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@DPeterK
Last active June 8, 2020 13:43
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A jupyter notebook demonstrating using Iris to regrid a dataset when you need to construct the cube that describes the target grid.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Using Iris to Regrid to OSGB\n",
"\n",
"This notebook demonstrates using [Iris](https://scitools.org.uk/iris/docs/latest/) to regrid to OSGB global lat-lon data extracted to cover just the extent of the UK.\n",
"\n",
"## Imports and Data\n",
"\n",
"Import necessary libraries and load an example data file."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import cartopy.crs as ccrs\n",
"import iris\n",
"import iris.plot as iplt\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The NetCDF dataset used in this example is publically available and may be downloaded at https://metdatasa.blob.core.windows.net/covid19-response/metoffice_global_daily/t1o5m_max/global_daily_t1o5m_max_20200101.nc.\n",
"\n",
"For example:\n",
"```bash\n",
"!wget https://metdatasa.blob.core.windows.net/covid19-response/metoffice_global_daily/t1o5m_max/global_daily_t1o5m_max_20200101.nc\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" a.iris {\n",
" text-decoration: none !important;\n",
" }\n",
" table.iris {\n",
" white-space: pre;\n",
" border: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-family: monaco, monospace;\n",
" }\n",
" th.iris {\n",
" background: #303f3f;\n",
" color: #e0e0e0;\n",
" border-left: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-size: 1.05em;\n",
" min-width: 50px;\n",
" max-width: 125px;\n",
" }\n",
" tr.iris :first-child {\n",
" border-right: 1px solid #9c9c9c !important;\n",
" }\n",
" td.iris-title {\n",
" background: #d5dcdf;\n",
" border-top: 1px solid #9c9c9c;\n",
" font-weight: bold;\n",
" }\n",
" .iris-word-cell {\n",
" text-align: left !important;\n",
" white-space: pre;\n",
" }\n",
" .iris-subheading-cell {\n",
" padding-left: 2em !important;\n",
" }\n",
" .iris-inclusion-cell {\n",
" padding-right: 1em !important;\n",
" }\n",
" .iris-panel-body {\n",
" padding-top: 0px;\n",
" }\n",
" .iris-panel-title {\n",
" padding-left: 3em;\n",
" }\n",
" .iris-panel-title {\n",
" margin-top: 7px;\n",
" }\n",
"</style>\n",
"<table class=\"iris\" id=\"140477112336792\">\n",
" <tr class=\"iris\">\n",
"<th class=\"iris iris-word-cell\">Air Temperature (K)</th>\n",
"<th class=\"iris iris-word-cell\">latitude</th>\n",
"<th class=\"iris iris-word-cell\">longitude</th>\n",
"</tr>\n",
" <tr class=\"iris\">\n",
"<td class=\"iris-word-cell iris-subheading-cell\">Shape</td>\n",
"<td class=\"iris iris-inclusion-cell\">1920</td>\n",
"<td class=\"iris iris-inclusion-cell\">2560</td>\n",
"</td>\n",
" <tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Dimension coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tlatitude</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tlongitude</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Scalar coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tforecast_period</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">2.5 hours, bound=(0.0, 5.0) hours</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tforecast_reference_time</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">2020-04-10 09:00:00, bound=(2020-04-10 00:00:00, 2020-04-10 18:00:00)</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\theight</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">1.5 m</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\ttime</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">2020-04-10 11:30:00, bound=(2020-04-10 00:00:00, 2020-04-10 23:00:00)</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Attributes</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tConventions</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">CF-1.5</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tSTASH</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">m01s03i236</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tsource</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">Data from Met Office Unified Model</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tum_version</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">11.2</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Cell methods</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tmean</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">time</td>\n",
"</tr>\n",
"</table>\n",
" "
],
"text/plain": [
"<iris 'Cube' of air_temperature / (K) (latitude: 1920; longitude: 2560)>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"air_temp_dataset = '/data/misc/covid-19/data_nc_daily/t1o5m_mean/t1o5m_mean_20200410.nc'\n",
