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@aidanheerdegen
Created June 11, 2018 23:55
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Example ipython notebook showing how to avoid date error with new IAF ACCESS-OM2 data
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import xarray as xr\n",
"import numpy as np\n",
"import IPython.display\n",
"# import cmocean as cm\n",
"import cartopy.crs as ccrs"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"netcdf_index loaded.\n"
]
}
],
"source": [
"import cosima_cookbook as cc"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['mom01v5',\n",
" 'APE-MOM',\n",
" 'access-om2',\n",
" 'mom025',\n",
" 'mom-sis',\n",
" 'access-om2-025',\n",
" 'access-om2-01',\n",
" 'woa13',\n",
" 'kds75_wp2']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cc.get_configurations()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['025deg_jra55_ryf_broadwell_test',\n",
" '025deg_jra55_ryf_spinup1',\n",
" '025deg_jra55_ryf_spinup2',\n",
" '025deg_jra55_ryf_spinup3',\n",
" '025deg_jra55_ryf_spinup4',\n",
" '025deg_jra55_ryf_spinup5',\n",
" '025deg_jra55_ryf_spinup6',\n",
" '025deg_jra55_ryf_spinup7',\n",
" '025deg_jra55_ryf_spinup7_RCP45',\n",
" '025deg_jra55v13_ryf8485_KDS50',\n",
" '025deg_jra55v13_ryf8485_KDS75',\n",
" '025deg_jra55v13_ryf8485_KDS75_RCP45',\n",
" '025deg_jra55v13_ryf8485_RCP45',\n",
" '025deg_jra55v13_ryf8485_gmredi',\n",
" '025deg_jra55v13_ryf8485_redi',\n",
" '025deg_jra55v13_ryf8485_redi2',\n",
" '025deg_jra55v13_ryf8485_redi3',\n",
" '025deg_jra55v13_ryf8485_spinup_A']"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cc.get_experiments('access-om2-025')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['ocean.nc',\n",
" 'ocean_scalar.nc',\n",
" 'o2i.nc',\n",
" 'ocean_grid.nc',\n",
" 'ocean_month.nc',\n",
" 'iceh.\\\\d+-\\\\d+.nc']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cc.get_ncfiles('025deg_jra55v13_ryf8485_KDS50')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And finally, `get_variables` provides a list of all the variables available in a specific netcdf file. This functions requires both the experiment and the filename to be provided."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['xt_ocean',\n",
" 'yt_ocean',\n",
" 'time',\n",
" 'nv',\n",
" 'xu_ocean',\n",
" 'yu_ocean',\n",
" 'sea_level',\n",
" 'eta_t',\n",
" 'sea_levelsq',\n",
" 'mld',\n",
" 'pme_river',\n",
" 'river',\n",
" 'runoff',\n",
" 'ice_calving',\n",
" 'evap',\n",
" 'melt',\n",
" 'sfc_salt_flux_restore',\n",
" 'sfc_salt_flux_ice',\n",
" 'sfc_salt_flux_coupler',\n",
" 'net_sfc_heating',\n",
" 'tau_x',\n",
" 'tau_y',\n",
" 'bmf_u',\n",
" 'bmf_v',\n",
" 'tx_trans_int_z',\n",
" 'ty_trans_int_z',\n",
" 'average_T1',\n",
" 'average_T2',\n",
" 'average_DT',\n",
" 'time_bounds']"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cc.get_variables('025deg_jra55v13_ryf8485_KDS50','ocean_month.nc')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e49d768884c544a79e1a4444ea753e25",
"version_major": 2,
"version_minor": 0
},
"text/html": [
"<p>Failed to display Jupyter Widget of type <code>HBox</code>.</p>\n",
"<p>\n",
" If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
" that the widgets JavaScript is still loading. If this message persists, it\n",
" likely means that the widgets JavaScript library is either not installed or\n",
" not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
" Widgets Documentation</a> for setup instructions.\n",
"</p>\n",
"<p>\n",
" If you're reading this message in another frontend (for example, a static\n",
" rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
" it may mean that your frontend doesn't currently support widgets.\n",
"</p>\n"
],
"text/plain": [
"HBox(children=(IntProgress(value=0, description='get_nc_variable:', max=6), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r"
]
}
],
"source": [
"ds=cc.get_nc_variable('025deg_jra55v13_ryf8485_KDS50',\\\n",
" 'ocean_month.nc','sea_level',time_units=None)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'sea_level' (time: 144, yt_ocean: 1080, xt_ocean: 1440)>\n",
"dask.array<shape=(144, 1080, 1440), dtype=float64, chunksize=(1, 540, 720)>\n",
"Coordinates:\n",
" * yt_ocean (yt_ocean) float64 -81.08 -80.97 -80.87 -80.76 -80.65 -80.55 ...\n",
" * xt_ocean (xt_ocean) float64 -279.9 -279.6 -279.4 -279.1 -278.9 -278.6 ...\n",
" * time (time) object 3797-10-12T12:00:00 3797-11-11 ...\n",
"Attributes:\n",
" long_name: effective sea level (eta_t + patm/(rho0*g)) on T cells\n",
" units: meter\n",
" valid_range: [-1000. 1000.]\n",
" cell_methods: time: mean\n",
" time_avg_info: average_T1,average_T2,average_DT\n",
" coordinates: geolon_t geolat_t\n",
" standard_name: sea_surface_height_above_geoid"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f1f14dd0128>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1f1517d630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds[1,].plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:analysis3]",
"language": "python",
"name": "conda-env-analysis3-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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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