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@arbennett
Created April 19, 2022 00:22
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{
"cells": [
{
"cell_type": "code",
"execution_count": 11,
"id": "a7f5beec-82ad-4534-b818-dfbb651dfb13",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import xarray as xr\n",
"import parflow as pf\n",
"import matplotlib.pyplot as plt\n",
"import cartopy.crs as ccrs"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "84c07397-8b17-489c-a046-460db8663180",
"metadata": {},
"outputs": [],
"source": [
"pfmeta_file = f'/home/SHARED/data/ab6361/CONUS1_example.pfmetadata'\n",
"ds = xr.open_dataset(pfmeta_file)\n",
"\n",
"# Optionally, you can add metadata coordinates.\n",
"time_idx = pd.DatetimeIndex(pd.date_range('10-01-2002 00:00:00', '09-30-2003 23:00:00', freq='H'))\n",
"latlons = xr.open_dataset('/home/SHARED/data/ab6361/CONUS1_latlon.nc')\n",
"ds = ds.assign_coords({'lat': latlons['lat'], 'lon': latlons['lon'], 'time': time_idx})\n",
"ds"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "8b1ed426-86ff-4017-b501-cc43f314090b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x148b4eb1e430>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Make a spatial plot of SWE for a particular date:\n",
"ds['swe'].sel(time='04-01-2003 12:00:00').plot(vmin=0, vmax=500)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "ac50fa1f-0f1b-4ee7-9cad-fa276dc0155c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ab6361/software/miniconda/envs/all/lib/python3.9/site-packages/cartopy/mpl/geoaxes.py:1797: 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",
" result = matplotlib.axes.Axes.pcolormesh(self, *args, **kwargs)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Doing one better - put the spatial plot on a map\n",
"plt.figure(figsize=(16, 8))\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.set_global()\n",
"ds['swe'].sel(time='04-01-2003 12:00:00').plot(\n",
" ax=ax, transform=ccrs.PlateCarree(), x='lon', y='lat', vmin=0, vmax=500\n",
")\n",
"ax.coastlines()\n",
"ax.set_ylim([25, 55])\n",
"ax.set_xlim([-130, -65]);"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "fd854acf-7591-4db9-a764-e7033c2ba712",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x148b4ebca400>]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"# Make a timeseries plot of SWE over an areal average:\n",
"ds['swe'].isel(\n",
" x=slice(500, 550), \n",
" y=slice(1250, 1300),\n",
" time=slice(0, None, 24)\n",
").mean(dim=['x', 'y']).plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b2e0f01b-753d-4211-8649-c074a796e86e",
"metadata": {},
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}
],
"metadata": {
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