"air_temp_cube = iris.load_cube(air_temp_dataset)\n",
"data_crs = air_temp_cube.coord_system().as_cartopy_crs()\n",
"air_temp_cube"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<cartopy._crs.Geodetic object at 0x7fc3606b2db0>\n"
]
}
],
"source": [
"print(data_crs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Constrain to the UK"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(-7.556448516934308, 49.7661858079013)\n",
"(3.6347442313911626, 61.46518886221743)\n"
]
}
],
"source": [
"osgb = ccrs.OSGB()\n",
"uk_extent_bl = data_crs.transform_point(osgb.x_limits[0], osgb.y_limits[0], osgb)\n",
"uk_extent_tr = data_crs.transform_point(osgb.x_limits[1], osgb.y_limits[1], osgb)\n",
"print(uk_extent_bl)\n",
"print(uk_extent_tr)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Cut the global data to cover only the UK.\n",
"uk_air_temp_cube = air_temp_cube.intersection(latitude=[uk_extent_bl[1], uk_extent_tr[1]],\n",
" longitude=[uk_extent_bl[0]-3, uk_extent_tr[0]])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" a.iris {\n",
" text-decoration: none !important;\n",
" }\n",
" table.iris {\n",
" white-space: pre;\n",
" border: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-family: monaco, monospace;\n",
" }\n",
" th.iris {\n",
" background: #303f3f;\n",
" color: #e0e0e0;\n",
" border-left: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-size: 1.05em;\n",
" min-width: 50px;\n",
" max-width: 125px;\n",
" }\n",
" tr.iris :first-child {\n",
" border-right: 1px solid #9c9c9c !important;\n",
" }\n",
" td.iris-title {\n",
" background: #d5dcdf;\n",
" border-top: 1px solid #9c9c9c;\n",
" font-weight: bold;\n",
" }\n",
" .iris-word-cell {\n",
" text-align: left !important;\n",
" white-space: pre;\n",
" }\n",
" .iris-subheading-cell {\n",
" padding-left: 2em !important;\n",
" }\n",
" .iris-inclusion-cell {\n",
" padding-right: 1em !important;\n",
" }\n",
" .iris-panel-body {\n",
" padding-top: 0px;\n",
" }\n",
" .iris-panel-title {\n",
" padding-left: 3em;\n",
" }\n",
" .iris-panel-title {\n",
" margin-top: 7px;\n",
" }\n",
"</style>\n",
"<table class=\"iris\" id=\"140477112694600\">\n",
" <tr class=\"iris\">\n",
"<th class=\"iris iris-word-cell\">Air Temperature (K)</th>\n",
"<th class=\"iris iris-word-cell\">latitude</th>\n",
"<th class=\"iris iris-word-cell\">longitude</th>\n",
"</tr>\n",
" <tr class=\"iris\">\n",
"<td class=\"iris-word-cell iris-subheading-cell\">Shape</td>\n",
"<td class=\"iris iris-inclusion-cell\">125</td>\n",
"<td class=\"iris iris-inclusion-cell\">101</td>\n",
"</td>\n",
" <tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Dimension coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tlatitude</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tlongitude</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Scalar coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tforecast_period</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">2.5 hours, bound=(0.0, 5.0) hours</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tforecast_reference_time</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">2020-04-10 09:00:00, bound=(2020-04-10 00:00:00, 2020-04-10 18:00:00)</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\theight</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">1.5 m</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\ttime</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">2020-04-10 11:30:00, bound=(2020-04-10 00:00:00, 2020-04-10 23:00:00)</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Attributes</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tConventions</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">CF-1.5</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tSTASH</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">m01s03i236</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tsource</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">Data from Met Office Unified Model</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tum_version</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">11.2</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Cell methods</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tmean</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">time</td>\n",
"</tr>\n",
"</table>\n",
" "
],
"text/plain": [
"<iris 'Cube' of air_temperature / (K) (latitude: 125; longitude: 101)>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"uk_air_temp_cube"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/envs/auto-build-envs/datasci/lib/python3.6/site-packages/iris/coords.py:1140: UserWarning: Coordinate 'longitude' is not bounded, guessing contiguous bounds.\n",
" 'contiguous bounds.'.format(self.name()))\n",
