mean wave period of third swell partition",
+        "c3sunit": "s"
+      },
+      "mean_zero_crossing_wave_period": {
+        "paramId": "mp2",
+        "c3sname": "Mean zero-crossing wave period",
+        "c3sunit": "s"
+      },
+      "medium_cloud_cover": {
+        "paramId": "mcc",
+        "c3sname": "Medium cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "minimum_vertical_gradient_of_refractivity_inside_trapping_layer": {
+        "paramId": "dndzn",
+        "c3sname": "Minimum vertical gradient of refractivity inside trapping layer",
+        "c3sunit": "m^-1"
+      },
+      "model_bathymetry": {
+        "paramId": "wmb",
+        "c3sname": "Model bathymetry",
+        "c3sunit": "m"
+      },
+      "near_ir_albedo_for_diffuse_radiation": {
+        "paramId": "alnid",
+        "c3sname": "Near IR albedo for diffuse radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "near_ir_albedo_for_direct_radiation": {
+        "paramId": "alnip",
+        "c3sname": "Near IR albedo for direct radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "normalized_energy_flux_into_ocean": {
+        "paramId": "phioc",
+        "c3sname": "Normalized energy flux into ocean",
+        "c3sunit": "dimensionless"
+      },
+      "normalized_energy_flux_into_waves": {
+        "paramId": "phiaw",
+        "c3sname": "Normalized energy flux into waves",
+        "c3sunit": "dimensionless"
+      },
+      "normalized_stress_into_ocean": {
+        "paramId": "tauoc",
+        "c3sname": "Normalized stress into ocean",
+        "c3sunit": "dimensionless"
+      },
+      "northward_gravity_wave_surface_stress": {
+        "paramId": "mgws",
+        "c3sname": "Northward gravity wave surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "northward_turbulent_surface_stress": {
+        "paramId": "nsss",
+        "c3sname": "Northward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "ocean_surface_stress_equivalent_10m_neutral_wind_direction": {
+        "paramId": "dwi",
+        "c3sname": "Ocean surface stress equivalent 10m neutral wind direction",
+        "c3sunit": "degrees"
+      },
+      "ocean_surface_stress_equivalent_10m_neutral_wind_speed": {
+        "paramId": "wind",
+        "c3sname": "Ocean surface stress equivalent 10m neutral wind speed",
+        "c3sunit": "m s^-1"
+      },
+      "orography": {
+        "paramId": "z",
+        "c3sname": "Orography",
+        "c3sunit": "m^2 s^-2"
+      },
+      "peak_wave_period": {
+        "paramId": "pp1d",
+        "c3sname": "Peak wave period",
+        "c3sunit": "s"
+      },
+      "period_corresponding_to_maximum_individual_wave_height": {
+        "paramId": "tmax",
+        "c3sname": "Period corresponding to maximum individual wave height",
+        "c3sunit": "s"
+      },
+      "potential_evaporation": {
+        "paramId": "pev",
+        "c3sname": "Potential evaporation",
+        "c3sunit": "m"
+      },
+      "precipitation_type": {
+        "paramId": "ptype",
+        "c3sname": "Precipitation type",
+        "c3sunit": "GRIB code table 4.201"
+      },
+      "runoff": {
+        "paramId": "ro",
+        "c3sname": "Runoff",
+        "c3sunit": "m"
+      },
+      "sea_ice_cover": {
+        "paramId": "siconc",
+        "c3sname": "Sea-ice cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "sea_surface_temperature": {
+        "paramId": "sst",
+        "c3sname": "Sea surface temperature",
+        "c3sunit": "K"
+      },
+      "significant_height_of_combined_wind_waves_and_swell": {
+        "paramId": "swh",
+        "c3sname": "Significant height of combined wind waves and swell",
+        "c3sunit": "m"
+      },
+      "significant_height_of_total_swell": {
+        "paramId": "shts",
+        "c3sname": "Significant height of total swell",
+        "c3sunit": "m"
+      },
+      "significant_height_of_wind_waves": {
+        "paramId": "shww",
+        "c3sname": "Significant height of wind waves",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_first_swell_partition": {
+        "paramId": "p140121",
+        "c3sname": "Significant wave height of first swell partition",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_second_swell_partition": {
+        "paramId": "p140124",
+        "c3sname": "Significant wave height of second swell partition",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_third_swell_partition": {
+        "paramId": "p140127",
+        "c3sname": "Significant wave height of third swell partition",
+        "c3sunit": "m"
+      },
+      "skin_reservoir_content": {
+        "paramId": "src",
+        "c3sname": "Skin reservoir content",
+        "c3sunit": "m of water equivalent"
+      },
+      "skin_temperature": {
+        "paramId": "skt",
+        "c3sname": "Skin temperature",
+        "c3sunit": "K"
+      },
+      "slope_of_sub_gridscale_orography": {
+        "paramId": "slor",
+        "c3sname": "Slope of sub-gridscale orography",
+        "c3sunit": "~"
+      },
+      "snow_albedo": {
+        "paramId": "asn",
+        "c3sname": "Snow albedo",
+        "c3sunit": "(0 - 1)"
+      },
+      "snow_density": {
+        "paramId": "rsn",
+        "c3sname": "Snow density",
+        "c3sunit": "kg m^-3"
+      },
+      "snow_depth": {
+        "paramId": "sd",
+        "c3sname": "Snow depth",
+        "c3sunit": "m of water equivalent"
+      },
+      "snow_evaporation": {
+        "paramId": "es",
+        "c3sname": "Snow evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowfall": {
+        "paramId": "sf",
+        "c3sname": "Snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowmelt": {
+        "paramId": "smlt",
+        "c3sname": "Snowmelt",
+        "c3sunit": "m of water equivalent"
+      },
+      "soil_temperature_level_1": {
+        "paramId": "stl1",
+        "c3sname": "Soil temperature level 1",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_2": {
+        "paramId": "stl2",
+        "c3sname": "Soil temperature level 2",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_3": {
+        "paramId": "stl3",
+        "c3sname": "Soil temperature level 3",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_4": {
+        "paramId": "stl4",
+        "c3sname": "Soil temperature level 4",
+        "c3sunit": "K"
+      },
+      "soil_type": {
+        "paramId": "slt",
+        "c3sname": "Soil type",
+        "c3sunit": "~"
+      },
+      "standard_deviation_of_filtered_subgrid_orography": {
+        "paramId": "sdfor",
+        "c3sname": "Standard deviation of filtered subgrid orography",
+        "c3sunit": "m"
+      },
+      "standard_deviation_of_orography": {
+        "paramId": "sdor",
+        "c3sname": "Standard deviation of orography",
+        "c3sunit": "~"
+      },
+      "sub_surface_runoff": {
+        "paramId": "ssro",
+        "c3sname": "Sub-surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_latent_heat_flux": {
+        "paramId": "slhf",
+        "c3sname": "Surface latent heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation": {
+        "paramId": "ssr",
+        "c3sname": "Surface net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation_clear_sky": {
+        "paramId": "ssrc",
+        "c3sname": "Surface net solar radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation": {
+        "paramId": "str",
+        "c3sname": "Surface net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation_clear_sky": {
+        "paramId": "strc",
+        "c3sname": "Surface net thermal radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_pressure": {
+        "paramId": "sp",
+        "c3sname": "Surface pressure",
+        "c3sunit": "Pa"
+      },
+      "surface_runoff": {
+        "paramId": "sro",
+        "c3sname": "Surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_sensible_heat_flux": {
+        "paramId": "sshf",
+        "c3sname": "Surface sensible heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downward_clear_sky": {
+        "paramId": "ssrdc",
+        "c3sname": "Surface solar radiation downward, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downwards": {
+        "paramId": "ssrd",
+        "c3sname": "Surface solar radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downward_clear_sky": {
+        "paramId": "strdc",
+        "c3sname": "Surface thermal radiation downward, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downwards": {
+        "paramId": "strd",
+        "c3sname": "Surface thermal radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "temperature_of_snow_layer": {
+        "paramId": "tsn",
+        "c3sname": "Temperature of snow layer",
+        "c3sunit": "K"
+      },
+      "toa_incident_solar_radiation": {
+        "paramId": "tisr",
+        "c3sname": "TOA incident solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_solar_radiation": {
+        "paramId": "tsr",
+        "c3sname": "Top net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_solar_radiation_clear_sky": {
+        "paramId": "tsrc",
+        "c3sname": "Top net solar radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_thermal_radiation": {
+        "paramId": "ttr",
+        "c3sname": "Top net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_thermal_radiation_clear_sky": {
+        "paramId": "ttrc",
+        "c3sname": "Top net thermal radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "total_cloud_cover": {
+        "paramId": "tcc",
+        "c3sname": "Total cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "total_column_cloud_ice_water": {
+        "paramId": "tciw",
+        "c3sname": "Total column cloud ice water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_cloud_liquid_water": {
+        "paramId": "tclw",
+        "c3sname": "Total column cloud liquid water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_ozone": {
+        "paramId": "tco3",
+        "c3sname": "Total column ozone",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_rain_water": {
+        "paramId": "tcrw",
+        "c3sname": "Total column rain water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_snow_water": {
+        "paramId": "tcsw",
+        "c3sname": "Total column snow water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_supercooled_liquid_water": {
+        "paramId": "tcslw",
+        "c3sname": "Total column supercooled liquid water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_water": {
+        "paramId": "tcw",
+        "c3sname": "Total column water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_water_vapour": {
+        "paramId": "tcwv",
+        "c3sname": "Total column water vapour",
+        "c3sunit": "kg m^-2"
+      },
+      "total_precipitation": {
+        "paramId": "tp",
+        "c3sname": "Total precipitation",
+        "c3sunit": "m"
+      },
+      "total_sky_direct_solar_radiation_at_surface": {
+        "paramId": "fdir",
+        "c3sname": "Total sky direct solar radiation at surface",
+        "c3sunit": "J m^-2"
+      },
+      "total_totals_index": {
+        "paramId": "totalx",
+        "c3sname": "Total totals index",
+        "c3sunit": "K"
+      },
+      "trapping_layer_base_height": {
+        "paramId": "tplb",
+        "c3sname": "Trapping layer base height",
+        "c3sunit": "m"
+      },
+      "trapping_layer_top_height": {
+        "paramId": "tplt",
+        "c3sname": "Trapping layer top height",
+        "c3sunit": "m"
+      },
+      "type_of_high_vegetation": {
+        "paramId": "tvh",
+        "c3sname": "Type of high vegetation",
+        "c3sunit": "~"
+      },
+      "type_of_low_vegetation": {
+        "paramId": "tvl",
+        "c3sname": "Type of low vegetation",
+        "c3sunit": "~"
+      },
+      "u_component_stokes_drift": {
+        "paramId": "ust",
+        "c3sname": "U-component stokes drift",
+        "c3sunit": "m s^-1"
+      },
+      "uv_visible_albedo_for_diffuse_radiation": {
+        "paramId": "aluvd",
+        "c3sname": "UV visible albedo for diffuse radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "uv_visible_albedo_for_direct_radiation": {
+        "paramId": "aluvp",
+        "c3sname": "UV visible albedo for direct radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "v_component_stokes_drift": {
+        "paramId": "vst",
+        "c3sname": "V-component stokes drift",
+        "c3sunit": "m s^-1"
+      },
+      "vertical_integral_of_divergence_of_cloud_frozen_water_flux": {
+        "paramId": "p80.162",
+        "c3sname": "Vertical integral of divergence of cloud frozen water flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_cloud_liquid_water_flux": {
+        "paramId": "p79.162",
+        "c3sname": "Vertical integral of divergence of cloud liquid water flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_geopotential_flux": {
+        "paramId": "p85.162",
+        "c3sname": "Vertical integral of divergence of geopotential flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_kinetic_energy_flux": {
+        "paramId": "p82.162",
+        "c3sname": "Vertical integral of divergence of kinetic energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_mass_flux": {
+        "paramId": "p81.162",
+        "c3sname": "Vertical integral of divergence of mass flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_moisture_flux": {
+        "paramId": "p84.162",
+        "c3sname": "Vertical integral of divergence of moisture flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_ozone_flux": {
+        "paramId": "p87.162",
+        "c3sname": "Vertical integral of divergence of ozone flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_thermal_energy_flux": {
+        "paramId": "p83.162",
+        "c3sname": "Vertical integral of divergence of thermal energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_total_energy_flux": {
+        "paramId": "p86.162",
+        "c3sname": "Vertical integral of divergence of total energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_eastward_cloud_frozen_water_flux": {
+        "paramId": "p90.162",
+        "c3sname": "Vertical integral of eastward cloud frozen water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_cloud_liquid_water_flux": {
+        "paramId": "p88.162",
+        "c3sname": "Vertical integral of eastward cloud liquid water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_geopotential_flux": {
+        "paramId": "p73.162",
+        "c3sname": "Vertical integral of eastward geopotential flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_heat_flux": {
+        "paramId": "p69.162",
+        "c3sname": "Vertical integral of eastward heat flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_kinetic_energy_flux": {
+        "paramId": "p67.162",
+        "c3sname": "Vertical integral of eastward kinetic energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_mass_flux": {
+        "paramId": "p65.162",
+        "c3sname": "Vertical integral of eastward mass flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_ozone_flux": {
+        "paramId": "p77.162",
+        "c3sname": "Vertical integral of eastward ozone flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_total_energy_flux": {
+        "paramId": "p75.162",
+        "c3sname": "Vertical integral of eastward total energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_water_vapour_flux": {
+        "paramId": "p71.162",
+        "c3sname": "Vertical integral of eastward water vapour flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_energy_conversion": {
+        "paramId": "p64.162",
+        "c3sname": "Vertical integral of energy conversion",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_kinetic_energy": {
+        "paramId": "p59.162",
+        "c3sname": "Vertical integral of kinetic energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_mass_of_atmosphere": {
+        "paramId": "p53.162",
+        "c3sname": "Vertical integral of mass of atmosphere",
+        "c3sunit": "kg m^-2"
+      },
+      "vertical_integral_of_mass_tendency": {
+        "paramId": "p92.162",
+        "c3sname": "Vertical integral of mass tendency",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_northward_cloud_frozen_water_flux": {
+        "paramId": "p91.162",
+        "c3sname": "Vertical integral of northward cloud frozen water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_cloud_liquid_water_flux": {
+        "paramId": "p89.162",
+        "c3sname": "Vertical integral of northward cloud liquid water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_geopotential_flux": {
+        "paramId": "p74.162",
+        "c3sname": "Vertical integral of northward geopotential flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_heat_flux": {
+        "paramId": "p70.162",
+        "c3sname": "Vertical integral of northward heat flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_kinetic_energy_flux": {
+        "paramId": "p68.162",
+        "c3sname": "Vertical integral of northward kinetic energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_mass_flux": {
+        "paramId": "p66.162",
+        "c3sname": "Vertical integral of northward mass flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_ozone_flux": {
+        "paramId": "p78.162",
+        "c3sname": "Vertical integral of northward ozone flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_total_energy_flux": {
+        "paramId": "p76.162",
+        "c3sname": "Vertical integral of northward total energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_water_vapour_flux": {
+        "paramId": "p72.162",
+        "c3sname": "Vertical integral of northward water vapour flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_potential_and_internal_energy": {
+        "paramId": "p61.162",
+        "c3sname": "Vertical integral of potential and internal energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_potential_internal_and_latent_energy": {
+        "paramId": "p62.162",
+        "c3sname": "Vertical integral of potential, internal and latent energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_temperature": {
+        "paramId": "p54.162",
+        "c3sname": "Vertical integral of temperature",
+        "c3sunit": "K kg m^-2"
+      },
+      "vertical_integral_of_thermal_energy": {
+        "paramId": "p60.162",
+        "c3sname": "Vertical integral of thermal energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_total_energy": {
+        "paramId": "p63.162",
+        "c3sname": "Vertical integral of total energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertically_integrated_moisture_divergence": {
+        "paramId": "vimd",
+        "c3sname": "Vertically integrated moisture divergence",
+        "c3sunit": "kg m^-2"
+      },
+      "volumetric_soil_water_layer_1": {
+        "paramId": "swvl1",
+        "c3sname": "Volumetric soil water layer 1",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_2": {
+        "paramId": "swvl2",
+        "c3sname": "Volumetric soil water layer 2",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_3": {
+        "paramId": "swvl3",
+        "c3sname": "Volumetric soil water layer 3",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_4": {
+        "paramId": "swvl4",
+        "c3sname": "Volumetric soil water layer 4",
+        "c3sunit": "m^3 m^-3"
+      },
+      "wave_spectral_directional_width": {
+        "paramId": "wdw",
+        "c3sname": "Wave spectral directional width",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_directional_width_for_swell": {
+        "paramId": "dwps",
+        "c3sname": "Wave spectral directional width for swell",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_directional_width_for_wind_waves": {
+        "paramId": "dwww",
+        "c3sname": "Wave spectral directional width for wind waves",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_kurtosis": {
+        "paramId": "wsk",
+        "c3sname": "Wave spectral kurtosis",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_peakedness": {
+        "paramId": "wsp",
+        "c3sname": "Wave spectral peakedness",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_skewness": {
+        "paramId": "wss",
+        "c3sname": "Wave spectral skewness",
+        "c3sunit": "dimensionless"
+      },
+      "zero_degree_level": {
+        "paramId": "deg0l",
+        "c3sname": "Zero degree level",
+        "c3sunit": "m"
+      }
+    },
+    "product_types": [
+      "members-monthly-means-of-daily-means",
+      "members-synoptic-monthly-means",
+      "reanalysis-monthly-means-of-daily-means",
+      "reanalysis-synoptic-monthly-means"
+    ]
+  },
+  "reanalysis-era5-pressure-levels": {
+    "variables": {
+      "divergence": {
+        "paramId": "d",
+        "c3sname": "Divergence",
+        "c3sunit": "s^-1"
+      },
+      "fraction_of_cloud_cover": {
+        "paramId": "cc",
+        "c3sname": "Fraction of cloud cover",
+        "c3sunit": "Dimensionless"
+      },
+      "geopotential": {
+        "paramId": "z",
+        "c3sname": "Geopotential",
+        "c3sunit": "m^2 s^-2"
+      },
+      "ozone_mass_mixing_ratio": {
+        "paramId": "o3",
+        "c3sname": "Ozone mass mixing ratio",
+        "c3sunit": "kg kg^-1"
+      },
+      "potential_vorticity": {
+        "paramId": "pv",
+        "c3sname": "Potential vorticity",
+        "c3sunit": "K m^2 kg^-1 s^-1"
+      },
+      "relative_humidity": {
+        "paramId": "r",
+        "c3sname": "Relative humidity",
+        "c3sunit": "%"
+      },
+      "specific_cloud_ice_water_content": {
+        "paramId": "ciwc",
+        "c3sname": "Specific cloud ice water content",
+        "c3sunit": "kg kg^-1"
+      },
+      "specific_cloud_liquid_water_content": {
+        "paramId": "clwc",
+        "c3sname": "Specific cloud liquid water content",
+        "c3sunit": "kg kg^-1"
+      },
+      "specific_humidity": {
+        "paramId": "q",
+        "c3sname": "Specific humidity",
+        "c3sunit": "kg kg^-1"
+      },
+      "specific_rain_water_content": {
+        "paramId": "crwc",
+        "c3sname": "Specific rain water content",
+        "c3sunit": "kg kg^-1"
+      },
+      "specific_snow_water_content": {
+        "paramId": "cswc",
+        "c3sname": "Specific snow water content",
+        "c3sunit": "kg kg^-1"
+      },
+      "temperature": {
+        "paramId": "t",
+        "c3sname": "Temperature",
+        "c3sunit": "K"
+      },
+      "u_component_of_wind": {
+        "paramId": "u",
+        "c3sname": "U-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "v_component_of_wind": {
+        "paramId": "v",
+        "c3sname": "V-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "vertical_velocity": {
+        "paramId": "w",
+        "c3sname": "Vertical velocity",
+        "c3sunit": "Pa s^-1"
+      },
+      "vorticity": {
+        "paramId": "vo",
+        "c3sname": "Vorticity (relative)",
+        "c3sunit": "s^-1"
+      }
+    },
+    "product_types": [
+      "mean",
+      "members",
+      "spread"
+    ]
+  },
+  "reanalysis-era5-pressure-levels-monthly-means": {
+    "variables": {
+      "divergence": {
+        "paramId": "d",
+        "c3sname": "Divergence",
+        "c3sunit": "s^-1"
+      },
+      "fraction_of_cloud_cover": {
+        "paramId": "cc",
+        "c3sname": "Fraction of cloud cover",
+        "c3sunit": "Dimensionless"
+      },
+      "geopotential": {
+        "paramId": "z",
+        "c3sname": "Geopotential",
+        "c3sunit": "m^2 s^-2"
+      },
+      "ozone_mass_mixing_ratio": {
+        "paramId": "o3",
+        "c3sname": "Ozone mass mixing ratio",
+        "c3sunit": "kg kg^-1"
+      },
+      "potential_vorticity": {
+        "paramId": "pv",
+        "c3sname": "Potential vorticity",
+        "c3sunit": "K m^2 kg^-1 s^-1"
+      },
+      "relative_humidity": {
+        "paramId": "r",
+        "c3sname": "Relative humidity",
+        "c3sunit": "%"
+      },
+      "specific_cloud_ice_water_content": {
+        "paramId": "ciwc",
+        "c3sname": "Specific cloud ice water content",
+        "c3sunit": "kg kg^-1"
+      },
+      "specific_cloud_liquid_water_content": {
+        "paramId": "clwc",
+        "c3sname": "Specific cloud liquid water content",
+        "c3sunit": "kg kg^-1"
+      },
+      "specific_humidity": {
+        "paramId": "q",
+        "c3sname": "Specific humidity",
+        "c3sunit": "kg kg^-1"
+      },
+      "specific_rain_water_content": {
+        "paramId": "crwc",
+        "c3sname": "Specific rain water content",
+        "c3sunit": "kg kg^-1"
+      },
+      "specific_snow_water_content": {
+        "paramId": "cswc",
+        "c3sname": "Specific snow water content",
+        "c3sunit": "kg kg^-1"
+      },
+      "temperature": {
+        "paramId": "t",
+        "c3sname": "Temperature",
+        "c3sunit": "K"
+      },
+      "u_component_of_wind": {
+        "paramId": "u",
+        "c3sname": "U-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "v_component_of_wind": {
+        "paramId": "v",
+        "c3sname": "V-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "vertical_velocity": {
+        "paramId": "w",
+        "c3sname": "Vertical velocity",
+        "c3sunit": "Pa s^-1"
+      },
+      "vorticity": {
+        "paramId": "vo",
+        "c3sname": "Vorticity (relative)",
+        "c3sunit": "s^-1"
+      }
+    },
+    "product_types": [
+      "members-monthly-means-of-daily-means",
+      "members-synoptic-monthly-means",
+      "reanalysis-monthly-means-of-daily-means",
+      "reanalysis-synoptic-monthly-means"
+    ]
+  },
+  "reanalysis-era5-single-levels": {
+    "variables": {
+      "100m_u_component_of_wind": {
+        "paramId": "u100",
+        "c3sname": "100m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "100m_v_component_of_wind": {
+        "paramId": "v100",
+        "c3sname": "100m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_u_component_of_neutral_wind": {
+        "paramId": "u10n",
+        "c3sname": "10m u-component of neutral wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_u_component_of_wind": {
+        "paramId": "u10",
+        "c3sname": "10m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_neutral_wind": {
+        "paramId": "v10n",
+        "c3sname": "10m v-component of neutral wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_wind": {
+        "paramId": "v10",
+        "c3sname": "10m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_gust_since_previous_post_processing": {
+        "paramId": "fg10",
+        "c3sname": "10m wind gust since previous post-processing",
+        "c3sunit": "m s^-1"
+      },
+      "2m_dewpoint_temperature": {
+        "paramId": "d2m",
+        "c3sname": "2m dewpoint temperature",
+        "c3sunit": "K"
+      },
+      "2m_temperature": {
+        "paramId": "t2m",
+        "c3sname": "2m temperature",
+        "c3sunit": "K"
+      },
+      "air_density_over_the_oceans": {
+        "paramId": "p140209",
+        "c3sname": "Air density over the oceans",
+        "c3sunit": "kg m^-3"
+      },
+      "altimeter_corrected_wave_height": {
+        "paramId": "acwh",
+        "c3sname": "Altimeter corrected wave height",
+        "c3sunit": "m"
+      },
+      "altimeter_range_relative_correction": {
+        "paramId": "arrc",
+        "c3sname": "Altimeter range relative correction",
+        "c3sunit": "~"
+      },
+      "altimeter_wave_height": {
+        "paramId": "awh",
+        "c3sname": "Altimeter wave height",
+        "c3sunit": "m"
+      },
+      "angle_of_sub_gridscale_orography": {
+        "paramId": "anor",
+        "c3sname": "Angle of sub-gridscale orography",
+        "c3sunit": "radians"
+      },
+      "anisotropy_of_sub_gridscale_orography": {
+        "paramId": "isor",
+        "c3sname": "Anisotropy of sub-gridscale orography",
+        "c3sunit": "~"
+      },
+      "benjamin_feir_index": {
+        "paramId": "bfi",
+        "c3sname": "Benjamin-feir index",
+        "c3sunit": "dimensionless"
+      },
+      "boundary_layer_dissipation": {
+        "paramId": "bld",
+        "c3sname": "Boundary layer dissipation",
+        "c3sunit": "J m^-2"
+      },
+      "boundary_layer_height": {
+        "paramId": "blh",
+        "c3sname": "Boundary layer height",
+        "c3sunit": "m"
+      },
+      "charnock": {
+        "paramId": "chnk",
+        "c3sname": "Charnock",
+        "c3sunit": "~"
+      },
+      "clear_sky_direct_solar_radiation_at_surface": {
+        "paramId": "cdir",
+        "c3sname": "Clear-sky direct solar radiation at surface",
+        "c3sunit": "J m^-2"
+      },
+      "cloud_base_height": {
+        "paramId": "cbh",
+        "c3sname": "Cloud base height",
+        "c3sunit": "m"
+      },
+      "coefficient_of_drag_with_waves": {
+        "paramId": "cdww",
+        "c3sname": "Coefficient of drag with waves",
+        "c3sunit": "dimensionless"
+      },
+      "convective_available_potential_energy": {
+        "paramId": "cape",
+        "c3sname": "Convective available potential energy",
+        "c3sunit": "J kg^-1"
+      },
+      "convective_inhibition": {
+        "paramId": "cin",
+        "c3sname": "Convective inhibition",
+        "c3sunit": "J kg^-1"
+      },
+      "convective_precipitation": {
+        "paramId": "cp",
+        "c3sname": "Convective precipitation",
+        "c3sunit": "m"
+      },
+      "convective_rain_rate": {
+        "paramId": "crr",
+        "c3sname": "Convective rain rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "convective_snowfall": {
+        "paramId": "csf",
+        "c3sname": "Convective snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "convective_snowfall_rate_water_equivalent": {
+        "paramId": "csfr",
+        "c3sname": "Convective snowfall rate water equivalent",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "downward_uv_radiation_at_the_surface": {
+        "paramId": "uvb",
+        "c3sname": "Downward UV radiation at the surface",
+        "c3sunit": "J m^-2"
+      },
+      "duct_base_height": {
+        "paramId": "dctb",
+        "c3sname": "Duct base height",
+        "c3sunit": "m"
+      },
+      "eastward_gravity_wave_surface_stress": {
+        "paramId": "lgws",
+        "c3sname": "Eastward gravity wave surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "eastward_turbulent_surface_stress": {
+        "paramId": "ewss",
+        "c3sname": "Eastward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "evaporation": {
+        "paramId": "e",
+        "c3sname": "Evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "forecast_albedo": {
+        "paramId": "fal",
+        "c3sname": "Forecast albedo",
+        "c3sunit": "(0 - 1)"
+      },
+      "forecast_logarithm_of_surface_roughness_for_heat": {
+        "paramId": "flsr",
+        "c3sname": "Forecast logarithm of surface roughness for heat",
+        "c3sunit": "~"
+      },
+      "forecast_surface_roughness": {
+        "paramId": "fsr",
+        "c3sname": "Forecast surface roughness",
+        "c3sunit": "m"
+      },
+      "free_convective_velocity_over_the_oceans": {
+        "paramId": "p140208",
+        "c3sname": "Free convective velocity over the oceans",
+        "c3sunit": "m s^-1"
+      },
+      "friction_velocity": {
+        "paramId": "zust",
+        "c3sname": "Friction velocity",
+        "c3sunit": "m s^-1"
+      },
+      "gravity_wave_dissipation": {
+        "paramId": "gwd",
