From 0797796e34f4e94303b3313d6aafdb8707a5e984 Mon Sep 17 00:00:00 2001 From: Gregory Munday Date: Tue, 20 May 2025 22:01:58 +0100 Subject: [PATCH 01/27] Added sterodynamic patterns code + recipe --- .../diag_scripts/steric_patterns/__init__.py | 0 .../steric_patterns/steric_patterns.py | 328 ++++++++++++++++++ .../diag_scripts/steric_patterns/sub_funcs.py | 96 +++++ esmvaltool/recipes/recipe_steric_patterns.yml | 152 ++++++++ 4 files changed, 576 insertions(+) create mode 100644 esmvaltool/diag_scripts/steric_patterns/__init__.py create mode 100644 esmvaltool/diag_scripts/steric_patterns/steric_patterns.py create mode 100644 esmvaltool/diag_scripts/steric_patterns/sub_funcs.py create mode 100644 esmvaltool/recipes/recipe_steric_patterns.yml diff --git a/esmvaltool/diag_scripts/steric_patterns/__init__.py b/esmvaltool/diag_scripts/steric_patterns/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/esmvaltool/diag_scripts/steric_patterns/steric_patterns.py b/esmvaltool/diag_scripts/steric_patterns/steric_patterns.py new file mode 100644 index 0000000000..0fc9453dc9 --- /dev/null +++ b/esmvaltool/diag_scripts/steric_patterns/steric_patterns.py @@ -0,0 +1,328 @@ +# (C) Crown Copyright 2022-2025, Met Office. +"""Diagnostic script to calculate patterns of sterodynamic sea-level change from CMIP6 models. + +Description +----------- +Calculates regressions between the global thermal expansion (zostoga) and the +dynamic sea-level change (zos) for the CMIP6 models. This gives you patterns +of steric sea-levelchange for the different scenarios. + +Author +------ +Gregory Munday (Met Office, UK) +""" + +import logging +from pathlib import Path + +import iris +import iris.coord_categorisation +import iris.cube +import matplotlib.pyplot as plt +import numpy as np +from sklearn.linear_model import LinearRegression + +from esmvaltool.diag_scripts.shared import run_diagnostic +from esmvaltool.diag_scripts.steric_patterns import sub_funcs as sf + +logger = logging.getLogger(Path(__file__).stem) + + +def get_provenance_record() -> dict: + """Create a provenance record describing the diagnostic data and plot. + + Parameters + ---------- + None + + Returns + ------- + record : dict + provenance record + """ + record = { + "caption": ["Calculating sterodynamic sea-level patterns"], + "statistics": ["mean", "other"], + "domains": ["global"], + "themes": ["ocean"], + "realms": ["ocean"], + "authors": ["munday_gregory"], + } + return record + + +def calculate_drift(cube: iris.cube.Cube) -> float: + """Calculate zostoga model drift over the PiControl experiment. + + Parameters + ---------- + cube : iris.cube.Cube + cube of global thermal expansion + + Returns + ------- + drift : float + model drift (slope of regression) + """ + model = LinearRegression(fit_intercept=True) + model.fit(cube.coord("time").points.reshape(-1, 1), cube.data) + return model.coef_ + + +def detrend_zostoga( + zostoga: iris.cube.Cube, drift_coef: float, + plot_path: Path) -> iris.cube.Cube: + """Detrend the zostoga cube. + + Parameters + ---------- + zostoga: iris.cube.Cube + raw zostoga cube + drift_coef: float + drift coefficient to detrend zostoga + plot_path: Path + path to plot folder + + Returns + ------- + zostoga_dedrended: iris.cube.Cube + detrended zostoga cube + """ + trend = drift_coef * zostoga.coord("time").points + trend -= trend[0] + zostoga_detrended = zostoga - trend + + # Check how the detrending looks + fig = plt.figure(figsize=(10, 6)) + + ax = fig.add_subplot(111) + ax.scatter( + np.arange(len(zostoga.data)), zostoga.data, s=2, + alpha=0.8, color="navy", label="Original") + ax.scatter( + np.arange(len(zostoga.data)), zostoga_detrended.data, s=2, + alpha=0.8, color="darkorchid", label="Detrended") + ax.set_xlabel("Time from PiControl start (yrs)") + ax.set_ylabel("Global thermal expansion (m)") + ax.legend(loc="upper left", frameon=False) + + fig.savefig(Path(plot_path) / f'detrended_{zostoga.attributes["source_id"]}.png') + return zostoga_detrended + + +def dyn_steric_regression( + zostoga: iris.cube.Cube, zos: iris.cube.Cube) -> tuple[np.array]: + """Calculate the zostoga/zos regression. + + Parameters + ---------- + zostoga: iris.cube.Cube + zostoga cube + zos: iris.cube.Cube + zos cube + + Returns + ------- + slopes: np.array + regression slopes over the grid + mask: np.array + model-specific mask + """ + time = zos.coord("time") + dates = time.units.num2date(time.points) + yrs = np.array([date.year for date in dates]) + start_yr = 2005 + end_yr = 2100 + + # Calculate regression coefficients for period 2005-2100 + idx = ((yrs >= start_yr) & (yrs <= end_yr)) + + zostoga.data = zostoga.data - zostoga.data[0:10].mean() + zos.data = zos.data - zos.data[0:10].mean() + + # Calculate the slope and intercepts of linear fits of the + # global and local sea level projections + regr = LinearRegression() + regr.fit( + zostoga.data[idx].reshape(-1, 1), + zos.data[idx].reshape(zos.data[idx].shape[0], -1)) + slopes = regr.coef_.reshape(180, 360) + + # Deal with dodgy land mask, which won't really matter in the end anyway + if zos.attributes["source_id"] == "GISS-E2-1-H": + mask = np.full(zos.data.shape, np.nan) + else: + mask = zos.data.mask[0] + + return slopes, mask + + +def save_data( + slopes: np.array, mask: np.array, + work_path: Path, model: str, scenario: str) -> None: + """Save the zostoga/zos regression slopes and model mask. + + Parameters + ---------- + slopes: np.array + zostoga/zos regression slopes + mask: np.array + model mask + work_path: Path + path to save data to + + Returns + ------- + None + """ + np.save(Path(work_path) / f"zos_regression_{scenario}_{model}.npy", slopes) + np.save(Path(work_path) / f"zos_mask_{scenario}_{model}.npy", mask) + + +def evaluate_patterns( + zostoga: list, zos: list, slopes: list, + plot_path: Path, model: str) -> None: + """Evaluate the patterns. + + Parameters + ---------- + zostoga: list + list of zostoga scenarios + zos: list + list of zos scenarios + slopes: list + list of slopes + plot_path: Path + path to save plots to + model: str + model name + + Returns + ------- + None + """ + + +def extract_data_from_cfg(model: str, cfg: dict) -> tuple[list]: + """Extract model data from the cfg. + + Parameters + ---------- + model : str + model name + cfg: dict + dictionary passed in by ESMValTool preprocessors + + Returns + ------- + zostoga: list + list of zostoga scenarios + zos: list + list of zos