{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Masking data-cubes using geometry objects" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# If first time running, uncomment the line below to install any additional dependencies\n", "# !bash requirements-for-notebooks.sh" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "from earthkit.transforms import aggregate as ek_aggregate\n", "from earthkit import data as ek_data\n", "\n", "from earthkit.data.testing import earthkit_remote_test_data_file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load some test data\n", "\n", "All `earthkit-transforms` methods can be called with `earthkit-data` objects (Readers and Wrappers) or with the \n", "pre-loaded `xarray` or `geopandas` objects.\n", "\n", "In this example we will use hourly ERA5 2m temperature data on a 0.5x0.5 spatial grid for the year 2015 as\n", "our physical data; and we will use the NUTS geometries which are stored in a geojson file.\n", "\n", "First we lazily load the ERA5 data and NUTS geometries from our test-data repository.\n", "\n", "Note the data is only downloaded when\n", "we use it, e.g. at the `.to_xarray` line, additionally, the download is cached so the next time you run this\n", "cell you will not need to re-download the file (unless it has been a very long time since you have run the\n", "code, please see tutorials in `earthkit-data` for more details in cache management)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset> Size: 5MB\n",
       "Dimensions:     (number: 1, time: 24, step: 1, surface: 1, latitude: 201,\n",
       "                 longitude: 281)\n",
       "Coordinates:\n",
       "  * number      (number) int64 8B 0\n",
       "  * time        (time) datetime64[ns] 192B 2015-01-01 ... 2015-01-01T23:00:00\n",
       "  * step        (step) timedelta64[ns] 8B 00:00:00\n",
       "  * surface     (surface) float64 8B 0.0\n",
       "  * latitude    (latitude) float64 2kB 80.0 79.75 79.5 79.25 ... 30.5 30.25 30.0\n",
       "  * longitude   (longitude) float64 2kB -10.0 -9.75 -9.5 ... 59.5 59.75 60.0\n",
       "    valid_time  (time, step) datetime64[ns] 192B ...\n",
       "Data variables:\n",
       "    t2m         (number, time, step, surface, latitude, longitude) float32 5MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            1\n",
       "    GRIB_centre:             ecmf\n",
       "    GRIB_centreDescription:  European Centre for Medium-Range Weather Forecasts\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             European Centre for Medium-Range Weather Forecasts\n",
       "    history:                 2024-10-15T13:59 GRIB to CDM+CF via cfgrib-0.9.1...
" ], "text/plain": [ " Size: 5MB\n", "Dimensions: (number: 1, time: 24, step: 1, surface: 1, latitude: 201,\n", " longitude: 281)\n", "Coordinates:\n", " * number (number) int64 8B 0\n", " * time (time) datetime64[ns] 192B 2015-01-01 ... 2015-01-01T23:00:00\n", " * step (step) timedelta64[ns] 8B 00:00:00\n", " * surface (surface) float64 8B 0.0\n", " * latitude (latitude) float64 2kB 80.0 79.75 79.5 79.25 ... 30.5 30.25 30.0\n", " * longitude (longitude) float64 2kB -10.0 -9.75 -9.5 ... 59.5 59.75 60.0\n", " valid_time (time, step) datetime64[ns] 192B ...\n", "Data variables:\n", " t2m (number, time, step, surface, latitude, longitude) float32 5MB ...\n", "Attributes:\n", " GRIB_edition: 1\n", " GRIB_centre: ecmf\n", " GRIB_centreDescription: European Centre for Medium-Range Weather Forecasts\n", " GRIB_subCentre: 0\n", " Conventions: CF-1.7\n", " institution: European Centre for Medium-Range Weather Forecasts\n", " history: 2024-10-15T13:59 GRIB to CDM+CF via cfgrib-0.9.1..." ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get some demonstration ERA5 data, this could be any url or path to an ERA5 grib or netCDF file.\n", "# remote_era5_file = earthkit_remote_test_data_file(\"test-data\", \"era5_temperature_europe_2015.grib\") # Large file\n", "remote_era5_file = earthkit_remote_test_data_file(\"test-data\", \"era5_temperature_europe_20150101.grib\")\n", "era5_data = ek_data.from_source(\"url\", remote_era5_file)\n", "era5_data.to_xarray()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idNUTS_IDLEVL_CODECNTR_CODENAME_LATNNUTS_NAMEMOUNT_TYPEURBN_TYPECOAST_TYPEFIDgeometry
0DKDK0DKDanmarkDanmark000DKMULTIPOLYGON (((15.1629 55.0937, 15.094 54.996...
1RSRS0RSSerbiaSrbija/Сpбија000RSPOLYGON ((21.4792 45.193, 21.3585 44.8216, 22....
2EEEE0EEEestiEesti000EEMULTIPOLYGON (((27.357 58.7871, 27.6449 57.981...
3ELEL0ELElládaΕλλάδα000ELMULTIPOLYGON (((28.0777 36.1182, 27.8606 35.92...
4ESES0ESEspañaEspaña000ESMULTIPOLYGON (((4.391 39.8617, 4.1907 39.7981,...
\n", "
" ], "text/plain": [ " id NUTS_ID LEVL_CODE CNTR_CODE NAME_LATN NUTS_NAME MOUNT_TYPE \\\n", "0 DK DK 0 DK Danmark Danmark 0 \n", "1 RS RS 0 RS Serbia Srbija/Сpбија 0 \n", "2 EE EE 0 EE Eesti Eesti 0 \n", "3 EL EL 0 EL Elláda Ελλάδα 0 \n", "4 ES ES 0 ES España España 0 \n", "\n", " URBN_TYPE COAST_TYPE FID \\\n", "0 0 0 DK \n", "1 0 0 RS \n", "2 0 0 EE \n", "3 0 0 EL \n", "4 0 0 ES \n", "\n", " geometry \n", "0 MULTIPOLYGON (((15.1629 55.0937, 15.094 54.996... \n", "1 POLYGON ((21.4792 45.193, 21.3585 44.8216, 22.... \n", "2 MULTIPOLYGON (((27.357 58.7871, 27.6449 57.981... \n", "3 MULTIPOLYGON (((28.0777 36.1182, 27.8606 35.92... \n", "4 MULTIPOLYGON (((4.391 39.8617, 4.1907 39.7981,... " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use some demonstration polygons stored, this could be any url or path to geojson file\n", "remote_nuts_url = earthkit_remote_test_data_file(\"test-data\", \"NUTS_RG_60M_2021_4326_LEVL_0.geojson\")\n", "nuts_data = ek_data.from_source(\"url\", remote_nuts_url)\n", "\n", "nuts_data.to_pandas()[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mask dataarray with geodataframe\n", "\n", "`shapes.mask` applies all the features in the geometry object (`nuts_data`) to the data object (`era5_data`).\n", "It returns an xarray object the same shape and type as the input xarray object with all points outside of\n", "the geometry masked" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset> Size: 5MB\n",
       "Dimensions:     (number: 1, time: 24, step: 1, surface: 1, latitude: 201,\n",
       "                 longitude: 281)\n",
       "Coordinates:\n",
       "  * number      (number) int64 8B 0\n",
       "  * time        (time) datetime64[ns] 192B 2015-01-01 ... 2015-01-01T23:00:00\n",
       "  * step        (step) timedelta64[ns] 8B 00:00:00\n",
       "  * surface     (surface) float64 8B 0.0\n",
       "  * latitude    (latitude) float64 2kB 80.0 79.75 79.5 79.25 ... 30.5 30.25 30.0\n",
       "  * longitude   (longitude) float64 2kB -10.0 -9.75 -9.5 ... 59.5 59.75 60.0\n",
       "    valid_time  (time, step) datetime64[ns] 192B ...\n",
       "Data variables:\n",
       "    t2m         (number, time, step, surface, latitude, longitude) float32 5MB ...\n",
       "Attributes:\n",
       "    GRIB_edition:            1\n",
       "    GRIB_centre:             ecmf\n",
       "    GRIB_centreDescription:  European Centre for Medium-Range Weather Forecasts\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             European Centre for Medium-Range Weather Forecasts\n",
       "    history:                 2024-10-15T13:59 GRIB to CDM+CF via cfgrib-0.9.1...
