diff --git a/docs/tutorials/index.rst b/docs/tutorials/index.rst index 2ae764a..26342e8 100644 --- a/docs/tutorials/index.rst +++ b/docs/tutorials/index.rst @@ -17,3 +17,4 @@ Here is a list of small tutorial notebooks to illustrate how to use earthkit. gpu_hydro polytope_polygon.ipynb polytope_timeseries.ipynb + regional-humidity-analysis.ipynb diff --git a/docs/tutorials/regional-humidity-analysis.ipynb b/docs/tutorials/regional-humidity-analysis.ipynb new file mode 100644 index 0000000..aab7a64 --- /dev/null +++ b/docs/tutorials/regional-humidity-analysis.ipynb @@ -0,0 +1,3488 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2a2f7aca-da88-4ad7-bbb9-55ff9e7a465a", + "metadata": {}, + "source": [ + "# Regional analysis of derived humidity variables" + ] + }, + { + "cell_type": "markdown", + "id": "2e52ca37-92b8-4810-92ad-c5c9eb6008ab", + "metadata": {}, + "source": [ + "In this notebook you will see:\n", + "- How to download ERA5 data from the CDS using `earthkit.data`\n", + "- How to compute the specific and relative humidity using `earthkit.meteo`\n", + "- How to access spatial polygons with `earthkit.geo`\n", + "- How to compute spatial and temporal aggregations with `earthkit.transforms`\n", + "- How to plot the various output produced with `earthkit.plots`\n", + "\n", + "## Components of earthkit\n", + "\n", + "This tutorial uses the following earthkit components - click any logo to open the package documentation:\n", + "\n", + "
\n", + "
\n", + " \n", + " \"earthkit-data\"\n", + " \n", + " \n", + " \"earthkit-meteo\"\n", + " \n", + " \n", + " \"earthkit-geo\"\n", + " \n", + "
\n", + "
\n", + " \n", + " \"earthkit-transforms\"\n", + " \n", + " \n", + " \"earthkit-plots\"\n", + " \n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "634fa5fd-9926-4f62-a8b2-e82859b95599", + "metadata": {}, + "source": [ + "## 1. Getting the data" + ] + }, + { + "cell_type": "markdown", + "id": "23637ddd-b355-4277-b063-54ecbffa0f26", + "metadata": {}, + "source": [ + "Get the ERA5 single levels data from the CDS using `earthkit.data`. We download a range of variables which are typically required for running land surface models, for example [ECland](https://github.com/ecmwf-ifs/ecland).\n", + "\n", + "The source data is GRIB format, `earthkit.data` allows you to open this as an xarray object with a simple API which can handle many complex GRIB representations.\n", + "\n", + "`earthkit.data` facilitates accessing data from a range of sources, we encourage you to discover all it has to offer in [earthkit.data documentation pages](https://earthkit-data.readthedocs.io/en/latest/)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4a963ac0-beba-4f69-9e6d-aaffc1155db0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 235MB\n",
+       "Dimensions:     (valid_time: 744, latitude: 81, longitude: 61)\n",
+       "Coordinates:\n",
+       "  * valid_time  (valid_time) datetime64[ns] 6kB 2020-01-01 ... 2020-01-31T23:...\n",
+       "  * latitude    (latitude) float64 648B 65.0 64.75 64.5 ... 45.5 45.25 45.0\n",
+       "  * longitude   (longitude) float64 488B -10.0 -9.75 -9.5 -9.25 ... 4.5 4.75 5.0\n",
+       "Data variables:\n",
+       "    10u         (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    10v         (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    2d          (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    2t          (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    sp          (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    ssr         (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    str         (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    tp          (valid_time, latitude, longitude) float64 29MB ...\n",
+       "Attributes:\n",
+       "    Conventions:  CF-1.8\n",
+       "    institution:  ECMWF
" + ], + "text/plain": [ + " Size: 235MB\n", + "Dimensions: (valid_time: 744, latitude: 81, longitude: 61)\n", + "Coordinates:\n", + " * valid_time (valid_time) datetime64[ns] 6kB 2020-01-01 ... 2020-01-31T23:...\n", + " * latitude (latitude) float64 648B 65.0 64.75 64.5 ... 45.5 45.25 45.0\n", + " * longitude (longitude) float64 488B -10.0 -9.75 -9.5 -9.25 ... 4.5 4.75 5.0\n", + "Data variables:\n", + " 10u (valid_time, latitude, longitude) float64 29MB ...\n", + " 10v (valid_time, latitude, longitude) float64 29MB ...\n", + " 2d (valid_time, latitude, longitude) float64 29MB ...\n", + " 2t (valid_time, latitude, longitude) float64 29MB ...\n", + " sp (valid_time, latitude, longitude) float64 29MB ...\n", + " ssr (valid_time, latitude, longitude) float64 29MB ...\n", + " str (valid_time, latitude, longitude) float64 29MB ...\n", + " tp (valid_time, latitude, longitude) float64 29MB ...\n", + "Attributes:\n", + " Conventions: CF-1.8\n", + " institution: ECMWF" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import earthkit.data as ekd\n", + "\n", + "dataset = \"reanalysis-era5-single-levels\"\n", + "request = {\n", + " \"product_type\": \"reanalysis\",\n", + " \"variable\": [\n", + " \"2m_dewpoint_temperature\",\n", + " \"2m_temperature\",\n", + " \"surface_net_solar_radiation\",\n", + " \"surface_net_thermal_radiation\",\n", + " \"10m_u_component_of_wind\",\n", + " \"10m_v_component_of_wind\",\n", + " \"surface_pressure\",\n", + " \"total_precipitation\",\n", + " ],\n", + " \"year\": \"2020\",\n", + " \"month\": \"01\",\n", + " \"day\": [f\"{i:02d}\" for i in range(1, 32)],\n", + " \"time\": [f\"{i:02d}:00\" for i in range(24)],\n", + " \"area\": [65, -10, 45, 5], # North, West, South, East\n", + "}\n", + "\n", + "# Use earthkit data to submit the above request to the CDS\n", + "data = ekd.from_source(\"cds\", dataset, request)\n", + "era5_ds = data.to_xarray(time_dims=[\"valid_time\"])\n", + "era5_ds" + ] + }, + { + "cell_type": "markdown", + "id": "ea1d99dc-955a-4c15-90bb-847e187bce5c", + "metadata": {}, + "source": [ + "## 2. Compute specific and relative humidity" + ] + }, + { + "cell_type": "markdown", + "id": "6ec8d0ce-0984-40e2-a99a-a6cae48ebb54", + "metadata": {}, + "source": [ + "Below we compute the specific humidity from the dew point temperature and pressure using the [specific_humidity_from_dewpoint](https://earthkit-meteo.readthedocs.io/en/latest/autoapi/earthkit/meteo/thermo/specific_humidity_from_dewpoint.html) function in `earthkit.meteo.thermo`" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "5a8195f4-4032-44ce-9a62-da0c2d9de787", + "metadata": {}, + "outputs": [], + "source": [ + "from earthkit.meteo import thermo\n", + "\n", + "sh_da = thermo.specific_humidity_from_dewpoint(era5_ds[\"2d\"], era5_ds[\"sp\"])\n", + "# Update some metadata fields:\n", + "sh_da.attrs[\"standard_name\"] = \"specific_humidity\"\n", + "sh_da.attrs[\"long_name\"] = \"Specific humidity near the surface\"\n", + "sh_da = sh_da.rename(\"q2m\")\n", + "sh_da.attrs[\"units\"] = \"kg kg^-1\"\n", + "# Add to our existing dataset:\n", + "era5_ds[\"2q\"] = sh_da" + ] + }, + { + "cell_type": "markdown", + "id": "c80808d1-3209-4763-8e4c-055993da6685", + "metadata": {}, + "source": [ + "Similarly, below demonstrates how to compute the relative humidity from the air temperature and dew-point temperature using the [relative_humidity_from_dewpoint](https://earthkit-meteo.readthedocs.io/en/latest/autoapi/earthkit/meteo/thermo/relative_humidity_from_dewpoint.html) function in `earthkit.meteo.thermo`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "607040e4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 294MB\n",