scenarios + """ + for dataset in cfg["input_data"].values(): + if ((dataset["dataset"] == model) and + (dataset["variable_group"] == "zostoga_piControl")): + input_file = dataset["filename"] + zostoga_picontrol = sf.load_cube(input_file) + + if ((dataset["dataset"] == model) and + (dataset["variable_group"] == "zostoga_245")): + input_file = dataset["filename"] + zostoga_245 = sf.load_cube(input_file) + + if ((dataset["dataset"] == model) and + (dataset["variable_group"] == "zostoga_370")): + input_file = dataset["filename"] + zostoga_370 = sf.load_cube(input_file) + + if ((dataset["dataset"] == model) and + (dataset["variable_group"] == "zostoga_585")): + input_file = dataset["filename"] + zostoga_585 = sf.load_cube(input_file) + + if ((dataset["dataset"] == model) and + (dataset["variable_group"] == "zos_245")): + input_file = dataset["filename"] + zos_245 = sf.load_cube(input_file) + + if ((dataset["dataset"] == model) and + (dataset["variable_group"] == "zos_370")): + input_file = dataset["filename"] + zos_370 = sf.load_cube(input_file) + + if ((dataset["dataset"] == model) and + (dataset["variable_group"] == "zos_585")): + input_file = dataset["filename"] + zos_585 = sf.load_cube(input_file) + + + zostoga = [zostoga_picontrol, zostoga_245, zostoga_370, zostoga_585] + zos = [zos_245, zos_370, zos_585] + return zostoga, zos + + +def patterns(model: str, cfg: dict) -> None: + """Run pattern calculations. + + Parameters + ---------- + model : str + mame of the model to calculate patterns for + cfg : dict + global config dictionary + + Returns + ------- + None + """ + work_path, plot_path = sf.make_model_dirs(cfg, model) + zostoga_list, zos_list = extract_data_from_cfg(model, cfg) + + # Calculate drift from PiControl zostoga + zostoga_drift = calculate_drift(zostoga_list[0]) + + # Detrend the scenario zostogas + zostoga_detrended = [ + detrend_zostoga(z, zostoga_drift, plot_path) for z in zostoga_list[1:]] + + # Calculate regression between zostoga and zos + slopes_masks = [ + dyn_steric_regression(z_dtr, zos) for (z_dtr, zos) + in zip(zostoga_detrended, zos_list)] + slopes, masks = zip(*slopes_masks) + + scenarios = ["ssp245", "ssp370", "ssp585"] + for i, (s, m) in enumerate(zip(slopes, masks)): + save_data(s, m, work_path, model, scenarios[i]) + + # Test the patterns + evaluate_patterns(slopes, masks, plot_path, model, scenarios) + + +def main(cfg: dict) -> None: + """Take in driving data with parallelisation options. + + Parameters + ---------- + cfg : dict + the global config dictionary, passed by ESMValTool. + + Returns + ------- + None + """ + input_data = cfg["input_data"].values() + + models = [] + for mod in input_data: + model = mod["dataset"] + if model not in models: + models.append(model) + + sf.parallelise(patterns)(models, cfg) + + +if __name__ == "__main__": + with run_diagnostic() as config: + main(config) diff --git a/esmvaltool/diag_scripts/steric_patterns/sub_funcs.py b/esmvaltool/diag_scripts/steric_patterns/sub_funcs.py new file mode 100644 index 0000000000..fac1512bb1 --- /dev/null +++ b/esmvaltool/diag_scripts/steric_patterns/sub_funcs.py @@ -0,0 +1,96 @@ +# (C) Crown Copyright 2022-2025, Met Office. +"""Script containing sub-functions