+        "c3sname": "Gravity wave dissipation",
+        "c3sunit": "J m^-2"
+      },
+      "high_cloud_cover": {
+        "paramId": "hcc",
+        "c3sname": "High cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "high_vegetation_cover": {
+        "paramId": "cvh",
+        "c3sname": "High vegetation cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "ice_temperature_layer_1": {
+        "paramId": "istl1",
+        "c3sname": "Ice temperature layer 1",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_2": {
+        "paramId": "istl2",
+        "c3sname": "Ice temperature layer 2",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_3": {
+        "paramId": "istl3",
+        "c3sname": "Ice temperature layer 3",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_4": {
+        "paramId": "istl4",
+        "c3sname": "Ice temperature layer 4",
+        "c3sunit": "K"
+      },
+      "instantaneous_10m_wind_gust": {
+        "paramId": "i10fg",
+        "c3sname": "Instantaneous 10m wind gust",
+        "c3sunit": "m s^-1"
+      },
+      "instantaneous_eastward_turbulent_surface_stress": {
+        "paramId": "iews",
+        "c3sname": "Instantaneous eastward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "instantaneous_large_scale_surface_precipitation_fraction": {
+        "paramId": "ilspf",
+        "c3sname": "Instantaneous large-scale surface precipitation fraction",
+        "c3sunit": "(0 - 1)"
+      },
+      "instantaneous_moisture_flux": {
+        "paramId": "ie",
+        "c3sname": "Instantaneous moisture flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "instantaneous_northward_turbulent_surface_stress": {
+        "paramId": "inss",
+        "c3sname": "Instantaneous northward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "instantaneous_surface_sensible_heat_flux": {
+        "paramId": "ishf",
+        "c3sname": "Instantaneous surface sensible heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "k_index": {
+        "paramId": "kx",
+        "c3sname": "K index",
+        "c3sunit": "K"
+      },
+      "lake_bottom_temperature": {
+        "paramId": "lblt",
+        "c3sname": "Lake bottom temperature",
+        "c3sunit": "K"
+      },
+      "lake_cover": {
+        "paramId": "cl",
+        "c3sname": "Lake cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "lake_depth": {
+        "paramId": "dl",
+        "c3sname": "Lake depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_depth": {
+        "paramId": "licd",
+        "c3sname": "Lake ice depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_temperature": {
+        "paramId": "lict",
+        "c3sname": "Lake ice temperature",
+        "c3sunit": "K"
+      },
+      "lake_mix_layer_depth": {
+        "paramId": "lmld",
+        "c3sname": "Lake mix-layer depth",
+        "c3sunit": "m"
+      },
+      "lake_mix_layer_temperature": {
+        "paramId": "lmlt",
+        "c3sname": "Lake mix-layer temperature",
+        "c3sunit": "K"
+      },
+      "lake_shape_factor": {
+        "paramId": "lshf",
+        "c3sname": "Lake shape factor",
+        "c3sunit": "dimensionless"
+      },
+      "lake_total_layer_temperature": {
+        "paramId": "ltlt",
+        "c3sname": "Lake total layer temperature",
+        "c3sunit": "K"
+      },
+      "land_sea_mask": {
+        "paramId": "lsm",
+        "c3sname": "Land-sea mask",
+        "c3sunit": "(0 - 1)"
+      },
+      "large_scale_precipitation": {
+        "paramId": "lsp",
+        "c3sname": "Large-scale precipitation",
+        "c3sunit": "m"
+      },
+      "large_scale_precipitation_fraction": {
+        "paramId": "lspf",
+        "c3sname": "Large-scale precipitation fraction",
+        "c3sunit": "s"
+      },
+      "large_scale_rain_rate": {
+        "paramId": "lsrr",
+        "c3sname": "Large scale rain rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "large_scale_snowfall": {
+        "paramId": "lsf",
+        "c3sname": "Large-scale snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "large_scale_snowfall_rate_water_equivalent": {
+        "paramId": "lssfr",
+        "c3sname": "Large scale snowfall rate water equivalent",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "leaf_area_index_high_vegetation": {
+        "paramId": "lai_hv",
+        "c3sname": "Leaf area index, high vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "leaf_area_index_low_vegetation": {
+        "paramId": "lai_lv",
+        "c3sname": "Leaf area index, low vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "low_cloud_cover": {
+        "paramId": "lcc",
+        "c3sname": "Low cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "low_vegetation_cover": {
+        "paramId": "cvl",
+        "c3sname": "Low vegetation cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "maximum_2m_temperature_since_previous_post_processing": {
+        "paramId": "mx2t",
+        "c3sname": "Maximum 2m temperature since previous post-processing",
+        "c3sunit": "K"
+      },
+      "maximum_individual_wave_height": {
+        "paramId": "hmax",
+        "c3sname": "Maximum individual wave height",
+        "c3sunit": "m"
+      },
+      "maximum_total_precipitation_rate_since_previous_post_processing": {
+        "paramId": "mxtpr",
+        "c3sname": "Maximum total precipitation rate since previous post-processing",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_boundary_layer_dissipation": {
+        "paramId": "mbld",
+        "c3sname": "Mean boundary layer dissipation",
+        "c3sunit": "W m^-2"
+      },
+      "mean_convective_precipitation_rate": {
+        "paramId": "mcpr",
+        "c3sname": "Mean convective precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_convective_snowfall_rate": {
+        "paramId": "mcsr",
+        "c3sname": "Mean convective snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_direction_of_total_swell": {
+        "paramId": "mdts",
+        "c3sname": "Mean direction of total swell",
+        "c3sunit": "degrees"
+      },
+      "mean_direction_of_wind_waves": {
+        "paramId": "mdww",
+        "c3sname": "Mean direction of wind waves",
+        "c3sunit": "degrees"
+      },
+      "mean_eastward_gravity_wave_surface_stress": {
+        "paramId": "megwss",
+        "c3sname": "Mean eastward gravity wave surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_eastward_turbulent_surface_stress": {
+        "paramId": "metss",
+        "c3sname": "Mean eastward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_evaporation_rate": {
+        "paramId": "mer",
+        "c3sname": "Mean evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_gravity_wave_dissipation": {
+        "paramId": "mgwd",
+        "c3sname": "Mean gravity wave dissipation",
+        "c3sunit": "W m^-2"
+      },
+      "mean_large_scale_precipitation_fraction": {
+        "paramId": "mlspf",
+        "c3sname": "Mean large-scale precipitation fraction",
+        "c3sunit": "Proportion"
+      },
+      "mean_large_scale_precipitation_rate": {
+        "paramId": "mlspr",
+        "c3sname": "Mean large-scale precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_large_scale_snowfall_rate": {
+        "paramId": "mlssr",
+        "c3sname": "Mean large-scale snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_northward_gravity_wave_surface_stress": {
+        "paramId": "mngwss",
+        "c3sname": "Mean northward gravity wave surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_northward_turbulent_surface_stress": {
+        "paramId": "mntss",
+        "c3sname": "Mean northward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_period_of_total_swell": {
+        "paramId": "mpts",
+        "c3sname": "Mean period of total swell",
+        "c3sunit": "s"
+      },
+      "mean_period_of_wind_waves": {
+        "paramId": "mpww",
+        "c3sname": "Mean period of wind waves",
+        "c3sunit": "s"
+      },
+      "mean_potential_evaporation_rate": {
+        "paramId": "mper",
+        "c3sname": "Mean potential evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_runoff_rate": {
+        "paramId": "mror",
+        "c3sname": "Mean runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_sea_level_pressure": {
+        "paramId": "msl",
+        "c3sname": "Mean sea level pressure",
+        "c3sunit": "Pa"
+      },
+      "mean_snow_evaporation_rate": {
+        "paramId": "mser",
+        "c3sname": "Mean snow evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_snowfall_rate": {
+        "paramId": "msr",
+        "c3sname": "Mean snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_snowmelt_rate": {
+        "paramId": "msmr",
+        "c3sname": "Mean snowmelt rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_square_slope_of_waves": {
+        "paramId": "msqs",
+        "c3sname": "Mean square slope of waves",
+        "c3sunit": "dimensionless"
+      },
+      "mean_sub_surface_runoff_rate": {
+        "paramId": "mssror",
+        "c3sname": "Mean sub-surface runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_surface_direct_short_wave_radiation_flux": {
+        "paramId": "msdrswrf",
+        "c3sname": "Mean surface direct short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_direct_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msdrswrfcs",
+        "c3sname": "Mean surface direct short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_long_wave_radiation_flux": {
+        "paramId": "msdwlwrf",
+        "c3sname": "Mean surface downward long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_long_wave_radiation_flux_clear_sky": {
+        "paramId": "msdwlwrfcs",
+        "c3sname": "Mean surface downward long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_short_wave_radiation_flux": {
+        "paramId": "msdwswrf",
+        "c3sname": "Mean surface downward short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msdwswrfcs",
+        "c3sname": "Mean surface downward short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_uv_radiation_flux": {
+        "paramId": "msdwuvrf",
+        "c3sname": "Mean surface downward UV radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_latent_heat_flux": {
+        "paramId": "mslhf",
+        "c3sname": "Mean surface latent heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_long_wave_radiation_flux": {
+        "paramId": "msnlwrf",
+        "c3sname": "Mean surface net long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_long_wave_radiation_flux_clear_sky": {
+        "paramId": "msnlwrfcs",
+        "c3sname": "Mean surface net long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_short_wave_radiation_flux": {
+        "paramId": "msnswrf",
+        "c3sname": "Mean surface net short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msnswrfcs",
+        "c3sname": "Mean surface net short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_runoff_rate": {
+        "paramId": "msror",
+        "c3sname": "Mean surface runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_surface_sensible_heat_flux": {
+        "paramId": "msshf",
+        "c3sname": "Mean surface sensible heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_downward_short_wave_radiation_flux": {
+        "paramId": "mtdwswrf",
+        "c3sname": "Mean top downward short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_long_wave_radiation_flux": {
+        "paramId": "mtnlwrf",
+        "c3sname": "Mean top net long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_long_wave_radiation_flux_clear_sky": {
+        "paramId": "mtnlwrfcs",
+        "c3sname": "Mean top net long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_short_wave_radiation_flux": {
+        "paramId": "mtnswrf",
+        "c3sname": "Mean top net short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_short_wave_radiation_flux_clear_sky": {
+        "paramId": "mtnswrfcs",
+        "c3sname": "Mean top net short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_total_precipitation_rate": {
+        "paramId": "mtpr",
+        "c3sname": "Mean total precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_vertical_gradient_of_refractivity_inside_trapping_layer": {
+        "paramId": "dndza",
+        "c3sname": "Mean vertical gradient of refractivity inside trapping layer",
+        "c3sunit": "m^-1"
+      },
+      "mean_vertically_integrated_moisture_divergence": {
+        "paramId": "mvimd",
+        "c3sname": "Mean vertically integrated moisture divergence",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_wave_direction": {
+        "paramId": "mwd",
+        "c3sname": "Mean wave direction",
+        "c3sunit": "degree true"
+      },
+      "mean_wave_direction_of_first_swell_partition": {
+        "paramId": "p140122",
+        "c3sname": "Mean wave direction of first swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_direction_of_second_swell_partition": {
+        "paramId": "p140125",
+        "c3sname": "Mean wave direction of second swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_direction_of_third_swell_partition": {
+        "paramId": "p140128",
+        "c3sname": "Mean wave direction of third swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_period": {
+        "paramId": "mwp",
+        "c3sname": "Mean wave period",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment": {
+        "paramId": "mp1",
+        "c3sname": "Mean wave period based on first moment",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment_for_swell": {
+        "paramId": "p1ps",
+        "c3sname": "Mean wave period based on first moment for swell",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment_for_wind_waves": {
+        "paramId": "p1ww",
+        "c3sname": "Mean wave period based on first moment for wind waves",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_second_moment_for_swell": {
+        "paramId": "p2ps",
+        "c3sname": "Mean wave period based on second moment for swell",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_second_moment_for_wind_waves": {
+        "paramId": "p2ww",
+        "c3sname": "Mean wave period based on second moment for wind waves",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_first_swell_partition": {
+        "paramId": "p140123",
+        "c3sname": "Mean wave period of first swell partition",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_second_swell_partition": {
+        "paramId": "p140126",
+        "c3sname": "Mean wave period of second swell partition",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_third_swell_partition": {
+        "paramId": "p140129",
+        "c3sname": "Mean wave period of third swell partition",
+        "c3sunit": "s"
+      },
+      "mean_zero_crossing_wave_period": {
+        "paramId": "mp2",
+        "c3sname": "Mean zero-crossing wave period",
+        "c3sunit": "s"
+      },
+      "medium_cloud_cover": {
+        "paramId": "mcc",
+        "c3sname": "Medium cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "minimum_2m_temperature_since_previous_post_processing": {
+        "paramId": "mn2t",
+        "c3sname": "Minimum 2m temperature since previous post-processing",
+        "c3sunit": "K"
+      },
+      "minimum_total_precipitation_rate_since_previous_post_processing": {
+        "paramId": "mntpr",
+        "c3sname": "Minimum total precipitation rate since previous post-processing",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "minimum_vertical_gradient_of_refractivity_inside_trapping_layer": {
+        "paramId": "dndzn",
+        "c3sname": "Minimum vertical gradient of refractivity inside trapping layer",
+        "c3sunit": "m^-1"
+      },
+      "model_bathymetry": {
+        "paramId": "wmb",
+        "c3sname": "Model bathymetry",
+        "c3sunit": "m"
+      },
+      "near_ir_albedo_for_diffuse_radiation": {
+        "paramId": "alnid",
+        "c3sname": "Near IR albedo for diffuse radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "near_ir_albedo_for_direct_radiation": {
+        "paramId": "alnip",
+        "c3sname": "Near IR albedo for direct radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "normalized_energy_flux_into_ocean": {
+        "paramId": "phioc",
+        "c3sname": "Normalized energy flux into ocean",
+        "c3sunit": "dimensionless"
+      },
+      "normalized_energy_flux_into_waves": {
+        "paramId": "phiaw",
+        "c3sname": "Normalized energy flux into waves",
+        "c3sunit": "dimensionless"
+      },
+      "normalized_stress_into_ocean": {
+        "paramId": "tauoc",
+        "c3sname": "Normalized stress into ocean",
+        "c3sunit": "dimensionless"
+      },
+      "northward_gravity_wave_surface_stress": {
+        "paramId": "mgws",
+        "c3sname": "Northward gravity wave surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "northward_turbulent_surface_stress": {
+        "paramId": "nsss",
+        "c3sname": "Northward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "ocean_surface_stress_equivalent_10m_neutral_wind_direction": {
+        "paramId": "dwi",
+        "c3sname": "Ocean surface stress equivalent 10m neutral wind direction",
+        "c3sunit": "degrees"
+      },
+      "ocean_surface_stress_equivalent_10m_neutral_wind_speed": {
+        "paramId": "wind",
+        "c3sname": "Ocean surface stress equivalent 10m neutral wind speed",
+        "c3sunit": "m s^-1"
+      },
+      "orography": {
+        "paramId": "z",
+        "c3sname": "Orography",
+        "c3sunit": "m^2 s^-2"
+      },
+      "peak_wave_period": {
+        "paramId": "pp1d",
+        "c3sname": "Peak wave period",
+        "c3sunit": "s"
+      },
+      "period_corresponding_to_maximum_individual_wave_height": {
+        "paramId": "tmax",
+        "c3sname": "Period corresponding to maximum individual wave height",
+        "c3sunit": "s"
+      },
+      "potential_evaporation": {
+        "paramId": "pev",
+        "c3sname": "Potential evaporation",
+        "c3sunit": "m"
+      },
+      "precipitation_type": {
+        "paramId": "ptype",
+        "c3sname": "Precipitation type",
+        "c3sunit": "GRIB code table 4.201"
+      },
+      "runoff": {
+        "paramId": "ro",
+        "c3sname": "Runoff",
+        "c3sunit": "m"
+      },
+      "sea_ice_cover": {
+        "paramId": "siconc",
+        "c3sname": "Sea-ice cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "sea_surface_temperature": {
+        "paramId": "sst",
+        "c3sname": "Sea surface temperature",
+        "c3sunit": "K"
+      },
+      "significant_height_of_combined_wind_waves_and_swell": {
+        "paramId": "swh",
+        "c3sname": "Significant height of combined wind waves and swell",
+        "c3sunit": "m"
+      },
+      "significant_height_of_total_swell": {
+        "paramId": "shts",
+        "c3sname": "Significant height of total swell",
+        "c3sunit": "m"
+      },
+      "significant_height_of_wind_waves": {
+        "paramId": "shww",
+        "c3sname": "Significant height of wind waves",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_first_swell_partition": {
+        "paramId": "p140121",
+        "c3sname": "Significant wave height of first swell partition",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_second_swell_partition": {
+        "paramId": "p140124",
+        "c3sname": "Significant wave height of second swell partition",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_third_swell_partition": {
+        "paramId": "p140127",
+        "c3sname": "Significant wave height of third swell partition",
+        "c3sunit": "m"
+      },
+      "skin_reservoir_content": {
+        "paramId": "src",
+        "c3sname": "Skin reservoir content",
+        "c3sunit": "m of water equivalent"
+      },
+      "skin_temperature": {
+        "paramId": "skt",
+        "c3sname": "Skin temperature",
+        "c3sunit": "K"
+      },
+      "slope_of_sub_gridscale_orography": {
+        "paramId": "slor",
+        "c3sname": "Slope of sub-gridscale orography",
+        "c3sunit": "~"
+      },
+      "snow_albedo": {
+        "paramId": "asn",
+        "c3sname": "Snow albedo",
+        "c3sunit": "(0 - 1)"
+      },
+      "snow_density": {
+        "paramId": "rsn",
+        "c3sname": "Snow density",
+        "c3sunit": "kg m^-3"
+      },
+      "snow_depth": {
+        "paramId": "sd",
+        "c3sname": "Snow depth",
+        "c3sunit": "m of water equivalent"
+      },
+      "snow_evaporation": {
+        "paramId": "es",
+        "c3sname": "Snow evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowfall": {
+        "paramId": "sf",
+        "c3sname": "Snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowmelt": {
+        "paramId": "smlt",
+        "c3sname": "Snowmelt",
+        "c3sunit": "m of water equivalent"
+      },
+      "soil_temperature_level_1": {
+        "paramId": "stl1",
+        "c3sname": "Soil temperature level 1",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_2": {
+        "paramId": "stl2",
+        "c3sname": "Soil temperature level 2",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_3": {
+        "paramId": "stl3",
+        "c3sname": "Soil temperature level 3",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_4": {
+        "paramId": "stl4",
+        "c3sname": "Soil temperature level 4",
+        "c3sunit": "K"
+      },
+      "soil_type": {
+        "paramId": "slt",
+        "c3sname": "Soil type",
+        "c3sunit": "~"
+      },
+      "standard_deviation_of_filtered_subgrid_orography": {
+        "paramId": "sdfor",
+        "c3sname": "Standard deviation of filtered subgrid orography",
+        "c3sunit": "m"
+      },
+      "standard_deviation_of_orography": {
+        "paramId": "sdor",
+        "c3sname": "Standard deviation of orography",
+        "c3sunit": "~"
+      },
+      "sub_surface_runoff": {
+        "paramId": "ssro",
+        "c3sname": "Sub-surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_latent_heat_flux": {
+        "paramId": "slhf",
+        "c3sname": "Surface latent heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation": {
+        "paramId": "ssr",
+        "c3sname": "Surface net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation_clear_sky": {
+        "paramId": "ssrc",
+        "c3sname": "Surface net solar radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation": {
+        "paramId": "str",
+        "c3sname": "Surface net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation_clear_sky": {
+        "paramId": "strc",
+        "c3sname": "Surface net thermal radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_pressure": {
+        "paramId": "sp",
+        "c3sname": "Surface pressure",
+        "c3sunit": "Pa"
+      },
+      "surface_runoff": {
+        "paramId": "sro",
+        "c3sname": "Surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_sensible_heat_flux": {
+        "paramId": "sshf",
+        "c3sname": "Surface sensible heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downward_clear_sky": {
+        "paramId": "ssrdc",
+        "c3sname": "Surface solar radiation downward, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downwards": {
+        "paramId": "ssrd",
+        "c3sname": "Surface solar radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downward_clear_sky": {
+        "paramId": "strdc",
+        "c3sname": "Surface thermal radiation downward, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downwards": {
+        "paramId": "strd",
+        "c3sname": "Surface thermal radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "temperature_of_snow_layer": {
+        "paramId": "tsn",
+        "c3sname": "Temperature of snow layer",
+        "c3sunit": "K"
+      },
+      "toa_incident_solar_radiation": {
+        "paramId": "tisr",
+        "c3sname": "TOA incident solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_solar_radiation": {
+        "paramId": "tsr",
+        "c3sname": "Top net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_solar_radiation_clear_sky": {
+        "paramId": "tsrc",
+        "c3sname": "Top net solar radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_thermal_radiation": {
+        "paramId": "ttr",
+        "c3sname": "Top net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_thermal_radiation_clear_sky": {
+        "paramId": "ttrc",
+        "c3sname": "Top net thermal radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "total_cloud_cover": {
+        "paramId": "tcc",
+        "c3sname": "Total cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "total_column_cloud_ice_water": {
+        "paramId": "tciw",
+        "c3sname": "Total column cloud ice water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_cloud_liquid_water": {
+        "paramId": "tclw",
+        "c3sname": "Total column cloud liquid water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_ozone": {
+        "paramId": "tco3",
+        "c3sname": "Total column ozone",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_rain_water": {
+        "paramId": "tcrw",
+        "c3sname": "Total column rain water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_snow_water": {
+        "paramId": "tcsw",
+        "c3sname": "Total column snow water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_supercooled_liquid_water": {
+        "paramId": "tcslw",
+        "c3sname": "Total column supercooled liquid water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_water": {
+        "paramId": "tcw",
+        "c3sname": "Total column water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_water_vapour": {
+        "paramId": "tcwv",
+        "c3sname": "Total column water vapour",
+        "c3sunit": "kg m^-2"
+      },
+      "total_precipitation": {
+        "paramId": "tp",
+        "c3sname": "Total precipitation",
+        "c3sunit": "m"
+      },
+      "total_sky_direct_solar_radiation_at_surface": {
+        "paramId": "fdir",
+        "c3sname": "Total sky direct solar radiation at surface",
+        "c3sunit": "J m^-2"
+      },
+      "total_totals_index": {
+        "paramId": "totalx",
+        "c3sname": "Total totals index",
+        "c3sunit": "K"
+      },
+      "trapping_layer_base_height": {
+        "paramId": "tplb",
+        "c3sname": "Trapping layer base height",
+        "c3sunit": "m"
+      },
+      "trapping_layer_top_height": {
+        "paramId": "tplt",
+        "c3sname": "Trapping layer top height",
+        "c3sunit": "m"
+      },
+      "type_of_high_vegetation": {
+        "paramId": "tvh",
+        "c3sname": "Type of high vegetation",
+        "c3sunit": "~"
+      },
+      "type_of_low_vegetation": {
+        "paramId": "tvl",
+        "c3sname": "Type of low vegetation",
+        "c3sunit": "~"
+      },
+      "u_component_stokes_drift": {
+        "paramId": "ust",
+        "c3sname": "U-component stokes drift",
+        "c3sunit": "m s^-1"
+      },
+      "uv_visible_albedo_for_diffuse_radiation": {
+        "paramId": "aluvd",
+        "c3sname": "UV visible albedo for diffuse radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "uv_visible_albedo_for_direct_radiation": {
+        "paramId": "aluvp",
+        "c3sname": "UV visible albedo for direct radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "v_component_stokes_drift": {
+        "paramId": "vst",
+        "c3sname": "V-component stokes drift",
+        "c3sunit": "m s^-1"
+      },
+      "vertical_integral_of_divergence_of_cloud_frozen_water_flux": {
+        "paramId": "p80.162",
+        "c3sname": "Vertical integral of divergence of cloud frozen water flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_cloud_liquid_water_flux": {
+        "paramId": "p79.162",
+        "c3sname": "Vertical integral of divergence of cloud liquid water flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_geopotential_flux": {
+        "paramId": "p85.162",
+        "c3sname": "Vertical integral of divergence of geopotential flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_kinetic_energy_flux": {
+        "paramId": "p82.162",
+        "c3sname": "Vertical integral of divergence of kinetic energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_mass_flux": {
+        "paramId": "p81.162",
+        "c3sname": "Vertical integral of divergence of mass flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_moisture_flux": {
+        "paramId": "p84.162",
+        "c3sname": "Vertical integral of divergence of moisture flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_ozone_flux": {
+        "paramId": "p87.162",
+        "c3sname": "Vertical integral of divergence of ozone flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_thermal_energy_flux": {
+        "paramId": "p83.162",
+        "c3sname": "Vertical integral of divergence of thermal energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_total_energy_flux": {
+        "paramId": "p86.162",
+        "c3sname": "Vertical integral of divergence of total energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_eastward_cloud_frozen_water_flux": {
+        "paramId": "p90.162",
+        "c3sname": "Vertical integral of eastward cloud frozen water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_cloud_liquid_water_flux": {
+        "paramId": "p88.162",
+        "c3sname": "Vertical integral of eastward cloud liquid water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_geopotential_flux": {
+        "paramId": "p73.162",
+        "c3sname": "Vertical integral of eastward geopotential flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_heat_flux": {
+        "paramId": "p69.162",
+        "c3sname": "Vertical integral of eastward heat flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_kinetic_energy_flux": {
+        "paramId": "p67.162",
+        "c3sname": "Vertical integral of eastward kinetic energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_mass_flux": {
+        "paramId": "p65.162",
+        "c3sname": "Vertical integral of eastward mass flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_ozone_flux": {
+        "paramId": "p77.162",
+        "c3sname": "Vertical integral of eastward ozone flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_total_energy_flux": {
+        "paramId": "p75.162",
+        "c3sname": "Vertical integral of eastward total energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_water_vapour_flux": {
+        "paramId": "p71.162",
+        "c3sname": "Vertical integral of eastward water vapour flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_energy_conversion": {
+        "paramId": "p64.162",
+        "c3sname": "Vertical integral of energy conversion",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_kinetic_energy": {
+        "paramId": "p59.162",
+        "c3sname": "Vertical integral of kinetic energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_mass_of_atmosphere": {
+        "paramId": "p53.162",
+        "c3sname": "Vertical integral of mass of atmosphere",
+        "c3sunit": "kg m^-2"
+      },
+      "vertical_integral_of_mass_tendency": {
+        "paramId": "p92.162",
+        "c3sname": "Vertical integral of mass tendency",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_northward_cloud_frozen_water_flux": {
+        "paramId": "p91.162",
+        "c3sname": "Vertical integral of northward cloud frozen water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_cloud_liquid_water_flux": {
