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@hrsdawson
Created June 8, 2023 08:25
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "f3232d5b-adb2-441f-8a6e-2ae93bc6ffb5",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import xarray as xr\n",
"import xesmf as xe\n",
"from glob import glob\n",
"import cmocean as cmo"
]
},
{
"cell_type": "markdown",
"id": "1a08c328-1652-4014-9893-fd04ce45eed0",
"metadata": {
"tags": []
},
"source": [
"# 02. Interpolate cmip6 data onto JRA55 grid"
]
},
{
"cell_type": "markdown",
"id": "a9a49e02-84f2-4b2b-b8a3-1ab0649de2d2",
"metadata": {},
"source": [
"Conservative regridding with `xesmf`. Don't have to run this, can skip to 03. This is just showing how I regridded the data. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "7c1a2232-8b51-4ac7-8bbc-46c3f0faec14",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"path_to_JRA55 = '/g/data/ik11/inputs/JRA-55/RYF/v1-4/'\n",
"path_to_cmip6 = '/g/data/e14/hd4873/model_data/access-om2-01/project03_cmip6_forcing/ssp585/native_grid/'\n",
"path_to_regridded_cmip6 = '/g/data/e14/hd4873/model_data/access-om2-01/project03_cmip6_forcing/ssp585/jra55_grid/xe_conservative/'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "37d30750-283f-4546-b440-34ddd91e9a09",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"model_list = ['ACCESS-CM2','ACCESS-ESM1-5','AWI-CM-1-1-MR','BCC-CSM2-MR','CAS-ESM2-0',\n",
" 'CMCC-CM2-SR5','CMCC-ESM2','CanESM5','EC-Earth3','EC-Earth3-CC','EC-Earth3-Veg',\n",
" 'EC-Earth3-Veg-LR','FGOALS-f3-L','GFDL-CM4','GFDL-ESM4','IITM-ESM','INM-CM4-8',\n",
" 'INM-CM5-0','IPSL-CM6A-LR','KACE-1-0-G','MIROC6','MPI-ESM1-2-HR','MPI-ESM1-2-LR',\n",
" 'MRI-ESM2-0']"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ed2f0c4c-6857-4063-bf0d-758a8425099f",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 ACCESS-CM2\n",
"1 ACCESS-ESM1-5\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.01/lib/python3.9/site-packages/xesmf/backend.py:56: UserWarning: Latitude is outside of [-90, 90]\n",
" warnings.warn('Latitude is outside of [-90, 90]')\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"2 AWI-CM-1-1-MR\n",
"3 BCC-CSM2-MR\n",
"4 CAS-ESM2-0\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.01/lib/python3.9/site-packages/xesmf/backend.py:56: UserWarning: Latitude is outside of [-90, 90]\n",
" warnings.warn('Latitude is outside of [-90, 90]')\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"5 CMCC-CM2-SR5\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.01/lib/python3.9/site-packages/xesmf/backend.py:56: UserWarning: Latitude is outside of [-90, 90]\n",
" warnings.warn('Latitude is outside of [-90, 90]')\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"6 CMCC-ESM2\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.01/lib/python3.9/site-packages/xesmf/backend.py:56: UserWarning: Latitude is outside of [-90, 90]\n",
" warnings.warn('Latitude is outside of [-90, 90]')\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"7 CanESM5\n",
"8 EC-Earth3\n",
"9 EC-Earth3-CC\n",
"10 EC-Earth3-Veg\n",
"11 EC-Earth3-Veg-LR\n",
"12 FGOALS-f3-L\n",
"13 GFDL-CM4\n",
"14 GFDL-ESM4\n",
"15 IITM-ESM\n",
"16 INM-CM4-8\n",
"17 INM-CM5-0\n",
"18 IPSL-CM6A-LR\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/g/data/hh5/public/apps/miniconda3/envs/analysis3-23.01/lib/python3.9/site-packages/xesmf/backend.py:56: UserWarning: Latitude is outside of [-90, 90]\n",
" warnings.warn('Latitude is outside of [-90, 90]')\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"19 KACE-1-0-G\n",
"20 MIROC6\n",
"21 MPI-ESM1-2-HR\n",
"22 MPI-ESM1-2-LR\n",
"23 MRI-ESM2-0\n",
"CPU times: user 5min 55s, sys: 1min 17s, total: 7min 13s\n",
"Wall time: 7min 30s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"# open jra55 input grid\n",
"ds_jra = xr.open_dataset(path_to_JRA55 + 'RYF.uas.1990_1991.nc')\n",
"\n",
"# loop through cmip6 models\n",
"for m, model in enumerate(model_list):\n",
" print(m, model)\n",
" \n",
" # open native grid cmip6 dataset\n",
" cmip6_file_name = sorted(glob(path_to_cmip6+f'Amon_{model}_ssp585_r1i1p1f1_gn_*.nc'))\n",
" ds_cmip6 = xr.open_dataset(cmip6_file_name[0])\n",
" \n",
" # create regridding weights using xesmf\n",
" regridder = xe.Regridder(ds_cmip6, ds_jra, 'conservative', periodic=True)\n",
" # regrid cmip6 dataset\n",
" ds_regridded = regridder(ds_cmip6, keep_attrs = True)\n",
" \n",
" # save to netcdf file\n",
" ds_regridded.to_netcdf(path_to_regridded_cmip6 + cmip6_file_name[0][87:])\n",
" \n",
" del ds_cmip6, regridder, ds_regridded"
]
},
{
"cell_type": "markdown",
"id": "a8a920e7-6db3-46c2-a020-1281a30df6d3",
"metadata": {
"tags": []
},
"source": [
"# 03. Check regridding"
]
},
{
"cell_type": "markdown",
"id": "28dabdd2-9de6-46c0-9547-12967d6f24bc",
"metadata": {},
"source": [
"Set file paths. "
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "19ba99a8-b52d-44d8-8350-b9ec88d428bf",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"path_to_native = '/g/data/e14/hd4873/model_data/access-om2-01/project03_cmip6_forcing/ssp585/native_grid/'\n",
"path_to_xe_con = '/g/data/e14/hd4873/model_data/access-om2-01/project03_cmip6_forcing/ssp585/jra55_grid/xe_conservative/'"
]
},
{
"cell_type": "markdown",
"id": "4d8c67c3-e93b-4490-af83-48b1b0739eea",
"metadata": {},
"source": [
"Combine all regridded models into one dataset. "
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "1eaa000e-ea7a-42cd-88fa-18fe71d5e4b6",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [],
"source": [
"m = 1\n",
"model = model_list[m]\n",
"file_name = sorted(glob(path_to_xe_con+f'Amon_{model}_ssp585_r1i1p1f1_gn_*.nc'))\n",
"ds_co = xr.open_dataset(file_name[0])\n",
"ds_co['tas'] = ds_co['tas'] - 273.15 # convert to deg celsius\n",
"ds_co = ds_co.mean(dim='time')"
]
},
{
"cell_type": "markdown",
"id": "43b9cd00-232d-4a5a-b287-620504411505",
"metadata": {},
"source": [
"Define figure functions. "
]
},
{
"cell_type": "markdown",
"id": "b6fdf7ac-3b8f-411e-918e-d7076d411cc2",
"metadata": {},
"source": [
"`native grid`: Plot cmip6 data from native grid and print min/max values. "
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "b428fd86-36ce-49f4-81f2-3b0cdb02c688",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"file_name = sorted(glob(path_to_native+f'Amon_{model_list[i]}_ssp585_r1i1p1f1_gn_*.nc'))\n",
"ds_native = xr.open_dataset(file_name[0])\n",
"ds_native['tas'] = ds_native['tas'] - 273.15 # convert to deg celsius\n",
"ds_native = ds_native.mean(dim='time')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "4ce00cf6-733f-48b2-a54b-f028135493f9",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x145c681c5130>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds_native.tas.plot(cmap=cmo.cm.thermal)"
]
},
{
"cell_type": "markdown",
"id": "d222786f-bbb2-487b-873d-a39a60d22381",
"metadata": {},
"source": [
"`xesmf`: Plot cmip6 data from interpolated grid and print min/max values. "
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "b01b45cc-103b-4c88-bb13-a7c34ed9f9e5",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x145c67d2c940>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds_co.tas.plot(cmap=cmo.cm.thermal)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "23a38de3-e50c-4114-be17-336687753074",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x145c68002b80>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds_co.tas.plot(cmap=cmo.cm.thermal, vmax=50)"
]
},
{
"cell_type": "markdown",
"id": "8b795c7f-7aa9-4443-a993-d458c8c5b159",
"metadata": {},
"source": [
"We can see there's a problem with the min/max values at the southern boundary."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "65b6dd73-824e-472d-b242-5950513d2c65",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:analysis3-23.01]",
"language": "python",
"name": "conda-env-analysis3-23.01-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.15"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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