Skip to content

Instantly share code, notes, and snippets.

@rsignell-usgs
Last active September 11, 2017 17:28
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save rsignell-usgs/cb4cc8781c1374173a54fe3b716ff291 to your computer and use it in GitHub Desktop.
Save rsignell-usgs/cb4cc8781c1374173a54fe3b716ff291 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load Hurricane Sandy model results"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import netCDF4\n",
"import h5pyd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#var = 'Hwave'\n",
"var = 'temp'\n",
"istep = 55"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## load hyperslab from local OPeNDAP "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 64 ms, sys: 8 ms, total: 72 ms\n",
"Wall time: 179 ms\n"
]
}
],
"source": [
"nc = netCDF4.Dataset('http://jetstream.signell.us:8080/thredds/dodsC/local/Sandy_ocean_his_nc4.nc')\n",
"%time temp = nc[var][istep:istep+10,:,:,:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## load hyperslab from local netcdf file"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 8 ms, sys: 4 ms, total: 12 ms\n",
"Wall time: 426 ms\n"
]
}
],
"source": [
"nc = netCDF4.Dataset('Sandy_ocean_his.nc')\n",
"%time temp = nc[var][istep:istep+10,:,:,:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## load hyperslab from HSDS"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 32 ms, sys: 0 ns, total: 32 ms\n",
"Wall time: 449 ms\n"
]
}
],
"source": [
"f = h5pyd.File(\"/home/john/sandy.nc\", 'r')\n",
"%time temp = f[var][istep:istep+10,:,:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## plot wave height at peak of storm"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import cartopy.crs as ccrs\n",
"from cartopy.feature import NaturalEarthFeature, COLORS\n",
"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"LAND = NaturalEarthFeature('physical', 'land', '10m', edgecolor='face', facecolor=COLORS['land'])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(97, 16, 64, 84)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nc['temp'].shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAHKCAYAAADhBVpHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmI1pbQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2799fb6128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lon = nc['lon_rho'][:]\n",
"lat = nc['lat_rho'][:]\n",
"\n",
"crs = ccrs.PlateCarree()\n",
"\n",
"fig, ax = plt.subplots(figsize=(10,8),subplot_kw=dict(projection=ccrs.Mercator()))\n",
"\n",
"ax.set_extent([lon.min(), lon.max(), lat.min(), lat.max()])\n",
"ax.add_feature(LAND)\n",
"ax.coastlines(resolution='10m')\n",
"gl = ax.gridlines(draw_labels=True)\n",
"gl.xlabels_top = gl.ylabels_right = False\n",
"gl.xformatter = LONGITUDE_FORMATTER\n",
"gl.yformatter = LATITUDE_FORMATTER\n",
"\n",
"p = ax.pcolormesh(lon, lat, nc['Hwave'][55,:,:], transform = crs);\n",
"plt.colorbar(p);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:hsds]",
"language": "python",
"name": "conda-env-hsds-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": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@jreadey
Copy link

jreadey commented Sep 11, 2017

The Sandy file is not esp. large, so I suspect network latency accounts for most of the time spent. It would be interesting to have a high res dataset for Irma!

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment