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{
"cells": [
{
"cell_type": "markdown",
"id": "fde8874d-299f-4f48-a10a-9fb6a00b43b9",
"metadata": {},
"source": [
"# Evaluate bootstrapped model results"
]
},
{
"cell_type": "markdown",
"id": "969d063b-5262-4324-901f-0a48630c4f27",
]
},
{
"cell_type": "code",
"id": "8af00ae4-4aeb-4ff8-a46a-65966b28c440",
"metadata": {},
"outputs": [],
"source": [
"# builtins\n",
"import pathlib\n",
"\n",
"# externals\n",
"import numpy as np\n",
"import xarray as xr\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# locals\n",
"from climax.main.io import OBS_PATH, ERA5_PATH\n",
"from climax.main.config import VALID_PERIOD\n",
"from pysegcnn.core.utils import search_files"
]
},
{
"cell_type": "code",
"id": "5bc74835-dc59-46ed-849b-3ff614e53eee",
"metadata": {},
"outputs": [],
"source": [
"# mapping from predictands to variable names\n",
"NAMES = {'tasmin': 'minimum temperature', 'tasmax': 'maximum temperature', 'pr': 'precipitation'}"
]
},
{
"cell_type": "code",
"id": "c8a63ef3-35ef-4ffa-b1f3-5c2986eb7eb1",
"metadata": {},
"outputs": [],
"source": [
"# path to bootstrapped model results\n",
"RESULTS = pathlib.Path('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap')"
]
},
{
"cell_type": "markdown",
"id": "7eae545b-4d8a-4689-a6c0-4aba2cb9104e",
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"# predictand to evaluate\n",
"PREDICTAND = 'tasmin'"
]
},
{
"cell_type": "code",
"id": "3e856f80-14fd-405f-a44e-cc77863f8e5b",
"metadata": {},
"outputs": [],
"source": [
"# loss function and optimizer\n",
"LOSS = ['L1Loss', 'MSELoss', 'BernoulliGammaLoss'] if PREDICTAND == 'pr' else ['L1Loss', 'MSELoss']\n",
"OPTIM = 'Adam'"
]
},
{
"cell_type": "code",
"id": "011b792d-7349-44ad-997d-11f236472a11",
"metadata": {},
"outputs": [],
"source": [
"# model to evaluate\n",
"models = ['USegNet_{}_ztuvq_500_850_p_dem_doy_1mm_{}_{}'.format(PREDICTAND, loss, OPTIM) if loss == 'BernoulliGammaLoss' else\n",
" 'USegNet_{}_ztuvq_500_850_p_dem_doy_{}_{}'.format(PREDICTAND, loss, OPTIM) for loss in LOSS]"
]
},
{
"cell_type": "code",
"id": "dc4ca6f0-5490-4522-8661-e36bd1be11b7",
"metadata": {},
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"outputs": [
{
"data": {
"text/plain": [
"{'L1Loss': [PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04_01.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04_02.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04_03.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04_04.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04_05.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04_06.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04_07.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04_08.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04_09.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_L1Loss_Adam_d1e-03_lr3e-04_10.nc')],\n",
" 'MSELoss': [PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04_01.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04_02.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04_03.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04_04.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04_05.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04_06.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04_07.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04_08.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04_09.nc'),\n",
" PosixPath('/mnt/CEPH_PROJECTS/FACT_CLIMAX/ERA5_PRED/bootstrap/tasmin/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04/USegNet_tasmin_ztuvq_500_850_p_dem_doy_MSELoss_Adam_d0e+00_lr3e-04_10.nc')]}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get bootstrapped models\n",
"models = {loss: sorted(search_files(RESULTS.joinpath(PREDICTAND), model + '(.*).nc$'),\n",
" key=lambda x: int(x.stem.split('_')[-1])) for loss, model in zip(LOSS, models)}\n",
"models"
]
},
{
"cell_type": "markdown",
"id": "5a64795a-6e5c-409a-8b3b-c738a96fa255",
"metadata": {
"tags": []
},
"source": [
"## Load datasets"
]
},
{
"cell_type": "markdown",
"id": "e790ed9f-451c-4368-849d-06d9c50f797c",
"metadata": {},
"source": [
"### Load observations"
]
},
{
"cell_type": "code",
"id": "0862e0c8-06df-45d6-bc1b-002ffb6e9915",
"metadata": {},
"outputs": [],
"source": [
"# load observations\n",
"y_true = xr.open_dataset(OBS_PATH.joinpath(PREDICTAND, 'OBS_{}_1980_2018.nc'.format(PREDICTAND)),\n",
" chunks={'time': 365})\n",
"y_true = y_true.sel(time=VALID_PERIOD) # subset to time period covered by predictions\n",
"y_true = y_true.rename({NAMES[PREDICTAND]: PREDICTAND}) if PREDICTAND == 'pr' else y_true"
]
},
{
"cell_type": "code",
"id": "aba38642-85d1-404a-81f3-65d23985fb7a",
"metadata": {},
"outputs": [],
"source": [
"# mask of missing values\n",
"missing = np.isnan(y_true[PREDICTAND])"
]
},
{
"cell_type": "markdown",
"id": "d4512ed2-d503-4bc1-ae76-84560c101a14",
"metadata": {},
"source": [
"### Load reference data"
]
},
{
"cell_type": "code",
"id": "f90f6abf-5fd6-49c0-a1ad-f62242b3d3a0",
"metadata": {},
"outputs": [],
"source": [
"# ERA-5 reference dataset\n",
"if PREDICTAND == 'pr':\n",
" y_refe = xr.open_dataset(search_files(ERA5_PATH.joinpath('ERA5', 'total_precipitation'), '.nc$').pop(),\n",
" chunks={'time': 365})\n",
" y_refe = y_refe.rename({'tp': 'pr'})\n",
"else:\n",
" y_refe = xr.open_dataset(search_files(ERA5_PATH.joinpath('ERA5', '2m_{}_temperature'.format(PREDICTAND.lstrip('tas'))), '.nc$').pop(),\n",
" chunks={'time': 365})\n",
" y_refe = y_refe - 273.15 # convert to °C\n",
" y_refe = y_refe.rename({'t2m': PREDICTAND})"
]
},
{
"cell_type": "code",
"id": "ea6d5f56-4f39-4e9a-976d-00ff28fce95c",
"metadata": {},
"outputs": [],
"source": [
"# subset to time period covered by predictions\n",
"y_refe = y_refe.sel(time=VALID_PERIOD).drop_vars('lambert_azimuthal_equal_area')\n",
"y_refe = y_refe.transpose('time', 'y', 'x') # change order of dimensions"
]
},
{
"cell_type": "markdown",
"id": "d37702de-da5f-4306-acc1-e569471c1f12",
"metadata": {},
"source": [
"### Load QM-adjusted reference data"
]
},
{
"cell_type": "code",
"id": "fffbd267-d08b-44f4-869c-7056c4f19c28",
"metadata": {},
"outputs": [],
"source": [
"y_refe_qm = xr.open_dataset(ERA5_PATH.joinpath('QM_ERA5_{}_day_19912010.nc'.format(PREDICTAND)), chunks={'time': 365})\n",
"y_refe_qm = y_refe_qm.transpose('time', 'y', 'x') # change order of dimensions"
]
},
{
"cell_type": "code",
"id": "16fa580e-27a7-4758-9164-7f607df7179d",
"metadata": {},
"outputs": [],
"source": [
"# center hours at 00:00:00 rather than 12:00:00\n",
"y_refe_qm['time'] = np.asarray([t.astype('datetime64[D]') for t in y_refe_qm.time.values])"
]
},
{
"cell_type": "code",
"id": "6789791f-006b-49b3-aa04-34e4ed8e1571",
"metadata": {},
"outputs": [],
"source": [
"# subset to time period covered by predictions\n",
"y_refe_qm = y_refe_qm.sel(time=VALID_PERIOD).drop_vars('lambert_azimuthal_equal_area')"
]
},
{
"cell_type": "code",
"id": "b51cfb3f-caa8-413e-a12d-47bbafcef1df",
"metadata": {},
"outputs": [],
"source": [
"# align datasets and mask missing values\n",
"y_true, y_refe, y_refe_qm = xr.align(y_true[PREDICTAND], y_refe[PREDICTAND], y_refe_qm[PREDICTAND], join='override')\n",
"y_refe = y_refe.where(~missing, other=np.nan)\n",
"y_refe_qm = y_refe_qm.where(~missing, other=np.nan)"
]
},
{
"cell_type": "markdown",
"id": "b4a6c286-6b88-487d-866c-3cb633686dac",
"metadata": {},
"source": [
"### Load model predictions"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"y_pred_raw = {k: [xr.open_dataset(v, chunks={'time': 365}) for v in models[k]] for k in models.keys()}\n",
"if PREDICTAND == 'pr':\n",
" y_pred_raw = {k: [v.rename({NAMES[PREDICTAND]: PREDICTAND}) if k == 'BernoulliGammaLoss' else v.rename({PREDICTAND: PREDICTAND}) for v in y_pred_raw[k]] for k in y_pred_raw.keys()}\n",
" y_pred_raw = {k: [v.transpose('time', 'y', 'x') for v in y_pred_raw[k]] for k in y_pred_raw.keys()}"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"# align datasets and mask missing values\n",
" # check whether evaluating precipitation or temperatures\n",
" if len(y_p.data_vars) > 1:\n",
" _, _, y_p, y_p_prob = xr.align(y_true, y_refe, y_p[PREDICTAND], y_p.prob, join='override')\n",
" y_p_prob = y_p_prob.where(~missing, other=np.nan) # mask missing values\n",
" y_prob[loss].append(y_p_prob)\n",
" else:\n",
" _, _, y_p = xr.align(y_true, y_refe, y_p[PREDICTAND], join='override')\n",
"\n",
" # mask missing values\n",
" y_p = y_p.where(~missing, other=np.nan)\n",
" y_pred[loss].append(y_p)"
{
"cell_type": "markdown",
"id": "6a718ea3-54d3-400a-8c89-76d04347de2d",
"metadata": {
"source": [
]
},
{
"cell_type": "code",
"id": "5a6c0bfe-c1d2-4e43-9f8e-35c63c46bb10",
"metadata": {},
"outputs": [],
"source": [
"ensemble = {k: xr.Dataset({'Member-{}'.format(i): member for i, member in enumerate(y_pred[k])}).to_array('members')\n",
" for k in y_pred.keys() if y_pred[k]}"
]
},
{
"cell_type": "code",
"id": "0e526227-cd4c-4a1c-ab72-51b72a4f821f",
"metadata": {},
"outputs": [],
"source": [
"# full ensemble mean prediction and standard deviation\n",
"ensemble_mean_full = {k: v.mean(dim='members') for k, v in ensemble.items()}\n",
"ensemble_std_full = {k: v.std(dim='members') for k, v in ensemble.items()}"
]
},
{
"cell_type": "code",
"id": "d4a70701-2823-4106-ad6a-3272b678d0f9",
"metadata": {},
"outputs": [],
"source": [
"# ensemble mean prediction using three random members\n",
"ensemble_3 = np.random.randint(0, len(ensemble['L1Loss'].members), size=3)\n",
"ensemble_mean_3 = {k: v[ensemble_3, ...].mean(dim='members') for k, v in ensemble.items()}\n",
"ensemble_std_3 = {k: v[ensemble_3, ...].std(dim='members') for k, v in ensemble.items()}"
]
},
{
"cell_type": "code",
"id": "c4d18814-1340-4ed4-8102-2ccd6f0c2664",
"metadata": {},
"outputs": [],
"source": [
"# ensemble mean prediction using five random members\n",
"ensemble_5 = np.random.randint(0, len(ensemble['L1Loss'].members), size=5)\n",
"ensemble_mean_5 = {k: v[ensemble_5, ...].mean(dim='members') for k, v in ensemble.items()}\n",
"ensemble_std_5 = {k: v[ensemble_5, ...].std(dim='members') for k, v in ensemble.items()}"
]
},
{
"cell_type": "markdown",
"id": "f8b31e39-d4b9-4347-953f-87af04c0dd7a",
"metadata": {
"tags": []
},
"source": [
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "e1159466-fa5d-4664-8411-505665af6bbc",
"metadata": {},
"outputs": [],
"source": [
"# TODO: coefficient of determination, AUC/ROCSS for pr"
]
},
{
"cell_type": "markdown",
"id": "3e6ecc98-f32f-42f7-9971-64b270aa5453",
"metadata": {
]
},
{
"cell_type": "markdown",
"id": "671cd3c0-8d6c-41c1-bf8e-93f5943bf9aa",
"metadata": {},
"source": [
"Calculate yearly average bias, MAE, and RMSE over entire reference period for model predictions, ERA-5, and QM-adjusted ERA-5."
