{ "cells": [ { "cell_type": "markdown", "source": [ "# Cross Section example using reanalysis GRIB data from CDS" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Demonstrates how to use Metview to compute and plot a vertical cross section of an ERA5 GRIB file retrieved from the [Climate Data Store](https://cds.climate.copernicus.eu/) (CDS)." ], "metadata": {} }, { "cell_type": "code", "execution_count": 7, "source": [ "import metview as mv\n", "import cdsapi" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Retrieve ERA5 temperature data in GRIB format using the [CDS API](https://cds.climate.copernicus.eu/api-how-to) (access needs to be set up first). If you do not have access to the CDS-API then initialise variable use_cds = False. A copy of the data is provided on disk." ], "metadata": {} }, { "cell_type": "code", "execution_count": 8, "source": [ "use_cds = False\n", "filename = \"era5_temp_from_cds.grib\"\n", "if use_cds: \n", " c = cdsapi.Client()\n", " c.retrieve(\"reanalysis-era5-pressure-levels\",\n", " {\n", " \"variable\": \"temperature\",\n", " \"pressure_level\":['1','2','3','5','7','10','20','30','50','70','100','150',\n", " '200','250','300','400','500','600','700','800','850',\n", " '900','925','950','1000'\n", " ],\n", " \"product_type\": \"reanalysis\",\n", " \"date\": \"20171231\",\n", " \"time\": \"00:00\",\n", " \"format\": \"grib\"\n", " },\n", " filename)\n", " fs = mv.read(filename)\n", "else:\n", " if mv.exist(filename):\n", " fs = mv.read(filename)\n", " else:\n", " fs = mv.gallery.load_dataset(filename)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Metview reads the GRIB data into its [Fieldset](../data_types/fieldset.rst) class." ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Define an [mxsectview()](../gen_files/icon_functions/mxsectview.rst), setting parameters required for the cross section computation and visualisation, including a geographical line along which a cross section of the data is computed (remember that the data consists of a number of vertical levels)." ], "metadata": {} }, { "cell_type": "code", "execution_count": 9, "source": [ "xsection_view = mv.mxsectview(\n", " vertical_scaling = \"log\",\n", " bottom_level = 1000.0,\n", " top_level = 1,\n", " line = [-40, -105, 61, 85] #lat,lon,lat,lon\n", ")" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Sets up an [mcont()](../gen_files/icon_functions/mcont.rst), which provides much flexibility in choosing how to display the output data. It controls features such as isolines, shading and colour schemes." ], "metadata": {} }, { "cell_type": "code", "execution_count": 10, "source": [ "shading = mv.mcont(\n", " legend = \"on\",\n", " contour = \"off\",\n", " contour_level_count = 12,\n", " contour_label = \"off\",\n", " contour_shade = \"on\",\n", " contour_shade_method = \"area_fill\",\n", " contour_shade_max_level_colour = \"red\",\n", " contour_shade_min_level_colour = \"white\"\n", ")" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "To plot this, we first need to tell Metview to send the plot to Jupyter." ], "metadata": {} }, { "cell_type": "code", "execution_count": 11, "source": [ "mv.setoutput('jupyter')" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Plot the data into the Cross Section View with a customized contouring style." ], "metadata": {} }, { "cell_type": "code", "execution_count": 12, "source": [ "mv.plot(xsection_view, fs, shading)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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" 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