+        "paramId": "p89.162",
+        "c3sname": "Vertical integral of northward cloud liquid water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_geopotential_flux": {
+        "paramId": "p74.162",
+        "c3sname": "Vertical integral of northward geopotential flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_heat_flux": {
+        "paramId": "p70.162",
+        "c3sname": "Vertical integral of northward heat flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_kinetic_energy_flux": {
+        "paramId": "p68.162",
+        "c3sname": "Vertical integral of northward kinetic energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_mass_flux": {
+        "paramId": "p66.162",
+        "c3sname": "Vertical integral of northward mass flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_ozone_flux": {
+        "paramId": "p78.162",
+        "c3sname": "Vertical integral of northward ozone flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_total_energy_flux": {
+        "paramId": "p76.162",
+        "c3sname": "Vertical integral of northward total energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_water_vapour_flux": {
+        "paramId": "p72.162",
+        "c3sname": "Vertical integral of northward water vapour flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_potential_and_internal_energy": {
+        "paramId": "p61.162",
+        "c3sname": "Vertical integral of potential and internal energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_potential_internal_and_latent_energy": {
+        "paramId": "p62.162",
+        "c3sname": "Vertical integral of potential, internal and latent energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_temperature": {
+        "paramId": "p54.162",
+        "c3sname": "Vertical integral of temperature",
+        "c3sunit": "K kg m^-2"
+      },
+      "vertical_integral_of_thermal_energy": {
+        "paramId": "p60.162",
+        "c3sname": "Vertical integral of thermal energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_total_energy": {
+        "paramId": "p63.162",
+        "c3sname": "Vertical integral of total energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertically_integrated_moisture_divergence": {
+        "paramId": "vimd",
+        "c3sname": "Vertically integrated moisture divergence",
+        "c3sunit": "kg m^-2"
+      },
+      "volumetric_soil_water_layer_1": {
+        "paramId": "swvl1",
+        "c3sname": "Volumetric soil water layer 1",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_2": {
+        "paramId": "swvl2",
+        "c3sname": "Volumetric soil water layer 2",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_3": {
+        "paramId": "swvl3",
+        "c3sname": "Volumetric soil water layer 3",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_4": {
+        "paramId": "swvl4",
+        "c3sname": "Volumetric soil water layer 4",
+        "c3sunit": "m^3 m^-3"
+      },
+      "wave_spectral_directional_width": {
+        "paramId": "wdw",
+        "c3sname": "Wave spectral directional width",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_directional_width_for_swell": {
+        "paramId": "dwps",
+        "c3sname": "Wave spectral directional width for swell",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_directional_width_for_wind_waves": {
+        "paramId": "dwww",
+        "c3sname": "Wave spectral directional width for wind waves",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_kurtosis": {
+        "paramId": "wsk",
+        "c3sname": "Wave spectral kurtosis",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_peakedness": {
+        "paramId": "wsp",
+        "c3sname": "Wave spectral peakedness",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_skewness": {
+        "paramId": "wss",
+        "c3sname": "Wave spectral skewness",
+        "c3sunit": "dimensionless"
+      },
+      "zero_degree_level": {
+        "paramId": "deg0l",
+        "c3sname": "Zero degree level",
+        "c3sunit": "m"
+      }
+    },
+    "product_types": [
+      "mean",
+      "members",
+      "spread"
+    ]
+  },
+  "reanalysis-era5-single-levels-area": {
+    "variables": {
+      "100m_u_component_of_wind": {
+        "paramId": "u100",
+        "c3sname": "100m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "100m_v_component_of_wind": {
+        "paramId": "v100",
+        "c3sname": "100m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_u_component_of_neutral_wind": {
+        "paramId": "u10n",
+        "c3sname": "10m u-component of neutral wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_u_component_of_wind": {
+        "paramId": "u10",
+        "c3sname": "10m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_neutral_wind": {
+        "paramId": "v10n",
+        "c3sname": "10m v-component of neutral wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_wind": {
+        "paramId": "v10",
+        "c3sname": "10m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_direction": {
+        "paramId": "dwi",
+        "c3sname": "10m wind direction",
+        "c3sunit": "degrees"
+      },
+      "10m_wind_gust_since_previous_post_processing": {
+        "paramId": "fg10",
+        "c3sname": "10m wind gust since previous post-processing",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_speed": {
+        "paramId": "wind",
+        "c3sname": "10m wind speed",
+        "c3sunit": "m s^-1"
+      },
+      "2m_dewpoint_temperature": {
+        "paramId": "d2m",
+        "c3sname": "2m dewpoint temperature",
+        "c3sunit": "K"
+      },
+      "2m_temperature": {
+        "paramId": "t2m",
+        "c3sname": "2m temperature",
+        "c3sunit": "K"
+      },
+      "air_density_over_the_oceans": {
+        "paramId": "p140209",
+        "c3sname": "Air density over the oceans",
+        "c3sunit": "kg m^-3"
+      },
+      "altimeter_corrected_wave_height": {
+        "paramId": "acwh",
+        "c3sname": "Altimeter corrected wave height",
+        "c3sunit": "m"
+      },
+      "altimeter_range_relative_correction": {
+        "paramId": "arrc",
+        "c3sname": "Altimeter range relative correction",
+        "c3sunit": "~"
+      },
+      "altimeter_wave_height": {
+        "paramId": "awh",
+        "c3sname": "Altimeter wave height",
+        "c3sunit": "m"
+      },
+      "angle_of_sub_gridscale_orography": {
+        "paramId": "anor",
+        "c3sname": "Angle of sub-gridscale orography",
+        "c3sunit": "radians"
+      },
+      "anisotropy_of_sub_gridscale_orography": {
+        "paramId": "isor",
+        "c3sname": "Anisotropy of sub-gridscale orography",
+        "c3sunit": "~"
+      },
+      "benjamin_feir_index": {
+        "paramId": "bfi",
+        "c3sname": "Benjamin-feir index",
+        "c3sunit": "dimensionless"
+      },
+      "boundary_layer_dissipation": {
+        "paramId": "bld",
+        "c3sname": "Boundary layer dissipation",
+        "c3sunit": "J m^-2"
+      },
+      "boundary_layer_height": {
+        "paramId": "blh",
+        "c3sname": "Boundary layer height",
+        "c3sunit": "m"
+      },
+      "charnock": {
+        "paramId": "chnk",
+        "c3sname": "Charnock",
+        "c3sunit": "~"
+      },
+      "clear_sky_direct_solar_radiation_at_surface": {
+        "paramId": "cdir",
+        "c3sname": "Clear-sky direct solar radiation at surface",
+        "c3sunit": "J m^-2"
+      },
+      "cloud_base_height": {
+        "paramId": "cbh",
+        "c3sname": "Cloud base height",
+        "c3sunit": "m"
+      },
+      "coefficient_of_drag_with_waves": {
+        "paramId": "cdww",
+        "c3sname": "Coefficient of drag with waves",
+        "c3sunit": "dimensionless"
+      },
+      "convective_available_potential_energy": {
+        "paramId": "cape",
+        "c3sname": "Convective available potential energy",
+        "c3sunit": "J kg^-1"
+      },
+      "convective_inhibition": {
+        "paramId": "cin",
+        "c3sname": "Convective inhibition",
+        "c3sunit": "J kg^-1"
+      },
+      "convective_precipitation": {
+        "paramId": "cp",
+        "c3sname": "Convective precipitation",
+        "c3sunit": "m"
+      },
+      "convective_rain_rate": {
+        "paramId": "crr",
+        "c3sname": "Convective rain rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "convective_snowfall": {
+        "paramId": "csf",
+        "c3sname": "Convective snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "convective_snowfall_rate_water_equivalent": {
+        "paramId": "csfr",
+        "c3sname": "Convective snowfall rate water equivalent",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "downward_uv_radiation_at_the_surface": {
+        "paramId": "uvb",
+        "c3sname": "Downward UV radiation at the surface",
+        "c3sunit": "J m^-2"
+      },
+      "duct_base_height": {
+        "paramId": "dctb",
+        "c3sname": "Duct base height",
+        "c3sunit": "m"
+      },
+      "eastward_gravity_wave_surface_stress": {
+        "paramId": "lgws",
+        "c3sname": "Eastward gravity wave surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "eastward_turbulent_surface_stress": {
+        "paramId": "ewss",
+        "c3sname": "Eastward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "evaporation": {
+        "paramId": "e",
+        "c3sname": "Evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "forecast_albedo": {
+        "paramId": "fal",
+        "c3sname": "Forecast albedo",
+        "c3sunit": "(0 - 1)"
+      },
+      "forecast_logarithm_of_surface_roughness_for_heat": {
+        "paramId": "flsr",
+        "c3sname": "Forecast logarithm of surface roughness for heat",
+        "c3sunit": "~"
+      },
+      "forecast_surface_roughness": {
+        "paramId": "fsr",
+        "c3sname": "Forecast surface roughness",
+        "c3sunit": "m"
+      },
+      "free_convective_velocity_over_the_oceans": {
+        "paramId": "p140208",
+        "c3sname": "Free convective velocity over the oceans",
+        "c3sunit": "m s^-1"
+      },
+      "friction_velocity": {
+        "paramId": "zust",
+        "c3sname": "Friction velocity",
+        "c3sunit": "m s^-1"
+      },
+      "gravity_wave_dissipation": {
+        "paramId": "gwd",
+        "c3sname": "Gravity wave dissipation",
+        "c3sunit": "J m^-2"
+      },
+      "high_cloud_cover": {
+        "paramId": "hcc",
+        "c3sname": "High cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "high_vegetation_cover": {
+        "paramId": "cvh",
+        "c3sname": "High vegetation cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "ice_temperature_layer_1": {
+        "paramId": "istl1",
+        "c3sname": "Ice temperature layer 1",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_2": {
+        "paramId": "istl2",
+        "c3sname": "Ice temperature layer 2",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_3": {
+        "paramId": "istl3",
+        "c3sname": "Ice temperature layer 3",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_4": {
+        "paramId": "istl4",
+        "c3sname": "Ice temperature layer 4",
+        "c3sunit": "K"
+      },
+      "instantaneous_10m_wind_gust": {
+        "paramId": "i10fg",
+        "c3sname": "Instantaneous 10m wind gust",
+        "c3sunit": "m s^-1"
+      },
+      "instantaneous_eastward_turbulent_surface_stress": {
+        "paramId": "iews",
+        "c3sname": "Instantaneous eastward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "instantaneous_large_scale_surface_precipitation_fraction": {
+        "paramId": "ilspf",
+        "c3sname": "Instantaneous large-scale surface precipitation fraction",
+        "c3sunit": "(0 - 1)"
+      },
+      "instantaneous_moisture_flux": {
+        "paramId": "ie",
+        "c3sname": "Instantaneous moisture flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "instantaneous_northward_turbulent_surface_stress": {
+        "paramId": "inss",
+        "c3sname": "Instantaneous northward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "instantaneous_surface_sensible_heat_flux": {
+        "paramId": "ishf",
+        "c3sname": "Instantaneous surface sensible heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "k_index": {
+        "paramId": "kx",
+        "c3sname": "K index",
+        "c3sunit": "K"
+      },
+      "lake_bottom_temperature": {
+        "paramId": "lblt",
+        "c3sname": "Lake bottom temperature",
+        "c3sunit": "K"
+      },
+      "lake_cover": {
+        "paramId": "cl",
+        "c3sname": "Lake cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "lake_depth": {
+        "paramId": "dl",
+        "c3sname": "Lake depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_depth": {
+        "paramId": "licd",
+        "c3sname": "Lake ice depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_temperature": {
+        "paramId": "lict",
+        "c3sname": "Lake ice temperature",
+        "c3sunit": "K"
+      },
+      "lake_mix_layer_depth": {
+        "paramId": "lmld",
+        "c3sname": "Lake mix-layer depth",
+        "c3sunit": "m"
+      },
+      "lake_mix_layer_temperature": {
+        "paramId": "lmlt",
+        "c3sname": "Lake mix-layer temperature",
+        "c3sunit": "K"
+      },
+      "lake_shape_factor": {
+        "paramId": "lshf",
+        "c3sname": "Lake shape factor",
+        "c3sunit": "dimensionless"
+      },
+      "lake_total_layer_temperature": {
+        "paramId": "ltlt",
+        "c3sname": "Lake total layer temperature",
+        "c3sunit": "K"
+      },
+      "land_sea_mask": {
+        "paramId": "lsm",
+        "c3sname": "Land-sea mask",
+        "c3sunit": "(0 - 1)"
+      },
+      "large_scale_precipitation": {
+        "paramId": "lsp",
+        "c3sname": "Large-scale precipitation",
+        "c3sunit": "m"
+      },
+      "large_scale_precipitation_fraction": {
+        "paramId": "lspf",
+        "c3sname": "Large-scale precipitation fraction",
+        "c3sunit": "s"
+      },
+      "large_scale_rain_rate": {
+        "paramId": "lsrr",
+        "c3sname": "Large scale rain rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "large_scale_snowfall": {
+        "paramId": "lsf",
+        "c3sname": "Large-scale snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "large_scale_snowfall_rate_water_equivalent": {
+        "paramId": "lssfr",
+        "c3sname": "Large scale snowfall rate water equivalent",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "leaf_area_index_high_vegetation": {
+        "paramId": "lai_hv",
+        "c3sname": "Leaf area index, high vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "leaf_area_index_low_vegetation": {
+        "paramId": "lai_lv",
+        "c3sname": "Leaf area index, low vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "low_cloud_cover": {
+        "paramId": "lcc",
+        "c3sname": "Low cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "low_vegetation_cover": {
+        "paramId": "cvl",
+        "c3sname": "Low vegetation cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "maximum_2m_temperature_since_previous_post_processing": {
+        "paramId": "mx2t",
+        "c3sname": "Maximum 2m temperature since previous post-processing",
+        "c3sunit": "K"
+      },
+      "maximum_individual_wave_height": {
+        "paramId": "hmax",
+        "c3sname": "Maximum individual wave height",
+        "c3sunit": "m"
+      },
+      "maximum_total_precipitation_rate_since_previous_post_processing": {
+        "paramId": "mxtpr",
+        "c3sname": "Maximum total precipitation rate since previous post-processing",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_boundary_layer_dissipation": {
+        "paramId": "mbld",
+        "c3sname": "Mean boundary layer dissipation",
+        "c3sunit": "W m^-2"
+      },
+      "mean_convective_precipitation_rate": {
+        "paramId": "mcpr",
+        "c3sname": "Mean convective precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_convective_snowfall_rate": {
+        "paramId": "mcsr",
+        "c3sname": "Mean convective snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_direction_of_total_swell": {
+        "paramId": "mdts",
+        "c3sname": "Mean direction of total swell",
+        "c3sunit": "degrees"
+      },
+      "mean_direction_of_wind_waves": {
+        "paramId": "mdww",
+        "c3sname": "Mean direction of wind waves",
+        "c3sunit": "degrees"
+      },
+      "mean_eastward_gravity_wave_surface_stress": {
+        "paramId": "megwss",
+        "c3sname": "Mean eastward gravity wave surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_eastward_turbulent_surface_stress": {
+        "paramId": "metss",
+        "c3sname": "Mean eastward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_evaporation_rate": {
+        "paramId": "mer",
+        "c3sname": "Mean evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_gravity_wave_dissipation": {
+        "paramId": "mgwd",
+        "c3sname": "Mean gravity wave dissipation",
+        "c3sunit": "W m^-2"
+      },
+      "mean_large_scale_precipitation_fraction": {
+        "paramId": "mlspf",
+        "c3sname": "Mean large-scale precipitation fraction",
+        "c3sunit": "Proportion"
+      },
+      "mean_large_scale_precipitation_rate": {
+        "paramId": "mlspr",
+        "c3sname": "Mean large-scale precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_large_scale_snowfall_rate": {
+        "paramId": "mlssr",
+        "c3sname": "Mean large-scale snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_northward_gravity_wave_surface_stress": {
+        "paramId": "mngwss",
+        "c3sname": "Mean northward gravity wave surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_northward_turbulent_surface_stress": {
+        "paramId": "mntss",
+        "c3sname": "Mean northward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_period_of_total_swell": {
+        "paramId": "mpts",
+        "c3sname": "Mean period of total swell",
+        "c3sunit": "s"
+      },
+      "mean_period_of_wind_waves": {
+        "paramId": "mpww",
+        "c3sname": "Mean period of wind waves",
+        "c3sunit": "s"
+      },
+      "mean_potential_evaporation_rate": {
+        "paramId": "mper",
+        "c3sname": "Mean potential evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_runoff_rate": {
+        "paramId": "mror",
+        "c3sname": "Mean runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_sea_level_pressure": {
+        "paramId": "msl",
+        "c3sname": "Mean sea level pressure",
+        "c3sunit": "Pa"
+      },
+      "mean_snow_evaporation_rate": {
+        "paramId": "mser",
+        "c3sname": "Mean snow evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_snowfall_rate": {
+        "paramId": "msr",
+        "c3sname": "Mean snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_snowmelt_rate": {
+        "paramId": "msmr",
+        "c3sname": "Mean snowmelt rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_square_slope_of_waves": {
+        "paramId": "msqs",
+        "c3sname": "Mean square slope of waves",
+        "c3sunit": "dimensionless"
+      },
+      "mean_sub_surface_runoff_rate": {
+        "paramId": "mssror",
+        "c3sname": "Mean sub-surface runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_surface_direct_short_wave_radiation_flux": {
+        "paramId": "msdrswrf",
+        "c3sname": "Mean surface direct short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_direct_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msdrswrfcs",
+        "c3sname": "Mean surface direct short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_long_wave_radiation_flux": {
+        "paramId": "msdwlwrf",
+        "c3sname": "Mean surface downward long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_long_wave_radiation_flux_clear_sky": {
+        "paramId": "msdwlwrfcs",
+        "c3sname": "Mean surface downward long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_short_wave_radiation_flux": {
+        "paramId": "msdwswrf",
+        "c3sname": "Mean surface downward short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msdwswrfcs",
+        "c3sname": "Mean surface downward short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_uv_radiation_flux": {
+        "paramId": "msdwuvrf",
+        "c3sname": "Mean surface downward UV radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_latent_heat_flux": {
+        "paramId": "mslhf",
+        "c3sname": "Mean surface latent heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_long_wave_radiation_flux": {
+        "paramId": "msnlwrf",
+        "c3sname": "Mean surface net long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_long_wave_radiation_flux_clear_sky": {
+        "paramId": "msnlwrfcs",
+        "c3sname": "Mean surface net long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_short_wave_radiation_flux": {
+        "paramId": "msnswrf",
+        "c3sname": "Mean surface net short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msnswrfcs",
+        "c3sname": "Mean surface net short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_runoff_rate": {
+        "paramId": "msror",
+        "c3sname": "Mean surface runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_surface_sensible_heat_flux": {
+        "paramId": "msshf",
+        "c3sname": "Mean surface sensible heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_downward_short_wave_radiation_flux": {
+        "paramId": "mtdwswrf",
+        "c3sname": "Mean top downward short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_long_wave_radiation_flux": {
+        "paramId": "mtnlwrf",
+        "c3sname": "Mean top net long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_long_wave_radiation_flux_clear_sky": {
+        "paramId": "mtnlwrfcs",
+        "c3sname": "Mean top net long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_short_wave_radiation_flux": {
+        "paramId": "mtnswrf",
+        "c3sname": "Mean top net short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_short_wave_radiation_flux_clear_sky": {
+        "paramId": "mtnswrfcs",
+        "c3sname": "Mean top net short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_total_precipitation_rate": {
+        "paramId": "mtpr",
+        "c3sname": "Mean total precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_vertical_gradient_of_refractivity_inside_trapping_layer": {
+        "paramId": "dndza",
+        "c3sname": "Mean vertical gradient of refractivity inside trapping layer",
+        "c3sunit": "m^-1"
+      },
+      "mean_vertically_integrated_moisture_divergence": {
+        "paramId": "mvimd",
+        "c3sname": "Mean vertically integrated moisture divergence",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_wave_direction": {
+        "paramId": "mwd",
+        "c3sname": "Mean wave direction",
+        "c3sunit": "degree true"
+      },
+      "mean_wave_direction_of_first_swell_partition": {
+        "paramId": "p140122",
+        "c3sname": "Mean wave direction of first swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_direction_of_second_swell_partition": {
+        "paramId": "p140125",
+        "c3sname": "Mean wave direction of second swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_direction_of_third_swell_partition": {
+        "paramId": "p140128",
+        "c3sname": "Mean wave direction of third swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_period": {
+        "paramId": "mwp",
+        "c3sname": "Mean wave period",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment": {
+        "paramId": "mp1",
+        "c3sname": "Mean wave period based on first moment",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment_for_swell": {
+        "paramId": "p1ps",
+        "c3sname": "Mean wave period based on first moment for swell",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment_for_wind_waves": {
+        "paramId": "p1ww",
+        "c3sname": "Mean wave period based on first moment for wind waves",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_second_moment_for_swell": {
+        "paramId": "p2ps",
+        "c3sname": "Mean wave period based on second moment for swell",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_second_moment_for_wind_waves": {
+        "paramId": "p2ww",
+        "c3sname": "Mean wave period based on second moment for wind waves",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_first_swell_partition": {
+        "paramId": "p140123",
+        "c3sname": "Mean wave period of first swell partition",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_second_swell_partition": {
+        "paramId": "p140126",
+        "c3sname": "Mean wave period of second swell partition",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_third_swell_partition": {
+        "paramId": "p140129",
+        "c3sname": "Mean wave period of third swell partition",
+        "c3sunit": "s"
+      },
+      "mean_zero_crossing_wave_period": {
+        "paramId": "mp2",
+        "c3sname": "Mean zero-crossing wave period",
+        "c3sunit": "s"
+      },
+      "medium_cloud_cover": {
+        "paramId": "mcc",
+        "c3sname": "Medium cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "minimum_2m_temperature_since_previous_post_processing": {
+        "paramId": "mn2t",
+        "c3sname": "Minimum 2m temperature since previous post-processing",
+        "c3sunit": "K"
+      },
+      "minimum_total_precipitation_rate_since_previous_post_processing": {
+        "paramId": "mntpr",
+        "c3sname": "Minimum total precipitation rate since previous post-processing",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "minimum_vertical_gradient_of_refractivity_inside_trapping_layer": {
+        "paramId": "dndzn",
+        "c3sname": "Minimum vertical gradient of refractivity inside trapping layer",
+        "c3sunit": "m^-1"
+      },
+      "model_bathymetry": {
+        "paramId": "wmb",
+        "c3sname": "Model bathymetry",
+        "c3sunit": "m"
+      },
+      "near_ir_albedo_for_diffuse_radiation": {
+        "paramId": "alnid",
+        "c3sname": "Near IR albedo for diffuse radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "near_ir_albedo_for_direct_radiation": {
+        "paramId": "alnip",
+        "c3sname": "Near IR albedo for direct radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "normalized_energy_flux_into_ocean": {
+        "paramId": "phioc",
+        "c3sname": "Normalized energy flux into ocean",
+        "c3sunit": "dimensionless"
+      },
+      "normalized_energy_flux_into_waves": {
+        "paramId": "phiaw",
+        "c3sname": "Normalized energy flux into waves",
+        "c3sunit": "dimensionless"
+      },
+      "normalized_stress_into_ocean": {
+        "paramId": "tauoc",
+        "c3sname": "Normalized stress into ocean",
+        "c3sunit": "dimensionless"
+      },
+      "northward_gravity_wave_surface_stress": {
+        "paramId": "mgws",
+        "c3sname": "Northward gravity wave surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "northward_turbulent_surface_stress": {
+        "paramId": "nsss",
+        "c3sname": "Northward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "orography": {
+        "paramId": "z",
+        "c3sname": "Orography",
+        "c3sunit": "m^2 s^-2"
+      },
+      "peak_wave_period": {
+        "paramId": "pp1d",
+        "c3sname": "Peak wave period",
+        "c3sunit": "s"
+      },
+      "period_corresponding_to_maximum_individual_wave_height": {
+        "paramId": "tmax",
+        "c3sname": "Period corresponding to maximum individual wave height",
+        "c3sunit": "s"
+      },
+      "potential_evaporation": {
+        "paramId": "pev",
+        "c3sname": "Potential evaporation",
+        "c3sunit": "m"
+      },
+      "precipitation_type": {
+        "paramId": "ptype",
+        "c3sname": "Precipitation type",
+        "c3sunit": "GRIB code table 4.201"
+      },
+      "runoff": {
+        "paramId": "ro",
+        "c3sname": "Runoff",
+        "c3sunit": "m"
+      },
+      "sea_ice_cover": {
+        "paramId": "siconc",
+        "c3sname": "Sea-ice cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "sea_surface_temperature": {
+        "paramId": "sst",
+        "c3sname": "Sea surface temperature",
+        "c3sunit": "K"
+      },
+      "significant_height_of_combined_wind_waves_and_swell": {
+        "paramId": "swh",
+        "c3sname": "Significant height of combined wind waves and swell",
+        "c3sunit": "m"
+      },
+      "significant_height_of_total_swell": {
+        "paramId": "shts",
+        "c3sname": "Significant height of total swell",
+        "c3sunit": "m"
+      },
+      "significant_height_of_wind_waves": {
+        "paramId": "shww",
+        "c3sname": "Significant height of wind waves",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_first_swell_partition": {
+        "paramId": "p140121",
+        "c3sname": "Significant wave height of first swell partition",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_second_swell_partition": {
+        "paramId": "p140124",
+        "c3sname": "Significant wave height of second swell partition",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_third_swell_partition": {
+        "paramId": "p140127",
+        "c3sname": "Significant wave height of third swell partition",
+        "c3sunit": "m"
+      },
+      "skin_reservoir_content": {
+        "paramId": "src",
+        "c3sname": "Skin reservoir content",
+        "c3sunit": "m of water equivalent"
+      },
+      "skin_temperature": {
+        "paramId": "skt",
+        "c3sname": "Skin temperature",
+        "c3sunit": "K"
+      },
+      "slope_of_sub_gridscale_orography": {
+        "paramId": "slor",
+        "c3sname": "Slope of sub-gridscale orography",
+        "c3sunit": "~"
+      },
+      "snow_albedo": {
+        "paramId": "asn",
+        "c3sname": "Snow albedo",
+        "c3sunit": "(0 - 1)"
+      },
+      "snow_density": {
+        "paramId": "rsn",
+        "c3sname": "Snow density",
+        "c3sunit": "kg m^-3"
+      },
+      "snow_depth": {
+        "paramId": "sd",
+        "c3sname": "Snow depth",
+        "c3sunit": "m of water equivalent"
+      },
+      "snow_evaporation": {
+        "paramId": "es",
+        "c3sname": "Snow evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowfall": {
+        "paramId": "sf",
+        "c3sname": "Snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowmelt": {
+        "paramId": "smlt",
+        "c3sname": "Snowmelt",
+        "c3sunit": "m of water equivalent"
+      },
+      "soil_temperature_level_1": {
+        "paramId": "stl1",
+        "c3sname": "Soil temperature level 1",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_2": {
+        "paramId": "stl2",
+        "c3sname": "Soil temperature level 2",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_3": {
+        "paramId": "stl3",
+        "c3sname": "Soil temperature level 3",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_4": {
+        "paramId": "stl4",
+        "c3sname": "Soil temperature level 4",
+        "c3sunit": "K"
+      },
+      "soil_type": {
+        "paramId": "slt",
+        "c3sname": "Soil type",
+        "c3sunit": "~"
+      },
+      "standard_deviation_of_filtered_subgrid_orography": {
+        "paramId": "sdfor",
