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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import xarray\n",
"\n",
"import sys\n",
"\n",
"sys.path.insert(0, \"scm/etc/scripts\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import scm_xarray"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"static_url = \"/Users/noah/data/dev/2020-12-23-79-lev-atmos_static.tile1.nc\"\n",
"output_url = \"scm/bin/output_twpice_79_levels_SCM_GFS_v15p2_python_no_cloud/output.nc\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"ds = xarray.open_dataset(output_url)\\\n",
".pipe(scm_xarray.decode_cf)\n",
"\n",
"fv3_static = xarray.open_dataset(static_url).rename({'pfull': 'z', 'phalf': 'z_interface'}).squeeze('time').drop(['z', 'z_interface', 'time']).pipe(scm_xarray.flip_vertical)\n",
"\n",
"merged = xarray.merge([ds, fv3_static])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"p_lev = merged.hyam * 1e5 + merged.hybm * merged.pres_s"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fae51a07790>]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"p_lev.isel(time=0).plot(label='a * 1e5 + b * p_s ')\n",
"merged.pres.isel(time=0).plot(label='pressure from scm output')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There is a big difference in the two vertical coordinates."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"scm/etc/scripts/scm_xarray.py:30: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3. Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading']. This will become an error two minor releases later.\n",
" im = ax.pcolormesh(x, y, z)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%run -m scm_xarray {output_url}"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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