]
},
{
"cell_type": "code",
"id": "7939a4d2-4eff-4507-86f8-dba7c0b635df",
"metadata": {},
"outputs": [],
"source": [
"# yearly average values over validation period\n",
"y_refe_yearly_avg = y_refe.groupby('time.year').mean(dim='time')\n",
"y_refe_qm_yearly_avg = y_refe_qm.groupby('time.year').mean(dim='time')\n",
"y_true_yearly_avg = y_true.groupby('time.year').mean(dim='time')"
]
},
{
"cell_type": "code",
"id": "64e29db7-998d-4952-84b0-1c79016ab9a9",
"metadata": {},
"outputs": [],
"source": [
"# yearly average bias, mae, and rmse for ERA-5\n",
"bias_refe = ((y_refe_yearly_avg - y_true_yearly_avg) / y_true_yearly_avg) * 100 if PREDICTAND == 'pr' else y_refe_yearly_avg - y_true_yearly_avg\n",
"mae_refe = np.abs(y_refe_yearly_avg - y_true_yearly_avg)\n",
"rmse_refe = (y_refe_yearly_avg - y_true_yearly_avg) ** 2"
]
},
{
"cell_type": "code",
"id": "d0d4c974-876f-45e6-85cc-df91501ead20",
"metadata": {},
"outputs": [],
"source": [
"# yearly average bias, mae, and rmse for QM-Adjusted ERA-5\n",
"bias_refe_qm = ((y_refe_qm_yearly_avg - y_true_yearly_avg) / y_true_yearly_avg) * 100 if PREDICTAND == 'pr' else y_refe_qm_yearly_avg - y_true_yearly_avg\n",
"mae_refe_qm = np.abs(y_refe_qm_yearly_avg - y_true_yearly_avg)\n",
"rmse_refe_qm = (y_refe_qm_yearly_avg - y_true_yearly_avg) ** 2"
]
},
{
"cell_type": "code",
"id": "d6efe5b9-3a6d-41ea-9f26-295b167cf0af",
"metadata": {},
"outputs": [],
"source": [
"# compute validation metrics for reference datasets\n",
"filename = RESULTS.joinpath(PREDICTAND, 'reference.csv')\n",
"if filename.exists():\n",
" # check if validation metrics for reference already exist\n",
" df_ref = pd.read_csv(filename)\n",
"else:\n",
" # compute validation metrics\n",
" df_ref = pd.DataFrame([], columns=['bias', 'mae', 'rmse', 'product'])\n",
" for product, metrics in zip(['Era-5', 'Era-5 QM'], [[bias_refe, mae_refe, rmse_refe], [bias_refe_qm, mae_refe_qm, rmse_refe_qm]]):\n",
" values = pd.DataFrame([[np.sqrt(m.mean().values.item()) if name == 'rmse' else m.mean().values.item() for\n",
" name, m in zip(['bias', 'mae', 'rmse'], metrics)] + [product]], columns=df_ref.columns)\n",
" df_ref = df_ref.append(values, ignore_index=True)\n",
" \n",
" # save metrics to disk\n",
" df_ref.to_csv(filename, index=False)"
]
},
{
"cell_type": "markdown",
"id": "258cb3c6-c2fc-457d-885e-28eaf48f1d5b",
"metadata": {
"tags": []
},
"source": [
"## Bias, MAE, and RMSE for model predictions"
]
},
{
"cell_type": "markdown",
"Calculate yearly average bias, MAE, and RMSE over entire reference period for model predictions."
]
},
{
"cell_type": "code",
"id": "6980833a-3848-43ca-bcca-d759b4fd9f69",
"metadata": {},
"outputs": [],
"source": [
"# yearly average bias, mae, and rmse for each ensemble member\n",
"y_pred_yearly_avg = {k: v.groupby('time.year').mean(dim='time') for k, v in ensemble.items()}\n",
"bias_pred = {k: ((v - y_true_yearly_avg) / y_true_yearly_avg) * 100 if PREDICTAND == 'pr'\n",
" else v - y_true_yearly_avg for k, v in y_pred_yearly_avg.items()}\n",
"mae_pred = {k: np.abs(v - y_true_yearly_avg) for k, v in y_pred_yearly_avg.items()}\n",
"rmse_pred = {k: (v - y_true_yearly_avg) ** 2 for k, v in y_pred_yearly_avg.items()}"
"id": "64f7a0b9-a772-4a03-9160-7839a48e56cd",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# compute validation metrics for model predictions\n",
"filename = RESULTS.joinpath(PREDICTAND, 'prediction.csv')\n",
"if filename.exists():\n",
" # check if validation metrics for predictions already exist\n",
" df_pred = pd.read_csv(filename)\n",
"else:\n",
" # validation metrics for each ensemble member\n",
" df_pred = pd.DataFrame([], columns=['bias', 'mae', 'rmse', 'product', 'loss'])\n",
" for k in y_pred_yearly_avg.keys():\n",
" for i in range(len(bias_pred[k])):\n",
" values = pd.DataFrame([[np.sqrt(m.mean().values.item()) if name == 'rmse' else m.mean().values.item()\n",
" for name, m in zip(['bias', 'mae', 'rmse'], [bias_pred[k][i], mae_pred[k][i], rmse_pred[k][i]])] +\n",
" [bias_pred[k][i].members.item()] + [k]],\n",
" columns=df_pred.columns)\n",
" df_pred = df_pred.append(values, ignore_index=True)\n",
" \n",
" # validation metrics for ensembles\n",
" for name, ens in zip(['Ensemble-3', 'Ensemble-5', 'Ensemble-{:d}'.format(len(ensemble['L1Loss']))],\n",
" [ensemble_mean_3, ensemble_mean_5, ensemble_mean_full]):\n",
" for k, v in ens.items():\n",
" yearly_avg = v.groupby('time.year').mean(dim='time')\n",
" bias = ((((yearly_avg - y_true_yearly_avg) / y_true_yearly_avg) * 100).mean().values.item() if PREDICTAND == 'pr' else \n",
" (yearly_avg - y_true_yearly_avg).mean().values.item())\n",
" mae = np.abs(yearly_avg - y_true_yearly_avg).mean().values.item()\n",
" rmse = np.sqrt(((yearly_avg - y_true_yearly_avg) ** 2).mean().values.item())\n",
" values = pd.DataFrame([[bias, mae, rmse, name, k]], columns=df_pred.columns)\n",
" df_pred = df_pred.append(values, ignore_index=True)\n",
" \n",
" # save metrics to disk\n",
" df_pred.to_csv(filename, index=False)"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"# create a sequential colormap: for reference data, single ensemble members, and ensemble mean predictions\n",
"# palette = sns.color_palette('YlOrRd_r', 10) + sns.color_palette('Greens', 3)\n",
"palette = sns.color_palette('Blues', len(LOSS))"
"id": "3cfcd2de-cd37-42d5-b53d-e8abfd21e242",
"metadata": {
"tags": []
},
"### Absolute values: single members vs. ensemble"
"# dataframe of single members and ensembles only\n",
"members = df_pred[~np.isin(df_pred['product'], ['Ensemble-{}'.format(i) for i in [3, 5, 10]])]\n",
"ensemble = df_pred[~np.isin(df_pred['product'], ['Member-{}'.format(i) for i in range(10)])]"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"data": {
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z/wIQEbsCFwNPB377gAMXf0wLAObNmzfVMdUQfriV1GZJZs7rYL+B1amqzdS50rbvPRQjXjrave35lO9ZRKwFHAN8Ffgm8FDg48C3I+L57Z1S1vb6ss5KqoG+1/Zu65TGW507WJYAS4G12tavybI9ihOuAe6b+NBaugS4D5hLzT64SpJGWiPqVEQ8heJa8jdk5i1t21YHjgP2zcyLOjjcbN6zdwG3Z+a+LXHfSDEvzFbAWZ20Qw/UTWcH2OEx7k4+77KqU5DqwjqlntR2Dpbym7CFwHZtm7ajmMl5Mr8CVoiIDVvWbUDRkbSo70lKkhqrQXXqvcAf2ztXADLzZoph0O/v5ECzfM9Wofiw22rieW0/x0iSRo91Sr2q+w/8MGC3iNg9Ip4YEYcD6wBfAIiIAyPijJb9fwL8DvhSRGwaEZsCX6L4RvBcJEnqrybUqWcB351m+/eAbbo4Xrfv2Y+AzSLiIxHxuIjYDPgyxTeDC7tpiCRJHbBOadbqfIkQmXl8RKwB7A+sDVwA7FhOqEe5bsOW/e+PiJ2AzwJnAncCpwP7eO2bJKnfGlKnHgPcMM32G4FHd3qwWbxnP42I1wP7UoyUuRP4DcUEvLd30xBJkmZinVIvat3BApCZRwJHTrFtt0nWXQO8esBpSZIENKJO/YPig+RUlzA9rtynY7N4z74FfKubGJIkzZZ1SrNV90uEJElStX4B7D3N9r0pRuNIkiQ1Wu1HsEiSpEp9CvhNRHyvfPzncv0TgQ8ALwC2rCg3aex0e0efnTZdf0CZSJK6ZQeLJEmaUmb+PiJeRTEZb/sdFG4AdsnM84afmSRJUr3YwSJJkqaVmSdHxLrA9sBjgQD+ApyWmXdUmpwkSVJN2MEiSZJmlJl3UtySWZIkSZNwkltJkjStiNgiIraPiKg6F0mSpLpyBIskSZpSROwL7AJcDewGvLbShCRJkmrKDhZJkjSddwEvB/4E3BoRj8jMGyvOaaB2OOCkrvY/Zb+dB5KHJEkaLXawSJKk6VwPrA/8A7gXuL3SbCRJkmrKDhZJkjSdPYEvAysD78jMuyvOR1KLbkZcOdpKkgbLDhZJkjSlzDwHeHLVeUiSJNWddxGSJEmSJEnqkR0skiRpUhGxdRf7rhoRTx1kPpIkSXXmJUKSJGkqx0TElcAXgR9l5i3tO0TExsAbgTcB7wPOH26KkqRh6fYua+DcP2oWO1gkdeXk8y7rav+dNl1/QJlIGoInA/8OfBj4WkT8FbgGuAt4OPAEYCXgROD5mXlhVYmqGt3WBEmSxpkdLJIkaVKZeR9wBHBERMwDtgbWpbij0ELgYOBnmXljdVlKkiTVQ+07WCJiT+D9wNrAn4C9M/OXHbzuccDvgMjMVQebpSSpqZpSpzLzXODcqvOQpKbr9jIdL9GRhqfWHSwR8RrgcGBP4Kzy31Mi4kmZuXia1z0I+BZwJvCcYeQqSWoe65TqxMt1JEmqVt3vIrQPcGxmHp2ZF2XmXhTXfr9zhtcdBPwROGHQCUqSGs06JUmSJKDGI1jKb/c2Bw5p23QasNU0r3sxsBOwGfDKgSUoSWo065QkjY66jvCqa16SZqe2HSzAHGB54Nq29dcCL5jsBRGxNnA08IrMvDUipg0QEXsAewDMnTu313wlTaKb64S9Rlg1MyciWuccWZCZC1q3M+A6pdHlf5qk6XXzN+IdCSWNijp3sEzItucxyboJxwFHZeZvOjpw8UF5AcC8efOmOqYkqZmWZOa8DvYbWJ2qi4hYkSL3/87Mv1Wdj5rLjitJUp3VuYNlCbAUWKtt/Zos+23hhOcDz4mIj5TPA1guIu4D9mz75lGSpF40pk5l5r0R8ULgg1XnMlv+x1ySJA1abSe5zcx7gIXAdm2btgN+PcXLngps0rJ8GLizfOxEgpKkvmlgnToReEXVSUiSJNVVnUewABwGfC0izgF+BbwDWAf4AkBEHAg8IzO3BcjMC1pfHBHzgPvb10uS1CdNqlOLgf0jYhvgXOD21o2ZeVglWUmSJNVErTtYMvP4iFgD2B9YG7gA2DEzF5W7rA1sWFV+kqRma1id2g24Cdi4XFolRWeTJElSY9W6gwUgM48Ejpxi224zvPZY4Ni+JyVJUqkpdSozvY2HJKlS3dydcoJ3qdQw1b6DRZIk1UtErApkZt4+486SpNpyAnCpv2o7ya0kSaqXiHhXRCwGbgZuiYhFEbFn1XlJkiTVgSNYJEnSjCLivylu03wIcFa5ehvgUxGxWmZ+qrLkJEmSasAOFkmS1Il3AHtk5jdb1p0REZcAnwTsYJEkSY3mJUKSJKkTawL/N8n6c4BHDTkXSZKk2nEEiyRJ6sRfgNcDH29b/3rg4uGnI0kaZU6wq3FkB4skSerER4FvR8SzgV8BCWwNPAd4dYV5SZIk1YIdLJIkaUaZeWJEPAPYB9gJCOBC4BmZeV6lyUkaazsccFJX+5+y384DyUOSZmIHiyRJmlZErAgcB/x3Zr6x6nwkSZLqyEluJUnStDLzXuCFFJcFSZIkaRJ2sEiSpE6cCLyi6iQkSZLqykuEJElSJxYD+0fENsC5wO2tGzPzsEqykiRJqgk7WCRJUid2A24CNi6XVgnYwSJJkhrNDhZJkjStiFiO4s5BizLztqrzkSRJqiPnYJEkSTNJ4DxgraoTkSRJqitHsIygHQ44qav9T9lv54HkIUlqhszMiLgYeCTw16rzkSRJqqPad7BExJ7A+4G1gT8Be2fmL6fY97nAe4BnAKtTfAicn5lfGkqyqp2Tz7us6hQkjbkG1al9gYMj4t3AHzJz1rds7uY9K/cP4D+BdwDrAzcCX8nMD8w2B0mSpmKd0mzVuoMlIl4DHA7sCZxV/ntKRDwpMxdP8pKtgPOBTwPXAC8CFkTEXZn5jSGlLUlqiIbVqW8DKwELgfsi4u7WjZm5WicHmcV7BnAoxRww76d4/1an+NArSVJfWafUi1p3sAD7AMdm5tHl870iYnvgncAH23fOzE+2rToqIp4HvBKo+wdXSdLoaVKdenefjtPVexYRTwD2AjbOzItaNp3Xp3wkSWplndKsddTBUt494LnAc4D1gJWB64HfAadl5hX9TiwiHgRsDhzStuk0im8AO7UacGW/8pIkCZpXpzLzK70eY5bv2cuAS4HtI+JHFBP0/wJ4f2Ze12tOkiRNsE6pV9PeRSgiVo6I/YArgB8BLwRWBe6huLbsI8BlEfHjiNiiz7nNAZYHrm1bfy0d3sUgInYCtgUWTLF9j4g4NyLOvf7663vJVZI0fuZM1Ihy2aN9OwOuU3UTEY+KiPdFxFERMadc96yIWL/DQ8zmPdsAWBd4LbAbsCuwEfDD8gug9hyt7ZKkqQyitndVpzTeZhrBcglwNrAHxUiVe9t3iIh1gdcDx0fEJ1qGUvVL+yR6Mcm6ZUTEsyiGW/9HZp4z6YEzF1B+qJ03b96sJ+uTJI2lJZk5r4P9Blan6iQiNgfOAC4DngwcDCwBtgMeT/FZoFPdvGfLAQ8Gds3Mv5S57ApcDDwd+O0DDmxtlyRNbRC1vas6pfE2U4/a9pn56sz80WSdKwCZuSgzDwQeB/y8j7ktAZaybE/hmizbo/gAEbE1cArw4cw8qo85SZI0oWl16hDg8MzcFGid4PZU4FkdHmM279k1wH0TH1pLlwD3AXM7jCtJUiesU+rJtCNYMvOCTg+UmfdQ/CL1RWbeExELKb4ZO6Fl03bAd6d6XUQ8m+Jypo9m5vx+5SOpOt3cbnunTTu9UkHdms1tz8f559HAOrU58LZJ1l8DPKqTA8zyPfsVsEJEbJiZfyvXbUDxGWZRJ3ElSeqEdUq9mnGS24h4CnAg8IbMvKVt2+rAccC+bTMm98thwNci4hyKX9x3AOsAXyjjHwg8IzO3LZ8/l+JD65HA1yNioudxaWZ6IXaLbv+jNM7/SZKkHjSpTt0JPHyS9RsB3Uzi19V7BvyEYlL9L0XE3uW6+RRDrs/trgmSJM3IOqVZ6+QuQu8F/tjeuQKQmTdHxHkU9/t+a7+Ty8zjI2INYH+K+4hfAOyYmRM9gWsDG7a8ZDdgFeB95TJhEcXdjyRJ6puG1anvAx+JiFeXzzMi1gMOYpoRO+26fc8y8/5yMuDPAmdSdPScDuyTmff31iRJkh7IOqVedNLB8iyKGZGn8j3g2/1JZ1mZeSTFN32Tbdttkue7TbavJEmD0KA69T7gx8D1FJ1EZ1FcGvQrig+hHevmPSvXXQO8etm9JUnqP+uUZquTDpbHADdMs/1G4NH9SUeSJNVROZJ164h4PrAZxUT5v8vMn1SbmSRJUj100sHyD4ohUFNN0PO4cp+x4fwkkiRNLjN/Cvy06jwkSZLqZqbbNAP8Ath7mu17U1xrJkmSJEmS1EiddLB8CnhhRHwvIp4ZEauXyxYRcRLwgnIfSZIkSZKkRprxEqHM/H1EvAr4EvDrts03ALtk5nmDSE6SJEmSJGkUdDIHC5l5ckSsC2wPPBYI4C/AaZl5xwDzkyRJkiRJqr2OOlgAMvNOilsyS5JUezsccFLXrzllv537nsc4iYiVgJ0oJr//f5n5j4jYELgpM2+sNjtJkqRqddTBEhFbAA8DTs3MHGhGkiSpdiLiscDpwEMpPhOcQHEXwXeWz3evKDVJkqRamHGS24jYF/g8sCfwzYFnJEmS6mg+RQfLo4A7W9b/AHheFQlJkiTVSScjWN4FvBz4E3BrRDzCYcD9d/J5l1WdgiRJ09kK2CIzl0ZE6/rFwDrVpCRJklQfnXSwXA+sTzEM+F7g9kEmJEm96HbeDefckLqy4iTr5gI3DzsRSZKkupnxEiGKS4M+DvwEeEdm3j3YlCRJUg2dBuzT8jwjYjXgY8CPqklJkiSpPmYcwZKZ5wBPHkIukiSpvvYBfhYRFwMrAccDjwWuBXapMjFJkqQ66Pg2zZIkqbky8+qI2AR4HbAZxSjYBcDXM/PO6V4rSZLUBNN2sETE1pl5VicHiohVgfUz8/y+ZCZJkmojIp4N/DozvwR8qWX9ChHx7Mw8s7rsJEmSqjfTCJZjIuJK4IvAjzLzlvYdImJj4I3Am4D3AXawSJL6zrutVe5nwNrAdW3rVy+3LT/0jCRJkmpkpklunwycCHwYuDEi/hwRP4uIUyLiNxFxE/Bb4N+A52fmcf1OMCL2jIjLIuKuiFgYEdvMsP9TI+IXEXFnRFwVER+OtvtJSpLULw2qUwHkJOvXwDsMSpIkTT+CJTPvA44AjoiIecDWwLrAysBC4GDgZ5l54yCSi4jXAIdT3MnorPLfUyLiSZm5eJL9VwNOB84Eng48ATiW4oPfoYPIEbq7Lay3hJVGg6Ml1IlRqVO9iIgflA8TOC4iWu8muDzwFODXQ09MkiSpZjqe5DYzzwXOHWAuk9kHODYzjy6f7xUR2wPvBD44yf5vAFYB3lxOuHdBRDwR2CciDsvMyb55kyRptppQp24o/w3gJqB1Qtt7KDqWjm5/kSRJUtPU9i5CEfEgYHPgkLZNpwFbTfGyLYFftt3N4FTgf4D1AL+SlqQh6maEH4zWKL+m1KnMfAtARFwOHJKZXg4kSZI0iZnmYKnSHIqhx9e2rb8WWGuK16w1xf4T2yRJ6pdG1anM/JidK5IkSVOr7QiWFu3DpaeaZG+6/SdbT0TsAewBMHfu3H+u32nT9btKsNv9ez3GsONBf+aZ6WZOiyN+/IeO950u5rDf127n7eimnXV5X5vw91FVzJnMZl6Ybn/m0J+/p15e069j9SH2nIhovTR2QWYumGS/gdWpOomI85kmx8zceIjpSJIk1U6dO1iWAEtZ9hu9NVn2278Jf59ifyZ7TflBeQHAvHnzav3BVpI0dEsyc9502xlwnaqZ77Q9XxHYBHgWxYT4kiRJjVbbDpbMvCciFgLbASe0bNoO+O4ULzsbOCgiVsrMu1r2vxq4fFC5SpKap2l1KjM/Ntn6iHg/xR0GJUmSGq3jOVgiYpeIeGHL8w9HxJURcWpErD2Y9DgM2C0ido+IJ0bE4cA6wBfKHA6MiDNa9v8GcAdwbEQ8JSJeAXwAqOudGSRJo806BSdS3B1JkiSp0bqZ5PajEw8iYjPgv4HPUgwRPrS/aRUy83hgb2B/4PfA1sCOmbmo3GVtYMOW/W+m+CZwHYpbSh9R5nbYIPKTJDWbdQqAZ1N0GkmSJDVaN5cIrQtcXD5+OXBSZn46Ik6juMXkQGTmkcCRU2zbbZJ151N82JMkaeCaUqci4gftqyg6kDYFJr18SJIkqUm66WC5C3ho+Xhb4Evl45tb1kuSpPF0Q9vz+4E/Af+dmadVkI8kSVKtdNPB8kvg0Ig4C5gHvKpc/3jgin4nJkmS6iMz31J1DpIkSXXWTQfLu4GjKDpW3pGZV5frd2CAlwhJkmbvlP12rjoFSZIkqRE67mDJzCuBl0yyfu9+JiRJmtxOm65fdQpqmIg4H+jo7kaZufGA05EkSaq1bkawSJKkZvlO1QlIkiSNio47WCLiQcB+wOuAuRS3Z/6nzFy+v6lJkqQqZaZ3B5IkSerQcl3s+z/Am4FDKe4c8H7gCIq7CuzZ/9QkSVLdRMQGEbFTRLw4IjaoOh9JkqS66OYSoV0oJrf934g4BPh+Zv4tIi4CtgP+30AylCRJlYuI1YBjgFdSfNFSro7vAm/LzFsrS06SJKkGuhnB8ijgwvLxbcDDysf/C7ywjzlJkqT6ORzYGHgesHK5bFuum19dWpIkSfXQTQfLYmCd8vFfgReVj7cE7uxnUpIkqXZeCuyemb/IzHvL5efAHsDOlWYmSZJUA910sHyP4psqKL7F+lhEXAYcC3yxz3lJkqR6WZli3rV2NwIrDTkXSZKk2ul4DpbM/GDL4+9ExJXAVsBfMvPkQSQnqb9O2W/nqlOQNLp+BfxPROyamXcARMRDgI8Bv640M0mSpBroZpLbB8jM3wC/6WMukiSpvt5DMe/aVRHxRyCBpwG386/LhiVJkhpr2g6WiHgF8MPMvLd8PKXMPLGvmUmSpNrIzAsi4nHAG4GNgACOA76emc7FJkmSGm+mESzfAdYCrisfTyWB5fuVlCRJqp+yI+XoqvOQJEmqo2knuc3M5TLzupbHUy12rkiSNMYiYpeIeGHL8w9HxJURcWpErF1lbpIkSXXQzV2EhioiHhwRn4uIJRFxe0T8ICIePcNr3h4Rv4yIGyPiHxHxs4jYelg5S5I0lTGoax9tyWsz4L+BzwIrAod2c6CI2DMiLouIuyJiYURs0+HrHhcRt0bEbd3EkySpG9YpzVbHHSwR8eCWx/8WER+LiIMj4tmDSY35wCuB1wHbAKsBJ0fEdKNlngscT3E76WcCFwOnlteMS5JUpfmMdl1bt4wP8HLgpMz8NLBPmV9HIuI1wOHAJ4FNKe5AdEpEzJ3hdQ8CvgWc2X3qkiR1xjqlXszYwRIRT4iIPwF3RMR5EfEk4ByKD1R7AD+NiJ37mVRErA68DXh/Zp6emb8DdgU2Bl4w1esy8w2Z+fnMPC8zLwbeCdwKbN/P/CRJ6saY1LW7gIeWj7cFflI+vrllfSf2AY7NzKMz86LM3Au4hqJt0zkI+CNwQhexJEnqlnVKs9bJbZoPofiF2hd4LfBj4FRg93L754APACf1Ma/NKYYcnzaxIjOviIiLgK3K+J14ELAScFMfc2ukU/bbueoUJGmUjUNd+yVwaEScBcwDXlWufzxwRScHKL/d25zis0Wr0yjeh6le92JgJ2AzilFAkiT1nXVKverkEqEtgPdl5o+APYG5wJGZeX9m3k/RwbJRn/NaC1gKLGlbf225rVOfAG4DftCnvCRJmo1xqGvvBu6h6Fh5R2ZeXa7fgc47iOZQ3HXw2rb1U74P5QS6RwO7Zuat3SYtSVIXrFPqSScjWNYArgbIzFsj4nbgxpbtN9Hh0OCI+ASw3wy7PW+6Q1DcErqTWP8J/Dvwgsy8ZYp99qC4zIm5c6e9pE6S1DxzIuLclucLMnNB6w51q2uDlJlXAi+ZZP3eszlc2/Pp3ofjgKMy8zedHNjaLkmaxoy1vTSwOqXx1kkHCyz7y9TRh8FJzKf4BZzOYopRM8tT9CBe37JtTTqYNKj8EPoJYIfMPGeq/co/pgUA8+bNm22bJEnjaUlmzpthn/nUqK4NQ0Q8H3hS+fSizDyji5cvoRjJ0/4t4Jos+23hhOcDz4mIj0ykACwXEfcBe7Z/MLa2S5KmMVNtH3id0njrtIPluIi4u3y8EnB0RNxRPn/wFK9ZRmYuYdnh0cuIiIXAvcB2wDfKdY8Gnkgxi/N0r90H+DiwY2ae1WlukiR1q0l1LSLWB04Enko5shVYJyLOB16ZmZfOdIzMvKd8L7bjgZMAbgd8d4qXPbXt+csoRg09A7iq8xZIkjQ965R61UkHy1fank/2Td1X+5DLP2XmzRFxDHBwRFwH3AAcRjEr88RdC4iIM4BzMvOD5fP3AwcAbwT+EhETPY93ZubN/cxR3dtp0/U73veIH/9hgJlI0nCNSV07BrgF2CAzF5f5zaX4nPBFim/wOnEY8LWIOAf4FfAOYB3gC+UxDwSekZnbAmTmBa0vjoh5wP3t6yVJ6hPrlGZtxg6WzHzLMBKZxHuA+4DjgZWBM4A3ZebSln025IF3LngXxV0ajm871leA3QaWqSRJMxv1urYlsMVE5wpAZi6OiPcAZ3d6kMw8PiLWAPYH1gYuoBids6jcZW2K90GSpKGzTqkXnV4iNHSZeRewV7lMtc960z2XJKkuxqCuLaboGGq3Eh3epnlCZh4JHDnFtt1meO2xwLHdxJMkqRvWKc1WJ7dpliRJei/w2YjYIiKWL5ctKCb6fW+1qUmSJFWvtiNYJElStSLiVh5458CVKK5Hv798vhzF3Ra+Dqw23OwkSZLqxQ4WacR1M3mwJHXp3VUnIEmSNCrsYJEkSZPKzPY7CUqSJGkKdrBIkqSulLeLflDruta7C0mSJDWRHSySJGlGEbE68FlgF9o6V0rLDzcjSZKkevEuQpIkqROHAE8DdgbuAl4PvB+4EnhNdWlJkiTVgyNYVEun7Ldz1SlIkh5oB+B1mfnLiFgKLMzM4yPiGuDfge9Um54kSVK1HMEiSZI68TBgUfn4ZmCN8vHZwFZVJCRJklQndrBIkqRO/A3YoHx8EfDaiAjgFcCNlWUlSZJUE3awSJKkThwLbFw+/hTFZUH3AAcDB1WUkyRJUm04B4skSZpRZn6m5fFPI2IjYB5wSWaeX11mkiRJ9WAHiyRJ6lpmLgYWV52HJElSXXiJkCRJkiRJUo/sYJEkSZIkSeqRHSySJEmSJEk9soNFkiRJkiSpR7XtYImIB0fE5yJiSUTcHhE/iIhHd/H610VERsTJg8xTkqROjFNdi4iHRcQjWpeqc5IkSapabTtYgPnAK4HXAdsAqwEnR8TyM70wIjYADgZ+OcgEJUnqwnxGuK5FxLoRcUpE3AXcAFxfLkvKfyVJkhqtlrdpjojVgbcBb8nM08t1uwKLgBcAp07z2hWBbwL7Ac8D5gw8YUmSpjEmde3LwMOAtwJXA1lRHpIkSbVUyw4WYHNgReC0iRWZeUVEXARsxTQfRIEDgMsz8ysR8bzBpilJUkfGoa49A9giMy+oMAdJkqTaqmsHy1rAUophx62uLbdNKiJeCLwG2KSTIBGxB7AHwNy5c2eTp/QAO226flf7H/HjPwwoE0l9MCcizm15viAzF8zyWEOpawN2GfDgqpOQJEmqq6HOwRIRnygn6Jtuee50h2CKIckRMQc4FnhzZt7UST6ZuSAz52XmvEc+8pFdtkaSNOaWTNSIclmmc6VudW3A/hM4MCIeW3UikiRJdTTsESzzgeNm2GcxsAWwPMV15q0T560JnDnF654CrA38JCIm1i0HEBH3AU/OzItnlbUkSZObT3Pq2vcpRrBcHBF3A/e1bszM1YaYiyRJUu0MtYMlM5ew7PDoZUTEQuBeYDvgG+W6RwNPBH49xcv+D3hq27pPAA8H3kUxtFmSpL5pWF1795DjSZIkjZRazsGSmTdHxDHAwRFxHcXtIA8D/gj8ZGK/iDgDOCczP5iZtwMPmHgvIv4BrOCEfJKkKo1DXcvMrww7piRJ0iipZQdL6T0Uw4+PB1YGzgDelJlLW/bZELiigtwkSerW2NS1iFgLeFDrusxcXFE6kiRJtVDbDpbMvAvYq1ym2me9GY6xW3+zkiRpdka9rkXE6sBngV1o61wpLT/cjCRJkuplqHcRkiRJI+sQ4GnAzsBdwOuB9wNXUtxKWpIkqdFqO4JFkiTVyg7A6zLzlxGxFFiYmcdHxDXAvwPfqTY9SZKkatnBIlXolP12rjoFSerUw4BF5eObgTWAvwJnA1+sKCdJkqTa8BIhSZLUib8BG5SPLwJeGxEBvAK4sbKsJEmSasIOFkmS1IljgY3Lx5+iuCzoHuBg4KCKcpIkSaoNLxGSJEkzyszPtDz+aURsBMwDLsnM86vLTJIkqR7sYJEkSV3LzMXA4qrzkCRJqgsvEZIkSR2JiD0j4k8RcUdEbFCu+0BE7FJ1bpIkSVWzg0WSJM0oIvYG9gcWANGy6Srg3VXkJEmSVCd2sEiSpE68A3h7Zh4O3Ney/nfAk6tJSZIkqT7sYJEkSZ1YF7hgkvX3AisPORdJkqTasYNFkiR14lJgs0nW7whcOORcJEmSase7CEmSpE4cAnw+IlahmINly4jYFdgXeGulmUmSJNWAHSySJGlGmfnliFgB+CSwCvA1iglu/yMzj680OUmSpBqwg0WSJHUkM48Gjo6IOcBymXld1TlJkiTVhR0skiSpK5m5pOocJEmS6qa2k9xGxIMj4nMRsSQibo+IH0TEozt43WoR8dmIuDoi7o6Iv0bELsPIWZKkqYxqXSvznHHp8ph7RsRlEXFXRCyMiG2m2fe5EfH9iLgmIu6IiD9GhHO+SJIGxjql2aptBwswH3gl8DpgG2A14OSIWH6qF0TEisBpwOOAXYAnALsBlw04V0mSZjKf0axrOwFPBW6YYelIRLwGOJxiLpdNgV8Dp0TE3CleshVwPvAq4CnAUcCCiHj9bBojSdJ0rFPqRS0vEYqI1YG3AW/JzNPLdbsCi4AXAKdO8dK3AGsCz87Me8p1lw82W0mSpjfide0Q4I3As4EvA8dm5pU9HG+f8hhHl8/3iojtgXcCH2zfOTM/2bbqqIh4HkVn1Td6yEOSpMlYpzRrdR3Bsjkw8a0dAJl5BXARRQ/hVHYGfgV8LiL+HhEXRsRHy28AJUmqysjWtczcF3gM8B5gHnBJRJwSEa/qNo+IeBDFe3Fa26bTmP59aLcacFM3sSVJmol1Sr2qawfLWsBSoH0SvWvLbVPZAHg1xYfYFwMfAt4BHDjZzhGxR0ScGxHnXn/99T0nLUkaK3MmakS57NHDsYZS1wYlM5dm5g8yc2dgfeBnwCeAqyJi1S4ONQdYnqLdrWZ6H/4pInYCtgUWTLHd2i5JmspMtX3gdUrjbaiXCEXEJ4D9ZtjtedMdAshpti8HXAe8PTOXAgsjYg3gMxHx/sx8wGszcwHlL/68efOmO64kqXmWZOa86XaoW10bkocADwNWBW5j+vyn0v6amd6HYqeIZ1EMt/6PzDxn0gNb2yVJU5uxtpcGVqc03oY9B8t84LgZ9lkMbEHRczgHaP36aU3gzGleew1wb/khdMJFwCqTHEuSpF7NpwF1LSJWpphk920Ulwl9D3hzZp7R5aGWUIzkaf8WcE2W/bawPYetgR8DH87Mo7qMK0lSJ6xT6slQO1gycwnLDo9eRkQsBO4FtqOcGKi8leUTKWZxnsqvgNdHxHKZeX+57vHAHZ3ElSSpG02oaxGxAHgNcAlwDPDSzPzHbI6VmfeU78V2wAktm7YDvjtNDs8GfgR8NDPnzya2JEkzsU6pV7W8i1Bm3hwRxwAHR8R1FLd/PAz4I/CTif0i4gzgnMycmM35KODdwOER8XlgPeBjwJEVDaOWJGnU69ruFKNwrgF2AHaIiGV2ysyXdni8w4CvRcQ5FB1I7wDWAb4AEBEHAs/IzG3L58+l+NB6JPD1iJj4VnFpZjoyVZLUb9YpzVotO1hK7wHuA44HVgbOAN7UNkx6Q+CKiSeZeUVEvJDij+L3wN+BL1FMxCdJUpVGta59ldnNszKpzDy+nEdmf2Bt4AJgx8xcVO6yNsX7MGE3ikui3lcuExZRdDhJktQ31in1orYdLJl5F7BXuUy1z3qTrPsN3d1CS5KkgRvVupaZuw3gmEdSfNM3Y7zyed9zkCRpKtYpzVZdb9MsSZIkSZI0MuxgkSRJkiRJ6pEdLJIkSZIkST2yg0WSJEmSJKlHdrBIkiRJkiT1yA4WSZIkSZKkHtnBIkmSJEmS1CM7WCRJkiRJknpkB4skSZIkSVKP7GCRJEmSJEnqkR0skiRJkiRJPbKDRZIkSZIkqUd2sEiSJEmSJPXIDhZJkiRJkqQe2cEiSZIkSZLUIztYJEmSJEmSelTbDpaIeHBEfC4ilkTE7RHxg4h4dAev+8+I+HNE3BkRV0bEERGx6jByliRpKtY1SZKk8VbbDhZgPvBK4HXANsBqwMkRsfxUL4iI1wOfBg4Angi8CdgROHzQyUqSNIP5WNckSZLG1gpVJzCZiFgdeBvwlsw8vVy3K7AIeAFw6hQv3Qr4TWZ+rXx+eUR8leIDrSRJlbCuSZIkjb+6jmDZHFgROG1iRWZeAVxE8WFzKmcBm0TEFgARMRd4KfDjwaUqSdKMrGuSJEljrpYjWIC1gKXAkrb115bbJpWZ34qINYAzIyIo2vc14L8m2z8i9gD2AJg7d24f0pYkjZE5EXFuy/MFmblglscaSl2TJElSdYY6giUiPhEROcPy3OkOAeQ0x38O8CFgT2Az4BXAc4GPTbZ/Zi7IzHmZOe+Rj3zkLFslSRpTSyZqRLks07lSt7omSZKk6gx7BMt84LgZ9lkMbAEsD8wBrm/ZtiZw5jSv/QTwzcz8Yvn8/Ih4CPDFiPh4Zt43q6wlSZrcfKxrkiRJYsgdLJm5hGWHRy8jIhYC9wLbAd8o1z2a4g4Kv57mpatQDMFutZTiG0JJkvrKuiZJkqQJtZyDJTNvjohjgIMj4jrgBuAw4I/ATyb2i4gzgHMy84Plqh8C+5TXzP8WeCzwP8DJfssnSaqKdU2SJGn81bKDpfQe4D7geGBl4AzgTZnZ+k3ehsAVLc8/QXEt+/8Aj6b4VvGHwH7DSFiSpGlY1yRJksZYbTtYMvMuYK9ymWqf9dqe30cx8Z+T/0mSasW6JkmSNN6GehchSZIkSZKkcWQHiyRJkiRJUo/sYJEkSZIkSeqRHSySJEmSJEk9soNFkiRJkiSpR3awSJIkSZIk9cgOFkmSJEmSpB7ZwSJJkiRJktQjO1gkSZIkSZJ6ZAeLJEmSJElSj+xgkSRJkiRJ6pEdLJIkSZIkST2yg0WSJEmSJKlHdrBIkiRJkiT1yA4WSZIkSZKkHtnBIkmSJEmS1KPadrBExB4R8bOI+EdEZESs1+HrXhkRF0bE3eW/Lx9wqpIkzci69i8RsWdEXBYRd0XEwojYZob9nxoRv4iIOyPiqoj4cETEsPKVJDWLdUqzVdsOFmAV4DTgo52+ICK2BI4Hvg5sUv57QkQ8cwD5SZLUDesaEBGvAQ4HPglsCvwaOCUi5k6x/2rA6cC1wNOB/wDeD+wzlIQlSY1inVIvatvBkpnzM/NA4KwuXrY38LPMPCAzL8rMA4Cfl+slSaqMde2f9gGOzcyjyzbtBVwDvHOK/d9A0Tn15sy8IDO/CxwE7OO3g5KkAbBOadZq28EyS1tSfDvY6lRgqwpykSSpV2NV1yLiQcDmLNum05i6TVsCv8zMO1vWnQqsA6zX7xwlSc1lnVKvVqg6gT5bi2JoVqtry/XLiIg9gD3Kp7dFxMWzjDsHWDLL145CvCpiNqGNVcS0jfWKue5MOyxcuHBJRCyaxbEnVPF+1CV+r7GfEBHntjxfkJkLesypW13VtREwB1ieydv0gilesxZw5ST7T2y7rHVDn2p7V787sf8sIvQQc9jxqojZp3hVxGzC+1rrNlYRsy1e7Wp7H/+euo5dw/gz1faB1ymNt6F2sETEJ4D9ZtjteZn58x7CZHvYSdYVOxZ/TD1/WI6IczNzXq/HqWu8KmI2oY1VxLSNoxczMx/Zy+ureD/qEn8YsetW10ZIt22abP/J1velto/beaQO8ZoS0zYasxOjXNsb9LliYHVK423YI1jmA8fNsM/iHo7/d5b9Vm9Nlu2BlCSpH+ZjXevGEmAp3bVpqveAaV4jSdJsWKfUk6F2sGTmEgY7VPxsYDvg4JZ121HM/CxJUl9Z17qTmfdExEKKNpzQsmk74LtTvOxs4KCIWCkz72rZ/2rg8kHlKklqHuuUelXbSW4jYq2I2AR4fLnqSRGxSUQ8omWfMyLiwJaXHQ48PyI+GBEbRcQHgedRfMM4SMO+Jn/Y8aqI2YQ2VhHTNo5PzE5VnVuV8atu+wOMWF0bpMOA3SJi94h4YkQcTjER4BcAIuLAiDijZf9vAHcAx0bEUyLiFcAHgMMyc1BDr5twHmlCG6uIaRuNOQxNrq3DiD8KdUo1FXX9mUfER4GPTLLpLZl5bLnP5cDPM3O3lte9CvgEsAHwN2C/zDxxwOlKkjQt69q/RMSewL7A2sAFwHsy88xy27HAczNzvZb9nwocATwDuIniQ+7H/eAqSRoE65Rmq7YdLJIkSZIkSaOitpcISZIkSZIkjQo7WCRJkiRJknpkB4skSZIkSVKP7GCRJEmSJEnq0QpVJzCKIuJxwFbAWkAC1wK/zsxLhpzHQ4DNJ2a0HlLM5YBHZ+biARz7QZl5T8vzZwEPBs5qXT8oEfE14L8y8+pBxyrjPRx4LHBNZl45hHhrAbsCc4FFwHGZ+fc+Hv+VwCmZeUe/jtlh3PWBTYFfZea1EbE28BaKDuSTM/P3A4i5AbA1xczyS4HLgNMz85Z+x+pW1X9HbbkM9Xe8jLkqsDkPPD8vzMzbhhFfo8va3v/aXofz0TjX9kHX9TLG0Gt7FXW9jGtt7yyXYX9+ta5rtGSmS4cLsDrwfeB+4FaK22VeWj5eCpwErDbEfJ4GLO3zMVeiuK3Y9cBfgP9s2/6oAcRcB/hN+R7+CngEcEr5Pt8P/BVYp4/xNptiuQd41cTzPrfxk8Aq5eMVgQVle+8v/z0RWKnPMU8HXlc+3gS4meID2E8oPjTcBDytj/HuL2McBWzaz7ZME/NFwF3AfcCNwDOBq8rf3T8DdwPb9zHeQ4ATWn43lwLXlPFvBd41jHZPkdtQ/44miT/03/G2+CsAhwN3lDHvLZf7y3XzgRWr+vm41HfB2g59ru1VnI+mqOtjVdsZcl0v4wy1tjPkul7GtLZPHb+y2o513WVEl8oTGKUF+CrFfdCfNcm2rYA/Al8ZYj6D+BD2SeBK4J3AB8oPY8cBy5XbHwXc3+eYXyuLxkuAb5WPzwT+jeJbmbOAz/cx3kRRuH+apd/v61JgzfLxf5fv66vL9r2sfM8/1OeYNwFPKB+fChwDLF8+D+BzwE/7/L4eUH4AWgr8Dvh34KH9bFdbzLOBg4HlgT2Bv7f+rpTbzu5jvP9X/j4+heLbmxOAg4BVgLcCtwOvH1R7Z8htqH9Hk8Qf+u94W/zDKT6EvwGY07J+DvD6Mv78Kn42LvVerO39r+1VnI+aUNuHXddb3teh1fZh1/XymNb2qeNXVtut6y6julSewCgtwD+AZ06zfUvgH32Mt7STpc9t/BuwQ8vzucCF5Ul9OQYzguVqYIvy8SPKYr5ty/bnA3/rY7w/AD8EngCsWy7rUfSKv2BiXZ/beH9LgToPeGvb9l2AC/sc83bgseXja2j75gl4fJ9/X1vb+FzgG8CdwG0UHwK36Gf7yji3ABuUj5crf4abtGx/XJ/beD3F0P2J5w8v2zjx7c67gPP63c4Ocxvq39EMP/+h/I5P8rPZdprtLwCur+Jn41Lvxdre/9pexfmoCbV92HV9kjYOvLYPu66Xx7S2d/bzH2ptt667jOriJLf9dX+fj3cncCDFyWuy5b/6HA+K604vmniSxfXYzwOeSvFBbMUBxHw4RQ81mXkjxbC/RS3b/0oxRLJfngFcDnyHYtj3osy8vNx2dfl80VQv7kGW/z4GOKdt2zkUH/766Q/AtuXjqyk+aLZaj+K97rvM/Hlmvp7i5/YhiiG+v46I8/sc6m6Kb5gAVqb4MLZSy/aVKT6c9csKFB/+JtxWrntI+fw0YKM+xuvGsP+OJjPs3/FWKwNLptm+pNxH6pa1vXtVnI+aUNsrq+swtNo+7LoO1vaZVFXbresaSU5y250fAl+MiLdn5m9aN0TEFhRDDH/Qx3i/B27IzO9OtjEinkYxhLGfrqEYHnn5xIosJhjbFvgZxVDqfruO4sPfFeXzz1NcdzvhYRTFri8y825gr4h4GfC/EXFwZs7v1/Gn8c6IuI3ievA12ratTvGhop8+BnwzIu6luE71sIh4BMWH7CeU2/v588xlVmTeBHwG+ExEbA3s3sd4UAyN/XREHEQx0d+5wIci4rVlPh8q1/XL/wHvoRi2DLAPxbcn15fPV6WPv6tdGurf0RSG/Tve6mcUv2dvzLbJLCNiHeAQ4KcDjK/RZW3vf20f+vmoIbV92HUdhl/bh13Xwdo+k6pqu3VdI8kOlu7sBXyTorf+VoqhawmsSXHyPRX4jz7G+zHFiWsqN9L/Qvoziusaf9K6MjP/HhHPB37R53hQfNjcgrJXPDM/0LZ9a6DfIx/IzO9HxELguIjYsd/Hb7OYYgZ8KArRpjzwvXwecHE/A2bmqRHxVoprWB9NcX320S05fAHYr48hY4Z8zqL44NRP+wI/ovi9vRB4IcVEfDeV228Etu9jvA8Ap0fEqyi+QZsDvLll+1YUf7dV+D0V/B21GPrveJs9Kd77xRFxEcVdBpLirgNPBP4EvHiA8TW6rO39r+2/p6Lz0TjX9grqOgy/tg+7roO1fTpV1nbrukZSZC7TMa0ZRMRGFNdkr1Wu+jvFhFt/ri6r/oiIdYGNMvPUKbavDbwwM7/Sx5gBkFP8MpbfIN6ZmX/oV8y24y9H8YHk+cBuAxpCPFMOWwB3Z+Z5Azj2chS3t9uAYqjtNRS3t7u1z3GeQ3FLxfv6edwOY6+RmTe0PN+WYtjo2a3r+xRrbWAnitsj/jQzL+zn8Wer6r+jmQzyd7wlxnIUd6DYgrbzM3BaZvb7Ug+NEWt7/2p7Hc5H41zbh1XXy1iV1PZh1vXy+Nb2WRh0bbeuaxTZwSJJkiRJktQjJ7ntUUTcEhEbjGu8psRsQhuriGkbq1V1blXHbxURD4mIZ1edh0ZDE84jtnE8YtrG8YnZqapzqzp+Sx7WddWSHSy9m/ba1DGI15SYTWhjFTFtY7Wqzq3q+K0eS3FNv9SJJpxHbON4xLSN4xOzU1XnVnX8CdZ11ZIdLJIkSZIkST2yg6VLEbFiRBwfERuWq44DbhmXeE2J2YQ2VhHTNtZO1bkNLX5ELJ1uAX43jDw0mppwHrGN4xHTNo5PzB5UndtQ4lvXNaqc5HYWIuImYPPMvHQc4zUlZhPaWEVM26gqRMRtwHxgqjsZrA8clJnLDy0pjZQmnEds43jEtI3jE1NTs65rVDmCZXZOBF4xxvGaErMJbawipm2sWETsGRF/iog7Jiaii4gPRMQuYxz/98ANmfndyRbg9AHG1nhownnENo5HTNs4PjE71sDa/nus6xpBK1SdwIhaDOwfEdsA5wK3t27MzMNGPF5TYjahjVXEtI2DaWNHImJvYF/gIOBTLZuuAt4NfHtM4/8YWH2a7TcCXx1QbI2HJpxHbON4xLSN49HGjjW0tlvXNZK8RGgWIuKyaTZnZvb11mXDjteUmE1oYxUxbeNg2tipiPgz8N7M/FFE3Ao8LTMvjYgnA2dm5hrjHF+arSacR2zjeMS0jePRxm5UXVurji+NEkewzEJmrj/O8ZoSswltrCKmbazcusAFk6y/F1i5AfGlWWnCecQ2jkdM2zg+MbtQdW2tOr40MpyDpUcR8aiIGNr7OOx4TYnZhDZWEdM2VuJSYLNJ1u8IXNiA+P8UEbdMXCcudaMJ5xHbOB4xbeP4xJxB1bW16viAdV2joU4