+        "c3sname": "Standard deviation of filtered subgrid orography",
+        "c3sunit": "m"
+      },
+      "standard_deviation_of_orography": {
+        "paramId": "sdor",
+        "c3sname": "Standard deviation of orography",
+        "c3sunit": "~"
+      },
+      "sub_surface_runoff": {
+        "paramId": "ssro",
+        "c3sname": "Sub-surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_latent_heat_flux": {
+        "paramId": "slhf",
+        "c3sname": "Surface latent heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation": {
+        "paramId": "ssr",
+        "c3sname": "Surface net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation_clear_sky": {
+        "paramId": "ssrc",
+        "c3sname": "Surface net solar radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation": {
+        "paramId": "str",
+        "c3sname": "Surface net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation_clear_sky": {
+        "paramId": "strc",
+        "c3sname": "Surface net thermal radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_pressure": {
+        "paramId": "sp",
+        "c3sname": "Surface pressure",
+        "c3sunit": "Pa"
+      },
+      "surface_runoff": {
+        "paramId": "sro",
+        "c3sname": "Surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_sensible_heat_flux": {
+        "paramId": "sshf",
+        "c3sname": "Surface sensible heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downward_clear_sky": {
+        "paramId": "ssrdc",
+        "c3sname": "Surface solar radiation downward, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downwards": {
+        "paramId": "ssrd",
+        "c3sname": "Surface solar radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downward_clear_sky": {
+        "paramId": "strdc",
+        "c3sname": "Surface thermal radiation downward, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downwards": {
+        "paramId": "strd",
+        "c3sname": "Surface thermal radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "temperature_of_snow_layer": {
+        "paramId": "tsn",
+        "c3sname": "Temperature of snow layer",
+        "c3sunit": "K"
+      },
+      "toa_incident_solar_radiation": {
+        "paramId": "tisr",
+        "c3sname": "TOA incident solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_solar_radiation": {
+        "paramId": "tsr",
+        "c3sname": "Top net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_solar_radiation_clear_sky": {
+        "paramId": "tsrc",
+        "c3sname": "Top net solar radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_thermal_radiation": {
+        "paramId": "ttr",
+        "c3sname": "Top net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_thermal_radiation_clear_sky": {
+        "paramId": "ttrc",
+        "c3sname": "Top net thermal radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "total_cloud_cover": {
+        "paramId": "tcc",
+        "c3sname": "Total cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "total_column_cloud_ice_water": {
+        "paramId": "tciw",
+        "c3sname": "Total column cloud ice water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_cloud_liquid_water": {
+        "paramId": "tclw",
+        "c3sname": "Total column cloud liquid water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_ozone": {
+        "paramId": "tco3",
+        "c3sname": "Total column ozone",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_rain_water": {
+        "paramId": "tcrw",
+        "c3sname": "Total column rain water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_snow_water": {
+        "paramId": "tcsw",
+        "c3sname": "Total column snow water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_supercooled_liquid_water": {
+        "paramId": "tcslw",
+        "c3sname": "Total column supercooled liquid water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_water": {
+        "paramId": "tcw",
+        "c3sname": "Total column water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_water_vapour": {
+        "paramId": "tcwv",
+        "c3sname": "Total column water vapour",
+        "c3sunit": "kg m^-2"
+      },
+      "total_precipitation": {
+        "paramId": "tp",
+        "c3sname": "Total precipitation",
+        "c3sunit": "m"
+      },
+      "total_sky_direct_solar_radiation_at_surface": {
+        "paramId": "fdir",
+        "c3sname": "Total sky direct solar radiation at surface",
+        "c3sunit": "J m^-2"
+      },
+      "total_totals_index": {
+        "paramId": "totalx",
+        "c3sname": "Total totals index",
+        "c3sunit": "K"
+      },
+      "trapping_layer_base_height": {
+        "paramId": "tplb",
+        "c3sname": "Trapping layer base height",
+        "c3sunit": "m"
+      },
+      "trapping_layer_top_height": {
+        "paramId": "tplt",
+        "c3sname": "Trapping layer top height",
+        "c3sunit": "m"
+      },
+      "type_of_high_vegetation": {
+        "paramId": "tvh",
+        "c3sname": "Type of high vegetation",
+        "c3sunit": "~"
+      },
+      "type_of_low_vegetation": {
+        "paramId": "tvl",
+        "c3sname": "Type of low vegetation",
+        "c3sunit": "~"
+      },
+      "u_component_stokes_drift": {
+        "paramId": "ust",
+        "c3sname": "U-component stokes drift",
+        "c3sunit": "m s^-1"
+      },
+      "uv_visible_albedo_for_diffuse_radiation": {
+        "paramId": "aluvd",
+        "c3sname": "UV visible albedo for diffuse radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "uv_visible_albedo_for_direct_radiation": {
+        "paramId": "aluvp",
+        "c3sname": "UV visible albedo for direct radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "v_component_stokes_drift": {
+        "paramId": "vst",
+        "c3sname": "V-component stokes drift",
+        "c3sunit": "m s^-1"
+      },
+      "vertical_integral_of_divergence_of_cloud_frozen_water_flux": {
+        "paramId": "p80.162",
+        "c3sname": "Vertical integral of divergence of cloud frozen water flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_cloud_liquid_water_flux": {
+        "paramId": "p79.162",
+        "c3sname": "Vertical integral of divergence of cloud liquid water flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_geopotential_flux": {
+        "paramId": "p85.162",
+        "c3sname": "Vertical integral of divergence of geopotential flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_kinetic_energy_flux": {
+        "paramId": "p82.162",
+        "c3sname": "Vertical integral of divergence of kinetic energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_mass_flux": {
+        "paramId": "p81.162",
+        "c3sname": "Vertical integral of divergence of mass flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_moisture_flux": {
+        "paramId": "p84.162",
+        "c3sname": "Vertical integral of divergence of moisture flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_ozone_flux": {
+        "paramId": "p87.162",
+        "c3sname": "Vertical integral of divergence of ozone flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_thermal_energy_flux": {
+        "paramId": "p83.162",
+        "c3sname": "Vertical integral of divergence of thermal energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_total_energy_flux": {
+        "paramId": "p86.162",
+        "c3sname": "Vertical integral of divergence of total energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_eastward_cloud_frozen_water_flux": {
+        "paramId": "p90.162",
+        "c3sname": "Vertical integral of eastward cloud frozen water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_cloud_liquid_water_flux": {
+        "paramId": "p88.162",
+        "c3sname": "Vertical integral of eastward cloud liquid water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_geopotential_flux": {
+        "paramId": "p73.162",
+        "c3sname": "Vertical integral of eastward geopotential flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_heat_flux": {
+        "paramId": "p69.162",
+        "c3sname": "Vertical integral of eastward heat flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_kinetic_energy_flux": {
+        "paramId": "p67.162",
+        "c3sname": "Vertical integral of eastward kinetic energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_mass_flux": {
+        "paramId": "p65.162",
+        "c3sname": "Vertical integral of eastward mass flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_ozone_flux": {
+        "paramId": "p77.162",
+        "c3sname": "Vertical integral of eastward ozone flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_total_energy_flux": {
+        "paramId": "p75.162",
+        "c3sname": "Vertical integral of eastward total energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_water_vapour_flux": {
+        "paramId": "p71.162",
+        "c3sname": "Vertical integral of eastward water vapour flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_energy_conversion": {
+        "paramId": "p64.162",
+        "c3sname": "Vertical integral of energy conversion",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_kinetic_energy": {
+        "paramId": "p59.162",
+        "c3sname": "Vertical integral of kinetic energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_mass_of_atmosphere": {
+        "paramId": "p53.162",
+        "c3sname": "Vertical integral of mass of atmosphere",
+        "c3sunit": "kg m^-2"
+      },
+      "vertical_integral_of_mass_tendency": {
+        "paramId": "p92.162",
+        "c3sname": "Vertical integral of mass tendency",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_northward_cloud_frozen_water_flux": {
+        "paramId": "p91.162",
+        "c3sname": "Vertical integral of northward cloud frozen water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_cloud_liquid_water_flux": {
+        "paramId": "p89.162",
+        "c3sname": "Vertical integral of northward cloud liquid water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_geopotential_flux": {
+        "paramId": "p74.162",
+        "c3sname": "Vertical integral of northward geopotential flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_heat_flux": {
+        "paramId": "p70.162",
+        "c3sname": "Vertical integral of northward heat flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_kinetic_energy_flux": {
+        "paramId": "p68.162",
+        "c3sname": "Vertical integral of northward kinetic energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_mass_flux": {
+        "paramId": "p66.162",
+        "c3sname": "Vertical integral of northward mass flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_ozone_flux": {
+        "paramId": "p78.162",
+        "c3sname": "Vertical integral of northward ozone flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_total_energy_flux": {
+        "paramId": "p76.162",
+        "c3sname": "Vertical integral of northward total energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_water_vapour_flux": {
+        "paramId": "p72.162",
+        "c3sname": "Vertical integral of northward water vapour flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_potential_and_internal_energy": {
+        "paramId": "p61.162",
+        "c3sname": "Vertical integral of potential and internal energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_potential_internal_and_latent_energy": {
+        "paramId": "p62.162",
+        "c3sname": "Vertical integral of potential, internal and latent energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_temperature": {
+        "paramId": "p54.162",
+        "c3sname": "Vertical integral of temperature",
+        "c3sunit": "K kg m^-2"
+      },
+      "vertical_integral_of_thermal_energy": {
+        "paramId": "p60.162",
+        "c3sname": "Vertical integral of thermal energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_total_energy": {
+        "paramId": "p63.162",
+        "c3sname": "Vertical integral of total energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertically_integrated_moisture_divergence": {
+        "paramId": "vimd",
+        "c3sname": "Vertically integrated moisture divergence",
+        "c3sunit": "kg m^-2"
+      },
+      "volumetric_soil_water_layer_1": {
+        "paramId": "swvl1",
+        "c3sname": "Volumetric soil water layer 1",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_2": {
+        "paramId": "swvl2",
+        "c3sname": "Volumetric soil water layer 2",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_3": {
+        "paramId": "swvl3",
+        "c3sname": "Volumetric soil water layer 3",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_4": {
+        "paramId": "swvl4",
+        "c3sname": "Volumetric soil water layer 4",
+        "c3sunit": "m^3 m^-3"
+      },
+      "wave_spectral_directional_width": {
+        "paramId": "wdw",
+        "c3sname": "Wave spectral directional width",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_directional_width_for_swell": {
+        "paramId": "dwps",
+        "c3sname": "Wave spectral directional width for swell",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_directional_width_for_wind_waves": {
+        "paramId": "dwww",
+        "c3sname": "Wave spectral directional width for wind waves",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_kurtosis": {
+        "paramId": "wsk",
+        "c3sname": "Wave spectral kurtosis",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_peakedness": {
+        "paramId": "wsp",
+        "c3sname": "Wave spectral peakedness",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_skewness": {
+        "paramId": "wss",
+        "c3sname": "Wave spectral skewness",
+        "c3sunit": "dimensionless"
+      },
+      "zero_degree_level": {
+        "paramId": "deg0l",
+        "c3sname": "Zero degree level",
+        "c3sunit": "m"
+      }
+    },
+    "product_types": [
+      "mean",
+      "members",
+      "spread"
+    ]
+  },
+  "reanalysis-era5-single-levels-area-without-map": {
+    "variables": {
+      "100m_u_component_of_wind": {
+        "paramId": "u100",
+        "c3sname": "100m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "100m_v_component_of_wind": {
+        "paramId": "v100",
+        "c3sname": "100m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_u_component_of_neutral_wind": {
+        "paramId": "u10n",
+        "c3sname": "10m u-component of neutral wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_u_component_of_wind": {
+        "paramId": "u10",
+        "c3sname": "10m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_neutral_wind": {
+        "paramId": "v10n",
+        "c3sname": "10m v-component of neutral wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_wind": {
+        "paramId": "v10",
+        "c3sname": "10m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_direction": {
+        "paramId": "dwi",
+        "c3sname": "10m wind direction",
+        "c3sunit": "degrees"
+      },
+      "10m_wind_gust_since_previous_post_processing": {
+        "paramId": "fg10",
+        "c3sname": "10m wind gust since previous post-processing",
+        "c3sunit": "m s^-1"
+      },
+      "10m_wind_speed": {
+        "paramId": "wind",
+        "c3sname": "10m wind speed",
+        "c3sunit": "m s^-1"
+      },
+      "2m_dewpoint_temperature": {
+        "paramId": "d2m",
+        "c3sname": "2m dewpoint temperature",
+        "c3sunit": "K"
+      },
+      "2m_temperature": {
+        "paramId": "t2m",
+        "c3sname": "2m temperature",
+        "c3sunit": "K"
+      },
+      "air_density_over_the_oceans": {
+        "paramId": "p140209",
+        "c3sname": "Air density over the oceans",
+        "c3sunit": "kg m^-3"
+      },
+      "altimeter_corrected_wave_height": {
+        "paramId": "acwh",
+        "c3sname": "Altimeter corrected wave height",
+        "c3sunit": "m"
+      },
+      "altimeter_range_relative_correction": {
+        "paramId": "arrc",
+        "c3sname": "Altimeter range relative correction",
+        "c3sunit": "~"
+      },
+      "altimeter_wave_height": {
+        "paramId": "awh",
+        "c3sname": "Altimeter wave height",
+        "c3sunit": "m"
+      },
+      "angle_of_sub_gridscale_orography": {
+        "paramId": "anor",
+        "c3sname": "Angle of sub-gridscale orography",
+        "c3sunit": "radians"
+      },
+      "anisotropy_of_sub_gridscale_orography": {
+        "paramId": "isor",
+        "c3sname": "Anisotropy of sub-gridscale orography",
+        "c3sunit": "~"
+      },
+      "benjamin_feir_index": {
+        "paramId": "bfi",
+        "c3sname": "Benjamin-feir index",
+        "c3sunit": "dimensionless"
+      },
+      "boundary_layer_dissipation": {
+        "paramId": "bld",
+        "c3sname": "Boundary layer dissipation",
+        "c3sunit": "J m^-2"
+      },
+      "boundary_layer_height": {
+        "paramId": "blh",
+        "c3sname": "Boundary layer height",
+        "c3sunit": "m"
+      },
+      "charnock": {
+        "paramId": "chnk",
+        "c3sname": "Charnock",
+        "c3sunit": "~"
+      },
+      "clear_sky_direct_solar_radiation_at_surface": {
+        "paramId": "cdir",
+        "c3sname": "Clear-sky direct solar radiation at surface",
+        "c3sunit": "J m^-2"
+      },
+      "cloud_base_height": {
+        "paramId": "cbh",
+        "c3sname": "Cloud base height",
+        "c3sunit": "m"
+      },
+      "coefficient_of_drag_with_waves": {
+        "paramId": "cdww",
+        "c3sname": "Coefficient of drag with waves",
+        "c3sunit": "dimensionless"
+      },
+      "convective_available_potential_energy": {
+        "paramId": "cape",
+        "c3sname": "Convective available potential energy",
+        "c3sunit": "J kg^-1"
+      },
+      "convective_inhibition": {
+        "paramId": "cin",
+        "c3sname": "Convective inhibition",
+        "c3sunit": "J kg^-1"
+      },
+      "convective_precipitation": {
+        "paramId": "cp",
+        "c3sname": "Convective precipitation",
+        "c3sunit": "m"
+      },
+      "convective_rain_rate": {
+        "paramId": "crr",
+        "c3sname": "Convective rain rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "convective_snowfall": {
+        "paramId": "csf",
+        "c3sname": "Convective snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "convective_snowfall_rate_water_equivalent": {
+        "paramId": "csfr",
+        "c3sname": "Convective snowfall rate water equivalent",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "downward_uv_radiation_at_the_surface": {
+        "paramId": "uvb",
+        "c3sname": "Downward UV radiation at the surface",
+        "c3sunit": "J m^-2"
+      },
+      "duct_base_height": {
+        "paramId": "dctb",
+        "c3sname": "Duct base height",
+        "c3sunit": "m"
+      },
+      "eastward_gravity_wave_surface_stress": {
+        "paramId": "lgws",
+        "c3sname": "Eastward gravity wave surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "eastward_turbulent_surface_stress": {
+        "paramId": "ewss",
+        "c3sname": "Eastward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "evaporation": {
+        "paramId": "e",
+        "c3sname": "Evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "forecast_albedo": {
+        "paramId": "fal",
+        "c3sname": "Forecast albedo",
+        "c3sunit": "(0 - 1)"
+      },
+      "forecast_logarithm_of_surface_roughness_for_heat": {
+        "paramId": "flsr",
+        "c3sname": "Forecast logarithm of surface roughness for heat",
+        "c3sunit": "~"
+      },
+      "forecast_surface_roughness": {
+        "paramId": "fsr",
+        "c3sname": "Forecast surface roughness",
+        "c3sunit": "m"
+      },
+      "free_convective_velocity_over_the_oceans": {
+        "paramId": "p140208",
+        "c3sname": "Free convective velocity over the oceans",
+        "c3sunit": "m s^-1"
+      },
+      "friction_velocity": {
+        "paramId": "zust",
+        "c3sname": "Friction velocity",
+        "c3sunit": "m s^-1"
+      },
+      "gravity_wave_dissipation": {
+        "paramId": "gwd",
+        "c3sname": "Gravity wave dissipation",
+        "c3sunit": "J m^-2"
+      },
+      "high_cloud_cover": {
+        "paramId": "hcc",
+        "c3sname": "High cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "high_vegetation_cover": {
+        "paramId": "cvh",
+        "c3sname": "High vegetation cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "ice_temperature_layer_1": {
+        "paramId": "istl1",
+        "c3sname": "Ice temperature layer 1",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_2": {
+        "paramId": "istl2",
+        "c3sname": "Ice temperature layer 2",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_3": {
+        "paramId": "istl3",
+        "c3sname": "Ice temperature layer 3",
+        "c3sunit": "K"
+      },
+      "ice_temperature_layer_4": {
+        "paramId": "istl4",
+        "c3sname": "Ice temperature layer 4",
+        "c3sunit": "K"
+      },
+      "instantaneous_10m_wind_gust": {
+        "paramId": "i10fg",
+        "c3sname": "Instantaneous 10m wind gust",
+        "c3sunit": "m s^-1"
+      },
+      "instantaneous_eastward_turbulent_surface_stress": {
+        "paramId": "iews",
+        "c3sname": "Instantaneous eastward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "instantaneous_large_scale_surface_precipitation_fraction": {
+        "paramId": "ilspf",
+        "c3sname": "Instantaneous large-scale surface precipitation fraction",
+        "c3sunit": "(0 - 1)"
+      },
+      "instantaneous_moisture_flux": {
+        "paramId": "ie",
+        "c3sname": "Instantaneous moisture flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "instantaneous_northward_turbulent_surface_stress": {
+        "paramId": "inss",
+        "c3sname": "Instantaneous northward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "instantaneous_surface_sensible_heat_flux": {
+        "paramId": "ishf",
+        "c3sname": "Instantaneous surface sensible heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "k_index": {
+        "paramId": "kx",
+        "c3sname": "K index",
+        "c3sunit": "K"
+      },
+      "lake_bottom_temperature": {
+        "paramId": "lblt",
+        "c3sname": "Lake bottom temperature",
+        "c3sunit": "K"
+      },
+      "lake_cover": {
+        "paramId": "cl",
+        "c3sname": "Lake cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "lake_depth": {
+        "paramId": "dl",
+        "c3sname": "Lake depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_depth": {
+        "paramId": "licd",
+        "c3sname": "Lake ice depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_temperature": {
+        "paramId": "lict",
+        "c3sname": "Lake ice temperature",
+        "c3sunit": "K"
+      },
+      "lake_mix_layer_depth": {
+        "paramId": "lmld",
+        "c3sname": "Lake mix-layer depth",
+        "c3sunit": "m"
+      },
+      "lake_mix_layer_temperature": {
+        "paramId": "lmlt",
+        "c3sname": "Lake mix-layer temperature",
+        "c3sunit": "K"
+      },
+      "lake_shape_factor": {
+        "paramId": "lshf",
+        "c3sname": "Lake shape factor",
+        "c3sunit": "dimensionless"
+      },
+      "lake_total_layer_temperature": {
+        "paramId": "ltlt",
+        "c3sname": "Lake total layer temperature",
+        "c3sunit": "K"
+      },
+      "land_sea_mask": {
+        "paramId": "lsm",
+        "c3sname": "Land-sea mask",
+        "c3sunit": "(0 - 1)"
+      },
+      "large_scale_precipitation": {
+        "paramId": "lsp",
+        "c3sname": "Large-scale precipitation",
+        "c3sunit": "m"
+      },
+      "large_scale_precipitation_fraction": {
+        "paramId": "lspf",
+        "c3sname": "Large-scale precipitation fraction",
+        "c3sunit": "s"
+      },
+      "large_scale_rain_rate": {
+        "paramId": "lsrr",
+        "c3sname": "Large scale rain rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "large_scale_snowfall": {
+        "paramId": "lsf",
+        "c3sname": "Large-scale snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "large_scale_snowfall_rate_water_equivalent": {
+        "paramId": "lssfr",
+        "c3sname": "Large scale snowfall rate water equivalent",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "leaf_area_index_high_vegetation": {
+        "paramId": "lai_hv",
+        "c3sname": "Leaf area index, high vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "leaf_area_index_low_vegetation": {
+        "paramId": "lai_lv",
+        "c3sname": "Leaf area index, low vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "low_cloud_cover": {
+        "paramId": "lcc",
+        "c3sname": "Low cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "low_vegetation_cover": {
+        "paramId": "cvl",
+        "c3sname": "Low vegetation cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "maximum_2m_temperature_since_previous_post_processing": {
+        "paramId": "mx2t",
+        "c3sname": "Maximum 2m temperature since previous post-processing",
+        "c3sunit": "K"
+      },
+      "maximum_individual_wave_height": {
+        "paramId": "hmax",
+        "c3sname": "Maximum individual wave height",
+        "c3sunit": "m"
+      },
+      "maximum_total_precipitation_rate_since_previous_post_processing": {
+        "paramId": "mxtpr",
+        "c3sname": "Maximum total precipitation rate since previous post-processing",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_boundary_layer_dissipation": {
+        "paramId": "mbld",
+        "c3sname": "Mean boundary layer dissipation",
+        "c3sunit": "W m^-2"
+      },
+      "mean_convective_precipitation_rate": {
+        "paramId": "mcpr",
+        "c3sname": "Mean convective precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_convective_snowfall_rate": {
+        "paramId": "mcsr",
+        "c3sname": "Mean convective snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_direction_of_total_swell": {
+        "paramId": "mdts",
+        "c3sname": "Mean direction of total swell",
+        "c3sunit": "degrees"
+      },
+      "mean_direction_of_wind_waves": {
+        "paramId": "mdww",
+        "c3sname": "Mean direction of wind waves",
+        "c3sunit": "degrees"
+      },
+      "mean_eastward_gravity_wave_surface_stress": {
+        "paramId": "megwss",
+        "c3sname": "Mean eastward gravity wave surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_eastward_turbulent_surface_stress": {
+        "paramId": "metss",
+        "c3sname": "Mean eastward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_evaporation_rate": {
+        "paramId": "mer",
+        "c3sname": "Mean evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_gravity_wave_dissipation": {
+        "paramId": "mgwd",
+        "c3sname": "Mean gravity wave dissipation",
+        "c3sunit": "W m^-2"
+      },
+      "mean_large_scale_precipitation_fraction": {
+        "paramId": "mlspf",
+        "c3sname": "Mean large-scale precipitation fraction",
+        "c3sunit": "Proportion"
+      },
+      "mean_large_scale_precipitation_rate": {
+        "paramId": "mlspr",
+        "c3sname": "Mean large-scale precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_large_scale_snowfall_rate": {
+        "paramId": "mlssr",
+        "c3sname": "Mean large-scale snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_northward_gravity_wave_surface_stress": {
+        "paramId": "mngwss",
+        "c3sname": "Mean northward gravity wave surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_northward_turbulent_surface_stress": {
+        "paramId": "mntss",
+        "c3sname": "Mean northward turbulent surface stress",
+        "c3sunit": "N m^-2"
+      },
+      "mean_period_of_total_swell": {
+        "paramId": "mpts",
+        "c3sname": "Mean period of total swell",
+        "c3sunit": "s"
+      },
+      "mean_period_of_wind_waves": {
+        "paramId": "mpww",
+        "c3sname": "Mean period of wind waves",
+        "c3sunit": "s"
+      },
+      "mean_potential_evaporation_rate": {
+        "paramId": "mper",
+        "c3sname": "Mean potential evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_runoff_rate": {
+        "paramId": "mror",
+        "c3sname": "Mean runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_sea_level_pressure": {
+        "paramId": "msl",
+        "c3sname": "Mean sea level pressure",
+        "c3sunit": "Pa"
+      },
+      "mean_snow_evaporation_rate": {
+        "paramId": "mser",
+        "c3sname": "Mean snow evaporation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_snowfall_rate": {
+        "paramId": "msr",
+        "c3sname": "Mean snowfall rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_snowmelt_rate": {
+        "paramId": "msmr",
+        "c3sname": "Mean snowmelt rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_square_slope_of_waves": {
+        "paramId": "msqs",
+        "c3sname": "Mean square slope of waves",
+        "c3sunit": "dimensionless"
+      },
+      "mean_sub_surface_runoff_rate": {
+        "paramId": "mssror",
+        "c3sname": "Mean sub-surface runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_surface_direct_short_wave_radiation_flux": {
+        "paramId": "msdrswrf",
+        "c3sname": "Mean surface direct short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_direct_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msdrswrfcs",
+        "c3sname": "Mean surface direct short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_long_wave_radiation_flux": {
+        "paramId": "msdwlwrf",
+        "c3sname": "Mean surface downward long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_long_wave_radiation_flux_clear_sky": {
+        "paramId": "msdwlwrfcs",
+        "c3sname": "Mean surface downward long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_short_wave_radiation_flux": {
+        "paramId": "msdwswrf",
+        "c3sname": "Mean surface downward short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msdwswrfcs",
+        "c3sname": "Mean surface downward short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_downward_uv_radiation_flux": {
+        "paramId": "msdwuvrf",
+        "c3sname": "Mean surface downward UV radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_latent_heat_flux": {
+        "paramId": "mslhf",
+        "c3sname": "Mean surface latent heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_long_wave_radiation_flux": {
+        "paramId": "msnlwrf",
+        "c3sname": "Mean surface net long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_long_wave_radiation_flux_clear_sky": {
+        "paramId": "msnlwrfcs",
+        "c3sname": "Mean surface net long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_short_wave_radiation_flux": {
+        "paramId": "msnswrf",
+        "c3sname": "Mean surface net short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_net_short_wave_radiation_flux_clear_sky": {
+        "paramId": "msnswrfcs",
+        "c3sname": "Mean surface net short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_surface_runoff_rate": {
+        "paramId": "msror",
+        "c3sname": "Mean surface runoff rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_surface_sensible_heat_flux": {
+        "paramId": "msshf",