+       "Dimensions:     (valid_time: 744, latitude: 81, longitude: 61)\n",
+       "Coordinates:\n",
+       "  * valid_time  (valid_time) datetime64[ns] 6kB 2020-01-01 ... 2020-01-31T23:...\n",
+       "  * latitude    (latitude) float64 648B 65.0 64.75 64.5 ... 45.5 45.25 45.0\n",
+       "  * longitude   (longitude) float64 488B -10.0 -9.75 -9.5 -9.25 ... 4.5 4.75 5.0\n",
+       "Data variables:\n",
+       "    10u         (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    10v         (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    2d          (valid_time, latitude, longitude) float64 29MB 279.2 ... 279.7\n",
+       "    2t          (valid_time, latitude, longitude) float64 29MB 280.6 ... 280.4\n",
+       "    sp          (valid_time, latitude, longitude) float64 29MB 9.927e+04 ... ...\n",
+       "    ssr         (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    str         (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    tp          (valid_time, latitude, longitude) float64 29MB ...\n",
+       "    2q          (valid_time, latitude, longitude) float64 29MB 0.005908 ... 0...\n",
+       "    2r          (valid_time, latitude, longitude) float64 29MB 90.77 ... 95.31\n",
+       "Attributes:\n",
+       "    Conventions:  CF-1.8\n",
+       "    institution:  ECMWF
" + ], + "text/plain": [ + " Size: 294MB\n", + "Dimensions: (valid_time: 744, latitude: 81, longitude: 61)\n", + "Coordinates:\n", + " * valid_time (valid_time) datetime64[ns] 6kB 2020-01-01 ... 2020-01-31T23:...\n", + " * latitude (latitude) float64 648B 65.0 64.75 64.5 ... 45.5 45.25 45.0\n", + " * longitude (longitude) float64 488B -10.0 -9.75 -9.5 -9.25 ... 4.5 4.75 5.0\n", + "Data variables:\n", + " 10u (valid_time, latitude, longitude) float64 29MB ...\n", + " 10v (valid_time, latitude, longitude) float64 29MB ...\n", + " 2d (valid_time, latitude, longitude) float64 29MB 279.2 ... 279.7\n", + " 2t (valid_time, latitude, longitude) float64 29MB 280.6 ... 280.4\n", + " sp (valid_time, latitude, longitude) float64 29MB 9.927e+04 ... ...\n", + " ssr (valid_time, latitude, longitude) float64 29MB ...\n", + " str (valid_time, latitude, longitude) float64 29MB ...\n", + " tp (valid_time, latitude, longitude) float64 29MB ...\n", + " 2q (valid_time, latitude, longitude) float64 29MB 0.005908 ... 0...\n", + " 2r (valid_time, latitude, longitude) float64 29MB 90.77 ... 95.31\n", + "Attributes:\n", + " Conventions: CF-1.8\n", + " institution: ECMWF" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rh_da = thermo.relative_humidity_from_dewpoint(era5_ds[\"2t\"], era5_ds[\"2d\"])\n", + "# Update some metadata fields:\n", + "rh_da.attrs[\"standard_name\"] = \"relative_humidity\"\n", + "rh_da.attrs[\"long_name\"] = \"Relative humidity near the surface\"\n", + "rh_da.attrs[\"units\"] = \"%\"\n", + "rh_da = rh_da.rename(\"r2m\")\n", + "# Add to our existing dataset:\n", + "era5_ds[\"2r\"] = rh_da\n", + "\n", + "era5_ds" + ] + }, + { + "cell_type": "markdown", + "id": "e4a3a0aa-c9a3-42f4-9318-c09a62b3535c", + "metadata": {}, + "source": [ + "The output above shows the addition of the two humidity variables (`2q` and `2r`) in the original `xarray.Dataset`." + ] + }, + { + "cell_type": "markdown", + "id": "622b23a3", + "metadata": {}, + "source": [ + "## 3. Calculate the monthly mean of daily maximum\n", + "\n", + "We can use [earthkit.transforms](https://earthkit-transforms.readthedocs.io/en/latest/)\n", + "to calculate monthly and daily statistics of the variables in the dataset.