njpERxa3cPl0OkbsKWK9cf1BE7Dnq8ZoSswltrCKmbRxMG7twCPD5iHgDEMCWEfER4ADg4AbEbxVDjqcR1oTziG0cj5i2cTza2KWqa2vV8SdY11V7drDMzkeAlwBvBO5uWX8OsNsYxGtKzCa0sYqYtrFCmfll4KPAJ4FVgK8BuwP/kZnHj3t8qQdNOI/YxvGIaRsHw9pe0/jSSMlMly4X4G/Ac8rHtwIblI+fAPxj1OM1JWYT2uj7Oj5tnGWec4A1Gxz/KGBO1T8Hl9FYmnAesY3jEdM2jkcbe8iz6tpaWXzrussoLE5yOzvrAIsmWb8Cg5k4eNjxmhKzCW2sIqZtrInMXNLw+O+sMr5GThPOI7ZxPGLaxsGwttc8vnVdo6A2J4sR8yfg2cDlbet3ARaOQbymxGxCG6uIaRuHLCLOB7KTfTNz43GL3668Vv5dwPrAU7K4leQHgEsz89uDjq+R1YTziG0cj5i2cTCs7TWK35aLdV0jww6W2fkYcFxEPAZYHnh1RGwEvB548RjEa0rMJrSxipi2cfi+U0HMOsX/p4jYG9gXOAj4VMumq4B3A34Q01SacB6xjeMR0zYOhrW9XvEB67pGUNXXKI3qArwI+AVwG3AHcBbwwnGJ15SYTWij7+t4xHPp+OfyZ+DF5ePWa+ifDNxQdX4u9V6acB6xjeMR0zaOT0yXGX8m1nWXkVois6ORX5KkERIRGwJPLJ9elJl/a0L8iLgT2CgzF5W32nxaFkOJHw/8PjNXGUYekiT1WxNru3Vdo8ZLhHoQEc8HnlQ+vTAzfzpO8ZoSswltrCKmbaxGRKwBHAO8FLj/X6vjZOCtmXnDOMcHLgU2Y9mJCncELhxwbI2BJpxHbON4xLSN4xNzJlXX1orjW9c1WqoeQjOKC8UES+cB9wGLy+W+ct0Gox6vKTGb0Ebf1/FpYxe5fQ+4AHgW/7rzwbOAPwInNiD+Wyiuy34DxRDvNwAfAW4HXlPlz8al3ksTziO2cTxi2sbxaGOXuVVdWyuLb113GbXFS4RmISJ+SjH51a6ZubhcNxf4CpCZ+fxRjteUmE1oYxUxbeNg2thFbncA22bm2W3rtwR+kpkPGef4Zay3A/sDjylXXQV8NDOPGXRsja4mnEds43jEtI3j0cYuc2t0bbeua6RU3cMzigtwJ8X1f+3rNwHuHPV4TYnZhDb6vo5PG7vIbRGw8STrnwYsHvf4bTHnAGtW+fNwGZ2lCecR2zgeMW3jeLSxy9ys7WlddxmNZTk0G4uBlSdZvxJwxRjEa0rMJrSxipi2sVofB+ZHxL9NrCgfH1puG/f4/5SZSzLzumHG1EhrwnnENo5HTNs4GNb2+sYHrOsaEVX38IziAuwEnANsQTGUcPny8W+Al4x6vKbEbEIbfV/Hp40z5HM+xXXQE8utwL3A5eVyb7nujw2JP+Uy7J+Ny+gsTTiP2MbxiGkbx6ONHeRTt9o6tPiTxLauu4zM4hwsHSpvC9b6Zq1EceKdmEl7OWApcFdmrjZq8ZoSswltrCKmbex/vC5z+0in+2bmx4wvFZpwHrGN4xHTNvY/XlUxu8itsbW16rZLvfA2zZ1795jHa0rMJrSxipi2sUJVf7hoenyNtCacR2zjeMS0jeMTsyNV17Yq41fddqkXjmCRpDEVESvBA+faysw7mhA/IjYEnlg+vSgz/zaMuJIkDVJTa7t1XaPCESw9iIhHAGuy7EnmwnGI15SYTWhjFTFtYzUiYl3gs8DzgMlum7j8mMdfAzgGeCn/GuIdEXEy8NbMvGGQ8TX6mnAesY3jEdM2Doa1vV7xresaNXawzEJEbAp8GXjqxCqK6zcn/u3rSWbY8ZoSswltrCKmbRxMG7twHMU15HsB1/LAa8ubEP+LwGOBbYDfluueCRwFHA28Ysj5aEQ04TxiG8cjpm0cjzZ2qeraWmV867pGipcIzUJEnAdcDXyaSU4ymXnxKMdrSswmtLGKmLZxMG3sVETcBjw9My9qaPw7gG0z8+y29VsCP8nMyb55kxpxHrGN4xHTNo5HG7tRg9paWXzrukaNHSyzUJ5kNsnMv45jvKbEbEIbq4hpG6sVEb8CPpiZZzY0/iKK22n+sW3904AfZubcKvJS/TXhPGIbxyOmbRyfmJ2qQW2tLL51XaNmuZl30STO4l+TLI1jvKbEbEIbq4hpG6u1B/CRiHhZRGwYEXNblwbE/zgwPyL+bWJF+fjQcps0lSacR2zjeMS0jeMTs1NV19Yq41vXNVIcwTIL5R/1F4H/BS4A7m3d3u/e3WHHa0rMJrSxipi2cTBt7FREPBX4BvBkHji8OYDMzEFPhDf0+BFxflus9SmuFb+qfP5vwF3AZZm5cb/jazw04TxiG8cjpm0cjzZ2o2m13bquUeYkt7PzOGAT4EWTbBvEJFjDjteUmE1oYxUxbWO1E+F9BbgeeAnVTIRXRfzvDCGGxl8TziO2cTxi2sbxaGM3mlbbresaWY5gmYWIuBj4P+BAJp8Eq6+3Cxt2vKbEbEIbq4hpGwfTxk6Vk8Ftkpl/aWJ8abaacB6xjeMR0zaORxu7UXVtrTq+NErsYJmFiLgd2Dgz/zaO8ZoSswltrCKmbaxWRPwcODAzT21i/LZcVqJtrrHMvKOidFRzTTiP2MbxiGkbxydmp6qurVXHb8nDuq7ac5Lb2Tkd2HyM4zUlZhPaWEVM21itoygmg9s9Ip4ZEZu1LuMePyLWjYjvR8QtwO3ArW2LNJUmnEds43jEtI3jE7NTja3t1nWNGudgmZ3/BQ6NiI2B81l2EqwTRzxeU2I2oY1VxLSNg2ljp75Z/rtgkm3DuIa86vjHUUyEtxfVXKeu0dWE84htHI+YtnE82tiNqmtrlfGt6xopXiI0CxFx/zSbBzGT9lDjNSVmE9pYRUzbOPjZ/KcTEetOtz0zF415/NuAp2fmRYOMo/HThPOIbRyPmLZxPNrYjRrU1sriW9c1ahzBMguZOdRLq4Ydrykxm9DGKmLaxmoN+kNW3eMDfwAeCfhBTF1pwnnENo5HTNs4PjE7VXVtrTi+dV0jpbYnEknS7ETEDhFxckRcGBGPKdftHhHbNiD+HsBHIuJlEbFhRMxtXYYQX5Kkvmtwbbeua6TYwTILUdgzIv4UEXdExAbl+g9ExC6jHq8pMZvQxipi2sbBtLGL3N4AfBu4BFgfWLHctDyw77jHp6hrawLfA/4CXFYul5f/SpNqwnnENo5HTNs4Hm3sMrcm13brukaKHSyz85/A/hQTPUXL+quAd49BvKbEbEIbq4hpG6u1L/D2zHwPcF/L+t8AmzQg/leA64GXAM8EnlEuTy//labShPOIbRyPmLZxMKzt9YxvXddoyUyXLhfgz8CLy8e3AhuUj58M3DDq8ZoSswlt9H0dnzZ2kdsdwLqT5LYhcGdD4j++yp+By2guTTiP2MbxiGkbx6ONXeZWh9paSXzrusuoLY5gmZ11gQsmWX8vsPIYxGtKzCa0sYqYtrFaVwOPn2T9s4G/NSD+ORTDl6VuNeE8YhvHI6ZtHAxrez3jW9c1UuxgmZ1Lgc0mWb8jcOEYxGtKzCa0sYqYtrFaC4DPRsSzyuePiYg3A58GjmpA/KOA+VFMvPfMiNisdRlCfI2uJpxHbON4xLSNg2Ftr2d867pGirdpnp1DgM9HxCoU12huGRG7Ulyf+NYxiNeUmE1oYxUxbWOFMvPTEbE6cDqwEvAz4G7gkMw8YtzjA98s/10wWXoUE/JJk2nCecQ2jkdM2zgY1vZ6xreua7RUfY3SqC7A24FFwP3lcgXwtnGJ15SYTWij7+t4xJtFfqsA8ygmgFu1KfEphnhPuVT9c3Gp99KE84htHI+YtnF8YnaZX+Nqu3XdZdSWyEw0exExB1guM68bx3hNidmENlYR0zZWLyJWBp4FXJKZi5oWX5qNJpxHbON4xLSN4xOzG1XX1qrjS3VmB0sXIuIHneyXmS8dxXhNidmENlYR0zb2P95sRMSxwDmZeWREPAg4F3gKcA/w8sw8ZZzjlznsALwL2AB4UWZeERG7A5dl5hmDjq/R0oTziG0cj5i2sf/xqorZrapraw3iW9c1MpyDpTs7UQwb/PmYxmtKzCa0sYqYtrEeXgR8tnz8UmB1YC2K68c/Cgy6g6PS+BHxBuALwBeBbYEVy03LU1xH7wcxtWvCecQ2jkdM2zg+MbvV2NpuXdfIqfoapVFaKGbKvpridmT7A48ep3hNidmENvq+jke8WeZ410ReFB9GDi0frwfc2oD4fwBeWz6+FdigfPw04Nqqfz4u9VuacB6xjeMR0zaOT8xZ5Fh1ba0svnXdZdSWyhMYtYWit/SlwEnAnRQ9tq8CVhyHeE2J2YQ2+r6OTxu7zO9yYPsyzyuAHcr1TwFubED8OygnvWv7ILYhcGfVPx+Xei5NOI/YxvGIaRvHo42zyK/q2lpZfOu6y6gtzsHSg4hYC3gTxfC4R1D8wd82LvGaErMJbawipm2sRkR8GHgvxbdxKwOPz8x7IuJtFHdC2GrM4/8VeGdmnh4RtwJPy8xLI+ItwHsz8ymDjK/R14TziG0cj5i2cXxidpBT1bW1svjWdY0a52DpzUOAhwGrArdR3It9nOI1JWYT2lhFTNtYgcz8eET8CZgLnJCZ95Sb7gMOGvf4wALgs+XkdwCPiYhtKIaAf3QI8TX6mnAesY3jEdM2jk/MaVVdWyuOb13XaKl6CM2oLRS9tm8GzqQYsvZ1YNtxideUmE1oo+/reMRzmdXP6IDyZ3N/udwJ/E/VebnUd2nCecQ2jkdM2zg+MV26+vlY111GZvESoS5ExALgNcAlwDHANzPzH+MSrykxm9DGKmLaxvqIiMcA2wBrAsu1bsvMw8Y9fpnDKsCTyvgXZsXDu1VfTTiP2MbxiGkbxyfmbFRdW2sQ37qukWAHSxci4n5gMXA+0wwXzMyXjmK8psRsQhuriGkb+x9vNsrbGX6JYtju9Twwz8zMDcY5/iT5rAw8C7gkMxcNM7ZGQxPOI7ZxPGLaxv7Hqypmt6qurVXHb8vFuq5acw6W7nyV4V6HOex4TYnZhDZWEdM21sPHgUOBD2Xm0qbFj4hjgXMy88iIeBDwW4q7HNwTES/PzFOGnZNqrwnnEds4HjFt4/jE7FZja7t1XaPGESySNEYi4jZg48y8tKHxrwFenJm/i4hXUXwgfDrF3SBenpnPrCIvSZJmqwa1tbL41nWNmuVm3kWSNEJ+DFT5YaPq+A8Hrisfbw98JzOvA75Fce22JEmjpuraWmV867pGipcISdJ4OR04KCKeTHE9+b2tGzPzxDGP/3fgKeU3Xi8C9ijXr9qeiyRJI6Lq2lplfOu6RoqXCEnSGCkn65tKZubyYx7/w8B7gaspbrv5+My8JyLeBrwtM7caZHxJkvqtBrW1svjWdY0aO1gkSWMlIl4JzAVOyMwry3VvBv6Rmd+vNDlJktQV67pGiXOwSNIYiIhfR8TDWp4fGBGPaHk+JyIWj2v8Vpn53cz8zMSHsHLdV/wQJkkaJVXX1qrjT7Cua5Q4gkWSxkA5fHetcuI3IuIWYJOJGf8j4lHANZk5kI71quO35fIYYBtgTdq+SMjMwwYdX5Kkfqi6tlYdvyUP67pGhpPcStJ4iknWDbNHvZL4EfEG4EvAfcD1bTET8IOYJGlUNa62W9c1auxgkSSNk48DhwIfysylVScjSZJ6Yl3XSHEOFkkaD8my3yIN81utquNPeBTwRT+ESZLGQNW1ter4YF3XiHEEiySNhwCOi4i7y+crAUdHxB3l8wePefwJPwaeCVw6pHiSJA1K1bW16vhgXdeIcZJbSRoDEfHlTvbLzLeMY/yWPN4OfAj4KnA+cG9b/BMHGV+SpH6purZWHb/MwbqukWIHiyRpbJR3PJhKZubyQ0tGkiT1xLquUWMHiyRJkiRJUo+c5FaSNPIi4tcR8bCW5wdGxCNans+JiMWVJCdJkrpiXdeocgSLJGnklUOI18rM68rntwCbZOal5fNHAddkpl8sSJJUc9Z1jSp/ISVJ4ygmWec3CpIkjSbrukaCHSySJEmSJEk9soNFkjQOkmW/yfKbLUmSRpN1XSNphaoTkCSpDwI4LiLuLp+vBBwdEXeUzx9cTVqSJGkWrOsaSU5yK0kaeRHx5U72y8y3DDoXSZLUG+u6RpUdLJIkSZIkST1yDhZJkiRJkqQe2cEiSZIkSZLUIztYJEmSJEmSemQHiyRJkiRJUo/sYJEkSZIkSerR/wcYpFHz3nO+jwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x360 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
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"# initialize figure\n",
"fig = plt.figure(figsize=(16, 5))\n",
"\n",
"# create grid for different subplots\n",
"grid = gridspec.GridSpec(ncols=5, nrows=1, width_ratios=[3, 1, 1, 3, 1], wspace=0.05, hspace=0)\n",
"\n",
"# add subplots\n",
"ax1 = fig.add_subplot(grid[0])\n",
"ax2 = fig.add_subplot(grid[1], sharey=ax1)\n",
"ax3 = fig.add_subplot(grid[3])\n",
"ax4 = fig.add_subplot(grid[4], sharey=ax3)\n",
"axes = [ax1, ax2, ax3, ax4]\n",
"\n",
"# plot bias: single members vs. ensemble\n",
"sns.barplot(x='product', y='bias', hue='loss', data=members, palette=palette, ax=ax1);\n",
"sns.barplot(x='product', y='bias', hue='loss', data=ensemble, palette=palette, ax=ax2);\n",
"\n",
"# plot mae: single members vs. ensemble\n",
"sns.barplot(x='product', y='mae', hue='loss', data=members, palette=palette, ax=ax3);\n",
"sns.barplot(x='product', y='mae', hue='loss', data=ensemble, palette=palette, ax=ax4);\n",
"\n",
"# axes limits and ticks\n",
"y_lim_bias = (-50, 50) if PREDICTAND == 'pr' else (-1, 1)\n",
"y_lim_mae = (0, 2) if PREDICTAND == 'pr' else (0, 1)\n",
"y_ticks_bias = (np.arange(y_lim_bias[0], y_lim_bias[1] + 10, 10) if PREDICTAND == 'pr' else\n",
" np.arange(y_lim_bias[0], y_lim_bias[1] + 0.2, 0.2))\n",
"y_ticks_mae = np.arange(y_lim_mae[0], y_lim_mae[1] + 0.2, 0.2)\n",
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"\n",
"# axis for bias\n",
"ax1.set_ylabel('Bias (%)' if PREDICTAND == 'pr' else 'Bias (°C)')\n",
"ax1.set_ylim(y_lim_bias)\n",
"ax1.set_yticks(y_ticks_bias)\n",
"\n",
"# axis for mae\n",
"ax3.set_ylabel('Mean absolute error (mm)' if PREDICTAND == 'pr' else 'Mean absolute error (°C)')\n",
"ax3.set_ylim(y_lim_mae)\n",
"ax3.set_yticks(y_ticks_mae)\n",
"\n",
"# adjust axis for ensemble predictions\n",
"for ax in [ax2, ax4]:\n",
" ax.yaxis.tick_right()\n",
" ax.set_ylabel('')\n",
"\n",
"# axis fontsize and legend\n",
"for ax in axes:\n",
" ax.tick_params('both', labelsize=14)\n",
" ax.set_xticklabels(ax.get_xticklabels(), rotation=90)\n",
" ax.yaxis.label.set_size(14)\n",
" ax.set_xlabel('')\n",
" \n",
" # adjust legend\n",
" h, _ = ax.get_legend_handles_labels()\n",
" ax.get_legend().remove()\n",
"\n",
"# show single legend\n",
"ax4.legend(bbox_to_anchor=(1.3, 1.05), loc=2, frameon=False, fontsize=14);\n",
"\n",
"# save figure\n",
"fig.savefig('./Figures/bootstrap/{}_members_vs_ensemble.pdf'.format(PREDICTAND), bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"id": "590ffbaf-0e8d-4b63-9264-ad86078d50c9",
"metadata": {},
"source": [
]
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"fig, axes = plt.subplots(1, 3, figsize=(16, 5))\n",
"# plot bias: ensemble predictions vs. reference\n",
"sns.barplot(x='product', y='bias', hue='loss', data=ensemble, palette=palette, ax=axes[0]);\n",
"\n",
"# plot mae: ensemble predictions vs. reference\n",
"sns.barplot(x='product', y='mae', hue='loss', data=ensemble, palette=palette, ax=axes[1]);\n",
"\n",
"# plot rmse: ensemble predictions vs. reference\n",
"sns.barplot(x='product', y='rmse', hue='loss', data=ensemble, palette=palette, ax=axes[2]);\n",
"\n",
"# add metrics for reference\n",
"for ax, metric in zip(axes, ['bias', 'mae', 'rmse']):\n",
" for product, ls in zip(df_ref['product'], ['-', '--']):\n",
" ax.hlines(df_ref[metric][df_ref['product'] == product].item(), xmin=-0.5, xmax=2.5,\n",
" color='k', ls=ls, label=product)\n",
"\n",
"# axis for bias\n",
"axes[0].set_ylabel('Bias (%)' if PREDICTAND == 'pr' else 'Bias (°C)')\n",
"axes[0].set_ylim(y_lim_bias)\n",
"axes[0].set_yticks(y_ticks_bias)\n",
"\n",
"# axis for mae\n",
"y_lim_mae = (0, 2) if PREDICTAND == 'pr' else (0, 3)\n",
"y_ticks_mae = np.arange(y_lim_mae[0], y_lim_mae[1] + 0.2, 0.2)\n",
"axes[1].set_ylabel('Mean absolute error (mm)' if PREDICTAND == 'pr' else 'Mean absolute error (°C)')\n",
"axes[1].set_ylim(y_lim_mae)\n",
"axes[1].set_yticks(y_ticks_mae)\n",
"\n",
"# axis for rmse\n",
"axes[2].set_ylabel('RMSE (mm)' if PREDICTAND == 'pr' else 'RMSE (°C)')\n",
"axes[2].set_ylim(y_lim_mae)\n",
"axes[2].set_yticks(y_ticks_mae)\n",
"\n",
"# axis fontsize and legend\n",
"for ax in axes:\n",
" ax.tick_params('both', labelsize=14)\n",
" ax.set_xticklabels(ax.get_xticklabels(), rotation=90)\n",
" ax.yaxis.label.set_size(14)\n",
" ax.set_xlabel('')\n",
" \n",
" # adjust legend\n",
" h, _ = ax.get_legend_handles_labels()\n",
" ax.get_legend().remove()\n",
"\n",
"# show single legend\n",
"axes[-1].legend(bbox_to_anchor=(1.05, 1.05), loc=2, frameon=False, fontsize=14);\n",
"\n",
"# save figure\n",
"fig.subplots_adjust(wspace=0.25)\n",
"fig.savefig('./Figures/bootstrap/{}_ensemble_vs_reference.pdf'.format(PREDICTAND), bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"id": "775a3c92-1027-49d2-9681-dd53e0af70ac",
"metadata": {
"tags": []
},
"source": [
"### Time series"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "e73017fc-6408-4be3-9a25-ee6a55de1d1b",
"metadata": {},
"outputs": [],
"source": [
"# calculate loss function with lowest overall error (bias, mae, and rmse)\n",
"ens = ensemble[ensemble['product'] == 'Ensemble-10'].copy()\n",
"ens['sum'] = np.abs(ens['bias']) + ens['rmse'] + ens['mae']\n",
"min_loss = ens[ens['sum'] == ens['sum'].min()]['loss'].item()"
"id": "dbe5db42-c31c-493b-a3b8-42c794cde6d9",
"metadata": {},
"outputs": [],
"source": [
"# whether to compute rolling or hard mean\n",
"ROLLING = True"
]
},
{
"cell_type": "code",
"id": "fae4d70c-276c-4ba6-b6b6-ba6eb1793e0c",
"metadata": {},
"outputs": [],
"source": [
"# define scale of mean time series\n",
"# scale = '1M' # monthly\n",