+        "c3sname": "Mean surface sensible heat flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_downward_short_wave_radiation_flux": {
+        "paramId": "mtdwswrf",
+        "c3sname": "Mean top downward short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_long_wave_radiation_flux": {
+        "paramId": "mtnlwrf",
+        "c3sname": "Mean top net long-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_long_wave_radiation_flux_clear_sky": {
+        "paramId": "mtnlwrfcs",
+        "c3sname": "Mean top net long-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_short_wave_radiation_flux": {
+        "paramId": "mtnswrf",
+        "c3sname": "Mean top net short-wave radiation flux",
+        "c3sunit": "W m^-2"
+      },
+      "mean_top_net_short_wave_radiation_flux_clear_sky": {
+        "paramId": "mtnswrfcs",
+        "c3sname": "Mean top net short-wave radiation flux, clear sky",
+        "c3sunit": "W m^-2"
+      },
+      "mean_total_precipitation_rate": {
+        "paramId": "mtpr",
+        "c3sname": "Mean total precipitation rate",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_vertical_gradient_of_refractivity_inside_trapping_layer": {
+        "paramId": "dndza",
+        "c3sname": "Mean vertical gradient of refractivity inside trapping layer",
+        "c3sunit": "m^-1"
+      },
+      "mean_vertically_integrated_moisture_divergence": {
+        "paramId": "mvimd",
+        "c3sname": "Mean vertically integrated moisture divergence",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "mean_wave_direction": {
+        "paramId": "mwd",
+        "c3sname": "Mean wave direction",
+        "c3sunit": "degree true"
+      },
+      "mean_wave_direction_of_first_swell_partition": {
+        "paramId": "p140122",
+        "c3sname": "Mean wave direction of first swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_direction_of_second_swell_partition": {
+        "paramId": "p140125",
+        "c3sname": "Mean wave direction of second swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_direction_of_third_swell_partition": {
+        "paramId": "p140128",
+        "c3sname": "Mean wave direction of third swell partition",
+        "c3sunit": "degrees"
+      },
+      "mean_wave_period": {
+        "paramId": "mwp",
+        "c3sname": "Mean wave period",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment": {
+        "paramId": "mp1",
+        "c3sname": "Mean wave period based on first moment",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment_for_swell": {
+        "paramId": "p1ps",
+        "c3sname": "Mean wave period based on first moment for swell",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_first_moment_for_wind_waves": {
+        "paramId": "p1ww",
+        "c3sname": "Mean wave period based on first moment for wind waves",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_second_moment_for_swell": {
+        "paramId": "p2ps",
+        "c3sname": "Mean wave period based on second moment for swell",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_based_on_second_moment_for_wind_waves": {
+        "paramId": "p2ww",
+        "c3sname": "Mean wave period based on second moment for wind waves",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_first_swell_partition": {
+        "paramId": "p140123",
+        "c3sname": "Mean wave period of first swell partition",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_second_swell_partition": {
+        "paramId": "p140126",
+        "c3sname": "Mean wave period of second swell partition",
+        "c3sunit": "s"
+      },
+      "mean_wave_period_of_third_swell_partition": {
+        "paramId": "p140129",
+        "c3sname": "Mean wave period of third swell partition",
+        "c3sunit": "s"
+      },
+      "mean_zero_crossing_wave_period": {
+        "paramId": "mp2",
+        "c3sname": "Mean zero-crossing wave period",
+        "c3sunit": "s"
+      },
+      "medium_cloud_cover": {
+        "paramId": "mcc",
+        "c3sname": "Medium cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "minimum_2m_temperature_since_previous_post_processing": {
+        "paramId": "mn2t",
+        "c3sname": "Minimum 2m temperature since previous post-processing",
+        "c3sunit": "K"
+      },
+      "minimum_total_precipitation_rate_since_previous_post_processing": {
+        "paramId": "mntpr",
+        "c3sname": "Minimum total precipitation rate since previous post-processing",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "minimum_vertical_gradient_of_refractivity_inside_trapping_layer": {
+        "paramId": "dndzn",
+        "c3sname": "Minimum vertical gradient of refractivity inside trapping layer",
+        "c3sunit": "m^-1"
+      },
+      "model_bathymetry": {
+        "paramId": "wmb",
+        "c3sname": "Model bathymetry",
+        "c3sunit": "m"
+      },
+      "near_ir_albedo_for_diffuse_radiation": {
+        "paramId": "alnid",
+        "c3sname": "Near IR albedo for diffuse radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "near_ir_albedo_for_direct_radiation": {
+        "paramId": "alnip",
+        "c3sname": "Near IR albedo for direct radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "normalized_energy_flux_into_ocean": {
+        "paramId": "phioc",
+        "c3sname": "Normalized energy flux into ocean",
+        "c3sunit": "dimensionless"
+      },
+      "normalized_energy_flux_into_waves": {
+        "paramId": "phiaw",
+        "c3sname": "Normalized energy flux into waves",
+        "c3sunit": "dimensionless"
+      },
+      "normalized_stress_into_ocean": {
+        "paramId": "tauoc",
+        "c3sname": "Normalized stress into ocean",
+        "c3sunit": "dimensionless"
+      },
+      "northward_gravity_wave_surface_stress": {
+        "paramId": "mgws",
+        "c3sname": "Northward gravity wave surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "northward_turbulent_surface_stress": {
+        "paramId": "nsss",
+        "c3sname": "Northward turbulent surface stress",
+        "c3sunit": "N m^-2 s"
+      },
+      "orography": {
+        "paramId": "z",
+        "c3sname": "Orography",
+        "c3sunit": "m^2 s^-2"
+      },
+      "peak_wave_period": {
+        "paramId": "pp1d",
+        "c3sname": "Peak wave period",
+        "c3sunit": "s"
+      },
+      "period_corresponding_to_maximum_individual_wave_height": {
+        "paramId": "tmax",
+        "c3sname": "Period corresponding to maximum individual wave height",
+        "c3sunit": "s"
+      },
+      "potential_evaporation": {
+        "paramId": "pev",
+        "c3sname": "Potential evaporation",
+        "c3sunit": "m"
+      },
+      "precipitation_type": {
+        "paramId": "ptype",
+        "c3sname": "Precipitation type",
+        "c3sunit": "GRIB code table 4.201"
+      },
+      "runoff": {
+        "paramId": "ro",
+        "c3sname": "Runoff",
+        "c3sunit": "m"
+      },
+      "sea_ice_cover": {
+        "paramId": "siconc",
+        "c3sname": "Sea-ice cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "sea_surface_temperature": {
+        "paramId": "sst",
+        "c3sname": "Sea surface temperature",
+        "c3sunit": "K"
+      },
+      "significant_height_of_combined_wind_waves_and_swell": {
+        "paramId": "swh",
+        "c3sname": "Significant height of combined wind waves and swell",
+        "c3sunit": "m"
+      },
+      "significant_height_of_total_swell": {
+        "paramId": "shts",
+        "c3sname": "Significant height of total swell",
+        "c3sunit": "m"
+      },
+      "significant_height_of_wind_waves": {
+        "paramId": "shww",
+        "c3sname": "Significant height of wind waves",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_first_swell_partition": {
+        "paramId": "p140121",
+        "c3sname": "Significant wave height of first swell partition",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_second_swell_partition": {
+        "paramId": "p140124",
+        "c3sname": "Significant wave height of second swell partition",
+        "c3sunit": "m"
+      },
+      "significant_wave_height_of_third_swell_partition": {
+        "paramId": "p140127",
+        "c3sname": "Significant wave height of third swell partition",
+        "c3sunit": "m"
+      },
+      "skin_reservoir_content": {
+        "paramId": "src",
+        "c3sname": "Skin reservoir content",
+        "c3sunit": "m of water equivalent"
+      },
+      "skin_temperature": {
+        "paramId": "skt",
+        "c3sname": "Skin temperature",
+        "c3sunit": "K"
+      },
+      "slope_of_sub_gridscale_orography": {
+        "paramId": "slor",
+        "c3sname": "Slope of sub-gridscale orography",
+        "c3sunit": "~"
+      },
+      "snow_albedo": {
+        "paramId": "asn",
+        "c3sname": "Snow albedo",
+        "c3sunit": "(0 - 1)"
+      },
+      "snow_density": {
+        "paramId": "rsn",
+        "c3sname": "Snow density",
+        "c3sunit": "kg m^-3"
+      },
+      "snow_depth": {
+        "paramId": "sd",
+        "c3sname": "Snow depth",
+        "c3sunit": "m of water equivalent"
+      },
+      "snow_evaporation": {
+        "paramId": "es",
+        "c3sname": "Snow evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowfall": {
+        "paramId": "sf",
+        "c3sname": "Snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowmelt": {
+        "paramId": "smlt",
+        "c3sname": "Snowmelt",
+        "c3sunit": "m of water equivalent"
+      },
+      "soil_temperature_level_1": {
+        "paramId": "stl1",
+        "c3sname": "Soil temperature level 1",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_2": {
+        "paramId": "stl2",
+        "c3sname": "Soil temperature level 2",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_3": {
+        "paramId": "stl3",
+        "c3sname": "Soil temperature level 3",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_4": {
+        "paramId": "stl4",
+        "c3sname": "Soil temperature level 4",
+        "c3sunit": "K"
+      },
+      "soil_type": {
+        "paramId": "slt",
+        "c3sname": "Soil type",
+        "c3sunit": "~"
+      },
+      "standard_deviation_of_filtered_subgrid_orography": {
+        "paramId": "sdfor",
+        "c3sname": "Standard deviation of filtered subgrid orography",
+        "c3sunit": "m"
+      },
+      "standard_deviation_of_orography": {
+        "paramId": "sdor",
+        "c3sname": "Standard deviation of orography",
+        "c3sunit": "~"
+      },
+      "sub_surface_runoff": {
+        "paramId": "ssro",
+        "c3sname": "Sub-surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_latent_heat_flux": {
+        "paramId": "slhf",
+        "c3sname": "Surface latent heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation": {
+        "paramId": "ssr",
+        "c3sname": "Surface net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation_clear_sky": {
+        "paramId": "ssrc",
+        "c3sname": "Surface net solar radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation": {
+        "paramId": "str",
+        "c3sname": "Surface net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation_clear_sky": {
+        "paramId": "strc",
+        "c3sname": "Surface net thermal radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_pressure": {
+        "paramId": "sp",
+        "c3sname": "Surface pressure",
+        "c3sunit": "Pa"
+      },
+      "surface_runoff": {
+        "paramId": "sro",
+        "c3sname": "Surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_sensible_heat_flux": {
+        "paramId": "sshf",
+        "c3sname": "Surface sensible heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downward_clear_sky": {
+        "paramId": "ssrdc",
+        "c3sname": "Surface solar radiation downward, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downwards": {
+        "paramId": "ssrd",
+        "c3sname": "Surface solar radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downward_clear_sky": {
+        "paramId": "strdc",
+        "c3sname": "Surface thermal radiation downward, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "surface_thermal_radiation_downwards": {
+        "paramId": "strd",
+        "c3sname": "Surface thermal radiation downwards",
+        "c3sunit": "J m^-2"
+      },
+      "temperature_of_snow_layer": {
+        "paramId": "tsn",
+        "c3sname": "Temperature of snow layer",
+        "c3sunit": "K"
+      },
+      "toa_incident_solar_radiation": {
+        "paramId": "tisr",
+        "c3sname": "TOA incident solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_solar_radiation": {
+        "paramId": "tsr",
+        "c3sname": "Top net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_solar_radiation_clear_sky": {
+        "paramId": "tsrc",
+        "c3sname": "Top net solar radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_thermal_radiation": {
+        "paramId": "ttr",
+        "c3sname": "Top net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "top_net_thermal_radiation_clear_sky": {
+        "paramId": "ttrc",
+        "c3sname": "Top net thermal radiation, clear sky",
+        "c3sunit": "J m^-2"
+      },
+      "total_cloud_cover": {
+        "paramId": "tcc",
+        "c3sname": "Total cloud cover",
+        "c3sunit": "(0 - 1)"
+      },
+      "total_column_cloud_ice_water": {
+        "paramId": "tciw",
+        "c3sname": "Total column cloud ice water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_cloud_liquid_water": {
+        "paramId": "tclw",
+        "c3sname": "Total column cloud liquid water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_ozone": {
+        "paramId": "tco3",
+        "c3sname": "Total column ozone",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_rain_water": {
+        "paramId": "tcrw",
+        "c3sname": "Total column rain water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_snow_water": {
+        "paramId": "tcsw",
+        "c3sname": "Total column snow water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_supercooled_liquid_water": {
+        "paramId": "tcslw",
+        "c3sname": "Total column supercooled liquid water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_water": {
+        "paramId": "tcw",
+        "c3sname": "Total column water",
+        "c3sunit": "kg m^-2"
+      },
+      "total_column_water_vapour": {
+        "paramId": "tcwv",
+        "c3sname": "Total column water vapour",
+        "c3sunit": "kg m^-2"
+      },
+      "total_precipitation": {
+        "paramId": "tp",
+        "c3sname": "Total precipitation",
+        "c3sunit": "m"
+      },
+      "total_sky_direct_solar_radiation_at_surface": {
+        "paramId": "fdir",
+        "c3sname": "Total sky direct solar radiation at surface",
+        "c3sunit": "J m^-2"
+      },
+      "total_totals_index": {
+        "paramId": "totalx",
+        "c3sname": "Total totals index",
+        "c3sunit": "K"
+      },
+      "trapping_layer_base_height": {
+        "paramId": "tplb",
+        "c3sname": "Trapping layer base height",
+        "c3sunit": "m"
+      },
+      "trapping_layer_top_height": {
+        "paramId": "tplt",
+        "c3sname": "Trapping layer top height",
+        "c3sunit": "m"
+      },
+      "type_of_high_vegetation": {
+        "paramId": "tvh",
+        "c3sname": "Type of high vegetation",
+        "c3sunit": "~"
+      },
+      "type_of_low_vegetation": {
+        "paramId": "tvl",
+        "c3sname": "Type of low vegetation",
+        "c3sunit": "~"
+      },
+      "u_component_stokes_drift": {
+        "paramId": "ust",
+        "c3sname": "U-component stokes drift",
+        "c3sunit": "m s^-1"
+      },
+      "uv_visible_albedo_for_diffuse_radiation": {
+        "paramId": "aluvd",
+        "c3sname": "UV visible albedo for diffuse radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "uv_visible_albedo_for_direct_radiation": {
+        "paramId": "aluvp",
+        "c3sname": "UV visible albedo for direct radiation",
+        "c3sunit": "(0 - 1)"
+      },
+      "v_component_stokes_drift": {
+        "paramId": "vst",
+        "c3sname": "V-component stokes drift",
+        "c3sunit": "m s^-1"
+      },
+      "vertical_integral_of_divergence_of_cloud_frozen_water_flux": {
+        "paramId": "p80.162",
+        "c3sname": "Vertical integral of divergence of cloud frozen water flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_cloud_liquid_water_flux": {
+        "paramId": "p79.162",
+        "c3sname": "Vertical integral of divergence of cloud liquid water flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_geopotential_flux": {
+        "paramId": "p85.162",
+        "c3sname": "Vertical integral of divergence of geopotential flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_kinetic_energy_flux": {
+        "paramId": "p82.162",
+        "c3sname": "Vertical integral of divergence of kinetic energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_mass_flux": {
+        "paramId": "p81.162",
+        "c3sname": "Vertical integral of divergence of mass flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_moisture_flux": {
+        "paramId": "p84.162",
+        "c3sname": "Vertical integral of divergence of moisture flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_ozone_flux": {
+        "paramId": "p87.162",
+        "c3sname": "Vertical integral of divergence of ozone flux",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_divergence_of_thermal_energy_flux": {
+        "paramId": "p83.162",
+        "c3sname": "Vertical integral of divergence of thermal energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_divergence_of_total_energy_flux": {
+        "paramId": "p86.162",
+        "c3sname": "Vertical integral of divergence of total energy flux",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_eastward_cloud_frozen_water_flux": {
+        "paramId": "p90.162",
+        "c3sname": "Vertical integral of eastward cloud frozen water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_cloud_liquid_water_flux": {
+        "paramId": "p88.162",
+        "c3sname": "Vertical integral of eastward cloud liquid water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_geopotential_flux": {
+        "paramId": "p73.162",
+        "c3sname": "Vertical integral of eastward geopotential flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_heat_flux": {
+        "paramId": "p69.162",
+        "c3sname": "Vertical integral of eastward heat flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_kinetic_energy_flux": {
+        "paramId": "p67.162",
+        "c3sname": "Vertical integral of eastward kinetic energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_mass_flux": {
+        "paramId": "p65.162",
+        "c3sname": "Vertical integral of eastward mass flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_ozone_flux": {
+        "paramId": "p77.162",
+        "c3sname": "Vertical integral of eastward ozone flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_eastward_total_energy_flux": {
+        "paramId": "p75.162",
+        "c3sname": "Vertical integral of eastward total energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_eastward_water_vapour_flux": {
+        "paramId": "p71.162",
+        "c3sname": "Vertical integral of eastward water vapour flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_energy_conversion": {
+        "paramId": "p64.162",
+        "c3sname": "Vertical integral of energy conversion",
+        "c3sunit": "W m^-2"
+      },
+      "vertical_integral_of_kinetic_energy": {
+        "paramId": "p59.162",
+        "c3sname": "Vertical integral of kinetic energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_mass_of_atmosphere": {
+        "paramId": "p53.162",
+        "c3sname": "Vertical integral of mass of atmosphere",
+        "c3sunit": "kg m^-2"
+      },
+      "vertical_integral_of_mass_tendency": {
+        "paramId": "p92.162",
+        "c3sname": "Vertical integral of mass tendency",
+        "c3sunit": "kg m^-2 s^-1"
+      },
+      "vertical_integral_of_northward_cloud_frozen_water_flux": {
+        "paramId": "p91.162",
+        "c3sname": "Vertical integral of northward cloud frozen water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_cloud_liquid_water_flux": {
+        "paramId": "p89.162",
+        "c3sname": "Vertical integral of northward cloud liquid water flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_geopotential_flux": {
+        "paramId": "p74.162",
+        "c3sname": "Vertical integral of northward geopotential flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_heat_flux": {
+        "paramId": "p70.162",
+        "c3sname": "Vertical integral of northward heat flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_kinetic_energy_flux": {
+        "paramId": "p68.162",
+        "c3sname": "Vertical integral of northward kinetic energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_mass_flux": {
+        "paramId": "p66.162",
+        "c3sname": "Vertical integral of northward mass flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_ozone_flux": {
+        "paramId": "p78.162",
+        "c3sname": "Vertical integral of northward ozone flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_northward_total_energy_flux": {
+        "paramId": "p76.162",
+        "c3sname": "Vertical integral of northward total energy flux",
+        "c3sunit": "W m^-1"
+      },
+      "vertical_integral_of_northward_water_vapour_flux": {
+        "paramId": "p72.162",
+        "c3sname": "Vertical integral of northward water vapour flux",
+        "c3sunit": "kg m^-1 s^-1"
+      },
+      "vertical_integral_of_potential_and_internal_energy": {
+        "paramId": "p61.162",
+        "c3sname": "Vertical integral of potential and internal energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_potential_internal_and_latent_energy": {
+        "paramId": "p62.162",
+        "c3sname": "Vertical integral of potential, internal and latent energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_temperature": {
+        "paramId": "p54.162",
+        "c3sname": "Vertical integral of temperature",
+        "c3sunit": "K kg m^-2"
+      },
+      "vertical_integral_of_thermal_energy": {
+        "paramId": "p60.162",
+        "c3sname": "Vertical integral of thermal energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertical_integral_of_total_energy": {
+        "paramId": "p63.162",
+        "c3sname": "Vertical integral of total energy",
+        "c3sunit": "J m^-2"
+      },
+      "vertically_integrated_moisture_divergence": {
+        "paramId": "vimd",
+        "c3sname": "Vertically integrated moisture divergence",
+        "c3sunit": "kg m^-2"
+      },
+      "volumetric_soil_water_layer_1": {
+        "paramId": "swvl1",
+        "c3sname": "Volumetric soil water layer 1",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_2": {
+        "paramId": "swvl2",
+        "c3sname": "Volumetric soil water layer 2",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_3": {
+        "paramId": "swvl3",
+        "c3sname": "Volumetric soil water layer 3",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_4": {
+        "paramId": "swvl4",
+        "c3sname": "Volumetric soil water layer 4",
+        "c3sunit": "m^3 m^-3"
+      },
+      "wave_spectral_directional_width": {
+        "paramId": "wdw",
+        "c3sname": "Wave spectral directional width",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_directional_width_for_swell": {
+        "paramId": "dwps",
+        "c3sname": "Wave spectral directional width for swell",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_directional_width_for_wind_waves": {
+        "paramId": "dwww",
+        "c3sname": "Wave spectral directional width for wind waves",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_kurtosis": {
+        "paramId": "wsk",
+        "c3sname": "Wave spectral kurtosis",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_peakedness": {
+        "paramId": "wsp",
+        "c3sname": "Wave spectral peakedness",
+        "c3sunit": "dimensionless"
+      },
+      "wave_spectral_skewness": {
+        "paramId": "wss",
+        "c3sname": "Wave spectral skewness",
+        "c3sunit": "dimensionless"
+      },
+      "zero_degree_level": {
+        "paramId": "deg0l",
+        "c3sname": "Zero degree level",
+        "c3sunit": "m"
+      }
+    },
+    "product_types": [
+      "mean",
+      "members",
+      "spread"
+    ]
+  },
+  "reanalysis-era5-land-monthly-means": {
+    "variables": {
+      "10m_u_component_of_wind": {
+        "paramId": "u10",
+        "c3sname": "10m u-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "10m_v_component_of_wind": {
+        "paramId": "v10",
+        "c3sname": "10m v-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "2m_dewpoint_temperature": {
+        "paramId": "d2m",
+        "c3sname": "2m dewpoint temperature",
+        "c3sunit": "K"
+      },
+      "2m_temperature": {
+        "paramId": "t2m",
+        "c3sname": "2m temperature",
+        "c3sunit": "K"
+      },
+      "evaporation_from_bare_soil": {
+        "paramId": "evabs",
+        "c3sname": "Evaporation from bare soil",
+        "c3sunit": "m of water equivalent"
+      },
+      "evaporation_from_open_water_surfaces_excluding_oceans": {
+        "paramId": "evaow",
+        "c3sname": "Evaporation from open water surfaces excluding oceans",
+        "c3sunit": "m of water equivalent"
+      },
+      "evaporation_from_the_top_of_canopy": {
+        "paramId": "evatc",
+        "c3sname": "Evaporation from the top of canopy",
+        "c3sunit": "m of water equivalent"
+      },
+      "evaporation_from_vegetation_transpiration": {
+        "paramId": "evavt",
+        "c3sname": "Evaporation from vegetation transpiration",
+        "c3sunit": "m of water equivalent"
+      },
+      "forecast_albedo": {
+        "paramId": "fal",
+        "c3sname": "Forecast albedo",
+        "c3sunit": "dimensionless"
+      },
+      "lake_bottom_temperature": {
+        "paramId": "lblt",
+        "c3sname": "Lake bottom temperature",
+        "c3sunit": "K"
+      },
+      "lake_ice_depth": {
+        "paramId": "licd",
+        "c3sname": "Lake ice depth",
+        "c3sunit": "m"
+      },
+      "lake_ice_temperature": {
+        "paramId": "lict",
+        "c3sname": "Lake ice temperature",
+        "c3sunit": "K"
+      },
+      "lake_mix_layer_depth": {
+        "paramId": "lmld",
+        "c3sname": "Lake mix-layer depth",
+        "c3sunit": "m"
+      },
+      "lake_mix_layer_temperature": {
+        "paramId": "lmlt",
+        "c3sname": "Lake mix-layer temperature",
+        "c3sunit": "K"
+      },
+      "lake_shape_factor": {
+        "paramId": "lshf",
+        "c3sname": "Lake shape factor",
+        "c3sunit": "dimensionless"
+      },
+      "lake_total_layer_temperature": {
+        "paramId": "ltlt",
+        "c3sname": "Lake total layer temperature",
+        "c3sunit": "K"
+      },
+      "leaf_area_index_high_vegetation": {
+        "paramId": "lai_hv",
+        "c3sname": "Leaf area index, high vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "leaf_area_index_low_vegetation": {
+        "paramId": "lai_lv",
+        "c3sname": "Leaf area index, low vegetation",
+        "c3sunit": "m^2 m^-2"
+      },
+      "potential_evaporation": {
+        "paramId": "pev",
+        "c3sname": "Potential evaporation",
+        "c3sunit": "m"
+      },
+      "runoff": {
+        "paramId": "ro",
+        "c3sname": "Runoff",
+        "c3sunit": "m"
+      },
+      "skin_reservoir_content": {
+        "paramId": "src",
+        "c3sname": "Skin reservoir content",
+        "c3sunit": "m of water equivalent"
+      },
+      "skin_temperature": {
+        "paramId": "skt",
+        "c3sname": "Skin temperature",
+        "c3sunit": "K"
+      },
+      "snow_albedo": {
+        "paramId": "asn",
+        "c3sname": "Snow albedo",
+        "c3sunit": "dimensionless"
+      },
+      "snow_cover": {
+        "paramId": "snowc",
+        "c3sname": "Snow cover",
+        "c3sunit": "%"
+      },
+      "snow_density": {
+        "paramId": "rsn",
+        "c3sname": "Snow density",
+        "c3sunit": "kg m^-3"
+      },
+      "snow_depth": {
+        "paramId": "sd",
+        "c3sname": "Snow depth",
+        "c3sunit": "m"
+      },
+      "snow_depth_water_equivalent": {
+        "paramId": "sd",
+        "c3sname": "Snow depth water equivalent",
+        "c3sunit": "m of water equivalent"
+      },
+      "snow_evaporation": {
+        "paramId": "es",
+        "c3sname": "Snow evaporation",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowfall": {
+        "paramId": "sf",
+        "c3sname": "Snowfall",
+        "c3sunit": "m of water equivalent"
+      },
+      "snowmelt": {
+        "paramId": "smlt",
+        "c3sname": "Snowmelt",
+        "c3sunit": "m of water equivalent"
+      },
+      "soil_temperature_level_1": {
+        "paramId": "stl1",
+        "c3sname": "Soil temperature level 1",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_2": {
+        "paramId": "stl2",
+        "c3sname": "Soil temperature level 2",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_3": {
+        "paramId": "stl3",
+        "c3sname": "Soil temperature level 3",
+        "c3sunit": "K"
+      },
+      "soil_temperature_level_4": {
+        "paramId": "stl4",
+        "c3sname": "Soil temperature level 4",
+        "c3sunit": "K"
+      },
+      "sub_surface_runoff": {
+        "paramId": "ssro",
+        "c3sname": "Sub-surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_latent_heat_flux": {
+        "paramId": "slhf",
+        "c3sname": "Surface latent heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_solar_radiation": {
+        "paramId": "ssr",
+        "c3sname": "Surface net solar radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_net_thermal_radiation": {
+        "paramId": "str",
+        "c3sname": "Surface net thermal radiation",
+        "c3sunit": "J m^-2"
+      },
+      "surface_pressure": {
+        "paramId": "sp",
+        "c3sname": "Surface pressure",
+        "c3sunit": "Pa"
+      },
+      "surface_runoff": {
+        "paramId": "sro",
+        "c3sname": "Surface runoff",
+        "c3sunit": "m"
+      },
+      "surface_sensible_heat_flux": {
+        "paramId": "sshf",
+        "c3sname": "Surface sensible heat flux",
+        "c3sunit": "J m^-2"
+      },
+      "surface_solar_radiation_downwards": {
+        "paramId": "ssrd",
+        "c3sname": "Surface solar radiation downwards",
+        "c3sunit": "J m-2"
+      },
+      "surface_thermal_radiation_downwards": {
+        "paramId": "strd",
+        "c3sname": "Surface thermal radiation downwards",
+        "c3sunit": "J m-2"
+      },
+      "temperature_of_snow_layer": {
+        "paramId": "tsn",
+        "c3sname": "Temperature of snow layer",
+        "c3sunit": "K"
+      },
+      "total_precipitation": {
+        "paramId": "tp",
+        "c3sname": "Total precipitation",
+        "c3sunit": "m"
+      },
+      "volumetric_soil_water_layer_1": {
+        "paramId": "swvl1",
+        "c3sname": "Volumetric soil water layer 1",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_2": {
+        "paramId": "swvl2",
+        "c3sname": "Volumetric soil water layer 2",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_3": {
+        "paramId": "swvl3",
+        "c3sname": "Volumetric soil water layer 3",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_soil_water_layer_4": {
+        "paramId": "swvl4",
+        "c3sname": "Volumetric soil water layer 4",
+        "c3sunit": "m^3 m^-3"
+      }
+    },
+    "product_types": [
+      "reanalysis-monthly-means-of-daily-means",
+      "reanalysis-synoptic-monthly-means"
+    ]
+  },
+  "reanalysis-uerra-europe-soil-levels": {
+    "variables": {
+      "soil_temperature": {
+        "paramId": "sot",
+        "c3sname": "Soil temperature",
+        "c3sunit": "K"
+      },
+      "volumetric_soil_moisture": {
+        "paramId": "vsw",
+        "c3sname": "Volumetric soil moisture",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_transpiration_stress_onset": {
+        "paramId": "voltso",
+        "c3sname": "Volumetric transpiration stress-onset",
+        "c3sunit": "m^3 m^-3"
+      },
+      "volumetric_wilting_point": {
+        "paramId": "vwiltm",
+        "c3sname": "Volumetric wilting point",
+        "c3sunit": "m^3 m^-3"
+      }
+    },
+    "product_types": [
+      "an"
+    ]
+  },
+  "reanalysis-uerra-europe-height-levels": {
+    "variables": {
+      "pressure": {
+        "paramId": "pres",
+        "c3sname": "Pressure",
+        "c3sunit": "Pa"
+      },
+      "relative_humidity": {
+        "paramId": "r",
+        "c3sname": "Relative humidity",
+        "c3sunit": "%"
+      },
+      "temperature": {
+        "paramId": "t",
+        "c3sname": "Temperature",
+        "c3sunit": "K"
+      },
+      "wind_direction": {
+        "paramId": "p3031",
+        "c3sname": "Wind direction",
+        "c3sunit": "Degrees"
+      },
+      "wind_speed": {
+        "paramId": "ws",
+        "c3sname": "Wind speed",
+        "c3sunit": "m s^-1"
+      }
+    },
+    "product_types": [
+      "an"
+    ]
+  },
+  "reanalysis-uerra-europe-pressure-levels": {
+    "variables": {
+      "geopotential": {
+        "paramId": "z",
+        "c3sname": "Geopotential",
+        "c3sunit": "m^2 s^-2"
+      },
+      "geopotential_height": {
+        "paramId": "gh",
+        "c3sname": "Geopotential height",
+        "c3sunit": "gpm (geopotential height in meter)"
+      },
+      "relative_humidity": {
+        "paramId": "r",
+        "c3sname": "Relative humidity",
+        "c3sunit": "%"
+      },
+      "temperature": {
+        "paramId": "t",
+        "c3sname": "Temperature",
+        "c3sunit": "K"
+      },
+      "u_component_of_wind": {
+        "paramId": "u",
+        "c3sname": "U-component of wind",
+        "c3sunit": "m s^-1"
+      },
+      "v_component_of_wind": {
+        "paramId": "v",
+        "c3sname": "V-component of wind",
+        "c3sunit": "m s^-1"
+      }
+    },
+    "product_types": [
+      "an"
+    ]
+  },
+  "reanalysis-uerra-europe-single-levels": {
+    "variables": {
+      "10m_wind_direction": {
+        "paramId": "wdir10",
+        "c3sname": "10m wind direction",
+        "c3sunit": "Degrees"
+      },
+      "10m_wind_speed": {
+        "paramId": "si10",
+        "c3sname": "10m wind speed",
+        "c3sunit": "m s^-1"
+      },
+      "2m_relative_humidity": {
+        "paramId": "r2",
+        "c3sname": "2m relative humidity",
+        "c3sunit": "%"
+      },
+      "2m_temperature": {
+        "paramId": "t2m",
+        "c3sname": "2m temperature",
+        "c3sunit": "K"
+      },
+      "albedo": {
+        "paramId": "al",
+        "c3sname": "Albedo",
+        "c3sunit": "%"
+      },
+      "high_cloud_cover": {
+        "paramId": "hcc",
+        "c3sname": "High cloud cover",
+        "c3sunit": "%"
+      },
+      "low_cloud_cover": {
+        "paramId": "lcc",
+        "c3sname": "Low cloud cover",
+        "c3sunit": "%"
+      },
+      "mean_sea_level_pressure": {
+        "paramId": "msl",
+        "c3sname": "Mean sea level pressure",
+        "c3sunit": "Pa"
+      },
+      "medium_cloud_cover": {
+        "paramId": "mcc",
+        "c3sname": "Medium cloud cover",
+        "c3sunit": "%"
+      },
+      "orography": {
+        "paramId": "orog",
+        "c3sname": "Orography",
+        "c3sunit": "gpm (geopotential height in meter)"
+      },
+      "skin_temperature": {
+        "paramId": "skt",
+        "c3sname": "Skin temperature",
+        "c3sunit": "K"
+      },
+      "snow_density": {
+        "paramId": "rsn",
+        "c3sname": "Snow density",
+        "c3sunit": "kg m^-3"
+      },
+      "snow_depth_water_equivalent": {
+        "paramId": "sd",
+        "c3sname": "Snow depth water equivalent",
+        "c3sunit": "Kg m^-2"
+      },
+      "surface_pressure": {
+        "paramId": "sp",
+        "c3sname": "Surface pressure",
+        "c3sunit": "Pa"
+      },
+      "surface_roughness": {
+        "paramId": "sr",
+        "c3sname": "Surface roughness",
+        "c3sunit": "m"
+      },
+      "total_cloud_cover": {
+        "paramId": "tcc",
+        "c3sname": "Total cloud cover",
+        "c3sunit": "%"
+      },
+      "total_column_integrated_water_vapour": {
+        "paramId": "tciwv",
+        "c3sname": "Total column integrated water vapour",
+        "c3sunit": "kg m^-2"
+      },
+      "total_precipitation": {
+        "paramId": "tp",
+        "c3sname": "Total precipitation",
+        "c3sunit": "kg m^-2"
+      }
+    },
+    "product_types": [
+      "an"
+    ]
+  }
+}
\ No newline at end of file
diff --git a/dqc_wrapper/grib/datasets.json b/dqc_wrapper/grib/datasets.json
deleted file mode 100644
index de6e1a5c8..000000000
--- a/dqc_wrapper/grib/datasets.json
+++ /dev/null
@@ -1,1764 +0,0 @@
-{
-  "seasonal-monthly-single-levels": {
-    "variables": {
-      "10m_u_component_of_wind": "u10",
-      "10m_v_component_of_wind": "v10",
-      "10m_wind_gust_since_previous_post_processing": "fg10",
-      "10m_wind_speed": "si10",
-      "2m_dewpoint_temperature": "d2m",
-      "2m_temperature": "t2m",
-      "east_west_surface_stress_rate_of_accumulation": "ewssra",
-      "evaporation": "erate",
-      "maximum_2m_temperature_in_the_last_24_hours": "mx2t24",
-      "mean_sea_level_pressure": "msl",
-      "minimum_2m_temperature_in_the_last_24_hours": "mn2t24",
-      "north_south_surface_stress_rate_of_accumulation": "nsssra",
-      "runoff": "mrort",
-      "sea_ice_cover": "siconc",
-      "sea_surface_temperature": "sst",
-      "snow_density": "rsn",
-      "snow_depth": "sd",
-      "snowfall": "mtsfr",
-      "soil_temperature_level_1": "stl1",
-      "surface_latent_heat_flux": "mslhfl",
-      "surface_sensible_heat_flux": "msshfl",
-      "surface_solar_radiation": "msnsrf",
-      "surface_solar_radiation_downwards": "msdsrf",
-      "surface_thermal_radiation": "msntrf",
-      "surface_thermal_radiation_downwards": "msdtrf",
-      "top_solar_radiation": "mtnsrf",
-      "top_thermal_radiation": "mtntrf",
-      "total_cloud_cover": "tcc",
-      "total_precipitation": "tprate"
-    },
-    "product_types": [
-      "em",
-      "hcmean",
-      "fcmax",
-      "fcmean",
-      "fcmin",
-      "fcstdev"
-    ]
-  },
-  "seasonal-original-single-levels": {
-    "variables": {
-      "10m_u_component_of_wind": "u10",
-      "10m_v_component_of_wind": "v10",
-      "10m_wind_gust_since_previous_post_processing": "fg10",
-      "2m_dewpoint_temperature": "d2m",
-      "2m_temperature": "t2m",
-      "eastward_turbulent_surface_stress": "ewss",
-      "evaporation": "e",
-      "land_sea_mask": "lsm",
-      "maximum_2m_temperature_in_the_last_24_hours": "mx2t24",
-      "mean_sea_level_pressure": "msl",
-      "minimum_2m_temperature_in_the_last_24_hours": "mn2t24",
-      "northward_turbulent_surface_stress": "nsss",
-      "orography": "z",
-      "runoff": "ro",
-      "sea_ice_cover": "siconc",
-      "sea_surface_temperature": "sst",
-      "snow_density": "rsn",
-      "snow_depth": "sd",
-      "snowfall": "sf",
-      "soil_temperature_level_1": "stl1",
-      "surface_latent_heat_flux": "slhf",
-      "surface_net_solar_radiation": "ssr",
-      "surface_net_thermal_radiation": "str",
-      "surface_sensible_heat_flux": "sshf",
-      "surface_solar_radiation_downwards": "ssrd",
-      "surface_thermal_radiation_downwards": "strd",
-      "toa_incident_solar_radiation": "tisr",
-      "top_net_solar_radiation": "tsr",
-      "top_net_thermal_radiation": "ttr",
-      "total_cloud_cover": "tcc",
-      "total_precipitation": "tp"
-    },
-    "product_types": [
-      "fc"
-    ]
-  },
-  "seasonal-monthly-pressure-levels": {
-    "variables": {
-      "geopotential": "z",
-      "specific_humidity": "q",
-      "temperature": "t",
-      "u_component_of_wind": "u",
-      "v_component_of_wind": "v"
-    },
-    "product_types": [
-      "em",
-      "hcmean",
-      "fcmean"
-    ]
-  },
-  "seasonal-postprocessed-pressure-levels": {
-    "variables": {
-      "geopotential_anomaly": "za",
-      "specific_humidity_anomaly": "qa",
-      "temperature_anomaly": "ta",
-      "u_component_of_wind_anomaly": "ua",
-      "v_component_of_wind_anomaly": "va"
-    },
-    "product_types": [
-      "em",
-      "fcmean"
-    ]
-  },
-  "seasonal-monthly-pressure-levels-area": {
-    "variables": {
-      "geopotential": "z",
-      "specific_humidity": "q",
-      "temperature": "t",
-      "u_component_of_wind": "u",
-      "v_component_of_wind": "v"
-    },
-    "product_types": [
-      "em",
-      "hcmean",
-      "fcmean"
-    ]
-  },
-  "seasonal-original-pressure-levels": {
-    "variables": {
-      "geopotential": "z",
-      "specific_humidity": "q",
-      "temperature": "t",
-      "u_component_of_wind": "u",
-      "v_component_of_wind": "v"
-    },
-    "product_types": [
-      "fc"
-    ]
-  },
-  "seasonal-postprocessed-single-levels": {
-    "variables": {
-      "10m_u_component_of_wind_anomaly": "ua10",
-      "10m_v_component_of_wind_anomaly": "va10",
-      "10m_wind_gust_anomaly": "fga10",
-      "10m_wind_speed_anomaly": "ua10",
-      "2m_dewpoint_temperature_anomaly": "d2a",
-      "2m_temperature_anomaly": "t2a",
-      "east_west_surface_stress_anomalous_rate_of_accumulation": "ewssara",
-      "evaporation_anomalous_rate_of_accumulation": "evara",
-      "maximum_2m_temperature_in_the_last_24_hours_anomaly": "mx2t24a",
-      "mean_sea_level_pressure_anomaly": "msla",
-      "minimum_2m_temperature_in_the_last_24_hours_anomaly": "mn2t24a",
-      "north_south_surface_stress_anomalous_rate_of_accumulation": "nsssara",
-      "runoff_anomalous_rate_of_accumulation": "roara",
-      "sea_ice_cover_anomaly": "sica",
-      "sea_surface_temperature_anomaly": "ssta",
-      "snow_density_anomaly": "rsna",
-      "snow_depth_anomaly": "sda",
-      "snowfall_anomalous_rate_of_accumulation": "sfara",
-      "soil_temperature_anomaly_level_1": "stal1",
-      "solar_insolation_anomalous_rate_of_accumulation": "soiara",
-      "surface_latent_heat_flux_anomalous_rate_of_accumulation": "slhfara",
-      "surface_sensible_heat_flux_anomalous_rate_of_accumulation": "sshfara",
-      "surface_solar_radiation_anomalous_rate_of_accumulation": "ssrara",
-      "surface_solar_radiation_downwards_anomalous_rate_of_accumulation": "ssrdara",
-      "surface_thermal_radiation_anomalous_rate_of_accumulation": "strara",
-      "surface_thermal_radiation_downwards_anomalous_rate_of_accumulation": "strdara",
-      "top_solar_radiation_anomalous_rate_of_accumulation": "tsrara",
-      "top_thermal_radiation_anomalous_rate_of_accumulation": "ttrara",
-      "total_cloud_cover_anomaly": "tcca",
-      "total_precipitation_anomalous_rate_of_accumulation": "tpara"
-    },
-    "product_types": [
-      "em",
-      "fcmean"
-    ]
-  },
-  "reanalysis-era5-land": {
-    "variables": {
-      "10m_u_component_of_wind": "u10",
-      "10m_v_component_of_wind": "v10",
-      "2m_dewpoint_temperature": "d2m",
-      "2m_temperature": "t2m",
-      "evaporation_from_bare_soil": "evabs",
-      "evaporation_from_open_water_surfaces_excluding_oceans": "evaow",
-      "evaporation_from_the_top_of_canopy": "evatc",
-      "evaporation_from_vegetation_transpiration": "evavt",
-      "evapotranspiration": "e",
-      "forecast_albedo": "fal",
-      "lake_bottom_temperature": "lblt",
-      "lake_ice_depth": "licd",
-      "lake_ice_temperature": "lict",
-      "lake_mix_layer_depth": "lmld",
-      "lake_mix_layer_temperature": "lmlt",
-      "lake_shape_factor": "lshf",
-      "lake_total_layer_temperature": "ltlt",
-      "leaf_area_index_high_vegetation": "lai_hv",
-      "leaf_area_index_low_vegetation": "lai_lv",
-      "potential_evaporation": "pev",
-      "runoff": "ro",
-      "skin_reservoir_content": "src",
-      "skin_temperature": "skt",
-      "snow_albedo": "asn",
-      "snow_cover": "snowc",
-      "snow_density": "rsn",
-      "snow_depth": "sd",
-      "snow_depth_water_equivalent": "sd",
-      "snow_evaporation": "es",
-      "snowfall": "sf",
-      "snowmelt": "smlt",
-      "soil_temperature_level_1": "stl1",
-      "soil_temperature_level_2": "stl2",
-      "soil_temperature_level_3": "stl3",
-      "soil_temperature_level_4": "stl4",
-      "sub_surface_runoff": "ssro",
-      "surface_latent_heat_flux": "slhf",
-      "surface_net_solar_radiation": "ssr",
-      "surface_net_thermal_radiation": "str",
-      "surface_pressure": "sp",
-      "surface_runoff": "sro",
-      "surface_sensible_heat_flux": "sshf",
-      "surface_solar_radiation_downwards": "ssrd",
-      "surface_thermal_radiation_downwards": "strd",
-      "temperature_of_snow_layer": "tsn",
-      "total_precipitation": "tp",
-      "volumetric_soil_water_layer_1": "swvl1",
-      "volumetric_soil_water_layer_2": "swvl2",
-      "volumetric_soil_water_layer_3": "swvl3",
-      "volumetric_soil_water_layer_4": "swvl4"
-    },
-    "product_types": []
-  },
-  "reanalysis-era5-latest-single-levels": {
-    "variables": {
-      "100m_u_component_of_wind": "u100",
-      "100m_v_component_of_wind": "v100",
-      "10m_u_component_of_neutral_wind": "u10n",
-      "10m_u_component_of_wind": "u10",
-      "10m_v_component_of_neutral_wind": "v10n",
-      "10m_v_component_of_wind": "v10",
-      "10m_wind_gust_since_previous_post_processing": "fg10",
-      "2m_dewpoint_temperature": "d2m",
-      "2m_temperature": "t2m",
-      "air_density_over_the_oceans": "p140209",
-      "altimeter_corrected_wave_height": "acwh",
-      "altimeter_range_relative_correction": "arrc",
-      "altimeter_wave_height": "awh",
-      "angle_of_sub_gridscale_orography": "anor",
-      "anisotropy_of_sub_gridscale_orography": "isor",
-      "benjamin_feir_index": "bfi",
-      "boundary_layer_dissipation": "bld",
-      "boundary_layer_height": "blh",
-      "charnock": "chnk",
-      "clear_sky_direct_solar_radiation_at_surface": "cdir",
-      "cloud_base_height": "cbh",
-      "coefficient_of_drag_with_waves": "cdww",
-      "convective_available_potential_energy": "cape",
-      "convective_inhibition": "cin",
-      "convective_precipitation": "cp",
-      "convective_rain_rate": "crr",
-      "convective_snowfall": "csf",
-      "convective_snowfall_rate_water_equivalent": "csfr",
-      "downward_uv_radiation_at_the_surface": "uvb",
-      "duct_base_height": "dctb",
-      "eastward_gravity_wave_surface_stress": "lgws",
-      "eastward_turbulent_surface_stress": "ewss",
-      "evaporation": "e",
-      "forecast_albedo": "fal",
-      "forecast_logarithm_of_surface_roughness_for_heat": "flsr",
-      "forecast_surface_roughness": "fsr",
-      "free_convective_velocity_over_the_oceans": "p140208",
-      "friction_velocity": "zust",
-      "gravity_wave_dissipation": "gwd",
-      "high_cloud_cover": "hcc",
-      "high_vegetation_cover": "cvh",
-      "ice_temperature_layer_1": "istl1",
-      "ice_temperature_layer_2": "istl2",
-      "ice_temperature_layer_3": "istl3",
-      "ice_temperature_layer_4": "istl4",
-      "instantaneous_10m_wind_gust": "i10fg",
-      "instantaneous_eastward_turbulent_surface_stress": "iews",
-      "instantaneous_large_scale_surface_precipitation_fraction": "ilspf",
-      "instantaneous_moisture_flux": "ie",
-      "instantaneous_northward_turbulent_surface_stress": "inss",
-      "instantaneous_surface_sensible_heat_flux": "ishf",
-      "k_index": "kx",
-      "lake_bottom_temperature": "lblt",
-      "lake_cover": "cl",
-      "lake_depth": "dl",
-      "lake_ice_depth": "licd",
-      "lake_ice_temperature": "lict",
-      "lake_mix_layer_depth": "lmld",
-      "lake_mix_layer_temperature": "lmlt",
-      "lake_shape_factor": "lshf",
-      "lake_total_layer_temperature": "ltlt",
-      "land_sea_mask": "lsm",
-      "large_scale_precipitation": "lsp",
-      "large_scale_precipitation_fraction": "lspf",
-      "large_scale_rain_rate": "lsrr",
-      "large_scale_snowfall": "lsf",
-      "large_scale_snowfall_rate_water_equivalent": "lssfr",
-      "leaf_area_index_high_vegetation": "lai_hv",
-      "leaf_area_index_low_vegetation": "lai_lv",
-      "low_cloud_cover": "lcc",
-      "low_vegetation_cover": "cvl",
-      "maximum_2m_temperature_since_previous_post_processing": "mx2t",
-      "maximum_individual_wave_height": "hmax",
-      "maximum_total_precipitation_rate_since_previous_post_processing": "mxtpr",
-      "mean_boundary_layer_dissipation": "mbld",
-      "mean_convective_precipitation_rate": "mcpr",
-      "mean_convective_snowfall_rate": "mcsr",
-      "mean_direction_of_total_swell": "mdts",
-      "mean_direction_of_wind_waves": "mdww",
-      "mean_eastward_gravity_wave_surface_stress": "megwss",
-      "mean_eastward_turbulent_surface_stress": "metss",
-      "mean_evaporation_rate": "mer",
-      "mean_gravity_wave_dissipation": "mgwd",
-      "mean_large_scale_precipitation_fraction": "mlspf",
-      "mean_large_scale_precipitation_rate": "mlspr",
-      "mean_large_scale_snowfall_rate": "mlssr",
-      "mean_northward_gravity_wave_surface_stress": "mngwss",
-      "mean_northward_turbulent_surface_stress": "mntss",
-      "mean_period_of_total_swell": "mpts",
-      "mean_period_of_wind_waves": "mpww",
-      "mean_potential_evaporation_rate": "mper",
-      "mean_runoff_rate": "mror",
-      "mean_sea_level_pressure": "msl",
-      "mean_snow_evaporation_rate": "mser",
-      "mean_snowfall_rate": "msr",
-      "mean_snowmelt_rate": "msmr",
-      "mean_square_slope_of_waves": "msqs",
-      "mean_sub_surface_runoff_rate": "mssror",
-      "mean_surface_direct_short_wave_radiation_flux": "msdrswrf",
-      "mean_surface_direct_short_wave_radiation_flux_clear_sky": "msdrswrfcs",
-      "mean_surface_downward_long_wave_radiation_flux": "msdwlwrf",
-      "mean_surface_downward_long_wave_radiation_flux_clear_sky": "msdwlwrfcs",
-      "mean_surface_downward_short_wave_radiation_flux": "msdwswrf",
-      "mean_surface_downward_short_wave_radiation_flux_clear_sky": "msdwswrfcs",
-      "mean_surface_downward_uv_radiation_flux": "msdwuvrf",
-      "mean_surface_latent_heat_flux": "mslhf",
-      "mean_surface_net_long_wave_radiation_flux": "msnlwrf",
-      "mean_surface_net_long_wave_radiation_flux_clear_sky": "msnlwrfcs",
-      "mean_surface_net_short_wave_radiation_flux": "msnswrf",
-      "mean_surface_net_short_wave_radiation_flux_clear_sky": "msnswrfcs",
-      "mean_surface_runoff_rate": "msror",
-      "mean_surface_sensible_heat_flux": "msshf",
-      "mean_top_downward_short_wave_radiation_flux": "mtdwswrf",
-      "mean_top_net_long_wave_radiation_flux": "mtnlwrf",
-      "mean_top_net_long_wave_radiation_flux_clear_sky": "mtnlwrfcs",
-      "mean_top_net_short_wave_radiation_flux": "mtnswrf",
-      "mean_top_net_short_wave_radiation_flux_clear_sky": "mtnswrfcs",
-      "mean_total_precipitation_rate": "mtpr",
-      "mean_vertical_gradient_of_refractivity_inside_trapping_layer": "dndza",
-      "mean_vertically_integrated_moisture_divergence": "mvimd",
-      "mean_wave_direction": "mwd",
-      "mean_wave_direction_of_first_swell_partition": "p140122",
-      "mean_wave_direction_of_second_swell_partition": "p140125",
-      "mean_wave_direction_of_third_swell_partition": "p140128",
-      "mean_wave_period": "mwp",
-      "mean_wave_period_based_on_first_moment": "mp1",
-      "mean_wave_period_based_on_first_moment_for_swell": "p1ps",
-      "mean_wave_period_based_on_first_moment_for_wind_waves": "p1ww",
-      "mean_wave_period_based_on_second_moment_for_swell": "p2ps",
-      "mean_wave_period_based_on_second_moment_for_wind_waves": "p2ww",
-      "mean_wave_period_of_first_swell_partition": "p140123",
-      "mean_wave_period_of_second_swell_partition": "p140126",
-      "mean_wave_period_of_third_swell_partition": "p140129",
-      "mean_zero_crossing_wave_period": "mp2",
-      "medium_cloud_cover": "mcc",
-      "minimum_2m_temperature_since_previous_post_processing": "mn2t",
-      "minimum_total_precipitation_rate_since_previous_post_processing": "mntpr",
-      "minimum_vertical_gradient_of_refractivity_inside_trapping_layer": "dndzn",
-      "model_bathymetry": "wmb",
-      "near_ir_albedo_for_diffuse_radiation": "alnid",
-      "near_ir_albedo_for_direct_radiation": "alnip",
-      "normalized_energy_flux_into_ocean": "phioc",
-      "normalized_energy_flux_into_waves": "phiaw",
-      "normalized_stress_into_ocean": "tauoc",
-      "northward_gravity_wave_surface_stress": "mgws",
-      "northward_turbulent_surface_stress": "nsss",
-      "ocean_surface_stress_equivalent_10m_neutral_wind_direction": "dwi",
-      "ocean_surface_stress_equivalent_10m_neutral_wind_speed": "wind",
-      "orography": "z",
-      "peak_wave_period": "pp1d",
-      "period_corresponding_to_maximum_individual_wave_height": "tmax",
-      "potential_evaporation": "pev",
-      "precipitation_type": "ptype",
-      "runoff": "ro",
-      "sea_ice_cover": "siconc",
-      "sea_surface_temperature": "sst",
-      "significant_height_of_combined_wind_waves_and_swell": "swh",
-      "significant_height_of_total_swell": "shts",
-      "significant_height_of_wind_waves": "shww",
-      "significant_wave_height_of_first_swell_partition": "p140121",
-      "significant_wave_height_of_second_swell_partition": "p140124",
-      "significant_wave_height_of_third_swell_partition": "p140127",
-      "skin_reservoir_content": "src",
-      "skin_temperature": "skt",
-      "slope_of_sub_gridscale_orography": "slor",
-      "snow_albedo": "asn",
-      "snow_density": "rsn",
-      "snow_depth": "sd",
-      "snow_evaporation": "es",
-      "snowfall": "sf",
-      "snowmelt": "smlt",
-      "soil_temperature_level_1": "stl1",
-      "soil_temperature_level_2": "stl2",
-      "soil_temperature_level_3": "stl3",
-      "soil_temperature_level_4": "stl4",
-      "soil_type": "slt",
-      "standard_deviation_of_filtered_subgrid_orography": "sdfor",
-      "standard_deviation_of_orography": "sdor",
-      "sub_surface_runoff": "ssro",
-      "surface_latent_heat_flux": "slhf",
-      "surface_net_solar_radiation": "ssr",
-      "surface_net_solar_radiation_clear_sky": "ssrc",
-      "surface_net_thermal_radiation": "str",
-      "surface_net_thermal_radiation_clear_sky": "strc",
-      "surface_pressure": "sp",
-      "surface_runoff": "sro",
-      "surface_sensible_heat_flux": "sshf",
-      "surface_solar_radiation_downward_clear_sky": "ssrdc",
-      "surface_solar_radiation_downwards": "ssrd",
-      "surface_thermal_radiation_downward_clear_sky": "strdc",
-      "surface_thermal_radiation_downwards": "strd",
-      "temperature_of_snow_layer": "tsn",
-      "toa_incident_solar_radiation": "tisr",
-      "top_net_solar_radiation": "tsr",
-      "top_net_solar_radiation_clear_sky": "tsrc",
-      "top_net_thermal_radiation": "ttr",
-      "top_net_thermal_radiation_clear_sky": "ttrc",
-      "total_cloud_cover": "tcc",
-      "total_column_cloud_ice_water": "tciw",
-      "total_column_cloud_liquid_water": "tclw",
-      "total_column_ozone": "tco3",
-      "total_column_rain_water": "tcrw",
-      "total_column_snow_water": "tcsw",
-      "total_column_supercooled_liquid_water": "tcslw",
-      "total_column_water": "tcw",
-      "total_column_water_vapour": "tcwv",
-      "total_precipitation": "tp",
-      "total_sky_direct_solar_radiation_at_surface": "fdir",
-      "total_totals_index": "totalx",
-      "trapping_layer_base_height": "tplb",
-      "trapping_layer_top_height": "tplt",
-      "type_of_high_vegetation": "tvh",
-      "type_of_low_vegetation": "tvl",
-      "u_component_stokes_drift": "ust",
-      "uv_visible_albedo_for_diffuse_radiation": "aluvd",
-      "uv_visible_albedo_for_direct_radiation": "aluvp",
-      "v_component_stokes_drift": "vst",
-      "vertical_integral_of_divergence_of_cloud_frozen_water_flux": "p80.162",
-      "vertical_integral_of_divergence_of_cloud_liquid_water_flux": "p79.162",
-      "vertical_integral_of_divergence_of_geopotential_flux": "p85.162",
-      "vertical_integral_of_divergence_of_kinetic_energy_flux": "p82.162",
-      "vertical_integral_of_divergence_of_mass_flux": "p81.162",
-      "vertical_integral_of_divergence_of_moisture_flux": "p84.162",
-      "vertical_integral_of_divergence_of_ozone_flux": "p87.162",
-      "vertical_integral_of_divergence_of_thermal_energy_flux": "p83.162",
-      "vertical_integral_of_divergence_of_total_energy_flux": "p86.162",
-      "vertical_integral_of_eastward_cloud_frozen_water_flux": "p90.162",
-      "vertical_integral_of_eastward_cloud_liquid_water_flux": "p88.162",
-      "vertical_integral_of_eastward_geopotential_flux": "p73.162",
-      "vertical_integral_of_eastward_heat_flux": "p69.162",
-      "vertical_integral_of_eastward_kinetic_energy_flux": "p67.162",
-      "vertical_integral_of_eastward_mass_flux": "p65.162",
-      "vertical_integral_of_eastward_ozone_flux": "p77.162",
-      "vertical_integral_of_eastward_total_energy_flux": "p75.162",
-      "vertical_integral_of_eastward_water_vapour_flux": "p71.162",
-      "vertical_integral_of_energy_conversion": "p64.162",
-      "vertical_integral_of_kinetic_energy": "p59.162",
-      "vertical_integral_of_mass_of_atmosphere": "p53.162",
-      "vertical_integral_of_mass_tendency": "p92.162",
-      "vertical_integral_of_northward_cloud_frozen_water_flux": "p91.162",
-      "vertical_integral_of_northward_cloud_liquid_water_flux": "p89.162",
-      "vertical_integral_of_northward_geopotential_flux": "p74.162",
-      "vertical_integral_of_northward_heat_flux": "p70.162",
-      "vertical_integral_of_northward_kinetic_energy_flux": "p68.162",
-      "vertical_integral_of_northward_mass_flux": "p66.162",
-      "vertical_integral_of_northward_ozone_flux": "p78.162",
-      "vertical_integral_of_northward_total_energy_flux": "p76.162",
-      "vertical_integral_of_northward_water_vapour_flux": "p72.162",
-      "vertical_integral_of_potential_and_internal_energy": "p61.162",
-      "vertical_integral_of_potential_internal_and_latent_energy": "p62.162",
-      "vertical_integral_of_temperature": "p54.162",
-      "vertical_integral_of_thermal_energy": "p60.162",
-      "vertical_integral_of_total_energy": "p63.162",
-      "vertically_integrated_moisture_divergence": "vimd",
-      "volumetric_soil_water_layer_1": "swvl1",
-      "volumetric_soil_water_layer_2": "swvl2",
-      "volumetric_soil_water_layer_3": "swvl3",
-      "volumetric_soil_water_layer_4": "swvl4",
-      "wave_spectral_directional_width": "wdw",
-      "wave_spectral_directional_width_for_swell": "dwps",
-      "wave_spectral_directional_width_for_wind_waves": "dwww",
-      "wave_spectral_kurtosis": "wsk",
-      "wave_spectral_peakedness": "wsp",
-      "wave_spectral_skewness": "wss",
-      "zero_degree_level": "deg0l"
-    },
-    "product_types": [
-      "mean",
-      "members",
-      "spread"
-    ]
-  },
-  "reanalysis-era5-single-levels-monthly-means": {
-    "variables": {
-      "100m_u_component_of_wind": "u100",
-      "100m_v_component_of_wind": "v100",
-      "10m_u_component_of_neutral_wind": "u10n",
-      "10m_u_component_of_wind": "u10",
-      "10m_v_component_of_neutral_wind": "v10n",
-      "10m_v_component_of_wind": "v10",
-      "10m_wind_speed": "si10",
-      "2m_dewpoint_temperature": "d2m",
-      "2m_temperature": "t2m",
-      "air_density_over_the_oceans": "p140209",
-      "angle_of_sub_gridscale_orography": "anor",
-      "anisotropy_of_sub_gridscale_orography": "isor",
-      "benjamin_feir_index": "bfi",
-      "boundary_layer_dissipation": "bld",
-      "boundary_layer_height": "blh",
-      "charnock": "chnk",
-      "clear_sky_direct_solar_radiation_at_surface": "cdir",
-      "cloud_base_height": "cbh",
-      "coefficient_of_drag_with_waves": "cdww",
-      "convective_available_potential_energy": "cape",
-      "convective_inhibition": "cin",
-      "convective_precipitation": "cp",
-      "convective_rain_rate": "crr",
-      "convective_snowfall": "csf",
-      "convective_snowfall_rate_water_equivalent": "csfr",
-      "downward_uv_radiation_at_the_surface": "uvb",
-      "duct_base_height": "dctb",
-      "eastward_gravity_wave_surface_stress": "lgws",
-      "eastward_turbulent_surface_stress": "ewss",
-      "evaporation": "e",
-      "forecast_albedo": "fal",
-      "forecast_logarithm_of_surface_roughness_for_heat": "flsr",
-      "forecast_surface_roughness": "fsr",
-      "free_convective_velocity_over_the_oceans": "p140208",
-      "friction_velocity": "zust",
-      "gravity_wave_dissipation": "gwd",
-      "high_cloud_cover": "hcc",
-      "high_vegetation_cover": "cvh",
-      "ice_temperature_layer_1": "istl1",
-      "ice_temperature_layer_2": "istl2",
-      "ice_temperature_layer_3": "istl3",
-      "ice_temperature_layer_4": "istl4",
-      "instantaneous_10m_wind_gust": "i10fg",
-      "instantaneous_eastward_turbulent_surface_stress": "iews",
-      "instantaneous_large_scale_surface_precipitation_fraction": "ilspf",
-      "instantaneous_moisture_flux": "ie",
-      "instantaneous_northward_turbulent_surface_stress": "inss",
-      "instantaneous_surface_sensible_heat_flux": "ishf",
-      "k_index": "kx",
-      "lake_bottom_temperature": "lblt",
-      "lake_cover": "cl",
-      "lake_depth": "dl",
-      "lake_ice_depth": "licd",
-      "lake_ice_temperature": "lict",
-      "lake_mix_layer_depth": "lmld",
-      "lake_mix_layer_temperature": "lmlt",
-      "lake_shape_factor": "lshf",
-      "lake_total_layer_temperature": "ltlt",
-      "land_sea_mask": "lsm",
-      "large_scale_precipitation": "lsp",
-      "large_scale_precipitation_fraction": "lspf",
-      "large_scale_rain_rate": "lsrr",
-      "large_scale_snowfall": "lsf",
-      "large_scale_snowfall_rate_water_equivalent": "lssfr",
-      "leaf_area_index_high_vegetation": "lai_hv",
-      "leaf_area_index_low_vegetation": "lai_lv",
-      "low_cloud_cover": "lcc",
-      "low_vegetation_cover": "cvl",
-      "magnitude_of_turbulent_surface_stress": "magss",
-      "maximum_individual_wave_height": "hmax",
-      "mean_boundary_layer_dissipation": "mbld",
-      "mean_convective_precipitation_rate": "mcpr",
-      "mean_convective_snowfall_rate": "mcsr",
-      "mean_direction_of_total_swell": "mdts",
-      "mean_direction_of_wind_waves": "mdww",
-      "mean_eastward_gravity_wave_surface_stress": "megwss",
-      "mean_eastward_turbulent_surface_stress": "metss",
-      "mean_evaporation_rate": "mer",
-      "mean_gravity_wave_dissipation": "mgwd",
-      "mean_large_scale_precipitation_fraction": "mlspf",
-      "mean_large_scale_precipitation_rate": "mlspr",
-      "mean_large_scale_snowfall_rate": "mlssr",
-      "mean_magnitude_of_turbulent_surface_stress": "mmtss",
-      "mean_northward_gravity_wave_surface_stress": "mngwss",
-      "mean_northward_turbulent_surface_stress": "mntss",
-      "mean_period_of_total_swell": "mpts",
-      "mean_period_of_wind_waves": "mpww",
-      "mean_potential_evaporation_rate": "mper",
-      "mean_runoff_rate": "mror",
-      "mean_sea_level_pressure": "msl",
-      "mean_snow_evaporation_rate": "mser",
-      "mean_snowfall_rate": "msr",
-      "mean_snowmelt_rate": "msmr",
-      "mean_square_slope_of_waves": "msqs",
-      "mean_sub_surface_runoff_rate": "mssror",
-      "mean_surface_direct_short_wave_radiation_flux": "msdrswrf",
-      "mean_surface_direct_short_wave_radiation_flux_clear_sky": "msdrswrfcs",
-      "mean_surface_downward_long_wave_radiation_flux": "msdwlwrf",
-      "mean_surface_downward_long_wave_radiation_flux_clear_sky": "msdwlwrfcs",
-      "mean_surface_downward_short_wave_radiation_flux": "msdwswrf",
-      "mean_surface_downward_short_wave_radiation_flux_clear_sky": "msdwswrfcs",
-      "mean_surface_downward_uv_radiation_flux": "msdwuvrf",
-      "mean_surface_latent_heat_flux": "mslhf",
-      "mean_surface_net_long_wave_radiation_flux": "msnlwrf",
-      "mean_surface_net_long_wave_radiation_flux_clear_sky": "msnlwrfcs",
-      "mean_surface_net_short_wave_radiation_flux": "msnswrf",
-      "mean_surface_net_short_wave_radiation_flux_clear_sky": "msnswrfcs",
-      "mean_surface_runoff_rate": "msror",
-      "mean_surface_sensible_heat_flux": "msshf",
-      "mean_top_downward_short_wave_radiation_flux": "mtdwswrf",
-      "mean_top_net_long_wave_radiation_flux": "mtnlwrf",
-      "mean_top_net_long_wave_radiation_flux_clear_sky": "mtnlwrfcs",
-      "mean_top_net_short_wave_radiation_flux": "mtnswrf",
-      "mean_top_net_short_wave_radiation_flux_clear_sky": "mtnswrfcs",
-      "mean_total_precipitation_rate": "mtpr",
-      "mean_vertical_gradient_of_refractivity_inside_trapping_layer": "dndza",
-      "mean_vertically_integrated_moisture_divergence": "mvimd",
-      "mean_wave_direction": "mwd",
-      "mean_wave_direction_of_first_swell_partition": "p140122",
-      "mean_wave_direction_of_second_swell_partition": "p140125",
-      "mean_wave_direction_of_third_swell_partition": "p140128",
-      "mean_wave_period": "mwp",
-      "mean_wave_period_based_on_first_moment": "mp1",
-      "mean_wave_period_based_on_first_moment_for_swell": "p1ps",
-      "mean_wave_period_based_on_first_moment_for_wind_waves": "p1ww",
-      "mean_wave_period_based_on_second_moment_for_swell": "p2ps",
-      "mean_wave_period_based_on_second_moment_for_wind_waves": "p2ww",
-      "mean_wave_period_of_first_swell_partition": "p140123",
-      "mean_wave_period_of_second_swell_partition": "p140126",
-      "mean_wave_period_of_third_swell_partition": "p140129",
-      "mean_zero_crossing_wave_period": "mp2",
-      "medium_cloud_cover": "mcc",
-      "minimum_vertical_gradient_of_refractivity_inside_trapping_layer": "dndzn",
-      "model_bathymetry": "wmb",
-      "near_ir_albedo_for_diffuse_radiation": "alnid",
-      "near_ir_albedo_for_direct_radiation": "alnip",
-      "normalized_energy_flux_into_ocean": "phioc",
-      "normalized_energy_flux_into_waves": "phiaw",
-      "normalized_stress_into_ocean": "tauoc",
-      "northward_gravity_wave_surface_stress": "mgws",
-      "northward_turbulent_surface_stress": "nsss",
-      "ocean_surface_stress_equivalent_10m_neutral_wind_direction": "dwi",
-      "ocean_surface_stress_equivalent_10m_neutral_wind_speed": "wind",
-      "orography": "z",
-      "peak_wave_period": "pp1d",
-      "period_corresponding_to_maximum_individual_wave_height": "tmax",
-      "potential_evaporation": "pev",
-      "precipitation_type": "ptype",
-      "runoff": "ro",
-      "sea_ice_cover": "siconc",
-      "sea_surface_temperature": "sst",
-      "significant_height_of_combined_wind_waves_and_swell": "swh",
-      "significant_height_of_total_swell": "shts",
-      "significant_height_of_wind_waves": "shww",
-      "significant_wave_height_of_first_swell_partition": "p140121",
-      "significant_wave_height_of_second_swell_partition": "p140124",
-      "significant_wave_height_of_third_swell_partition": "p140127",
-      "skin_reservoir_content": "src",
-      "skin_temperature": "skt",
-      "slope_of_sub_gridscale_orography": "slor",
-      "snow_albedo": "asn",
-      "snow_density": "rsn",
-      "snow_depth": "sd",
-      "snow_evaporation": "es",
-      "snowfall": "sf",
-      "snowmelt": "smlt",
-      "soil_temperature_level_1": "stl1",
-      "soil_temperature_level_2": "stl2",
-      "soil_temperature_level_3": "stl3",
-      "soil_temperature_level_4": "stl4",
-      "soil_type": "slt",
-      "standard_deviation_of_filtered_subgrid_orography": "sdfor",
-      "standard_deviation_of_orography": "sdor",
-      "sub_surface_runoff": "ssro",
-      "surface_latent_heat_flux": "slhf",
-      "surface_net_solar_radiation": "ssr",
-      "surface_net_solar_radiation_clear_sky": "ssrc",
-      "surface_net_thermal_radiation": "str",
-      "surface_net_thermal_radiation_clear_sky": "strc",
-      "surface_pressure": "sp",
-      "surface_runoff": "sro",
-      "surface_sensible_heat_flux": "sshf",
-      "surface_solar_radiation_downward_clear_sky": "ssrdc",
-      "surface_solar_radiation_downwards": "ssrd",
-      "surface_thermal_radiation_downward_clear_sky": "strdc",
-      "surface_thermal_radiation_downwards": "strd",
-      "temperature_of_snow_layer": "tsn",
-      "toa_incident_solar_radiation": "tisr",
-      "top_net_solar_radiation": "tsr",
-      "top_net_solar_radiation_clear_sky": "tsrc",
-      "top_net_thermal_radiation": "ttr",
-      "top_net_thermal_radiation_clear_sky": "ttrc",
-      "total_cloud_cover": "tcc",
-      "total_column_cloud_ice_water": "tciw",
-      "total_column_cloud_liquid_water": "tclw",
-      "total_column_ozone": "tco3",
-      "total_column_rain_water": "tcrw",
-      "total_column_snow_water": "tcsw",
-      "total_column_supercooled_liquid_water": "tcslw",
-      "total_column_water": "tcw",
-      "total_column_water_vapour": "tcwv",
-      "total_precipitation": "tp",
-      "total_sky_direct_solar_radiation_at_surface": "fdir",
-      "total_totals_index": "totalx",
-      "trapping_layer_base_height": "tplb",
-      "trapping_layer_top_height": "tplt",
-      "type_of_high_vegetation": "tvh",
-      "type_of_low_vegetation": "tvl",
-      "u_component_stokes_drift": "ust",
-      "uv_visible_albedo_for_diffuse_radiation": "aluvd",
-      "uv_visible_albedo_for_direct_radiation": "aluvp",
-      "v_component_stokes_drift": "vst",
-      "vertical_integral_of_divergence_of_cloud_frozen_water_flux": "p80.162",
-      "vertical_integral_of_divergence_of_cloud_liquid_water_flux": "p79.162",
-      "vertical_integral_of_divergence_of_geopotential_flux": "p85.162",
-      "vertical_integral_of_divergence_of_kinetic_energy_flux": "p82.162",
-      "vertical_integral_of_divergence_of_mass_flux": "p81.162",
-      "vertical_integral_of_divergence_of_moisture_flux": "p84.162",
-      "vertical_integral_of_divergence_of_ozone_flux": "p87.162",
-      "vertical_integral_of_divergence_of_thermal_energy_flux": "p83.162",
-      "vertical_integral_of_divergence_of_total_energy_flux": "p86.162",
-      "vertical_integral_of_eastward_cloud_frozen_water_flux": "p90.162",
-      "vertical_integral_of_eastward_cloud_liquid_water_flux": "p88.162",
-      "vertical_integral_of_eastward_geopotential_flux": "p73.162",
-      "vertical_integral_of_eastward_heat_flux": "p69.162",
-      "vertical_integral_of_eastward_kinetic_energy_flux": "p67.162",
-      "vertical_integral_of_eastward_mass_flux": "p65.162",
-      "vertical_integral_of_eastward_ozone_flux": "p77.162",
-      "vertical_integral_of_eastward_total_energy_flux": "p75.162",
-      "vertical_integral_of_eastward_water_vapour_flux": "p71.162",
-      "vertical_integral_of_energy_conversion": "p64.162",
-      "vertical_integral_of_kinetic_energy": "p59.162",
-      "vertical_integral_of_mass_of_atmosphere": "p53.162",
-      "vertical_integral_of_mass_tendency": "p92.162",
-      "vertical_integral_of_northward_cloud_frozen_water_flux": "p91.162",
-      "vertical_integral_of_northward_cloud_liquid_water_flux": "p89.162",
-      "vertical_integral_of_northward_geopotential_flux": "p74.162",
-      "vertical_integral_of_northward_heat_flux": "p70.162",
-      "vertical_integral_of_northward_kinetic_energy_flux": "p68.162",
-      "vertical_integral_of_northward_mass_flux": "p66.162",
-      "vertical_integral_of_northward_ozone_flux": "p78.162",
-      "vertical_integral_of_northward_total_energy_flux": "p76.162",
-      "vertical_integral_of_northward_water_vapour_flux": "p72.162",
-      "vertical_integral_of_potential_and_internal_energy": "p61.162",
-      "vertical_integral_of_potential_internal_and_latent_energy": "p62.162",
-      "vertical_integral_of_temperature": "p54.162",
-      "vertical_integral_of_thermal_energy": "p60.162",
-      "vertical_integral_of_total_energy": "p63.162",
-      "vertically_integrated_moisture_divergence": "vimd",
-      "volumetric_soil_water_layer_1": "swvl1",
-      "volumetric_soil_water_layer_2": "swvl2",
-      "volumetric_soil_water_layer_3": "swvl3",
-      "volumetric_soil_water_layer_4": "swvl4",
-      "wave_spectral_directional_width": "wdw",
-      "wave_spectral_directional_width_for_swell": "dwps",
-      "wave_spectral_directional_width_for_wind_waves": "dwww",
-      "wave_spectral_kurtosis": "wsk",
-      "wave_spectral_peakedness": "wsp",
-      "wave_spectral_skewness": "wss",
-      "zero_degree_level": "deg0l"
-    },
-    "product_types": [
-      "members-monthly-means-of-daily-means",
-      "members-synoptic-monthly-means",
-      "reanalysis-monthly-means-of-daily-means",
-      "reanalysis-synoptic-monthly-means"
-    ]
-  },
-  "reanalysis-era5-pressure-levels": {
-    "variables": {
-      "divergence": "d",
-      "fraction_of_cloud_cover": "cc",
-      "geopotential": "z",
-      "ozone_mass_mixing_ratio": "o3",
-      "potential_vorticity": "pv",
-      "relative_humidity": "r",
-      "specific_cloud_ice_water_content": "ciwc",
-      "specific_cloud_liquid_water_content": "clwc",
-      "specific_humidity": "q",
-      "specific_rain_water_content": "crwc",
-      "specific_snow_water_content": "cswc",
-      "temperature": "t",
-      "u_component_of_wind": "u",
-      "v_component_of_wind": "v",
-      "vertical_velocity": "w",
-      "vorticity": "vo"
-    },
-    "product_types": [
-      "mean",
-      "members",
-      "spread"
-    ]
-  },
-  "reanalysis-era5-pressure-levels-monthly-means": {
-    "variables": {
-      "divergence": "d",
-      "fraction_of_cloud_cover": "cc",
-      "geopotential": "z",
-      "ozone_mass_mixing_ratio": "o3",
-      "potential_vorticity": "pv",
-      "relative_humidity": "r",
-      "specific_cloud_ice_water_content": "ciwc",
-      "specific_cloud_liquid_water_content": "clwc",
-      "specific_humidity": "q",
-      "specific_rain_water_content": "crwc",
-      "specific_snow_water_content": "cswc",
-      "temperature": "t",
-      "u_component_of_wind": "u",
-      "v_component_of_wind": "v",
-      "vertical_velocity": "w",
-      "vorticity": "vo"
-    },
-    "product_types": [
-      "members-monthly-means-of-daily-means",
-      "members-synoptic-monthly-means",
-      "reanalysis-monthly-means-of-daily-means",
-      "reanalysis-synoptic-monthly-means"
-    ]
-  },
-  "reanalysis-era5-single-levels": {
-    "variables": {
-      "100m_u_component_of_wind": "u100",
-      "100m_v_component_of_wind": "v100",
-      "10m_u_component_of_neutral_wind": "u10n",
-      "10m_u_component_of_wind": "u10",
-      "10m_v_component_of_neutral_wind": "v10n",
-      "10m_v_component_of_wind": "v10",
-      "10m_wind_gust_since_previous_post_processing": "fg10",
-      "2m_dewpoint_temperature": "d2m",
-      "2m_temperature": "t2m",
-      "air_density_over_the_oceans": "p140209",
-      "altimeter_corrected_wave_height": "acwh",
-      "altimeter_range_relative_correction": "arrc",
-      "altimeter_wave_height": "awh",
-      "angle_of_sub_gridscale_orography": "anor",
-      "anisotropy_of_sub_gridscale_orography": "isor",
-      "benjamin_feir_index": "bfi",
-      "boundary_layer_dissipation": "bld",
-      "boundary_layer_height": "blh",
-      "charnock": "chnk",
-      "clear_sky_direct_solar_radiation_at_surface": "cdir",
-      "cloud_base_height": "cbh",
-      "coefficient_of_drag_with_waves": "cdww",
-      "convective_available_potential_energy": "cape",
-      "convective_inhibition": "cin",
-      "convective_precipitation": "cp",
-      "convective_rain_rate": "crr",
-      "convective_snowfall": "csf",
-      "convective_snowfall_rate_water_equivalent": "csfr",
-      "downward_uv_radiation_at_the_surface": "uvb",
-      "duct_base_height": "dctb",
-      "eastward_gravity_wave_surface_stress": "lgws",
-      "eastward_turbulent_surface_stress": "ewss",
-      "evaporation": "e",
-      "forecast_albedo": "fal",
-      "forecast_logarithm_of_surface_roughness_for_heat": "flsr",
-      "forecast_surface_roughness": "fsr",
-      "free_convective_velocity_over_the_oceans": "p140208",
-      "friction_velocity": "zust",
-      "gravity_wave_dissipation": "gwd",
-      "high_cloud_cover": "hcc",
-      "high_vegetation_cover": "cvh",
-      "ice_temperature_layer_1": "istl1",
-      "ice_temperature_layer_2": "istl2",
-      "ice_temperature_layer_3": "istl3",
-      "ice_temperature_layer_4": "istl4",
-      "instantaneous_10m_wind_gust": "i10fg",
-      "instantaneous_eastward_turbulent_surface_stress": "iews",
-      "instantaneous_large_scale_surface_precipitation_fraction": "ilspf",
-      "instantaneous_moisture_flux": "ie",
-      "instantaneous_northward_turbulent_surface_stress": "inss",
-      "instantaneous_surface_sensible_heat_flux": "ishf",
-      "k_index": "kx",
-      "lake_bottom_temperature": "lblt",
-      "lake_cover": "cl",
-      "lake_depth": "dl",
-      "lake_ice_depth": "licd",
-      "lake_ice_temperature": "lict",
-      "lake_mix_layer_depth": "lmld",
-      "lake_mix_layer_temperature": "lmlt",
-      "lake_shape_factor": "lshf",
-      "lake_total_layer_temperature": "ltlt",
-      "land_sea_mask": "lsm",
-      "large_scale_precipitation": "lsp",
-      "large_scale_precipitation_fraction": "lspf",
-      "large_scale_rain_rate": "lsrr",
-      "large_scale_snowfall": "lsf",
-      "large_scale_snowfall_rate_water_equivalent": "lssfr",
-      "leaf_area_index_high_vegetation": "lai_hv",
-      "leaf_area_index_low_vegetation": "lai_lv",
-      "low_cloud_cover": "lcc",
-      "low_vegetation_cover": "cvl",
-      "maximum_2m_temperature_since_previous_post_processing": "mx2t",
-      "maximum_individual_wave_height": "hmax",
-      "maximum_total_precipitation_rate_since_previous_post_processing": "mxtpr",
-      "mean_boundary_layer_dissipation": "mbld",
-      "mean_convective_precipitation_rate": "mcpr",
-      "mean_convective_snowfall_rate": "mcsr",
-      "mean_direction_of_total_swell": "mdts",
-      "mean_direction_of_wind_waves": "mdww",
-      "mean_eastward_gravity_wave_surface_stress": "megwss",
-      "mean_eastward_turbulent_surface_stress": "metss",
-      "mean_evaporation_rate": "mer",
-      "mean_gravity_wave_dissipation": "mgwd",
-      "mean_large_scale_precipitation_fraction": "mlspf",
-      "mean_large_scale_precipitation_rate": "mlspr",
-      "mean_large_scale_snowfall_rate": "mlssr",
-      "mean_northward_gravity_wave_surface_stress": "mngwss",
-      "mean_northward_turbulent_surface_stress": "mntss",
-      "mean_period_of_total_swell": "mpts",
-      "mean_period_of_wind_waves": "mpww",
-      "mean_potential_evaporation_rate": "mper",
-      "mean_runoff_rate": "mror",
-      "mean_sea_level_pressure": "msl",
-      "mean_snow_evaporation_rate": "mser",
-      "mean_snowfall_rate": "msr",
-      "mean_snowmelt_rate": "msmr",
-      "mean_square_slope_of_waves": "msqs",
-      "mean_sub_surface_runoff_rate": "mssror",
-      "mean_surface_direct_short_wave_radiation_flux": "msdrswrf",
-      "mean_surface_direct_short_wave_radiation_flux_clear_sky": "msdrswrfcs",
-      "mean_surface_downward_long_wave_radiation_flux": "msdwlwrf",
-      "mean_surface_downward_long_wave_radiation_flux_clear_sky": "msdwlwrfcs",
-      "mean_surface_downward_short_wave_radiation_flux": "msdwswrf",
-      "mean_surface_downward_short_wave_radiation_flux_clear_sky": "msdwswrfcs",
-      "mean_surface_downward_uv_radiation_flux": "msdwuvrf",
-      "mean_surface_latent_heat_flux": "mslhf",
-      "mean_surface_net_long_wave_radiation_flux": "msnlwrf",
-      "mean_surface_net_long_wave_radiation_flux_clear_sky": "msnlwrfcs",
-      "mean_surface_net_short_wave_radiation_flux": "msnswrf",
-      "mean_surface_net_short_wave_radiation_flux_clear_sky": "msnswrfcs",
-      "mean_surface_runoff_rate": "msror",
-      "mean_surface_sensible_heat_flux": "msshf",
-      "mean_top_downward_short_wave_radiation_flux": "mtdwswrf",
-      "mean_top_net_long_wave_radiation_flux": "mtnlwrf",
-      "mean_top_net_long_wave_radiation_flux_clear_sky": "mtnlwrfcs",
-      "mean_top_net_short_wave_radiation_flux": "mtnswrf",
-      "mean_top_net_short_wave_radiation_flux_clear_sky": "mtnswrfcs",
-      "mean_total_precipitation_rate": "mtpr",
-      "mean_vertical_gradient_of_refractivity_inside_trapping_layer": "dndza",
-      "mean_vertically_integrated_moisture_divergence": "mvimd",
-      "mean_wave_direction": "mwd",
-      "mean_wave_direction_of_first_swell_partition": "p140122",
-      "mean_wave_direction_of_second_swell_partition": "p140125",
-      "mean_wave_direction_of_third_swell_partition": "p140128",
-      "mean_wave_period": "mwp",
-      "mean_wave_period_based_on_first_moment": "mp1",
-      "mean_wave_period_based_on_first_moment_for_swell": "p1ps",
-      "mean_wave_period_based_on_first_moment_for_wind_waves": "p1ww",
-      "mean_wave_period_based_on_second_moment_for_swell": "p2ps",
-      "mean_wave_period_based_on_second_moment_for_wind_waves": "p2ww",
-      "mean_wave_period_of_first_swell_partition": "p140123",
-      "mean_wave_period_of_second_swell_partition": "p140126",
-      "mean_wave_period_of_third_swell_partition": "p140129",
-      "mean_zero_crossing_wave_period": "mp2",
-      "medium_cloud_cover": "mcc",
-      "minimum_2m_temperature_since_previous_post_processing": "mn2t",
-      "minimum_total_precipitation_rate_since_previous_post_processing": "mntpr",
-      "minimum_vertical_gradient_of_refractivity_inside_trapping_layer": "dndzn",
-      "model_bathymetry": "wmb",
-      "near_ir_albedo_for_diffuse_radiation": "alnid",
-      "near_ir_albedo_for_direct_radiation": "alnip",
-      "normalized_energy_flux_into_ocean": "phioc",
-      "normalized_energy_flux_into_waves": "phiaw",
-      "normalized_stress_into_ocean": "tauoc",
-      "northward_gravity_wave_surface_stress": "mgws",
-      "northward_turbulent_surface_stress": "nsss",
-      "ocean_surface_stress_equivalent_10m_neutral_wind_direction": "dwi",
-      "ocean_surface_stress_equivalent_10m_neutral_wind_speed": "wind",
-      "orography": "z",
-      "peak_wave_period": "pp1d",
-      "period_corresponding_to_maximum_individual_wave_height": "tmax",
-      "potential_evaporation": "pev",
-      "precipitation_type": "ptype",
-      "runoff": "ro",
-      "sea_ice_cover": "siconc",
-      "sea_surface_temperature": "sst",
-      "significant_height_of_combined_wind_waves_and_swell": "swh",
-      "significant_height_of_total_swell": "shts",
-      "significant_height_of_wind_waves": "shww",
-      "significant_wave_height_of_first_swell_partition": "p140121",
-      "significant_wave_height_of_second_swell_partition": "p140124",
-      "significant_wave_height_of_third_swell_partition": "p140127",
-      "skin_reservoir_content": "src",
-      "skin_temperature": "skt",
-      "slope_of_sub_gridscale_orography": "slor",
-      "snow_albedo": "asn",
-      "snow_density": "rsn",
-      "snow_depth": "sd",
-      "snow_evaporation": "es",
-      "snowfall": "sf",
-      "snowmelt": "smlt",
-      "soil_temperature_level_1": "stl1",
-      "soil_temperature_level_2": "stl2",
-      "soil_temperature_level_3": "stl3",
-      "soil_temperature_level_4": "stl4",
-      "soil_type": "slt",
-      "standard_deviation_of_filtered_subgrid_orography": "sdfor",
-      "standard_deviation_of_orography": "sdor",
-      "sub_surface_runoff": "ssro",
-      "surface_latent_heat_flux": "slhf",
-      "surface_net_solar_radiation": "ssr",
-      "surface_net_solar_radiation_clear_sky": "ssrc",
-      "surface_net_thermal_radiation": "str",
-      "surface_net_thermal_radiation_clear_sky": "strc",
-      "surface_pressure": "sp",
-      "surface_runoff": "sro",
-      "surface_sensible_heat_flux": "sshf",
-      "surface_solar_radiation_downward_clear_sky": "ssrdc",
-      "surface_solar_radiation_downwards": "ssrd",
-      "surface_thermal_radiation_downward_clear_sky": "strdc",
-      "surface_thermal_radiation_downwards": "strd",
-      "temperature_of_snow_layer": "tsn",
-      "toa_incident_solar_radiation": "tisr",
-      "top_net_solar_radiation": "tsr",
-      "top_net_solar_radiation_clear_sky": "tsrc",
-      "top_net_thermal_radiation": "ttr",
-      "top_net_thermal_radiation_clear_sky": "ttrc",
-      "total_cloud_cover": "tcc",
-      "total_column_cloud_ice_water": "tciw",
-      "total_column_cloud_liquid_water": "tclw",
-      "total_column_ozone": "tco3",
-      "total_column_rain_water": "tcrw",
-      "total_column_snow_water": "tcsw",
-      "total_column_supercooled_liquid_water": "tcslw",
-      "total_column_water": "tcw",
-      "total_column_water_vapour": "tcwv",
-      "total_precipitation": "tp",
-      "total_sky_direct_solar_radiation_at_surface": "fdir",
-      "total_totals_index": "totalx",
-      "trapping_layer_base_height": "tplb",
-      "trapping_layer_top_height": "tplt",
-      "type_of_high_vegetation": "tvh",
-      "type_of_low_vegetation": "tvl",
-      "u_component_stokes_drift": "ust",
-      "uv_visible_albedo_for_diffuse_radiation": "aluvd",
-      "uv_visible_albedo_for_direct_radiation": "aluvp",
-      "v_component_stokes_drift": "vst",
-      "vertical_integral_of_divergence_of_cloud_frozen_water_flux": "p80.162",
-      "vertical_integral_of_divergence_of_cloud_liquid_water_flux": "p79.162",
-      "vertical_integral_of_divergence_of_geopotential_flux": "p85.162",
-      "vertical_integral_of_divergence_of_kinetic_energy_flux": "p82.162",
-      "vertical_integral_of_divergence_of_mass_flux": "p81.162",
-      "vertical_integral_of_divergence_of_moisture_flux": "p84.162",
-      "vertical_integral_of_divergence_of_ozone_flux": "p87.162",
-      "vertical_integral_of_divergence_of_thermal_energy_flux": "p83.162",
-      "vertical_integral_of_divergence_of_total_energy_flux": "p86.162",
-      "vertical_integral_of_eastward_cloud_frozen_water_flux": "p90.162",
-      "vertical_integral_of_eastward_cloud_liquid_water_flux": "p88.162",
-      "vertical_integral_of_eastward_geopotential_flux": "p73.162",
-      "vertical_integral_of_eastward_heat_flux": "p69.162",
-      "vertical_integral_of_eastward_kinetic_energy_flux": "p67.162",
-      "vertical_integral_of_eastward_mass_flux": "p65.162",
-      "vertical_integral_of_eastward_ozone_flux": "p77.162",
-      "vertical_integral_of_eastward_total_energy_flux": "p75.162",
-      "vertical_integral_of_eastward_water_vapour_flux": "p71.162",
-      "vertical_integral_of_energy_conversion": "p64.162",
-      "vertical_integral_of_kinetic_energy": "p59.162",
-      "vertical_integral_of_mass_of_atmosphere": "p53.162",
-      "vertical_integral_of_mass_tendency": "p92.162",
-      "vertical_integral_of_northward_cloud_frozen_water_flux": "p91.162",
-      "vertical_integral_of_northward_cloud_liquid_water_flux": "p89.162",
-      "vertical_integral_of_northward_geopotential_flux": "p74.162",
-      "vertical_integral_of_northward_heat_flux": "p70.162",
-      "vertical_integral_of_northward_kinetic_energy_flux": "p68.162",
-      "vertical_integral_of_northward_mass_flux": "p66.162",
-      "vertical_integral_of_northward_ozone_flux": "p78.162",
-      "vertical_integral_of_northward_total_energy_flux": "p76.162",
-      "vertical_integral_of_northward_water_vapour_flux": "p72.162",
-      "vertical_integral_of_potential_and_internal_energy": "p61.162",
-      "vertical_integral_of_potential_internal_and_latent_energy": "p62.162",
-      "vertical_integral_of_temperature": "p54.162",
-      "vertical_integral_of_thermal_energy": "p60.162",
-      "vertical_integral_of_total_energy": "p63.162",
-      "vertically_integrated_moisture_divergence": "vimd",
-      "volumetric_soil_water_layer_1": "swvl1",
-      "volumetric_soil_water_layer_2": "swvl2",
-      "volumetric_soil_water_layer_3": "swvl3",
-      "volumetric_soil_water_layer_4": "swvl4",
-      "wave_spectral_directional_width": "wdw",
-      "wave_spectral_directional_width_for_swell": "dwps",
-      "wave_spectral_directional_width_for_wind_waves": "dwww",
-      "wave_spectral_kurtosis": "wsk",
-      "wave_spectral_peakedness": "wsp",
-      "wave_spectral_skewness": "wss",
-      "zero_degree_level": "deg0l"
-    },
-    "product_types": [
-      "mean",
-      "members",
-      "spread"
-    ]
-  },
-  "reanalysis-era5-single-levels-area": {
-    "variables": {
-      "100m_u_component_of_wind": "u100",
-      "100m_v_component_of_wind": "v100",
-      "10m_u_component_of_neutral_wind": "u10n",
-      "10m_u_component_of_wind": "u10",
-      "10m_v_component_of_neutral_wind": "v10n",
-      "10m_v_component_of_wind": "v10",
-      "10m_wind_direction": "dwi",
-      "10m_wind_gust_since_previous_post_processing": "fg10",
-      "10m_wind_speed": "wind",
-      "2m_dewpoint_temperature": "d2m",
-      "2m_temperature": "t2m",
-      "air_density_over_the_oceans": "p140209",
-      "altimeter_corrected_wave_height": "acwh",
-      "altimeter_range_relative_correction": "arrc",
-      "altimeter_wave_height": "awh",
-      "angle_of_sub_gridscale_orography": "anor",
-      "anisotropy_of_sub_gridscale_orography": "isor",
-      "benjamin_feir_index": "bfi",
-      "boundary_layer_dissipation": "bld",
-      "boundary_layer_height": "blh",
-      "charnock": "chnk",
-      "clear_sky_direct_solar_radiation_at_surface": "cdir",
-      "cloud_base_height": "cbh",
-      "coefficient_of_drag_with_waves": "cdww",
-      "convective_available_potential_energy": "cape",
-      "convective_inhibition": "cin",
-      "convective_precipitation": "cp",
-      "convective_rain_rate": "crr",
-      "convective_snowfall": "csf",
-      "convective_snowfall_rate_water_equivalent": "csfr",
-      "downward_uv_radiation_at_the_surface": "uvb",
-      "duct_base_height": "dctb",
-      "eastward_gravity_wave_surface_stress": "lgws",
-      "eastward_turbulent_surface_stress": "ewss",
-      "evaporation": "e",
-      "forecast_albedo": "fal",
-      "forecast_logarithm_of_surface_roughness_for_heat": "flsr",
-      "forecast_surface_roughness": "fsr",
-      "free_convective_velocity_over_the_oceans": "p140208",
-      "friction_velocity": "zust",
-      "gravity_wave_dissipation": "gwd",
-      "high_cloud_cover": "hcc",
-      "high_vegetation_cover": "cvh",
-      "ice_temperature_layer_1": "istl1",
-      "ice_temperature_layer_2": "istl2",
-      "ice_temperature_layer_3": "istl3",
-      "ice_temperature_layer_4": "istl4",
-      "instantaneous_10m_wind_gust": "i10fg",
-      "instantaneous_eastward_turbulent_surface_stress": "iews",
-      "instantaneous_large_scale_surface_precipitation_fraction": "ilspf",
-      "instantaneous_moisture_flux": "ie",
-      "instantaneous_northward_turbulent_surface_stress": "inss",
-      "instantaneous_surface_sensible_heat_flux": "ishf",
-      "k_index": "kx",
-      "lake_bottom_temperature": "lblt",
-      "lake_cover": "cl",
-      "lake_depth": "dl",
-      "lake_ice_depth": "licd",
-      "lake_ice_temperature": "lict",
-      "lake_mix_layer_depth": "lmld",
-      "lake_mix_layer_temperature": "lmlt",
-      "lake_shape_factor": "lshf",
-      "lake_total_layer_temperature": "ltlt",
-      "land_sea_mask": "lsm",
-      "large_scale_precipitation": "lsp",
-      "large_scale_precipitation_fraction": "lspf",
-      "large_scale_rain_rate": "lsrr",
-      "large_scale_snowfall": "lsf",
-      "large_scale_snowfall_rate_water_equivalent": "lssfr",
-      "leaf_area_index_high_vegetation": "lai_hv",
-      "leaf_area_index_low_vegetation": "lai_lv",
-      "low_cloud_cover": "lcc",
-      "low_vegetation_cover": "cvl",
-      "maximum_2m_temperature_since_previous_post_processing": "mx2t",
-      "maximum_individual_wave_height": "hmax",
-      "maximum_total_precipitation_rate_since_previous_post_processing": "mxtpr",
-      "mean_boundary_layer_dissipation": "mbld",
-      "mean_convective_precipitation_rate": "mcpr",
-      "mean_convective_snowfall_rate": "mcsr",
-      "mean_direction_of_total_swell": "mdts",
-      "mean_direction_of_wind_waves": "mdww",
-      "mean_eastward_gravity_wave_surface_stress": "megwss",
-      "mean_eastward_turbulent_surface_stress": "metss",
-      "mean_evaporation_rate": "mer",
-      "mean_gravity_wave_dissipation": "mgwd",
-      "mean_large_scale_precipitation_fraction": "mlspf",
-      "mean_large_scale_precipitation_rate": "mlspr",
-      "mean_large_scale_snowfall_rate": "mlssr",
-      "mean_northward_gravity_wave_surface_stress": "mngwss",
-      "mean_northward_turbulent_surface_stress": "mntss",
-      "mean_period_of_total_swell": "mpts",
-      "mean_period_of_wind_waves": "mpww",
-      "mean_potential_evaporation_rate": "mper",
-      "mean_runoff_rate": "mror",
-      "mean_sea_level_pressure": "msl",
-      "mean_snow_evaporation_rate": "mser",
-      "mean_snowfall_rate": "msr",
-      "mean_snowmelt_rate": "msmr",
-      "mean_square_slope_of_waves": "msqs",
-      "mean_sub_surface_runoff_rate": "mssror",
-      "mean_surface_direct_short_wave_radiation_flux": "msdrswrf",
-      "mean_surface_direct_short_wave_radiation_flux_clear_sky": "msdrswrfcs",
-      "mean_surface_downward_long_wave_radiation_flux": "msdwlwrf",
-      "mean_surface_downward_long_wave_radiation_flux_clear_sky": "msdwlwrfcs",
-      "mean_surface_downward_short_wave_radiation_flux": "msdwswrf",
-      "mean_surface_downward_short_wave_radiation_flux_clear_sky": "msdwswrfcs",
-      "mean_surface_downward_uv_radiation_flux": "msdwuvrf",
-      "mean_surface_latent_heat_flux": "mslhf",
-      "mean_surface_net_long_wave_radiation_flux": "msnlwrf",
-      "mean_surface_net_long_wave_radiation_flux_clear_sky": "msnlwrfcs",
-      "mean_surface_net_short_wave_radiation_flux": "msnswrf",
-      "mean_surface_net_short_wave_radiation_flux_clear_sky": "msnswrfcs",
-      "mean_surface_runoff_rate": "msror",
-      "mean_surface_sensible_heat_flux": "msshf",
-      "mean_top_downward_short_wave_radiation_flux": "mtdwswrf",
-      "mean_top_net_long_wave_radiation_flux": "mtnlwrf",
-      "mean_top_net_long_wave_radiation_flux_clear_sky": "mtnlwrfcs",
-      "mean_top_net_short_wave_radiation_flux": "mtnswrf",
-      "mean_top_net_short_wave_radiation_flux_clear_sky": "mtnswrfcs",
-      "mean_total_precipitation_rate": "mtpr",
-      "mean_vertical_gradient_of_refractivity_inside_trapping_layer": "dndza",
-      "mean_vertically_integrated_moisture_divergence": "mvimd",
-      "mean_wave_direction": "mwd",
-      "mean_wave_direction_of_first_swell_partition": "p140122",
-      "mean_wave_direction_of_second_swell_partition": "p140125",
-      "mean_wave_direction_of_third_swell_partition": "p140128",
-      "mean_wave_period": "mwp",
-      "mean_wave_period_based_on_first_moment": "mp1",
-      "mean_wave_period_based_on_first_moment_for_swell": "p1ps",
-      "mean_wave_period_based_on_first_moment_for_wind_waves": "p1ww",
-      "mean_wave_period_based_on_second_moment_for_swell": "p2ps",
-      "mean_wave_period_based_on_second_moment_for_wind_waves": "p2ww",
-      "mean_wave_period_of_first_swell_partition": "p140123",
-      "mean_wave_period_of_second_swell_partition": "p140126",
-      "mean_wave_period_of_third_swell_partition": "p140129",
-      "mean_zero_crossing_wave_period": "mp2",
-      "medium_cloud_cover": "mcc",
-      "minimum_2m_temperature_since_previous_post_processing": "mn2t",
-      "minimum_total_precipitation_rate_since_previous_post_processing": "mntpr",
-      "minimum_vertical_gradient_of_refractivity_inside_trapping_layer": "dndzn",
-      "model_bathymetry": "wmb",
-      "near_ir_albedo_for_diffuse_radiation": "alnid",
-      "near_ir_albedo_for_direct_radiation": "alnip",
-      "normalized_energy_flux_into_ocean": "phioc",
-      "normalized_energy_flux_into_waves": "phiaw",
-      "normalized_stress_into_ocean": "tauoc",
-      "northward_gravity_wave_surface_stress": "mgws",
-      "northward_turbulent_surface_stress": "nsss",
-      "orography": "z",
-      "peak_wave_period": "pp1d",
-      "period_corresponding_to_maximum_individual_wave_height": "tmax",
-      "potential_evaporation": "pev",
-      "precipitation_type": "ptype",
-      "runoff": "ro",
-      "sea_ice_cover": "siconc",
-      "sea_surface_temperature": "sst",
-      "significant_height_of_combined_wind_waves_and_swell": "swh",
-      "significant_height_of_total_swell": "shts",
-      "significant_height_of_wind_waves": "shww",
-      "significant_wave_height_of_first_swell_partition": "p140121",
-      "significant_wave_height_of_second_swell_partition": "p140124",
-      "significant_wave_height_of_third_swell_partition": "p140127",
-      "skin_reservoir_content": "src",
-      "skin_temperature": "skt",
-      "slope_of_sub_gridscale_orography": "slor",
-      "snow_albedo": "asn",
-      "snow_density": "rsn",
-      "snow_depth": "sd",
-      "snow_evaporation": "es",
-      "snowfall": "sf",
-      "snowmelt": "smlt",
-      "soil_temperature_level_1": "stl1",
-      "soil_temperature_level_2": "stl2",
-      "soil_temperature_level_3": "stl3",
-      "soil_temperature_level_4": "stl4",
-      "soil_type": "slt",
-      "standard_deviation_of_filtered_subgrid_orography": "sdfor",
-      "standard_deviation_of_orography": "sdor",
-      "sub_surface_runoff": "ssro",
-      "surface_latent_heat_flux": "slhf",
-      "surface_net_solar_radiation": "ssr",
-      "surface_net_solar_radiation_clear_sky": "ssrc",
-      "surface_net_thermal_radiation": "str",
-      "surface_net_thermal_radiation_clear_sky": "strc",
-      "surface_pressure": "sp",
-      "surface_runoff": "sro",
-      "surface_sensible_heat_flux": "sshf",
-      "surface_solar_radiation_downward_clear_sky": "ssrdc",
-      "surface_solar_radiation_downwards": "ssrd",
-      "surface_thermal_radiation_downward_clear_sky": "strdc",
-      "surface_thermal_radiation_downwards": "strd",
-      "temperature_of_snow_layer": "tsn",
-      "toa_incident_solar_radiation": "tisr",
-      "top_net_solar_radiation": "tsr",
-      "top_net_solar_radiation_clear_sky": "tsrc",
-      "top_net_thermal_radiation": "ttr",
-      "top_net_thermal_radiation_clear_sky": "ttrc",
-      "total_cloud_cover": "tcc",
-      "total_column_cloud_ice_water": "tciw",
-      "total_column_cloud_liquid_water": "tclw",
-      "total_column_ozone": "tco3",
-      "total_column_rain_water": "tcrw",
-      "total_column_snow_water": "tcsw",
-      "total_column_supercooled_liquid_water": "tcslw",
-      "total_column_water": "tcw",
-      "total_column_water_vapour": "tcwv",
-      "total_precipitation": "tp",
-      "total_sky_direct_solar_radiation_at_surface": "fdir",
-      "total_totals_index": "totalx",
-      "trapping_layer_base_height": "tplb",
-      "trapping_layer_top_height": "tplt",
-      "type_of_high_vegetation": "tvh",
-      "type_of_low_vegetation": "tvl",
-      "u_component_stokes_drift": "ust",
-      "uv_visible_albedo_for_diffuse_radiation": "aluvd",
-      "uv_visible_albedo_for_direct_radiation": "aluvp",
-      "v_component_stokes_drift": "vst",
-      "vertical_integral_of_divergence_of_cloud_frozen_water_flux": "p80.162",
-      "vertical_integral_of_divergence_of_cloud_liquid_water_flux": "p79.162",
-      "vertical_integral_of_divergence_of_geopotential_flux": "p85.162",
-      "vertical_integral_of_divergence_of_kinetic_energy_flux": "p82.162",
-      "vertical_integral_of_divergence_of_mass_flux": "p81.162",
-      "vertical_integral_of_divergence_of_moisture_flux": "p84.162",
-      "vertical_integral_of_divergence_of_ozone_flux": "p87.162",
-      "vertical_integral_of_divergence_of_thermal_energy_flux": "p83.162",
-      "vertical_integral_of_divergence_of_total_energy_flux": "p86.162",
-      "vertical_integral_of_eastward_cloud_frozen_water_flux": "p90.162",
-      "vertical_integral_of_eastward_cloud_liquid_water_flux": "p88.162",
-      "vertical_integral_of_eastward_geopotential_flux": "p73.162",
-      "vertical_integral_of_eastward_heat_flux": "p69.162",
-      "vertical_integral_of_eastward_kinetic_energy_flux": "p67.162",
-      "vertical_integral_of_eastward_mass_flux": "p65.162",
-      "vertical_integral_of_eastward_ozone_flux": "p77.162",
-      "vertical_integral_of_eastward_total_energy_flux": "p75.162",
-      "vertical_integral_of_eastward_water_vapour_flux": "p71.162",
-      "vertical_integral_of_energy_conversion": "p64.162",
-      "vertical_integral_of_kinetic_energy": "p59.162",
-      "vertical_integral_of_mass_of_atmosphere": "p53.162",
-      "vertical_integral_of_mass_tendency": "p92.162",
-      "vertical_integral_of_northward_cloud_frozen_water_flux": "p91.162",
-      "vertical_integral_of_northward_cloud_liquid_water_flux": "p89.162",
-      "vertical_integral_of_northward_geopotential_flux": "p74.162",
-      "vertical_integral_of_northward_heat_flux": "p70.162",
-      "vertical_integral_of_northward_kinetic_energy_flux": "p68.162",
-      "vertical_integral_of_northward_mass_flux": "p66.162",
-      "vertical_integral_of_northward_ozone_flux": "p78.162",
-      "vertical_integral_of_northward_total_energy_flux": "p76.162",
-      "vertical_integral_of_northward_water_vapour_flux": "p72.162",
-      "vertical_integral_of_potential_and_internal_energy": "p61.162",
-      "vertical_integral_of_potential_internal_and_latent_energy": "p62.162",
-      "vertical_integral_of_temperature": "p54.162",
-      "vertical_integral_of_thermal_energy": "p60.162",
-      "vertical_integral_of_total_energy": "p63.162",
-      "vertically_integrated_moisture_divergence": "vimd",
-      "volumetric_soil_water_layer_1": "swvl1",
-      "volumetric_soil_water_layer_2": "swvl2",
-      "volumetric_soil_water_layer_3": "swvl3",
-      "volumetric_soil_water_layer_4": "swvl4",
-      "wave_spectral_directional_width": "wdw",
-      "wave_spectral_directional_width_for_swell": "dwps",
-      "wave_spectral_directional_width_for_wind_waves": "dwww",
-      "wave_spectral_kurtosis": "wsk",
-      "wave_spectral_peakedness": "wsp",
-      "wave_spectral_skewness": "wss",
-      "zero_degree_level": "deg0l"
-    },
-    "product_types": [
-      "mean",
-      "members",
-      "spread"
-    ]
-  },
-  "reanalysis-era5-single-levels-area-without-map": {
-    "variables": {
-      "100m_u_component_of_wind": "u100",
-      "100m_v_component_of_wind": "v100",
-      "10m_u_component_of_neutral_wind": "u10n",
-      "10m_u_component_of_wind": "u10",
-      "10m_v_component_of_neutral_wind": "v10n",
-      "10m_v_component_of_wind": "v10",
-      "10m_wind_direction": "dwi",
-      "10m_wind_gust_since_previous_post_processing": "fg10",
-      "10m_wind_speed": "wind",
-      "2m_dewpoint_temperature": "d2m",
-      "2m_temperature": "t2m",
-      "air_density_over_the_oceans": "p140209",
-      "altimeter_corrected_wave_height": "acwh",
-      "altimeter_range_relative_correction": "arrc",
-      "altimeter_wave_height": "awh",
-      "angle_of_sub_gridscale_orography": "anor",
-      "anisotropy_of_sub_gridscale_orography": "isor",
-      "benjamin_feir_index": "bfi",
-      "boundary_layer_dissipation": "bld",
-      "boundary_layer_height": "blh",
-      "charnock": "chnk",
-      "clear_sky_direct_solar_radiation_at_surface": "cdir",
-      "cloud_base_height": "cbh",
-      "coefficient_of_drag_with_waves": "cdww",
-      "convective_available_potential_energy": "cape",
-      "convective_inhibition": "cin",
-      "convective_precipitation": "cp",
-      "convective_rain_rate": "crr",
-      "convective_snowfall": "csf",
-      "convective_snowfall_rate_water_equivalent": "csfr",
-      "downward_uv_radiation_at_the_surface": "uvb",
-      "duct_base_height": "dctb",
-      "eastward_gravity_wave_surface_stress": "lgws",
-      "eastward_turbulent_surface_stress": "ewss",
-      "evaporation": "e",
-      "forecast_albedo": "fal",
-      "forecast_logarithm_of_surface_roughness_for_heat": "flsr",
-      "forecast_surface_roughness": "fsr",
-      "free_convective_velocity_over_the_oceans": "p140208",
-      "friction_velocity": "zust",
-      "gravity_wave_dissipation": "gwd",
-      "high_cloud_cover": "hcc",
-      "high_vegetation_cover": "cvh",
-      "ice_temperature_layer_1": "istl1",
-      "ice_temperature_layer_2": "istl2",
-      "ice_temperature_layer_3": "istl3",
-      "ice_temperature_layer_4": "istl4",
-      "instantaneous_10m_wind_gust": "i10fg",
-      "instantaneous_eastward_turbulent_surface_stress": "iews",
-      "instantaneous_large_scale_surface_precipitation_fraction": "ilspf",
-      "instantaneous_moisture_flux": "ie",
-      "instantaneous_northward_turbulent_surface_stress": "inss",
-      "instantaneous_surface_sensible_heat_flux": "ishf",
-      "k_index": "kx",
-      "lake_bottom_temperature": "lblt",
-      "lake_cover": "cl",
-      "lake_depth": "dl",
-      "lake_ice_depth": "licd",
-      "lake_ice_temperature": "lict",
-      "lake_mix_layer_depth": "lmld",
-      "lake_mix_layer_temperature": "lmlt",
-      "lake_shape_factor": "lshf",
-      "lake_total_layer_temperature": "ltlt",
-      "land_sea_mask": "lsm",
-      "large_scale_precipitation": "lsp",
-      "large_scale_precipitation_fraction": "lspf",
-      "large_scale_rain_rate": "lsrr",
-      "large_scale_snowfall": "lsf",
-      "large_scale_snowfall_rate_water_equivalent": "lssfr",
-      "leaf_area_index_high_vegetation": "lai_hv",
-      "leaf_area_index_low_vegetation": "lai_lv",
-      "low_cloud_cover": "lcc",
-      "low_vegetation_cover": "cvl",
-      "maximum_2m_temperature_since_previous_post_processing": "mx2t",
-      "maximum_individual_wave_height": "hmax",
-      "maximum_total_precipitation_rate_since_previous_post_processing": "mxtpr",
-      "mean_boundary_layer_dissipation": "mbld",
-      "mean_convective_precipitation_rate": "mcpr",
-      "mean_convective_snowfall_rate": "mcsr",
-      "mean_direction_of_total_swell": "mdts",
-      "mean_direction_of_wind_waves": "mdww",
-      "mean_eastward_gravity_wave_surface_stress": "megwss",
-      "mean_eastward_turbulent_surface_stress": "metss",
-      "mean_evaporation_rate": "mer",
-      "mean_gravity_wave_dissipation": "mgwd",
-      "mean_large_scale_precipitation_fraction": "mlspf",
-      "mean_large_scale_precipitation_rate": "mlspr",
-      "mean_large_scale_snowfall_rate": "mlssr",
-      "mean_northward_gravity_wave_surface_stress": "mngwss",
-      "mean_northward_turbulent_surface_stress": "mntss",
-      "mean_period_of_total_swell": "mpts",
-      "mean_period_of_wind_waves": "mpww",
-      "mean_potential_evaporation_rate": "mper",
-      "mean_runoff_rate": "mror",
-      "mean_sea_level_pressure": "msl",
-      "mean_snow_evaporation_rate": "mser",
-      "mean_snowfall_rate": "msr",
-      "mean_snowmelt_rate": "msmr",
-      "mean_square_slope_of_waves": "msqs",
-      "mean_sub_surface_runoff_rate": "mssror",
-      "mean_surface_direct_short_wave_radiation_flux": "msdrswrf",
-      "mean_surface_direct_short_wave_radiation_flux_clear_sky": "msdrswrfcs",
-      "mean_surface_downward_long_wave_radiation_flux": "msdwlwrf",
-      "mean_surface_downward_long_wave_radiation_flux_clear_sky": "msdwlwrfcs",
-      "mean_surface_downward_short_wave_radiation_flux": "msdwswrf",
-      "mean_surface_downward_short_wave_radiation_flux_clear_sky": "msdwswrfcs",
-      "mean_surface_downward_uv_radiation_flux": "msdwuvrf",
-      "mean_surface_latent_heat_flux": "mslhf",
-      "mean_surface_net_long_wave_radiation_flux": "msnlwrf",
-      "mean_surface_net_long_wave_radiation_flux_clear_sky": "msnlwrfcs",
-      "mean_surface_net_short_wave_radiation_flux": "msnswrf",
-      "mean_surface_net_short_wave_radiation_flux_clear_sky": "msnswrfcs",
-      "mean_surface_runoff_rate": "msror",
-      "mean_surface_sensible_heat_flux": "msshf",
-      "mean_top_downward_short_wave_radiation_flux": "mtdwswrf",
-      "mean_top_net_long_wave_radiation_flux": "mtnlwrf",
-      "mean_top_net_long_wave_radiation_flux_clear_sky": "mtnlwrfcs",
-      "mean_top_net_short_wave_radiation_flux": "mtnswrf",
-      "mean_top_net_short_wave_radiation_flux_clear_sky": "mtnswrfcs",
-      "mean_total_precipitation_rate": "mtpr",
-      "mean_vertical_gradient_of_refractivity_inside_trapping_layer": "dndza",
-      "mean_vertically_integrated_moisture_divergence": "mvimd",
-      "mean_wave_direction": "mwd",
-      "mean_wave_direction_of_first_swell_partition": "p140122",
-      "mean_wave_direction_of_second_swell_partition": "p140125",
-      "mean_wave_direction_of_third_swell_partition": "p140128",
-      "mean_wave_period": "mwp",
-      "mean_wave_period_based_on_first_moment": "mp1",
-      "mean_wave_period_based_on_first_moment_for_swell": "p1ps",
-      "mean_wave_period_based_on_first_moment_for_wind_waves": "p1ww",
-      "mean_wave_period_based_on_second_moment_for_swell": "p2ps",
-      "mean_wave_period_based_on_second_moment_for_wind_waves": "p2ww",
-      "mean_wave_period_of_first_swell_partition": "p140123",
-      "mean_wave_period_of_second_swell_partition": "p140126",
-      "mean_wave_period_of_third_swell_partition": "p140129",
-      "mean_zero_crossing_wave_period": "mp2",
-      "medium_cloud_cover": "mcc",
-      "minimum_2m_temperature_since_previous_post_processing": "mn2t",
-      "minimum_total_precipitation_rate_since_previous_post_processing": "mntpr",
-      "minimum_vertical_gradient_of_refractivity_inside_trapping_layer": "dndzn",
-      "model_bathymetry": "wmb",
-      "near_ir_albedo_for_diffuse_radiation": "alnid",
-      "near_ir_albedo_for_direct_radiation": "alnip",
-      "normalized_energy_flux_into_ocean": "phioc",
-      "normalized_energy_flux_into_waves": "phiaw",
-      "normalized_stress_into_ocean": "tauoc",
-      "northward_gravity_wave_surface_stress": "mgws",
-      "northward_turbulent_surface_stress": "nsss",
-      "orography": "z",
-      "peak_wave_period": "pp1d",
-      "period_corresponding_to_maximum_individual_wave_height": "tmax",
-      "potential_evaporation": "pev",
-      "precipitation_type": "ptype",
-      "runoff": "ro",
-      "sea_ice_cover": "siconc",
-      "sea_surface_temperature": "sst",
-      "significant_height_of_combined_wind_waves_and_swell": "swh",
-      "significant_height_of_total_swell": "shts",
-      "significant_height_of_wind_waves": "shww",
-      "significant_wave_height_of_first_swell_partition": "p140121",
-      "significant_wave_height_of_second_swell_partition": "p140124",
-      "significant_wave_height_of_third_swell_partition": "p140127",
-      "skin_reservoir_content": "src",
-      "skin_temperature": "skt",
-      "slope_of_sub_gridscale_orography": "slor",
-      "snow_albedo": "asn",
-      "snow_density": "rsn",
-      "snow_depth": "sd",
-      "snow_evaporation": "es",
-      "snowfall": "sf",
-      "snowmelt": "smlt",
-      "soil_temperature_level_1": "stl1",
-      "soil_temperature_level_2": "stl2",
-      "soil_temperature_level_3": "stl3",
-      "soil_temperature_level_4": "stl4",
-      "soil_type": "slt",
-      "standard_deviation_of_filtered_subgrid_orography": "sdfor",
-      "standard_deviation_of_orography": "sdor",
-      "sub_surface_runoff": "ssro",
-      "surface_latent_heat_flux": "slhf",
-      "surface_net_solar_radiation": "ssr",
-      "surface_net_solar_radiation_clear_sky": "ssrc",
-      "surface_net_thermal_radiation": "str",
-      "surface_net_thermal_radiation_clear_sky": "strc",
-      "surface_pressure": "sp",
-      "surface_runoff": "sro",
-      "surface_sensible_heat_flux": "sshf",
-      "surface_solar_radiation_downward_clear_sky": "ssrdc",
-      "surface_solar_radiation_downwards": "ssrd",
-      "surface_thermal_radiation_downward_clear_sky": "strdc",
-      "surface_thermal_radiation_downwards": "strd",
-      "temperature_of_snow_layer": "tsn",
-      "toa_incident_solar_radiation": "tisr",
-      "top_net_solar_radiation": "tsr",
-      "top_net_solar_radiation_clear_sky": "tsrc",
-      "top_net_thermal_radiation": "ttr",
-      "top_net_thermal_radiation_clear_sky": "ttrc",
-      "total_cloud_cover": "tcc",
-      "total_column_cloud_ice_water": "tciw",
-      "total_column_cloud_liquid_water": "tclw",
-      "total_column_ozone": "tco3",
-      "total_column_rain_water": "tcrw",
-      "total_column_snow_water": "tcsw",
-      "total_column_supercooled_liquid_water": "tcslw",
-      "total_column_water": "tcw",
-      "total_column_water_vapour": "tcwv",
-      "total_precipitation": "tp",
-      "total_sky_direct_solar_radiation_at_surface": "fdir",
-      "total_totals_index": "totalx",
-      "trapping_layer_base_height": "tplb",
-      "trapping_layer_top_height": "tplt",
-      "type_of_high_vegetation": "tvh",
-      "type_of_low_vegetation": "tvl",
-      "u_component_stokes_drift": "ust",
-      "uv_visible_albedo_for_diffuse_radiation": "aluvd",
-      "uv_visible_albedo_for_direct_radiation": "aluvp",
-      "v_component_stokes_drift": "vst",
-      "vertical_integral_of_divergence_of_cloud_frozen_water_flux": "p80.162",
-      "vertical_integral_of_divergence_of_cloud_liquid_water_flux": "p79.162",
-      "vertical_integral_of_divergence_of_geopotential_flux": "p85.162",
-      "vertical_integral_of_divergence_of_kinetic_energy_flux": "p82.162",
-      "vertical_integral_of_divergence_of_mass_flux": "p81.162",
-      "vertical_integral_of_divergence_of_moisture_flux": "p84.162",
-      "vertical_integral_of_divergence_of_ozone_flux": "p87.162",
-      "vertical_integral_of_divergence_of_thermal_energy_flux": "p83.162",
-      "vertical_integral_of_divergence_of_total_energy_flux": "p86.162",
-      "vertical_integral_of_eastward_cloud_frozen_water_flux": "p90.162",
-      "vertical_integral_of_eastward_cloud_liquid_water_flux": "p88.162",
-      "vertical_integral_of_eastward_geopotential_flux": "p73.162",
-      "vertical_integral_of_eastward_heat_flux": "p69.162",
-      "vertical_integral_of_eastward_kinetic_energy_flux": "p67.162",
-      "vertical_integral_of_eastward_mass_flux": "p65.162",
-      "vertical_integral_of_eastward_ozone_flux": "p77.162",
-      "vertical_integral_of_eastward_total_energy_flux": "p75.162",
-      "vertical_integral_of_eastward_water_vapour_flux": "p71.162",
-      "vertical_integral_of_energy_conversion": "p64.162",
-      "vertical_integral_of_kinetic_energy": "p59.162",
-      "vertical_integral_of_mass_of_atmosphere": "p53.162",
-      "vertical_integral_of_mass_tendency": "p92.162",
-      "vertical_integral_of_northward_cloud_frozen_water_flux": "p91.162",
-      "vertical_integral_of_northward_cloud_liquid_water_flux": "p89.162",
-      "vertical_integral_of_northward_geopotential_flux": "p74.162",
-      "vertical_integral_of_northward_heat_flux": "p70.162",
-      "vertical_integral_of_northward_kinetic_energy_flux": "p68.162",
-      "vertical_integral_of_northward_mass_flux": "p66.162",
-      "vertical_integral_of_northward_ozone_flux": "p78.162",
-      "vertical_integral_of_northward_total_energy_flux": "p76.162",
-      "vertical_integral_of_northward_water_vapour_flux": "p72.162",
-      "vertical_integral_of_potential_and_internal_energy": "p61.162",
-      "vertical_integral_of_potential_internal_and_latent_energy": "p62.162",
-      "vertical_integral_of_temperature": "p54.162",
-      "vertical_integral_of_thermal_energy": "p60.162",
-      "vertical_integral_of_total_energy": "p63.162",
-      "vertically_integrated_moisture_divergence": "vimd",
-      "volumetric_soil_water_layer_1": "swvl1",
-      "volumetric_soil_water_layer_2": "swvl2",
-      "volumetric_soil_water_layer_3": "swvl3",
-      "volumetric_soil_water_layer_4": "swvl4",
-      "wave_spectral_directional_width": "wdw",
-      "wave_spectral_directional_width_for_swell": "dwps",
-      "wave_spectral_directional_width_for_wind_waves": "dwww",
-      "wave_spectral_kurtosis": "wsk",
-      "wave_spectral_peakedness": "wsp",
-      "wave_spectral_skewness": "wss",
-      "zero_degree_level": "deg0l"
-    },
-    "product_types": [
-      "mean",
-      "members",
-      "spread"
-    ]
-  },
-  "reanalysis-era5-land-monthly-means": {
-    "variables": {
-      "10m_u_component_of_wind": "u10",
-      "10m_v_component_of_wind": "v10",
-      "2m_dewpoint_temperature": "d2m",
-      "2m_temperature": "t2m",
-      "evaporation_from_bare_soil": "evabs",
-      "evaporation_from_open_water_surfaces_excluding_oceans": "evaow",
-      "evaporation_from_the_top_of_canopy": "evatc",
-      "evaporation_from_vegetation_transpiration": "evavt",
-      "evapotranspiration": "e",
-      "forecast_albedo": "fal",
-      "lake_bottom_temperature": "lblt",
-      "lake_ice_depth": "licd",
-      "lake_ice_temperature": "lict",
-      "lake_mix_layer_depth": "lmld",
-      "lake_mix_layer_temperature": "lmlt",
-      "lake_shape_factor": "lshf",
-      "lake_total_layer_temperature": "ltlt",
-      "leaf_area_index_high_vegetation": "lai_hv",
-      "leaf_area_index_low_vegetation": "lai_lv",
-      "potential_evaporation": "pev",
-      "runoff": "ro",
-      "skin_reservoir_content": "src",
-      "skin_temperature": "skt",
-      "snow_albedo": "asn",
-      "snow_cover": "snowc",
-      "snow_density": "rsn",
-      "snow_depth": "sd",
-      "snow_depth_water_equivalent": "sd",
-      "snow_evaporation": "es",
-      "snowfall": "sf",
-      "snowmelt": "smlt",
-      "soil_temperature_level_1": "stl1",
-      "soil_temperature_level_2": "stl2",
-      "soil_temperature_level_3": "stl3",
-      "soil_temperature_level_4": "stl4",
-      "sub_surface_runoff": "ssro",
-      "surface_latent_heat_flux": "slhf",
-      "surface_net_solar_radiation": "ssr",
-      "surface_net_thermal_radiation": "str",
-      "surface_pressure": "sp",
-      "surface_runoff": "sro",
-      "surface_sensible_heat_flux": "sshf",
-      "surface_solar_radiation_downwards": "ssrd",
-      "surface_thermal_radiation_downwards": "strd",
-      "temperature_of_snow_layer": "tsn",
-      "total_precipitation": "tp",
-      "volumetric_soil_water_layer_1": "swvl1",
-      "volumetric_soil_water_layer_2": "swvl2",
-      "volumetric_soil_water_layer_3": "swvl3",
-      "volumetric_soil_water_layer_4": "swvl4"
-    },
-    "product_types": [
-      "reanalysis-monthly-means-of-daily-means",
-      "reanalysis-synoptic-monthly-means"
-    ]
-  },
-  "reanalysis-uerra-europe-soil-levels": {
-    "variables": {
-      "soil_temperature": "sot",
-      "volumetric_soil_moisture": "vsw",
-      "volumetric_transpiration_stress_onset": "voltso",
-      "volumetric_wilting_point": "vwiltm"
-    },
-    "product_types": [
-      "an"
-    ]
-  },
-  "reanalysis-uerra-europe-height-levels": {
-    "variables": {
-      "pressure": "pres",
-      "relative_humidity": "r",
-      "temperature": "t",
-      "wind_direction": "p3031",
-      "wind_speed": "ws"
-    },
-    "product_types": [
-      "an"
-    ]
-  },
-  "reanalysis-uerra-europe-pressure-levels": {
-    "variables": {
-      "geopotential": "z",
-      "geopotential_height": "gh",
-      "relative_humidity": "r",
-      "temperature": "t",
-      "u_component_of_wind": "u",
-      "v_component_of_wind": "v"
-    },
-    "product_types": [
-      "an"
-    ]
-  },
-  "reanalysis-uerra-europe-single-levels": {
-    "variables": {
-      "10m_wind_direction": "wdir10",
-      "10m_wind_speed": "si10",
-      "2m_relative_humidity": "r2",
-      "2m_temperature": "t2m",
-      "albedo": "al",
-      "high_cloud_cover": "hcc",
-      "land_sea_mask": "lsm",
-      "low_cloud_cover": "lcc",
-      "mean_sea_level_pressure": "msl",
-      "medium_cloud_cover": "mcc",
-      "orography": "orog",
-      "skin_temperature": "skt",
-      "snow_density": "rsn",
-      "snow_depth_water_equivalent": "sd",
-      "surface_pressure": "sp",
-      "surface_roughness": "sr",
-      "total_cloud_cover": "tcc",
-      "total_column_integrated_water_vapour": "tciwv",
-      "total_precipitation": "tp"
-    },
-    "product_types": [
-      "an"
-    ]
-  }
-}
\ No newline at end of file
diff --git a/dqc_wrapper/scripts/downloadstats.py b/dqc_wrapper/scripts/downloadstats.py
index 6dcc0097b..86774e707 100644
--- a/dqc_wrapper/scripts/downloadstats.py
+++ b/dqc_wrapper/scripts/downloadstats.py
@@ -62,8 +62,10 @@ for f in file_list:
     c = df.dataset_name.count()
     r += c
 
-    print('{} -> {} requests at {} MB/s with an average size of {} in {} sec'.format(
-        df.iloc[0].dataset_name, c, df.download_rate.mean(), df.file_size.mean(), df.download_time.mean()))
+    #print('{} -> {} requests at {} MB/s with an average size of {} in {} sec'.format(
+    #    df.iloc[0].dataset_name, c, df.download_rate.mean(), df.file_size.mean(), df.download_time.mean()))
+
+    print(df.iloc[0].dataset_name, df.download_time.std())
 
 output_file(os.path.join(log_folder, 'mean_download_rate.html'))
 save(p1)
diff --git a/dqc_wrapper/scripts/generate_datasets.py b/dqc_wrapper/scripts/generate_datasets.py
index 3a078e711..f8c13a75d 100644
--- a/dqc_wrapper/scripts/generate_datasets.py
+++ b/dqc_wrapper/scripts/generate_datasets.py
@@ -17,7 +17,7 @@ import glob
 from dqc_wrapper.utils.utils_forms import *
 
 # Input/Output
-json_file = '../grib/datasets.json'
+json_file = '../grib/cds_datasets.json'
 grib1_file = '../grib/grib1.json'
 grib2_file = '../grib/grib2.json'
 forms_dir = '/data/cds-forms-c3s'
diff --git a/dqc_wrapper/scripts/get_percent_variables.py b/dqc_wrapper/scripts/get_percent_variables.py
index 4549d58e0..6b3ce0cc5 100644
--- a/dqc_wrapper/scripts/get_percent_variables.py
+++ b/dqc_wrapper/scripts/get_percent_variables.py
@@ -17,7 +17,7 @@ import glob
 from dqc_wrapper.utils.utils_forms import *
 
 # Input/Output
-json_file = '../grib/datasets.json'
+json_file = '../grib/cds_datasets.json'
 grib1_file = '../grib/grib1.json'
 grib2_file = '../grib/grib2.json'
 forms_dir = '/data/cds-forms-c3s'
diff --git a/dqc_wrapper/utils/utils_forms.py b/dqc_wrapper/utils/utils_forms.py
index 55f266170..1a4222fe9 100644
--- a/dqc_wrapper/utils/utils_forms.py
+++ b/dqc_wrapper/utils/utils_forms.py
@@ -11,6 +11,7 @@
 #       Joan Sala Calero (joan.sala@bsc.es)
 
 import requests
+import yaml, json
 from datetime import datetime
 
 # Local imports
@@ -129,14 +130,30 @@ Return variables and shortnames (get them from the ECMWF parameter databse a.k.a
 """
 def get_dataset_information(dataset, forms_dir, grib1_def, grib2_def):
     mapping = {}
+    form = {}
     code = None
 
-    # Load mapping file into dictionary
+    # Load mapping/form file into dictionary
     try:            
         with open(os.path.join(forms_dir, dataset, 'mapping.json'), 'r') as cdf:
-            mapping = json.load(cdf)                
+            mapping = json.load(cdf)
+        with open(os.path.join(forms_dir, dataset, 'form.json'), 'r') as cdff:
+            form = json.load(cdff)
     except:
-        raise Exception('Problem loading mapping from cds-forms directory. Please check your configuration')
+        raise Exception('Problem loading mapping/form from cds-forms directory. Please check your configuration')
+
+    # Load variables yaml file into dictionary (some in abstract.yaml)
+    try:
+        yaml_file = os.path.join(forms_dir, dataset, 'variables.yaml')
+        if not(os.path.exists(yaml_file)):
+            yaml_file = os.path.join(forms_dir, dataset, 'abstract.yaml')
+        with open(yaml_file, 'r') as cdyml:
+            yvar = yaml.load(cdyml)
+    except:
+        raise Exception('Problem loading variables.yaml from cds-forms directory. Please check your configuration')
+
+    # Get c3s variables info
+    c3svinfo = get_variables_info_c3s(form)
 
     # Fetch given variables
     try:            
@@ -155,7 +172,11 @@ def get_dataset_information(dataset, forms_dir, grib1_def, grib2_def):
     var_codes = dict()
     for k,c in var_dict.items(): 
         try:
-            var_codes[k] = get_shortname_grib(grib1_def, grib2_def, c)
+            var_codes[k] = {
+                'paramId': get_shortname_grib(grib1_def, grib2_def, c),
+                'c3sname': c3svinfo[k],
+                'c3sunit': yvar['variables'][c3svinfo[k]]['units']
+            }
             if var_codes[k] is None:
                 # Get Shortname from the website if not found
                 url = 'https://apps.ecmwf.int/codes/grib/param-db/?id={}'.format(int(c))
@@ -181,3 +202,33 @@ def get_metadata(forms_dir, dataset, variable):
         return grib_info[str(paramId)]
     except:
         return { "varname": variable, "unit": "n/a", "grib_codes": {} }    
+
+"""
+Simulate Xpath in python dictionary
+"""
+def xpath_get(mydict, path):
+    elem = mydict
+    try:
+        for x in path.strip("/").split("/"):
+            elem = elem.get(x)
+    except:
+        pass
+    return elem
+
+"""
+Return variables section from a forms.json cds-c3s-forms file
+"""
+def get_variables_info_c3s(form):
+    kvars = {}
+    for ff in form:
+        if ff['label'] == 'Variable':
+            # Depending if variable is grouped or not
+            elems = xpath_get(ff, '/details/groups/values')
+            if elems is None:
+                kvars = xpath_get(ff, '/details/labels')
+            else:
+                for e in elems:
+                    for ky,vl in e['labels'].items():
+                        kvars[ky] = vl
+
+    return kvars
diff --git a/dqc_wrapper/utils/utils_grib.py b/dqc_wrapper/utils/utils_grib.py
index e1aee625d..8c2610bd0 100644
--- a/dqc_wrapper/utils/utils_grib.py
+++ b/dqc_wrapper/utils/utils_grib.py
@@ -62,6 +62,28 @@ class GribFileCheck:
 
 		return version
 
+	"""
+	Get GRIB units of measure
+	"""
+	def get_grib_units(self):
+
+		# Open file and rewind to scan all messages.
+		f = open(self.grib_file, "rb")
+		f.seek(0)
+		units = []
+		while True:
+			gid = ecc.codes_grib_new_from_file(f)
+			if gid is None:
+				break  # EOF
+
+			# Get data array
+			units.append(ecc.codes_get(gid, 'units'))
+
+			# This is critical to avoid memory 'leak'
+			ecc.codes_release(gid)
+
+		return list(set(units))
+
 	"""
 	This functions loops over a GRIB2 file and checks for certain key, value pairs
 	used for GRIB2 standard compliance checks (test01)
@@ -290,3 +312,4 @@ class GribFileCheck:
 			ecc.codes_release(gid)
 
 		return mv, uv
+
-- 
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