" ], "text/plain": [ " Size: 5MB\n", "Dimensions: (number: 1, time: 24, step: 1, surface: 1, latitude: 201,\n", " longitude: 281)\n", "Coordinates:\n", " * number (number) int64 8B 0\n", " * time (time) datetime64[ns] 192B 2015-01-01 ... 2015-01-01T23:00:00\n", " * step (step) timedelta64[ns] 8B 00:00:00\n", " * surface (surface) float64 8B 0.0\n", " * latitude (latitude) float64 2kB 80.0 79.75 79.5 79.25 ... 30.5 30.25 30.0\n", " * longitude (longitude) float64 2kB -10.0 -9.75 -9.5 ... 59.5 59.75 60.0\n", " valid_time (time, step) datetime64[ns] 192B ...\n", "Data variables:\n", " t2m (number, time, step, surface, latitude, longitude) float32 5MB ...\n", "Attributes:\n", " GRIB_edition: 1\n", " GRIB_centre: ecmf\n", " GRIB_centreDescription: European Centre for Medium-Range Weather Forecasts\n", " GRIB_subCentre: 0\n", " Conventions: CF-1.7\n", " institution: European Centre for Medium-Range Weather Forecasts\n", " history: 2024-10-15T13:59 GRIB to CDM+CF via cfgrib-0.9.1..." ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "single_masked_data = ek_aggregate.spatial.mask(era5_data, nuts_data)\n", "single_masked_data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Masked data')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10,4))\n", "era5_data.to_xarray().t2m.mean(dim='time').plot(ax=axes[0])\n", "axes[0].set_title('Original data')\n", "# Single masked data\n", "single_masked_data.t2m.mean(dim='time').plot(ax=axes[1])\n", "axes[1].set_title('Masked data')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`shapes.masks` applies the features in the geometry object (`nuts_data`) to the data object (`era5_data`).\n", "It returns an xarray object with an additional dimension, and coordinate variable, corresponding to the \n", "features in the geometry object.\n", "By default this is the index of the input geodataframe, in this example the index is just an integer\n", "count so it takes the default name `index`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset> Size: 201MB\n",
       "Dimensions:     (index: 37, number: 1, time: 24, step: 1, surface: 1,\n",
       "                 latitude: 201, longitude: 281)\n",
       "Coordinates:\n",
       "  * number      (number) int64 8B 0\n",
       "  * time        (time) datetime64[ns] 192B 2015-01-01 ... 2015-01-01T23:00:00\n",
       "  * step        (step) timedelta64[ns] 8B 00:00:00\n",
       "  * surface     (surface) float64 8B 0.0\n",
       "  * latitude    (latitude) float64 2kB 80.0 79.75 79.5 79.25 ... 30.5 30.25 30.0\n",
       "  * longitude   (longitude) float64 2kB -10.0 -9.75 -9.5 ... 59.5 59.75 60.0\n",
       "    valid_time  (time, step) datetime64[ns] 192B dask.array<chunksize=(24, 1), meta=np.ndarray>\n",
       "  * index       (index) int64 296B 0 1 2 3 4 5 6 7 8 ... 29 30 31 32 33 34 35 36\n",
       "Data variables:\n",
       "    t2m         (index, number, time, step, surface, latitude, longitude) float32 201MB dask.array<chunksize=(1, 1, 24, 1, 1, 201, 281), meta=np.ndarray>\n",
       "Attributes:\n",
       "    GRIB_edition:            1\n",
       "    GRIB_centre:             ecmf\n",
       "    GRIB_centreDescription:  European Centre for Medium-Range Weather Forecasts\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             European Centre for Medium-Range Weather Forecasts\n",
       "    history:                 2024-10-15T13:59 GRIB to CDM+CF via cfgrib-0.9.1...
" ], "text/plain": [ " Size: 201MB\n", "Dimensions: (index: 37, number: 1, time: 24, step: 1, surface: 1,\n", " latitude: 201, longitude: 281)\n", "Coordinates:\n", " * number (number) int64 8B 0\n", " * time (time) datetime64[ns] 192B 2015-01-01 ... 2015-01-01T23:00:00\n", " * step (step) timedelta64[ns] 8B 00:00:00\n", " * surface (surface) float64 8B 0.0\n", " * latitude (latitude) float64 2kB 80.0 79.75 79.5 79.25 ... 30.5 30.25 30.0\n", " * longitude (longitude) float64 2kB -10.0 -9.75 -9.5 ... 59.5 59.75 60.0\n", " valid_time (time, step) datetime64[ns] 192B dask.array\n", " * index (index) int64 296B 0 1 2 3 4 5 6 7 8 ... 