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@naomi-henderson
Created January 29, 2020 16:59
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How to use the pangeo-ERA5 catalog
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import fsspec\n",
"import gcsfs\n",
"import xarray as xr\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<xarray.Dataset>\n",
"Dimensions: (latitude: 721, longitude: 1440, time: 350640)\n",
"Coordinates:\n",
" * latitude (latitude) float32 90.0 89.75 89.5 89.25 ... -89.5 -89.75 -90.0\n",
" * longitude (longitude) float32 0.0 0.25 0.5 0.75 ... 359.25 359.5 359.75\n",
" * time (time) datetime64[ns] 1979-01-01 ... 2018-12-31T23:00:00\n",
"Data variables:\n",
" asn (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" d2m (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" e (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" mn2t (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" mx2t (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" ptype (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" ro (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" sd (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" sro (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" ssr (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" t2m (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" tcc (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" tcrw (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" tp (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" tsn (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" u10 (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
" v10 (time, latitude, longitude) float32 dask.array<chunksize=(31, 721, 1440), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" history: 2019-09-20 05:15:01 GMT by grib_to_netcdf-2.10.0: /opt/ecmw...\n"
]
}
],
"source": [
"with xr.open_zarr(fsspec.get_mapper('gcs://pangeo-era5/reanalysis/spatial-analysis'),\n",
" consolidated=True,\n",
" chunks='auto') as ds:\n",
" print(ds)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f520c61e9b0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds.u10[0].plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
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@naomi-henderson
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Note that this is an HOURLY dataset which combines all variables on the same time grid. Some variables (e.g., 'tp') are zero for the first 7 hours.

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