for main scripts. + +Author +------ +Gregory Munday (Met Office, UK) +""" +from __future__ import annotations + +import logging +import multiprocessing as mp +from functools import partial +from pathlib import Path + +import iris +import iris.analysis.cartography +import iris.coord_categorisation + +logger = logging.getLogger(Path(__file__).stem) + + +def load_cube(filename: str) -> iris.cube.Cube: + """Load cube, remove any dimensions of length: 1. + + Parameters + ---------- + filename : path + path to load cube file + + Returns + ------- + cube : cube + a cube + """ + logger.debug("Loading %s", filename) + cube = iris.load_cube(filename) + return iris.util.squeeze(cube) + + +def make_model_dirs(cfg: dict, model: str) -> tuple[Path, Path]: + """Create directories for each input model for saving. + + Parameters + ---------- + cfg: dict + Dictionary passed in by ESMValTool preprocessors + model : str + model name + + Returns + ------- + model_work_dir : path + path to specific model directory in work_dir + model_plot_dir : path + path to specific plot directory in plot_dir + """ + work_path = cfg["work_dir"] + plot_path = cfg["plot_dir"] + model_work_dir = Path(work_path) / model + model_plot_dir = Path(plot_path) / model + + if not Path.exists(model_work_dir): + Path.mkdir(model_work_dir) + if not Path.exists(model_plot_dir): + Path.mkdir(model_plot_dir) + return model_work_dir, model_plot_dir + + +def parallelise(function: callable, processes: int | None=None) -> callable: + """Parallelise any function, by George Ford, Met Office. + + Parameters + ---------- + function : function + function to be parallelised + processes : int + number of threads to be used in parallelisation + + Returns + ------- + result : any + results of parallelised elements + """ + if processes is None: + processes = max(1, mp.cpu_count() - 1) + if processes <= 0: + processes = 1 + + def easy_parallise(func: callable, sequence: list, cfg: dict) -> list: + with mp.Pool(processes=processes) as pool: + config_wrapper = partial(func, cfg=cfg) + result = pool.map_async(config_wrapper, sequence).get() + pool.close() + pool.join() + return result + return partial(easy_parallise, function) diff --git a/esmvaltool/recipes/recipe_steric_patterns.yml b/esmvaltool/recipes/recipe_steric_patterns.yml new file mode 100644 index 0000000000..cad7cae2e3 --- /dev/null +++ b/esmvaltool/recipes/recipe_steric_patterns.yml @@ -0,0 +1,152 @@ +# ESMValTool +# recipe_steric_patterns.yml +--- +documentation: + description: Generating sterodynamic sea-level patterns from CMIP6 models. + title: Sterodynamic sea-level patterns + + authors: + - munday_gregory + + maintainer: + - munday_gregory + + references: + +preprocessors: + regular_grid: + regrid: + target_grid: {start_longitude: -179.5, end_longitude: 179.5, step_longitude: 1, + start_latitude: -89.5, end_latitude: 89.5, step_latitude: 1} + scheme: linear + +CMIP_settings: &CMIP_settings + mip: Omon + project: CMIP6 + activity: CMIP + +ScenarioMIP_settings: &ScenarioMIP_settings + mip: Omon + project: CMIP6 + activity: ScenarioMIP + +ScenarioMIP_settings_zos: &ScenarioMIP_settings_zos + mip: Omon + project: CMIP6 + activity: ScenarioMIP + preprocessor: regular_grid + +CMIP6_zostoga: &cmip6_zostoga + - {dataset: ACCESS-CM2, ensemble: r1i1p1f1, grid: gn, institute: CSIRO-ARCCSS} + - {dataset: ACCESS-ESM1-5, ensemble: r1i1p1f1, grid: gn} + # - {dataset: BCC-CSM2-MR, exp: [piControl, ssp245, ssp370, ssp585], ensemble: r1i1p1f1, grid: gn} + - {dataset: CanESM5, ensemble: r1i1p1f1, grid: gn} + - {dataset: CanESM5-CanOE, ensemble: r1i1p2f1, grid: gn} + - {dataset: CanESM5-1, ensemble: r1i1p1f1, grid: gn, institute: CCCma} + - {dataset: CMCC-CM2-SR5, ensemble: r1i1p1f1, grid: gn} + - {dataset: CNRM-CM6-1, ensemble: r1i1p1f2, grid: gn} + - {dataset: CNRM-CM6-1-HR, ensemble: r1i1p1f2, grid: gn} + - {dataset: CNRM-ESM2-1, ensemble: r1i1p1f2, grid: gn} + - {dataset: EC-Earth3, ensemble: r1i1p1f1, grid: gn} + # - {dataset: EC-Earth3-CC, ensemble: r1i1p1f1, grid: gn} + # - {dataset: EC-Earth3-Veg, ensemble: r1i1p1f1, grid: gn} + # - {dataset: GFDL-CM4, ensemble: r1i1p1f1, grid: gr} + # - {dataset: GFDL-ESM4, ensemble: r1i1p1f1, grid: gr} + - {dataset: GISS-E2-1-H, ensemble: r1i1p1f2, grid: gn} + - {dataset: GISS-E2-1-G, ensemble: r1i1p5f1, grid: gn} + - {dataset: GISS-E2-2-G, ensemble: r1i1p3f1, grid: gn} + # - {dataset: HadGEM3-GC31-LL, ensemble: r1i1p1f1, grid: gm} + # - {dataset: HadGEM3-GC31-MM, ensemble: r1i1p1f1, grid: gm} + - {dataset: INM-CM4-8, ensemble: r1i1p1f1, grid: gr1} + - {dataset: INM-CM5-0, ensemble: r1i1p1f1, grid: gr1} + # - {dataset: IPSL-CM6A-LR, ensemble: r1i1p1f1, grid: gn} + - {dataset: MIROC6, ensemble: r1i1p1f1, grid: gm} + - {dataset: MPI-ESM1-2-HR, ensemble: r1i1p1f1, grid: gn} + - {dataset: MPI-ESM1-2-LR, ensemble: r1i1p1f1, grid: gn} + - {dataset: MRI-ESM2-0, ensemble: r1i1p1f1, grid: gm} + - {dataset: NorESM2-LM, ensemble: r1i1p1f1, grid: gm} + - {dataset: NorESM2-MM, ensemble: r1i1p1f1, grid: gm} + - {dataset: UKESM1-0-LL, ensemble: r1i1p1f2, grid: gm} + +CMIP6_zos: &cmip6_zos + - {dataset: ACCESS-CM2, ensemble: r1i1p1f1, grid: gn, institute: CSIRO-ARCCSS} + - {dataset: ACCESS-ESM1-5, ensemble: r1i1p1f1, grid: gn} + # - {dataset: BCC-CSM2-MR, ensemble: r1i1p1f1, grid: gn} + - {dataset: CanESM5, ensemble: r1i1p1f1, grid: gn} + - {dataset: CanESM5-CanOE, ensemble: r1i1p2f1, grid: gn} + - {dataset: CanESM5-1, ensemble: r1i1p1f1, grid: gn, institute: CCCma} + - {dataset: CMCC-CM2-SR5, ensemble: r1i1p1f1, grid: gn} + - {dataset: CNRM-CM6-1, ensemble: r1i1p1f2, grid: gn} + - {dataset: CNRM-CM6-1-HR, ensemble: r1i1p1f2, grid: gn} + - {dataset: CNRM-ESM2-1, ensemble: r1i1p1f2, grid: gn} + - {dataset: EC-Earth3, ensemble: r1i1p1f1, grid: gn} + # - {dataset: EC-Earth3-CC, ensemble: r1i1p1f1, grid: gn} + # - {dataset: EC-Earth3-Veg, ensemble: r1i1p1f1, grid: gn} + # - {dataset: GFDL-CM4, ensemble: r1i1p1f1, grid: gr} + # - {dataset: GFDL-ESM4, ensemble: r1i1p1f1, grid: gr} + - {dataset: GISS-E2-1-H, ensemble: r1i1p1f2, grid: gr} + - {dataset: GISS-E2-1-G, ensemble: r1i1p5f1, grid: gn} + - {dataset: GISS-E2-2-G, ensemble: r1i1p3f1, grid: gn} + # - {dataset: HadGEM3-GC31-LL, ensemble: r1i1p1f1, grid: gn} # Missing ssp370 + # - {dataset: HadGEM3-GC31-MM, ensemble: r1i1p1f1, grid: gn} # Missing ssp370 + - {dataset: INM-CM4-8, ensemble: r1i1p1f1, grid: gr1} + - {dataset: INM-CM5-0, ensemble: r1i1p1f1, grid: gr1} + # - {dataset: IPSL-CM6A-LR, ensemble: r1i1p1f1, grid: gn} + - {dataset: MIROC6, ensemble: r1i1p1f1, grid: gn} + - {dataset: MPI-ESM1-2-HR, ensemble: r1i1p1f1, grid: gn} + - {dataset: MPI-ESM1-2-LR, ensemble: r1i1p1f1, grid: gn} + - {dataset: MRI-ESM2-0, ensemble: r1i1p1f1, grid: gr} + - {dataset: NorESM2-LM, ensemble: r1i1p1f1, grid: gn} + - {dataset: NorESM2-MM, ensemble: r1i1p1f1, grid: gn} + - {dataset: UKESM1-0-LL, ensemble: r1i1p1f2, grid: gn} + +diagnostics: + steric_patterns: + description: Monthly steric sea-level patterns. + + variables: + zostoga_piControl: + short_name: zostoga + exp: piControl + <<: *CMIP_settings + additional_datasets: *cmip6_zostoga + + zostoga_245: + short_name: zostoga + exp: ssp245 + <<: *ScenarioMIP_settings + additional_datasets: *cmip6_zostoga + + zostoga_370: + short_name: zostoga + exp: ssp370 + <<: *ScenarioMIP_settings + additional_datasets: *cmip6_zostoga + + zostoga_585: + short_name: zostoga + exp: ssp585 + <<: *ScenarioMIP_settings + additional_datasets: *cmip6_zostoga + + zos_245: + short_name: zos + exp: ssp245 + <<: *ScenarioMIP_settings_zos + additional_datasets: *cmip6_zos + + zos_370: + short_name: zos + exp: ssp370 + <<: *ScenarioMIP_settings_zos + additional_datasets: *cmip6_zos + + zos_585: + short_name: zos + exp: ssp585 + <<: *ScenarioMIP_settings_zos + additional_datasets: *cmip6_zos + + scripts: + climate_patterns_script: + script: steric_patterns/steric_patterns.py From edf0bdbd907f93bd176e89b797cf4f39b4ad1ce0 Mon Sep 17 00:00:00 2001 From: Gregory Munday Date: Wed, 21 May 2025 13:00:17 +0100 Subject: [PATCH 02/27] Updated some functions --- .../steric_patterns/steric_patterns.py | 36 +++++++++++++++---- .../diag_scripts/steric_patterns/sub_funcs.py | 2 +- 2 files changed, 31 insertions(+), 7 deletions(-) diff --git a/esmvaltool/diag_scripts/steric_patterns/steric_patterns.py b/esmvaltool/diag_scripts/steric_patterns/steric_patterns.py index 0fc9453dc9..049c0bebcf 100644 --- a/esmvaltool/diag_scripts/steric_patterns/steric_patterns.py +++ b/esmvaltool/diag_scripts/steric_patterns/steric_patterns.py @@ -20,6 +20,7 @@ import iris.cube import matplotlib.pyplot as plt import numpy as np +from esmvalcore.preprocessor import area_statistics from sklearn.linear_model import LinearRegression from esmvaltool.diag_scripts.shared import run_diagnostic @@ -70,8 +71,8 @@ def calculate_drift(cube: iris.cube.Cube) -> float: def detrend_zostoga( - zostoga: iris.cube.Cube, drift_coef: float, - plot_path: Path) -> iris.cube.Cube: + zostoga: iris.cube.Cube, drift_coef: float, + plot_path: Path) -> iris.cube.Cube: """Detrend the zostoga cube. Parameters @@ -111,7 +112,7 @@ def detrend_zostoga( def dyn_steric_regression( - zostoga: iris.cube.Cube, zos: iris.cube.Cube) -> tuple[np.array]: + zostoga: iris.cube.Cube, zos: iris.cube.Cube) -> tuple[np.array]: """Calculate the zostoga/zos regression. Parameters @@ -135,7 +136,7 @@ def dyn_steric_regression( end_yr = 2100 # Calculate regression coefficients for period 2005-2100 - idx = ((yrs >= start_yr) & (yrs <= end_yr)) + idx = (yrs >= start_yr) & (yrs <= end_yr) zostoga.data = zostoga.data - zostoga.data[0:10].mean() zos.data = zos.data - zos.data[0:10].mean() @@ -201,6 +202,30 @@ def evaluate_patterns( ------- None """ + # Scale patterns for each scenario + mse_list = [] + for i, (z, s) in enumerate(zip(zostoga, slopes)): + z.data = z.data - z.data[0:10].mean() + zos[i].data = zos[i].data - zos[i].data[0:10].mean() + + pattern_scaled = z.data[:, np.newaxis, np.newaxis] * s[np.newaxis, :, :] + mse = np.nanmean((zos[i].data - pattern_scaled) ** 2, axis=0) + mse_list.append(mse) + + # Plot the mse for each scenario + fig = plt.figure(figsize=(10, 6), layout="constrained") + ax = fig.add_subplot(111) + + time = np.arange(2015, 2015 + mse_list[0].shape[0]) + ax.plot(time, mse_list[0], label="SSP245", color="navy") + ax.plot(time, mse_list[1], label="SSP370", color="orange") + ax.plot(time, mse_list[2], label="SSP585", color="darkorchid") + + ax.set_xlabel("Year") + ax.set_ylabel("Mean Squared Error (m)") + + ax.legend(loc="upper left", frameon=False) + fig.savefig(Path(plot_path) / f"mse_{model}.png", dpi=300) def extract_data_from_cfg(model: str, cfg: dict) -> tuple[list]: @@ -256,7 +281,6 @@ def extract_data_from_cfg(model: str, cfg: dict) -> tuple[list]: input_file = dataset["filename"] zos_585 = sf.load_cube(input_file) - zostoga = [zostoga_picontrol, zostoga_245, zostoga_370, zostoga_585] zos = [zos_245, zos_370, zos_585] return zostoga, zos @@ -297,7 +321,7 @@ def patterns(model: str, cfg: dict) -> None: save_data(s, m, work_path, model, scenarios[i]) # Test the patterns - evaluate_patterns(slopes, masks, plot_path, model, scenarios) + evaluate_patterns(zostoga_list[1:], zos_list, slopes, plot_path, model) def main(cfg: dict) -> None: diff --git a/esmvaltool/diag_scripts/steric_patterns/sub_funcs.py b/esmvaltool/diag_scripts/steric_patterns/sub_funcs.py index fac1512bb1..ff25e669c3 100644 --- a/esmvaltool/diag_scripts/steric_patterns/sub_funcs.py +++ b/esmvaltool/diag_scripts/steric_patterns/sub_funcs.py @@ -66,7 +66,7 @@ def make_model_dirs(cfg: dict, model: str) -> tuple[Path, Path]: return model_work_dir, model_plot_dir -def parallelise(function: callable, processes: int | None=None) -> callable: +def parallelise(function: callable, processes: int | None = None) -> callable: """Parallelise any function, by George Ford, Met Office. Parameters From ee25f14fbfb4cbd09b0abe454032c7295c41a6b2 Mon Sep 17 00:00:00 2001 From: Gregory Munday Date: Fri, 23 May 2025 12:54:05 +0100 Subject: [PATCH 03/27] Add documentation+ --- .../figures/steric_patterns/detrended.png | Bin 0 -> 70914 bytes .../figures/steric_patterns/predictions.png | Bin 0 -> 308744 bytes .../figures/steric_patterns/regressions.png | Bin 0 -> 166940 bytes doc/sphinx/source/recipes/index.rst | 1 + .../source/recipes/recipe_steric_patterns.rst | 114 ++++++++++ .../steric_patterns/steric_patterns.py | 197 ++++++++++++++---- esmvaltool/recipes/recipe_steric_patterns.yml | 2 + esmvaltool/references/palmer2020.bibtex | 15 ++ esmvaltool/references/perks2023.bibtex | 8 + 9 files changed, 301 insertions(+), 36 deletions(-) create mode 100644 doc/sphinx/source/recipes/figures/steric_patterns/detrended.png create mode 100644 doc/sphinx/source/recipes/figures/steric_patterns/predictions.png create mode 100644 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