29 30 31 32 33 34 35 36\n", "Data variables:\n", " t2m (index, number, time, step, surface, latitude, longitude) float32 201MB dask.array\n", "Attributes:\n", " GRIB_edition: 1\n", " GRIB_centre: ecmf\n", " GRIB_centreDescription: European Centre for Medium-Range Weather Forecasts\n", " GRIB_subCentre: 0\n", " Conventions: CF-1.7\n", " institution: European Centre for Medium-Range Weather Forecasts\n", " history: 2024-10-15T13:59 GRIB to CDM+CF via cfgrib-0.9.1..." ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "masked_data = ek_aggregate.spatial.masks(era5_data, nuts_data)\n", "masked_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is possible to specify a column in the geodataframe to use for the new dimension, for example in NUTS the\n", "`FID` (= feature id) which contains the two letter identier code for each feature:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset> Size: 201MB\n",
       "Dimensions:     (FID: 37, number: 1, time: 24, step: 1, surface: 1,\n",
       "                 latitude: 201, longitude: 281)\n",
       "Coordinates:\n",
       "  * number      (number) int64 8B 0\n",
       "  * time        (time) datetime64[ns] 192B 2015-01-01 ... 2015-01-01T23:00:00\n",
       "  * step        (step) timedelta64[ns] 8B 00:00:00\n",
       "  * surface     (surface) float64 8B 0.0\n",
       "  * latitude    (latitude) float64 2kB 80.0 79.75 79.5 79.25 ... 30.5 30.25 30.0\n",
       "  * longitude   (longitude) float64 2kB -10.0 -9.75 -9.5 ... 59.5 59.75 60.0\n",
       "    valid_time  (time, step) datetime64[ns] 192B dask.array<chunksize=(24, 1), meta=np.ndarray>\n",
       "  * FID         (FID) object 296B 'DK' 'RS' 'EE' 'EL' ... 'CY' 'CZ' 'DE' 'NO'\n",
       "Data variables:\n",
       "    t2m         (FID, number, time, step, surface, latitude, longitude) float32 201MB dask.array<chunksize=(1, 1, 24, 1, 1, 201, 281), meta=np.ndarray>\n",
       "Attributes:\n",
       "    GRIB_edition:            1\n",
       "    GRIB_centre:             ecmf\n",
       "    GRIB_centreDescription:  European Centre for Medium-Range Weather Forecasts\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             European Centre for Medium-Range Weather Forecasts\n",
       "    history:                 2024-10-15T13:59 GRIB to CDM+CF via cfgrib-0.9.1...
" ], "text/plain": [ " Size: 201MB\n", "Dimensions: (FID: 37, number: 1, time: 24, step: 1, surface: 1,\n", " latitude: 201, longitude: 281)\n", "Coordinates:\n", " * number (number) int64 8B 0\n", " * time (time) datetime64[ns] 192B 2015-01-01 ... 2015-01-01T23:00:00\n", " * step (step) timedelta64[ns] 8B 00:00:00\n", " * surface (surface) float64 8B 0.0\n", " * latitude (latitude) float64 2kB 80.0 79.75 79.5 79.25 ... 30.5 30.25 30.0\n", " * longitude (longitude) float64 2kB -10.0 -9.75 -9.5 ... 59.5 59.75 60.0\n", " valid_time (time, step) datetime64[ns] 192B dask.array\n", " * FID (FID) object 296B 'DK' 'RS' 'EE' 'EL' ... 'CY' 'CZ' 'DE' 'NO'\n", "Data variables:\n", " t2m (FID, number, time, step, surface, latitude, longitude) float32 201MB dask.array\n", "Attributes:\n", " GRIB_edition: 1\n", " GRIB_centre: ecmf\n", " GRIB_centreDescription: European Centre for Medium-Range Weather Forecasts\n", " GRIB_subCentre: 0\n", " Conventions: CF-1.7\n", " institution: European Centre for Medium-Range Weather Forecasts\n", " history: 2024-10-15T13:59 GRIB to CDM+CF via cfgrib-0.9.1..." ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "masked_data = ek_aggregate.spatial.masks(era5_data, nuts_data, mask_dim=\"FID\")\n", "masked_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we demonstrate what we have done by plotting the masked objects we have produced" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Masked Germany Zoom')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(15,3))\n", "era5_data.to_xarray().t2m.mean(dim='time').plot(ax=axes[0])\n", "axes[0].set_title('Original data')\n", "masked_data.t2m.sel(FID='DE').mean(dim='time').plot(ax=axes[1])\n", "axes[1].set_title('Masked for Germany')\n", "germany_data = masked_data.sel(FID='DE').dropna(dim='latitude', how='all').dropna(dim='longitude', how='all')\n", "germany_data.t2m.mean(dim='time').plot(ax=axes[2])\n", "axes[2].set_title('Masked Germany Zoom')" ] } ], "metadata": { "kernelspec": { "display_name": "EARTHKIT", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }