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recipe_model_benchmarking_boxplots.yml
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recipe_model_benchmarking_boxplots.yml
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# ESMValTool
---
documentation:
title: Benchmarkig of a single model.
description: >
Benchmarking: Box plots.
authors:
- lauer_axel
- bock_lisa
- hassler_birgit
- ruhe_lukas
- schlund_manuel
maintainer:
- bock_lisa
references:
- lauer24gmd
projects:
- dlrmabak
datasets:
- {dataset: ACCESS-CM2, grid: gn, institute: CSIRO-ARCCSS}
- {dataset: ACCESS-ESM1-5, grid: gn, institute: CSIRO}
- {dataset: AWI-CM-1-1-MR, grid: gn}
- {dataset: AWI-ESM-1-1-LR, grid: gn}
- {dataset: BCC-CSM2-MR, grid: gn}
- {dataset: BCC-ESM1, grid: gn}
- {dataset: CAMS-CSM1-0, grid: gn}
- {dataset: CanESM5, grid: gn}
- {dataset: CanESM5-CanOE, grid: gn, ensemble: r1i1p2f1}
- {dataset: CESM2, grid: gn}
- {dataset: CESM2-FV2, grid: gn, institute: NCAR}
- {dataset: CESM2-WACCM, grid: gn, institute: NCAR}
- {dataset: CESM2-WACCM-FV2, grid: gn, institute: NCAR}
- {dataset: CIESM}
- {dataset: CNRM-CM6-1, ensemble: r1i1p1f2}
- {dataset: CNRM-CM6-1-HR, ensemble: r1i1p1f2}
- {dataset: CNRM-ESM2-1, ensemble: r1i1p1f2}
- {dataset: E3SM-1-0}
- {dataset: E3SM-1-1, institute: E3SM-Project}
- {dataset: EC-Earth3-Veg}
- {dataset: FGOALS-f3-L}
- {dataset: FGOALS-g3, grid: gn}
- {dataset: GFDL-ESM4, grid: gr1}
- {dataset: GISS-E2-1-G, grid: gn}
- {dataset: GISS-E2-1-H, grid: gn}
- {dataset: HadGEM3-GC31-LL, ensemble: r1i1p1f3, grid: gn}
- {dataset: HadGEM3-GC31-MM, ensemble: r1i1p1f3, grid: gn}
- {dataset: INM-CM4-8, grid: gr1}
- {dataset: INM-CM5-0, grid: gr1}
- {dataset: IPSL-CM6A-LR}
- {dataset: KACE-1-0-G}
- {dataset: MIROC-ES2L, ensemble: r1i1p1f2, grid: gn}
- {dataset: MPI-ESM-1-2-HAM, grid: gn}
- {dataset: MPI-ESM1-2-HR, grid: gn}
- {dataset: MPI-ESM1-2-LR, grid: gn}
- {dataset: MRI-ESM2-0, grid: gn}
- {dataset: NESM3, grid: gn}
- {dataset: NorESM2-LM, grid: gn, institute: NCC}
- {dataset: NorESM2-MM, grid: gn, institute: NCC}
- {dataset: SAM0-UNICON, grid: gn}
- {dataset: UKESM1-0-LL, ensemble: r1i1p1f2, grid: gn}
# Dataset to be benchmarked
- {dataset: MIROC6, grid: gn, benchmark_dataset: true}
VAR_SETTINGS: &var_settings
project: CMIP6
mip: Amon
exp: historical
ensemble: r1i1p1f1
grid: gr
timerange: '2000/2004'
preprocessors:
rmse:
custom_order: true
climate_statistics:
operator: mean
regrid:
target_grid: 2x2
scheme: nearest
distance_metric:
metric: weighted_rmse
coords: [latitude, longitude]
rmse_pr:
custom_order: true
climate_statistics:
operator: mean
regrid:
target_grid: 2x2
scheme: nearest
convert_units:
units: mm day-1
distance_metric:
metric: weighted_rmse
coords: [latitude, longitude]
rmse_sst:
custom_order: true
climate_statistics:
operator: mean
mask_below_threshold:
threshold: 273.15
regrid:
target_grid: 2x2
scheme: nearest
distance_metric:
metric: weighted_rmse
coords: [latitude, longitude]
rmse_land:
custom_order: true
climate_statistics:
operator: mean
regrid:
target_grid: 2x2
scheme: nearest
mask_landsea:
mask_out: sea
distance_metric:
metric: weighted_rmse
coords: [latitude, longitude]
pearsonr:
custom_order: true
climate_statistics:
operator: mean
regrid:
target_grid: 2x2
scheme: nearest
distance_metric:
metric: weighted_pearsonr
coords: [latitude, longitude]
pearsonr_pr:
custom_order: true
climate_statistics:
operator: mean
regrid:
target_grid: 2x2
scheme: nearest
convert_units:
units: mm day-1
distance_metric:
metric: weighted_pearsonr
coords: [latitude, longitude]
pearsonr_sst:
custom_order: true
climate_statistics:
operator: mean
mask_below_threshold:
threshold: 273.15
regrid:
target_grid: 2x2
scheme: nearest
distance_metric:
metric: weighted_pearsonr
coords: [latitude, longitude]
pearsonr_land:
custom_order: true
climate_statistics:
operator: mean
regrid:
target_grid: 2x2
scheme: nearest
mask_landsea:
mask_out: sea
distance_metric:
metric: weighted_pearsonr
coords: [latitude, longitude]
emd:
custom_order: true
climate_statistics:
operator: mean
regrid:
target_grid: 2x2
scheme: nearest
distance_metric:
metric: weighted_emd
coords: [latitude, longitude]
emd_pr:
custom_order: true
climate_statistics:
operator: mean
regrid:
target_grid: 2x2
scheme: nearest
convert_units:
units: mm day-1
distance_metric:
metric: weighted_emd
coords: [latitude, longitude]
emd_sst:
custom_order: true
climate_statistics:
operator: mean
mask_below_threshold:
threshold: 273.15
regrid:
target_grid: 2x2
scheme: nearest
distance_metric:
metric: weighted_emd
coords: [latitude, longitude]
emd_land:
custom_order: true
climate_statistics:
operator: mean
regrid:
target_grid: 2x2
scheme: nearest
mask_landsea:
mask_out: sea
distance_metric:
metric: weighted_emd
coords: [latitude, longitude]
diagnostics:
plot_boxplots_rmse:
description: Plot boxplots for different variables.