"/envs/auto-build-envs/datasci/lib/python3.6/site-packages/iris/coords.py:1140: UserWarning: Coordinate 'latitude' is not bounded, guessing contiguous bounds.\n",
" 'contiguous bounds.'.format(self.name()))\n"
]
},
{
"data": {
"text/plain": [
"<cartopy.mpl.feature_artist.FeatureArtist at 0x7fc35c0c1a20>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x1440 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"fig = plt.figure(figsize=(8, 20))\n",
"\n",
"ax = plt.axes(projection=ccrs.OSGB())\n",
"\n",
"iplt.pcolormesh(uk_air_temp_cube)\n",
"ax.coastlines('10m')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Regrid\n",
"\n",
"With some data in place we can get on with regridding the data from lat/lon to OSGB. To do this we need to construct a grid cube that defines the target grid for our data.\n",
"\n",
"### Grid Cube\n",
"\n",
"To construct a grid cube we need a data array of our desired grid, x and y coordinates to describe the data array, and a coordinate system for the grid. The data array can be all zeros - it won't take any part in the regrid, but all Iris cubes need a data array, and the coordinate system will be OSGB, of course. To make our coordinates we need to figure out the coordinate point values. We can do this using the extents of the OSGB projection and dividing that into the number of points in x and y of our target grid. I've taken the target grid to have the same number of points in x and y as the source grid."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"ny, nx = uk_air_temp_cube.shape\n",
"y_points = np.linspace(osgb.y_limits[0], osgb.y_limits[1], ny)\n",
"x_points = np.linspace(osgb.x_limits[0], osgb.x_limits[1], nx)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"x_coord = iris.coords.DimCoord(x_points,\n",
" standard_name=\"projection_x_coordinate\",\n",
" units='m',\n",
" coord_system=iris.coord_systems.OSGB())\n",
"y_coord = iris.coords.DimCoord(y_points,\n",
" standard_name=\"projection_y_coordinate\",\n",
" units='m',\n",
" coord_system=iris.coord_systems.OSGB())\n",
"# Mapping of coordinates to data dims.\n",
"dcad = [(y_coord, 0), (x_coord, 1)]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" a.iris {\n",
" text-decoration: none !important;\n",
" }\n",
" table.iris {\n",
" white-space: pre;\n",
" border: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-family: monaco, monospace;\n",
" }\n",
" th.iris {\n",
" background: #303f3f;\n",
" color: #e0e0e0;\n",
" border-left: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-size: 1.05em;\n",
" min-width: 50px;\n",
" max-width: 125px;\n",
" }\n",
" tr.iris :first-child {\n",
" border-right: 1px solid #9c9c9c !important;\n",
" }\n",
" td.iris-title {\n",
" background: #d5dcdf;\n",
" border-top: 1px solid #9c9c9c;\n",
" font-weight: bold;\n",
" }\n",
" .iris-word-cell {\n",
" text-align: left !important;\n",
" white-space: pre;\n",
" }\n",
" .iris-subheading-cell {\n",
" padding-left: 2em !important;\n",
" }\n",
" .iris-inclusion-cell {\n",
" padding-right: 1em !important;\n",
" }\n",
" .iris-panel-body {\n",
" padding-top: 0px;\n",
" }\n",
" .iris-panel-title {\n",
" padding-left: 3em;\n",
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" .iris-panel-title {\n",
" margin-top: 7px;\n",
" }\n",
"</style>\n",
"<table class=\"iris\" id=\"140477039083592\">\n",
" <tr class=\"iris\">\n",
"<th class=\"iris iris-word-cell\">Grid Cube (1)</th>\n",
"<th class=\"iris iris-word-cell\">projection_y_coordinate</th>\n",
"<th class=\"iris iris-word-cell\">projection_x_coordinate</th>\n",
"</tr>\n",
" <tr class=\"iris\">\n",
"<td class=\"iris-word-cell iris-subheading-cell\">Shape</td>\n",
"<td class=\"iris iris-inclusion-cell\">125</td>\n",
"<td class=\"iris iris-inclusion-cell\">101</td>\n",
"</td>\n",
" <tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Dimension coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tprojection_y_coordinate</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tprojection_x_coordinate</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
"</tr>\n",
"</table>\n",
" "
],
"text/plain": [
"<iris 'Cube' of grid cube / (1) (projection_y_coordinate: 125; projection_x_coordinate: 101)>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = np.zeros(uk_air_temp_cube.shape)\n",
"grid_cube = iris.cube.Cube(data,\n",
" units=\"1\",\n",
" long_name=\"grid cube\",\n",
" dim_coords_and_dims=dcad)\n",
"grid_cube.coord_system = iris.coord_systems.OSGB()\n",
"grid_cube"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Run the Regrid\n",
"\n",
"With a grid cube constructed there's not too much more to do to regrid our data onto the target grid."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" a.iris {\n",
" text-decoration: none !important;\n",
" }\n",
" table.iris {\n",
" white-space: pre;\n",