\n", + "\n", + "We will calculate the monthly mean of the daily maximum of all the variables.\n", + "As we have a single month of data, this will reduce to a single time step,\n", + "very convenient for our subsequent plotting.\n", + "Note that this calculation may not be useful for all the variables in our dataset,\n", + "we just demonstrate the simplicity of performing the calculations in batch." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "32ff2049", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 396kB\n",
+       "Dimensions:     (valid_time: 1, latitude: 81, longitude: 61)\n",
+       "Coordinates:\n",
+       "  * valid_time  (valid_time) datetime64[ns] 8B 2020-01-01\n",
+       "  * latitude    (latitude) float64 648B 65.0 64.75 64.5 ... 45.5 45.25 45.0\n",
+       "  * longitude   (longitude) float64 488B -10.0 -9.75 -9.5 -9.25 ... 4.5 4.75 5.0\n",
+       "Data variables:\n",
+       "    10u         (valid_time, latitude, longitude) float64 40kB 10.63 ... 0.6168\n",
+       "    10v         (valid_time, latitude, longitude) float64 40kB 8.817 ... 1.676\n",
+       "    2d          (valid_time, latitude, longitude) float64 40kB 275.7 ... 277.6\n",
+       "    2t          (valid_time, latitude, longitude) float64 40kB 278.1 ... 282.7\n",
+       "    sp          (valid_time, latitude, longitude) float64 40kB 9.938e+04 ... ...\n",
+       "    ssr         (valid_time, latitude, longitude) float64 40kB 1.051e+05 ... ...\n",
+       "    str         (valid_time, latitude, longitude) float64 40kB -8.65e+04 ... ...\n",
+       "    tp          (valid_time, latitude, longitude) float64 40kB 0.0007672 ... ...\n",
+       "    2q          (valid_time, latitude, longitude) float64 40kB 0.004708 ... 0...\n",
+       "    2r          (valid_time, latitude, longitude) float64 40kB 89.3 ... 92.94\n",
+       "Attributes:\n",
+       "    Conventions:  CF-1.8\n",
+       "    institution:  ECMWF
" + ], + "text/plain": [ + " Size: 396kB\n", + "Dimensions: (valid_time: 1, latitude: 81, longitude: 61)\n", + "Coordinates:\n", + " * valid_time (valid_time) datetime64[ns] 8B 2020-01-01\n", + " * latitude (latitude) float64 648B 65.0 64.75 64.5 ... 45.5 45.25 45.0\n", + " * longitude (longitude) float64 488B -10.0 -9.75 -9.5 -9.25 ... 4.5 4.75 5.0\n", + "Data variables:\n", + " 10u (valid_time, latitude, longitude) float64 40kB 10.63 ... 0.6168\n", + " 10v (valid_time, latitude, longitude) float64 40kB 8.817 ... 1.676\n", + " 2d (valid_time, latitude, longitude) float64 40kB 275.7 ... 277.6\n", + " 2t (valid_time, latitude, longitude) float64 40kB 278.1 ... 282.7\n", + " sp (valid_time, latitude, longitude) float64 40kB 9.938e+04 ... ...\n", + " ssr (valid_time, latitude, longitude) float64 40kB 1.051e+05 ... ...\n", + " str (valid_time, latitude, longitude) float64 40kB -8.65e+04 ... ...\n", + " tp (valid_time, latitude, longitude) float64 40kB 0.0007672 ... ...\n", + " 2q (valid_time, latitude, longitude) float64 40kB 0.004708 ... 0...\n", + " 2r (valid_time, latitude, longitude) float64 40kB 89.3 ... 92.94\n", + "Attributes:\n", + " Conventions: CF-1.8\n", + " institution: ECMWF" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from earthkit import transforms as ekt\n", + "\n", + "era5_ds_daily_max = ekt.temporal.daily_max(era5_ds)\n", + "era5_ds_monthly_mean_daily_max = ekt.temporal.monthly_mean(era5_ds_daily_max)\n", + "era5_ds_monthly_mean_daily_max" + ] + }, + { + "cell_type": "markdown", + "id": "c948d057", + "metadata": {}, + "source": [ + "## 4. Plot the gridded data" + ] + }, + { + "cell_type": "markdown", + "id": "2a9a52b2", + "metadata": {}, + "source": [ + "Below we use [earthkit.plots](https://earthkit-plots.readthedocs.io/en/latest/) to visualise the output. `earthkit.plots` simplifies much of fiddly bits when creating publication quality figures." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a89e2201-0455-4555-b0aa-b12f1080f2d8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import earthkit.plots as ekp\n", + "\n", + "figure = ekp.Figure(rows=1, columns=2)\n", + "\n", + "subplot = figure.add_map()\n", + "subplot.contourf(era5_ds_monthly_mean_daily_max[\"2r\"])\n", + "subplot.title(\"{long_name}\")\n", + "subplot.legend(label=\"%\")\n", + "\n", + "subplot = figure.add_map()\n", + "subplot.contourf(era5_ds_monthly_mean_daily_max[\"2q\"])\n", + "subplot.title(\"{long_name}\")\n", + "subplot.legend(label=\"kg kg^-1\")\n", + "\n", + "figure.coastlines(color=\"#999999\")\n", + "\n", + "figure.title(\"Monthly mean of daily maximum ({valid_time:%B %Y})\")\n", + "\n", + "figure.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d24afc3a-988d-4611-83ec-3ceefe8f2769", + "metadata": {}, + "source": [ + "## 5. Computing the regional aggregations" + ] + }, + { + "cell_type": "markdown", + "id": "7d8322b3-f869-4698-9ca5-4e44af27a223", + "metadata": {}, + "source": [ + "earthkit.geo provides a range of spatial features which can be used to aggregate data over. The example below fetches the [Nomenclature of territorial units for statistics (NUTS)](https://ec.europa.eu/eurostat/web/nuts) level 1 regions for the UK. We choose the NUTS year 2021 as the UK is not included in the NUTS database after this. For more details see the [earthkit.geo.gisco API reference guide](https://earthkit-geo.readthedocs.io/en/latest/autoapi/earthkit/geo/gisco/index.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1d22e9a9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NUTS_IDLEVL_CODECNTR_CODENAME_LATNNUTS_NAMEMOUNT_TYPEURBN_TYPECOAST_TYPENAME_ENGLNAME_FRENISO3_CODESVRG_UNCAPTEU_STATEFTA_STATCC_STATNAME_GERMgeometry
64UKK1UKSouth West (England)South West (England)000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichMULTIPOLYGON (((-1.67314 52.0363, -1.66573 51....
65UKL1UKWalesWales000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichMULTIPOLYGON (((-3.36339 53.35203, -3.16975 53...
66UKN1UKNorthern IrelandNorthern Ireland000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichMULTIPOLYGON (((-6.09652 55.20602, -6.03339 55...
79UKC1UKNorth East (England)North East (England)000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichPOLYGON ((-1.34737 54.86069, -1.24223 54.72259...
80UKD1UKNorth West (England)North West (England)000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichPOLYGON ((-2.59587 54.96483, -2.56833 54.92683...
81UKE1UKYorkshire and the HumberYorkshire and the Humber000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichPOLYGON ((-0.79091 54.55948, -0.54857 54.45762...
93UKF1UKEast Midlands (England)East Midlands (England)000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichPOLYGON ((-0.20717 53.49469, -0.12155 53.44174...
94UKG1UKWest Midlands (England)West Midlands (England)000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichPOLYGON ((-1.7716 53.0218, -1.8306 52.95586, -...
95UKH1UKEast of EnglandEast of England000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichPOLYGON ((1.67548 52.74269, 1.73639 52.64175, ...
96UKI1UKLondonLondon000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichPOLYGON ((-0.19819 51.46752, -0.21534 51.47063...
97UKJ1UKSouth East (England)South East (England)000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichMULTIPOLYGON (((-0.65604 52.05515, -0.65295 51...
106UKM1UKScotlandScotland000United KingdomRoyaume-UniGBRUN Member StateLondonFFFVereinigtes KönigreichMULTIPOLYGON (((-3.06916 58.61819, -3.10532 58...
\n", + "
" + ], + "text/plain": [ + " NUTS_ID LEVL_CODE CNTR_CODE NAME_LATN \\\n", + "64 UKK 1 UK South West (England) \n", + "65 UKL 1 UK Wales \n", + "66 UKN 1 UK Northern Ireland \n", + "79 UKC 1 UK North East (England) \n", + "80 UKD 1 UK North West (England) \n", + "81 UKE 1 UK Yorkshire and the Humber \n", + "93 UKF 1 UK East Midlands (England) \n", + "94 UKG 1 UK West Midlands (England) \n", + "95 UKH 1 UK East of England \n", + "96 UKI 1 UK London \n", + "97 UKJ 1 UK South East (England) \n", + "106 UKM 1 UK Scotland \n", + "\n", + " NUTS_NAME MOUNT_TYPE URBN_TYPE COAST_TYPE \\\n", + "64 South West (England) 0 0 0 \n", + "65 Wales 0 0 0 \n", + "66 Northern Ireland 0 0 0 \n", + "79 North East (England) 0 0 0 \n", + "80 North West (England) 0 0 0 \n", + "81 Yorkshire and the Humber 0 0 0 \n", + "93 East Midlands (England) 0 0 0 \n", + "94 West Midlands (England) 0 0 0 \n", + "95 East of England 0 0 0 \n", + "96 London 0 0 0 \n", + "97 South East (England) 0 0 0 \n", + "106 Scotland 0 0 0 \n", + "\n", + " NAME_ENGL NAME_FREN ISO3_CODE SVRG_UN CAPT EU_STAT \\\n", + "64 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "65 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "66 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "79 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "80 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "81 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "93 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "94 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "95 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "96 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "97 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "106 United Kingdom Royaume-Uni GBR UN Member State London F \n", + "\n", + " EFTA_STAT CC_STAT NAME_GERM \\\n", + "64 F F Vereinigtes Königreich \n", + "65 F F Vereinigtes Königreich \n", + "66 F F Vereinigtes Königreich \n", + "79 F F Vereinigtes Königreich \n", + "80 F F Vereinigtes Königreich \n", + "81 F F Vereinigtes Königreich \n", + "93 F F Vereinigtes Königreich \n", + "94 F F Vereinigtes Königreich \n", + "95 F F Vereinigtes Königreich \n", + "96 F F Vereinigtes Königreich \n", + "97 F F Vereinigtes Königreich \n", + "106 F F Vereinigtes Königreich \n", + "\n", + " geometry \n", + "64 MULTIPOLYGON (((-1.67314 52.0363, -1.66573 51.... \n", + "65 MULTIPOLYGON (((-3.36339 53.35203, -3.16975 53... \n", + "66 MULTIPOLYGON (((-6.09652 55.20602, -6.03339 55... \n", + "79 POLYGON ((-1.34737 54.86069, -1.24223 54.72259... \n", + "80 POLYGON ((-2.59587 54.96483, -2.56833 54.92683... \n", + "81 POLYGON ((-0.79091 54.55948, -0.54857 54.45762... \n", + "93 POLYGON ((-0.20717 53.49469, -0.12155 53.44174... \n", + "94 POLYGON ((-1.7716 53.0218, -1.8306 52.95586, -... \n", + "95 POLYGON ((1.67548 52.74269, 1.73639 52.64175, ... \n", + "96 POLYGON ((-0.19819 51.46752, -0.21534 51.47063... \n", + "97 MULTIPOLYGON (((-0.65604 52.05515, -0.65295 51... \n", + "106 MULTIPOLYGON (((-3.06916 58.61819, -3.10532 58... " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from earthkit import geo as ekg\n", + "\n", + "nuts_l1 = ekg.gisco.nuts_regions(level=1, year=2021).to_geopandas()\n", + "nuts_l1_uk = nuts_l1[nuts_l1[\"CNTR_CODE\"] == \"UK\"]\n", + "nuts_l1_uk" + ] + }, + { + "cell_type": "markdown", + "id": "7c738473", + "metadata": {}, + "source": [ + "We can now combine the geopandas data frame with our gridded data and compute the regional mean of the monthly mean daily maximum data. We use the built-in latitude weights to account for the decreasing area of regular grid cells towards the poles." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4e43ca4-d736-4315-a359-47a4d90dcd9b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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+       "  * index       (index) int64 96B 64 65 66 79 80 81 93 94 95 96 97 106\n",
+       "    valid_time  datetime64[ns] 8B 2020-01-01\n",
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" + ], + "text/plain": [ + " Size: 1kB\n", + "Dimensions: (index: 12)\n", + "Coordinates:\n", + " * index (index) int64 96B 64 65 66 79 80 81 93 94 95 96 97 106\n", + " valid_time datetime64[ns] 8B 2020-01-01\n", + "Data variables:\n", + " 10u (index) float64 96B 4.602 4.826 4.966 ... 4.238 4.643 6.243\n", + " 10v (index) float64 96B 5.04 5.011 5.608 5.103 ... 4.752 5.069 6.271\n", + " 2d (index) float64 96B 280.7 280.1 279.2 ... 280.3 280.4 278.6\n", + " 2t (index) float64 96B 282.4 281.6 281.3 ... 282.2 282.2 280.6\n", + " sp (index) float64 96B 1.012e+05 9.993e+04 ... 1.015e+05 9.87e+04\n", + " ssr (index) float64 96B 4.995e+05 4.476e+05 ... 5.548e+05 2.841e+05\n", + " str (index) float64 96B -5.093e+04 -4.346e+04 ... -4.824e+04\n", + " tp (index) float64 96B 0.0006753 0.0008545 ... 0.0005381 0.0008527\n", + " 2q (index) float64 96B 0.00659 0.006373 ... 0.006435 0.005811\n", + " 2r (index) float64 96B 95.44 95.33 92.88 ... 95.09 95.22 92.12\n", + "Attributes:\n", + " Conventions: CF-1.8\n", + " institution: ECMWF" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "era5_ds_mm_dm_region_aggregated = ekt.spatial.reduce(\n", + " era5_ds_monthly_mean_daily_max,\n", + " nuts_l1_uk,\n", + " how=\"mean\",\n", + " weights=\"latitude\", # Weight the mean with latitude\n", + ")\n", + "era5_ds_mm_dm_region_aggregated" + ] + }, + { + "cell_type": "markdown", + "id": "53574aab", + "metadata": {}, + "source": [ + "We can now plot this for the regions using the [earthkit.plots.geo.choropleth](https://earthkit-plots.readthedocs.io/en/latest/examples/examples/misc/choropleth.html) function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c6b2f33d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Add the reduced data back to the original GeoDataFrame for plotting\n", + "nuts_l1_uk = nuts_l1_uk.assign(t2m=era5_ds_mm_dm_region_aggregated[\"2r\"].values)\n", + "h_style = ekp.styles.Style(\n", + " colors=[\n", + " \"#e0f3db\",\n", + " \"#a8ddb5\",\n", + " \"#43a2ca\",\n", + " ],\n", + " levels=[90 + i / 4.0 for i in range(24)],\n", + " units=\"percent\",\n", + " edgecolor=\"black\",\n", + ")\n", + "choropleth = ekp.geo.choropleth(\n", + " nuts_l1_uk,\n", + " z=\"t2m\",\n", + " domain=\"UK\",\n", + " metadata={\"units\": \"percent\", \"long_name\": \"2m relative humidity\"},\n", + " labels=\"{t2m:0.2f} %\",\n", + " style=h_style,\n", + ")\n", + "choropleth.coastlines(color=\"black\")\n", + "choropleth.title(\"Monthly mean of daily maximum 2m relative humidity (January 2020)\")\n", + "choropleth.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".conda", + "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": "3.12.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}