variables:
tas_land:
<<: *var_settings
preprocessor: rmse_land
short_name: tas
additional_datasets:
- {dataset: HadCRUT5, project: OBS, type: ground,
version: 5.0.1.0-analysis, tier: 2, reference_for_metric: true}
lwcre:
<<: *var_settings
preprocessor: rmse
derive: true
force_derivation: true
channel: Amon
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
pr:
<<: *var_settings
preprocessor: rmse_pr
additional_datasets:
- {dataset: GPCP-SG, project: OBS, type: atmos, version: 2.3, tier: 2,
reference_for_metric: true}
psl:
<<: *var_settings
preprocessor: rmse
additional_datasets:
- {dataset: ERA5, project: native6, type: reanaly, version: v1,
tier: 3, reference_for_metric: true}
rlut:
<<: *var_settings
preprocessor: rmse
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
rsut:
<<: *var_settings
preprocessor: rmse
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
swcre:
<<: *var_settings
preprocessor: rmse
derive: true
force_derivation: true
channel: Amon
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
sst:
<<: *var_settings
preprocessor: rmse_sst
short_name: ts
additional_datasets:
- {dataset: HadISST, project: OBS, type: reanaly, version: 1, tier: 2, reference_for_metric: true}
scripts:
allplots:
script: monitor/multi_datasets.py
plot_folder: '{plot_dir}'
group_variables_by: variable_group
plots:
benchmarking_boxplot:
var_order: ['tas_land', 'sst', 'pr', 'psl', 'rsut', 'rlut', 'swcre', 'lwcre']
plot_boxplots_pearsonr:
description: Plot boxplots for different variables.
variables:
tas_land:
<<: *var_settings
short_name: tas
preprocessor: pearsonr_land
additional_datasets:
- {dataset: HadCRUT5, project: OBS, type: ground,
version: 5.0.1.0-analysis, tier: 2, reference_for_metric: true}
lwcre:
<<: *var_settings
preprocessor: pearsonr
derive: true
force_derivation: true
channel: Amon
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
pr:
<<: *var_settings
preprocessor: pearsonr_pr
additional_datasets:
- {dataset: GPCP-SG, project: OBS, type: atmos, version: 2.3, tier: 2,
reference_for_metric: true}
psl:
<<: *var_settings
preprocessor: pearsonr
additional_datasets:
- {dataset: ERA5, project: native6, type: reanaly, version: v1,
tier: 3, reference_for_metric: true}
rlut:
<<: *var_settings
preprocessor: pearsonr
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
rsut:
<<: *var_settings
preprocessor: pearsonr
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
swcre:
<<: *var_settings
preprocessor: pearsonr
derive: true
force_derivation: true
channel: Amon
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
sst:
<<: *var_settings
preprocessor: pearsonr_sst
short_name: ts
additional_datasets:
- {dataset: HadISST, project: OBS, type: reanaly, version: 1, tier: 2, reference_for_metric: true}
scripts:
allplots:
script: monitor/multi_datasets.py
plot_folder: '{plot_dir}'
group_variables_by: variable_group
plots:
benchmarking_boxplot:
var_order: ['tas_land', 'sst', 'pr', 'psl', 'rsut', 'rlut', 'swcre', 'lwcre']
plot_boxplots_emd:
description: Plot boxplots for different variables.
variables:
tas_land:
<<: *var_settings
preprocessor: emd_land
short_name: tas
additional_datasets:
- {dataset: HadCRUT5, project: OBS, type: ground,
version: 5.0.1.0-analysis, tier: 2, reference_for_metric: true}
lwcre:
<<: *var_settings
preprocessor: emd
derive: true
force_derivation: true
channel: Amon
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
pr:
<<: *var_settings
preprocessor: emd_pr
additional_datasets:
- {dataset: GPCP-SG, project: OBS, type: atmos, version: 2.3, tier: 2,
reference_for_metric: true}
psl:
<<: *var_settings
preprocessor: emd
additional_datasets:
- {dataset: ERA5, project: native6, type: reanaly, version: v1,
tier: 3, reference_for_metric: true}
rlut:
<<: *var_settings
preprocessor: emd
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
rsut:
<<: *var_settings
preprocessor: emd
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
swcre:
<<: *var_settings
preprocessor: emd
derive: true
force_derivation: true
channel: Amon
additional_datasets:
- {dataset: CERES-EBAF, project: OBS, type: sat, version: Ed4.2,
tier: 2, start_year: 2001, end_year: 2020, reference_for_metric: true}
sst:
<<: *var_settings
preprocessor: emd_sst
short_name: ts
additional_datasets:
- {dataset: HadISST, project: OBS, type: reanaly, version: 1, tier: 2, reference_for_metric: true}
scripts:
allplots:
script: monitor/multi_datasets.py
plot_folder: '{plot_dir}'
group_variables_by: variable_group
plots:
benchmarking_boxplot:
var_order: ['tas_land', 'sst', 'pr', 'psl', 'rsut', 'rlut', 'swcre', 'lwcre']