" border: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-family: monaco, monospace;\n",
" }\n",
" th.iris {\n",
" background: #303f3f;\n",
" color: #e0e0e0;\n",
" border-left: 1px solid;\n",
" border-color: #9c9c9c;\n",
" font-size: 1.05em;\n",
" min-width: 50px;\n",
" max-width: 125px;\n",
" }\n",
" tr.iris :first-child {\n",
" border-right: 1px solid #9c9c9c !important;\n",
" }\n",
" td.iris-title {\n",
" background: #d5dcdf;\n",
" border-top: 1px solid #9c9c9c;\n",
" font-weight: bold;\n",
" }\n",
" .iris-word-cell {\n",
" text-align: left !important;\n",
" white-space: pre;\n",
" }\n",
" .iris-subheading-cell {\n",
" padding-left: 2em !important;\n",
" }\n",
" .iris-inclusion-cell {\n",
" padding-right: 1em !important;\n",
" }\n",
" .iris-panel-body {\n",
" padding-top: 0px;\n",
" }\n",
" .iris-panel-title {\n",
" padding-left: 3em;\n",
" }\n",
" .iris-panel-title {\n",
" margin-top: 7px;\n",
" }\n",
"</style>\n",
"<table class=\"iris\" id=\"140477130394872\">\n",
" <tr class=\"iris\">\n",
"<th class=\"iris iris-word-cell\">Air Temperature (K)</th>\n",
"<th class=\"iris iris-word-cell\">projection_y_coordinate</th>\n",
"<th class=\"iris iris-word-cell\">projection_x_coordinate</th>\n",
"</tr>\n",
" <tr class=\"iris\">\n",
"<td class=\"iris-word-cell iris-subheading-cell\">Shape</td>\n",
"<td class=\"iris iris-inclusion-cell\">125</td>\n",
"<td class=\"iris iris-inclusion-cell\">101</td>\n",
"</td>\n",
" <tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Dimension coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tprojection_y_coordinate</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tprojection_x_coordinate</td>\n",
" <td class=\"iris-inclusion-cell\">-</td>\n",
" <td class=\"iris-inclusion-cell\">x</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Scalar coordinates</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tforecast_period</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">2.5 hours, bound=(0.0, 5.0) hours</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tforecast_reference_time</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">2020-04-10 09:00:00, bound=(2020-04-10 00:00:00, 2020-04-10 18:00:00)</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\theight</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">1.5 m</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\ttime</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">2020-04-10 11:30:00, bound=(2020-04-10 00:00:00, 2020-04-10 23:00:00)</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Attributes</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tConventions</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">CF-1.5</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tSTASH</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">m01s03i236</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tsource</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">Data from Met Office Unified Model</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tum_version</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">11.2</td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-title iris-word-cell\">Cell methods</td>\n",
" <td class=\"iris-title\"></td>\n",
" <td class=\"iris-title\"></td>\n",
"</tr>\n",
"<tr class=\"iris\">\n",
" <td class=\"iris-word-cell iris-subheading-cell\">\tmean</td>\n",
" <td class=\"iris-word-cell\" colspan=\"2\">time</td>\n",
"</tr>\n",
"</table>\n",
" "
],
"text/plain": [
"<iris 'Cube' of air_temperature / (K) (projection_y_coordinate: 125; projection_x_coordinate: 101)>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"osgb_cube = uk_air_temp_cube.regrid(grid_cube, iris.analysis.Linear())\n",
"osgb_cube"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/envs/auto-build-envs/datasci/lib/python3.6/site-packages/iris/coords.py:1140: UserWarning: Coordinate 'projection_x_coordinate' is not bounded, guessing contiguous bounds.\n",
" 'contiguous bounds.'.format(self.name()))\n",
"/envs/auto-build-envs/datasci/lib/python3.6/site-packages/iris/coords.py:1140: UserWarning: Coordinate 'projection_y_coordinate' is not bounded, guessing contiguous bounds.\n",
" 'contiguous bounds.'.format(self.name()))\n"
]
},
{
"data": {
"text/plain": [
"<cartopy.mpl.feature_artist.FeatureArtist at 0x7fc319fc2358>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x1440 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"fig = plt.figure(figsize=(8, 20))\n",
"\n",
"ax = plt.axes(projection=ccrs.OSGB())\n",
"\n",
"iplt.pcolormesh(osgb_cube)\n",
"ax.coastlines('10m')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (datasci)",
"language": "python",
"name": "datasci"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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