Skip to content

Instantly share code, notes, and snippets.

@rsignell-usgs
Created December 23, 2017 02:52
Show Gist options
  • Save rsignell-usgs/dbe88df42e1181827363a8348016f28b to your computer and use it in GitHub Desktop.
Save rsignell-usgs/dbe88df42e1181827363a8348016f28b to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# test xarray with HSDS dataset"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import xarray as xr"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read time series from HSDS"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/notebooks/rsignell/my-conda-envs/h5pyd/lib/python3.6/site-packages/xarray/plot/utils.py:51: FutureWarning: 'pandas.tseries.converter.register' has been moved and renamed to 'pandas.plotting.register_matplotlib_converters'. \n",
" converter.register()\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 92 ms, sys: 8 ms, total: 100 ms\n",
"Wall time: 2.25 s\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8f1dd07780>]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f8f1dcfa518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"url_hsds = 'http://149.165.156.174:5101/home/john/tmp2m_2months.nc'\n",
"ds_hsds = xr.open_dataset(url_hsds, engine='h5netcdf')\n",
"loc_hsds = ds_hsds.sel(longitude=-72.6+360, latitude=41.55, method='nearest')\n",
"%time loc_hsds['TMP_2maboveground'].plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read time series from OPeNDAP"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 76 ms, sys: 0 ns, total: 76 ms\n",
"Wall time: 14.6 s\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8f10333ef0>]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f8f1030cd30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"url_dap = 'http://js-170-55.jetstream-cloud.org/thredds/dodsC/data/CFSR/2017/tmp2m_2months.nc'\n",
"ds_dap = xr.open_dataset(url_dap)\n",
"loc_dap = ds_dap.sel(longitude=-72.6+360, latitude=41.55, method='nearest')\n",
"%time loc_dap['TMP_2maboveground'].plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read time series from local netcdf4 file "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 17.2 s, sys: 148 ms, total: 17.4 s\n",
"Wall time: 17.4 s\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8f0f3ef908>]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f8f153f71d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"url_nc = '/notebooks/rsignell/data/CFSR/tmp2m_2months.nc'\n",
"ds_nc = xr.open_dataset(url_nc)\n",
"loc_nc = ds_nc.sel(longitude=-72.6+360, latitude=41.55, method='nearest')\n",
"%time loc_nc['TMP_2maboveground'].plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compare Metadata"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'TMP_2maboveground' (time: 1416)>\n",
"array([ 276.492188, 276.21875 , 275.921875, ..., 282.929688, 282.132812,\n",
" 281.851562])\n",
"Coordinates:\n",
" latitude float64 41.6\n",
" longitude float64 287.4\n",
" * time (time) float64 1.483e+09 1.483e+09 1.483e+09 1.483e+09 ...\n",
"Attributes:\n",
" least_significant_digit: [2]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loc_hsds['TMP_2maboveground']"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'TMP_2maboveground' (time: 1416)>\n",
"array([ 276.492188, 276.21875 , 275.921875, ..., 282.929688, 282.132812,\n",
" 281.851562])\n",
"Coordinates:\n",
" latitude float64 41.6\n",
" * time (time) datetime64[ns] 2017-01-01T01:00:00 2017-01-01T02:00:00 ...\n",
" longitude float64 287.4\n",
"Attributes:\n",
" short_name: TMP_2maboveground\n",
" long_name: Temperature\n",
" level: 2 m above ground\n",
" units: K\n",
" _ChunkSizes: [ 1 440 880]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loc_dap['TMP_2maboveground']"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'TMP_2maboveground' (time: 1416)>\n",
"array([ 276.492188, 276.21875 , 275.921875, ..., 282.929688, 282.132812,\n",
" 281.851562])\n",
"Coordinates:\n",
" latitude float64 41.6\n",
" longitude float64 287.4\n",
" * time (time) datetime64[ns] 2017-01-01T01:00:00 2017-01-01T02:00:00 ...\n",
"Attributes:\n",
" short_name: TMP_2maboveground\n",
" long_name: Temperature\n",
" level: 2 m above ground\n",
" units: K"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loc_nc['TMP_2maboveground']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read time series using NetCDF Subset Service as Points"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"url = 'https://js-170-55.jetstream-cloud.org/thredds/ncss/grib/CFSr_v2/tmp2m?latitude=24.&longitude=24.&time_start=2017-01-01T01%3A00%3A00Z&time_end=2017-12-01T00%3A00%3A00Z&vertCoord=&accept=csv'\n",
"df = pd.read_csv(url)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Open dataset on OPeNDAP with Xarray"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"dap_url = 'http://js-170-55.jetstream-cloud.org/thredds/dodsC/grib/CFSr_v2/tmp2m'"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"ds2 = xr.open_dataset(dap_url)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:h5pyd]",
"language": "python",
"name": "conda-env-h5pyd-py"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment