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@coroa
Last active July 2, 2019 23:23
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Spatial temperature aggregation with Atlite
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import atlite"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from shapely.geometry import box\n",
"import geopandas as gpd"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"bbox = box(-15, 60, 20, 35) # (minx, miny, maxx, maxy)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Geopandas ships with a low resolution naturalearth dataset of which we'll use the shapes for Germany, France and Great Britain (without former colonies)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f4ab42ecc50>"
]
},
"execution_count": 6,
"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": [
"countries = (gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
" .set_index('iso_a3')\n",
" .loc[[\"DEU\", \"FRA\", \"GBR\"]]\n",
" .intersection(bbox))\n",
"countries.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, we'll download the temperature data for our bounding box from CDS, for which you'll have to have installed and configured their `cdsapi` library."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2019-07-02 23:42:33,824 INFO Sending request to https://cds.climate.copernicus.eu/api/v2/resources/reanalysis-era5-single-levels\n",
"2019-07-02 23:42:34,217 INFO Request is completed\n",
"2019-07-02 23:42:34,219 INFO Downloading http://136.156.132.210/cache-compute-0005/cache/data8/adaptor.mars.internal-1562098314.7269123-6625-7-173dd9bb-5190-4d09-b469-7fbaee64385f.nc to /tmp/temperature.nc (39.8M)\n",
"2019-07-02 23:43:00,619 INFO Download rate 1.5M/s\n"
]
},
{
"data": {
"text/plain": [
"Result(content_length=41705524,content_type=application/x-netcdf,location=http://136.156.132.210/cache-compute-0005/cache/data8/adaptor.mars.internal-1562098314.7269123-6625-7-173dd9bb-5190-4d09-b469-7fbaee64385f.nc)"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import cdsapi\n",
"\n",
"c = cdsapi.Client()\n",
"\n",
"c.retrieve(\n",
" 'reanalysis-era5-single-levels',\n",
" {\n",
" 'product_type':'reanalysis',\n",
" 'format':'netcdf',\n",
" 'variable':'2m_temperature',\n",
" 'year':'2018',\n",
" 'month':[\n",
" '03','04'\n",
" ],\n",
" 'day': list(range(1, 31+1)),\n",
" 'time': [f\"{h:02}:00\" for h in range(0, 24)],\n",
" 'area': list(np.asarray(bbox.bounds)[[1, 0, 3, 2]])\n",
" },\n",
" '/tmp/temperature.nc')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"ds = xr.open_dataset(\"/tmp/temperature.nc\", chunks={'time': 48})"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (latitude: 101, longitude: 141, time: 1464)\n",
"Coordinates:\n",
" * longitude (longitude) float32 -15.0 -14.75 -14.5 -14.25 ... 19.5 19.75 20.0\n",
" * latitude (latitude) float32 60.0 59.75 59.5 59.25 ... 35.5 35.25 35.0\n",
" * time (time) datetime64[ns] 2018-03-01 ... 2018-04-30T23:00:00\n",
"Data variables:\n",
" t2m (time, latitude, longitude) float32 dask.array<shape=(1464, 101, 141), chunksize=(48, 101, 141)>\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" history: 2019-07-02 20:13:47 GMT by grib_to_netcdf-2.10.0: /opt/ecmw..."
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"No module given as argument nor in the dataset. Falling back to 'era5'.\n"
]
}
],
"source": [
"cutout = atlite.Cutout(ds.rename({'longitude': 'x', 'latitude': 'y'}))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The warning is strange, i agree, its only effect is that the `era5` crs is used, ie `longlat`."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Convert and aggregate `<lambda>`: 100% (1 of 1) || Elapsed Time: 0:00:00 Time: 0:00:00\n"
]
}
],
"source": [
"ts = cutout.convert_and_aggregate(convert_func=lambda ds: ds[\"t2m\"], shapes=countries.geometry, per_unit=True)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f4aac2744e0>,\n",
" <matplotlib.lines.Line2D at 0x7f4aac298908>,\n",
" <matplotlib.lines.Line2D at 0x7f4aac298a90>]"
]
},
"execution_count": 20,
"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": [
"ts.plot.line(hue='iso_a3')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray (iso_a3: 3)>\n",
"array([280.550701, 282.668977, 279.409602])\n",
"Coordinates:\n",
" * iso_a3 (iso_a3) object 'DEU' 'FRA' 'GBR'"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ts.mean('time')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## with weights"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f4aac23ab38>"
]
},
"execution_count": 22,
"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": [
"weights = np.sin(np.deg2rad(cutout.data.y))\n",
"weights2d, _ = xr.broadcast(weights, cutout.meta[['x', 'y']])\n",
"weights2d.plot()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Convert and aggregate `<lambda>`: 100% (1 of 1) || Elapsed Time: 0:00:00 Time: 0:00:00\n"
]
}
],
"source": [
"ts_weighted = cutout.convert_and_aggregate(convert_func=lambda ds: ds[\"t2m\"], shapes=countries.geometry, layout=weights, per_unit=True)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f4a96f06518>,\n",
" <matplotlib.lines.Line2D at 0x7f4a96f2ccf8>,\n",
" <matplotlib.lines.Line2D at 0x7f4a96f2ce80>]"
]
},
"execution_count": 24,
"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": [
"ts_weighted.plot.line(hue='iso_a3')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray (iso_a3: 3)>\n",
"array([280.536935, 282.659532, 279.37769 ])\n",
"Coordinates:\n",
" * iso_a3 (iso_a3) object 'DEU' 'FRA' 'GBR'"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ts_weighted.mean('time')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Low-level"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"it actually makes more sense to use only the indicatormatrix functionality of atlite and do most of the rest yourself to understand more clearly what happens:"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<3x6603 sparse matrix of type '<class 'numpy.float64'>'\n",
"\twith 2652 stored elements in Compressed Sparse Row format>"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"matrix = cutout.indicatormatrix(countries.geometry).tocsr()\n",
"matrix"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"computes a sparse matrix where $A_{i,j}$ is the fraction of grid cell $j$ contained in country $j$. Grid cells follow the order given by"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'spatial' (spatial: 6603)>\n",
"array([(58.75, -7.75), (58.75, -7.5), (58.75, -7.25), ..., (41.25, 14.75),\n",
" (41.25, 15.0), (41.25, 15.25)], dtype=object)\n",
"Coordinates:\n",
" * spatial (spatial) MultiIndex\n",
" - y (spatial) float64 58.75 58.75 58.75 58.75 ... 58.75 58.75 58.75\n",
" - x (spatial) float64 -7.75 -7.5 -7.25 -7.0 ... -1.25 -1.0 -0.75 -0.5"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"spatial = cutout.data.stack(spatial=('y', 'x')).spatial\n",
"spatial"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's easy to understand by visualizing a reshaped matrix row:"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f4a8f266f98>"
]
},
"execution_count": 113,
"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": [
"xr.DataArray(matrix[0].toarray().squeeze(), [spatial]).unstack('spatial').plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The general idea is that an aggregation for each country now corresponds to a matrix multiplication.\n",
"\n",
"You can easily apply weights by multiplying with a diagonal matrix:"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"matrix_weighted = matrix * atlite.gis.spdiag(weights2d.stack(spatial=('y', 'x')))"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 't2m' (time: 1464, iso_a3: 3)>\n",
"dask.array<shape=(1464, 3), dtype=float64, chunksize=(48, 3)>\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2018-03-01 ... 2018-04-30T23:00:00\n",
" * iso_a3 (iso_a3) object 'DEU' 'FRA' 'GBR'"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"atlite.aggregate.aggregate_matrix(cutout.data['t2m'], matrix_weighted, countries.index)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The mean temperature then follows by dividing each country series by its weight:"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"ts = atlite.aggregate.aggregate_matrix(cutout.data['t2m'], matrix_weighted, countries.index) / xr.DataArray(np.asarray(matrix_weighted.sum(axis=1)).squeeze(), [countries.index])"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f4a8ff387f0>,\n",
" <matplotlib.lines.Line2D at 0x7f4a8ff36ac8>,\n",
" <matplotlib.lines.Line2D at 0x7f4a8fe32240>]"
]
},
"execution_count": 62,
"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": [
"ts.plot.line(hue='iso_a3')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, in summary to compute average per-country temperature time-series for an arbitrary 2-d weight, I'd use:"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
"cutout = atlite.Cutout(ds.rename({'longitude': 'x', 'latitude': 'y'}))\n",
"cutout = cutout.sel(bounds=countries.unary_union.bounds, buffer=0.25)\n",
"# sel is not strictly necessary but speeds the calculations tremendously"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"weights = np.sin(np.deg2rad(cutout.data.y))\n",
"weights2d, _ = xr.broadcast(weights, cutout.meta[['x', 'y']])"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f4a8f934cf8>,\n",
" <matplotlib.lines.Line2D at 0x7f4a8f8cea90>,\n",
" <matplotlib.lines.Line2D at 0x7f4a8f8ceef0>]"
]
},
"execution_count": 88,
"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": [
"matrix = cutout.indicatormatrix(countries.geometry) * atlite.gis.spdiag(weights2d.stack(spatial=('y', 'x')))\n",
"ts = atlite.aggregate.aggregate_matrix(cutout.data['t2m'], matrix, countries.index) / xr.DataArray(np.asarray(matrix.sum(axis=1)).squeeze(), [countries.index])\n",
"ts.plot.line(hue='iso_a3')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:atlite-rev2]",
"language": "python",
"name": "conda-env-atlite-rev2-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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@coroa
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coroa commented Jul 2, 2019

Note that this notebook relies on atlite in the v0.2 branch as discussed in PR #20.

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