"scale = '1Y' # yearly"
]
},
{
"cell_type": "code",
"id": "5eaaaf2f-d4c4-4f30-b124-66d04d6db2b9",
"metadata": {},
"outputs": [],
"source": [
"# check if time series exists\n",
"ts_path = RESULTS.joinpath(PREDICTAND, '{}_ts_{}.nc'.format(PREDICTAND, scale if not ROLLING else 'rolling'))\n",
"if ts_path.exists():\n",
" time_series = xr.open_dataset(ts_path).load()\n",
" # mean time series over entire grid and validation period\n",
" if ROLLING:\n",
" y_pred_ts = {k: v.rolling(time=365, center=True).mean().mean(dim=('y', 'x')).dropna('time').compute() for k, v in ensemble_mean_full.items()}\n",
" y_pred_ts_var = {k: v.rolling(time=365, center=True).mean().mean(dim=('y', 'x')).dropna('time').compute()for k, v in ensemble_std_full.items()}\n",
" y_true_ts = y_true.rolling(time=365, center=True).mean().mean(dim=('y', 'x')).dropna('time').compute()\n",
" y_refe_ts = y_refe.rolling(time=365, center=True).mean().mean(dim=('y', 'x')).dropna('time').compute()\n",
" y_refe_qm_ts = y_refe_qm.rolling(time=365, center=True).mean().mean(dim=('y', 'x')).dropna('time').compute()\n",
" else:\n",
" y_pred_ts = {k: v.resample(time=scale).mean(dim=('time', 'y', 'x')).compute() for k, v in ensemble_mean_full.items()}\n",
" y_pred_ts_var = {k: v.resample(time=scale).mean(dim=('time', 'y', 'x')).compute() for k, v in ensemble_std_full.items()}\n",
" y_true_ts = y_true.resample(time=scale).mean(dim=('time', 'y', 'x')).compute()\n",
" y_refe_ts = y_refe.resample(time=scale).mean(dim=('time', 'y', 'x')).compute()\n",
" y_refe_qm_ts = y_refe_qm.resample(time=scale).mean(dim=('time', 'y', 'x')).compute()\n",
" \n",
" # create dataset of aggregated time series\n",
" time_series = xr.Dataset({'y_true': y_true_ts, 'y_refe': y_refe_ts, 'y_refe_qm': y_refe_qm_ts,\n",
" **{'{}_mean'.format(k): v for k, v in y_pred_ts.items()},\n",
" **{'{}_std'.format(k): v for k, v in y_pred_ts_var.items()}})\n",
"\n",
" # save to disk for faster plotting\n",
" time_series.to_netcdf('./{}_ts_{}.nc'.format(PREDICTAND, scale if not ROLLING else 'rolling'), engine='h5netcdf')"
"id": "28bc3177-b6a0-4938-9e74-59be2491fa56",
"metadata": {},
"outputs": [],
"source": [
"# color palette\n",
"palette = sns.color_palette('viridis', 3)"
]
},
{
"cell_type": "code",
"id": "07375015-4205-4dfb-9bd2-0f37d5e56672",
"metadata": {},
"outputs": [],
"source": [
"# factor of standard deviation to plot as uncertainty around ensemble mean prediction\n",
"std_factor = 1"
]
},
{
"cell_type": "code",
"id": "8ca32179-66ed-4f9d-a8f6-92cb547afe4a",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# initialize figure\n",
"fig, ax = plt.subplots(1, 1, figsize=(16, 9))\n",
"\n",
"# time to plot on x-axis\n",
"time = time_series.time.values if ROLLING else [t.astype('datetime64[{}]'.format(scale.lstrip('1'))) for t in time_series.time.values] \n",
"xticks = [t.astype('datetime64[Y]') for t in list(time_series.time.resample(time='1Y').groups.keys())]\n",
"\n",
"# plot reference: observations, ERA-5, ERA-5 QM-adjusted\n",
"ax.plot(time, time_series.y_true, label='Observed', ls='-', color='k');\n",
"ax.plot(time, time_series.y_refe, label='ERA-5', ls='-', color=palette[0]);\n",
"ax.plot(time, time_series.y_refe_qm, label='ERA-5 QM-adjusted', ls='-', color=palette[1]);\n",
"# plot model predictions: ensemble mean and standard deviation\n",
"ax.plot(time, time_series['{}_mean'.format(min_loss)], label='{}: Ensemble-{:d} (mean)'.format(min_loss, len(models[min_loss])), color=palette[-1])\n",
"ax.fill_between(x=time, y1=time_series['{}_mean'.format(min_loss)].values - std_factor * time_series['{}_std'.format(min_loss)].values,\n",
" y2=time_series['{}_mean'.format(min_loss)].values + std_factor * time_series['{}_std'.format(min_loss)].values,\n",
" alpha=0.3, label='{}: Ensemble-{} (std)'.format(min_loss, len(models[min_loss])), color=palette[-1]);\n",
"\n",
"# add legend\n",
"ax.legend(frameon=False, loc='lower right', fontsize=12)\n",
"\n",
"# axis limits and ticks\n",
"if PREDICTAND == 'tasmin':\n",
" yticks = np.arange(-3, 3.5, 0.5)\n",
"elif PREDICTAND == 'tasmax':\n",
" yticks = np.arange(6, 12.5, 0.5)\n",
"else:\n",
" yticks = np.arange(0, 5)\n",
"ax.set_xticks(xticks)\n",
"ax.set_xticklabels(xticks)\n",
"ax.set_yticks(yticks)\n",
"ax.set_yticklabels(yticks)\n",
"ax.tick_params(axis='both', labelsize=12)\n",
"\n",
"# save figure\n",
"fig.savefig('./Figures/bootstrap/{}_time_series_{}.pdf'.format(PREDICTAND, scale if not ROLLING else 'rolling'), bbox_inches='tight')"
{
"cell_type": "markdown",
"id": "923762ca-6ebc-4ffa-9b65-2faaf816fc05",
"metadata": {},
"source": [
]
},
{
"cell_type": "code",
"id": "a520127b-0dbc-4217-9a00-68cef41afe83",
"metadata": {},
"outputs": [],
"source": [
"# compute ensemble mean yearly mean bias of each grid point\n",
"pred = (((ensemble_mean_full[min_loss].groupby('time.year').mean(dim='time') - y_true_yearly_avg) / y_true_yearly_avg) * 100\n",
" if PREDICTAND == 'pr' else (ensemble_mean_full[min_loss].groupby('time.year').mean(dim='time') - y_true_yearly_avg))\n",
"pred = pred.mean(dim='year').compute()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "3f553bdd-317b-49e3-aa20-3d20c04d8ae4",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1728x576 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot yearly average bias of references and predictions\n",
"vmin, vmax = (-40, 40) if PREDICTAND == 'pr' else (-1, 1)\n",
"fig, axes = plt.subplots(1, 3, figsize=(24, 8), sharex=True, sharey=True)\n",
"\n",
"# plot bias of ERA-5 reference\n",
"era5 = bias_refe.mean(dim='year')\n",
"im1 = axes[0].imshow(era5.values, origin='lower', cmap='RdBu_r', vmin=vmin, vmax=vmax)\n",
"\n",
"# plot bias of ERA-5 QM-adjusted reference\n",
"era5_qm = bias_refe_qm.mean(dim='year')\n",
"im2 = axes[1].imshow(era5_qm.values, origin='lower', cmap='RdBu_r', vmin=vmin, vmax=vmax)\n",
"\n",
"# plot bias of ensemble model prediction\n",
"im3 = axes[2].imshow(pred, origin='lower', cmap='RdBu_r', vmin=vmin, vmax=vmax)\n",
"\n",