{ "cells": [ { "cell_type": "markdown", "source": [ "# Regridding GRIB data and extracting values at scattered locations" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "In this notebook we will demonstrate how to:\n", "\n", "* interpolate GRIB data from one grid to another (regridding)\n", "* interpolate GRIB data to scattered locations\n", "* extract the nearest gridpoint from a fieldset\n" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Preparations" ], "metadata": {} }, { "cell_type": "code", "execution_count": 1, "source": [ "import metview as mv\n", "import numpy as np " ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "We **retrieve** a temperature forecast on 1000 hPa from **MARS** for a few steps on a low resolution **reduced Gaussian grid**. We specify the grid by the Gaussian number, which is defined as the number of latitude bands between the Equator and the Poles. In our case N48 corresponds to an approximate resolution of 1.875-degree at the Equator. \n", "\n", "Alternatively we can read these fields from disk." ], "metadata": {} }, { "cell_type": "code", "execution_count": 2, "source": [ "use_mars = False # if False, then read data from disk" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 3, "source": [ "if use_mars: \n", " t = mv.retrieve(type='fc', \n", " param = 't', \n", " levelist = '1000', \n", " levType = 'pl',\n", " step = [0, 6, 12, 18], \n", " grid = 'N48')\n", "else:\n", " filename = \"t_n48.grib\"\n", " if mv.exist(filename):\n", " t = mv.read(filename)\n", " else:\n", " t = mv.gallery.load_dataset(filename)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Regridding" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "**Grid to grid** interpolation is implemented with [read()](../gen_files/icon_functions/read.rst). This function has almost the same set of parameters as [retrieve()](../gen_files/icon_functions/retrieve.rst) (Mars Retrieval) but instead of retrieving data from MARS it operates on the fieldset passed as the **data** parameter." ], "metadata": {} }, { "cell_type": "markdown", "source": [ "With this in mind, the **interpolation** of our fieldset onto a **global** 5x5 degree regular latlon grid can be done like this:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 4, "source": [ "f1= mv.read(data=t, \n", " grid=[5,5])" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "If we want interpolate onto a **sub-area** we just need to specify the **area** parameter:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 5, "source": [ "f2 = mv.read(data=t, \n", " grid=[5,5], \n", " area=[10,-80,70,50]) # S,W,N,E" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "We will compare our two target grids to the original N48 reduced Gaussian grid by plotting the grid point locations with markers:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 6, "source": [ "mv.setoutput('jupyter')\n", "\n", "cont = mv.mcont(contour='off', contour_label='off',\n", " contour_grid_value_plot='on', \n", " contour_grid_value_plot_type = 'marker')\n", "\n", "dw = mv.plot_superpage(pages=mv.mvl_regular_layout(mv.geoview(),1,3,1,1))\n", "\n", "mv.plot(dw[0], t[0], cont, \n", " dw[1], f1[0], cont,\n", " dw[2], f2[0], cont)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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" }, "metadata": {}, "execution_count": 6 } ], "metadata": { "tags": [ "nbsphinx-thumbnail" ] } }, { "cell_type": "markdown", "source": [ "### Value extraction at scattered locations" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "We can use the [interpolate()](../api/functions/interpolate.rst) function to extract field values at arbitrary locations. This function performs a bilinear interpolation with the four surrounding gridpoints and gives a single value for a given field:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 7, "source": [ "loc = [51, -1] #lat,lon\n", "mv.interpolate(t[0], loc)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "284.35538156389595" ] }, "metadata": {}, "execution_count": 7 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "and a list of values for multiple fields:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 8, "source": [ "mv.interpolate(t, loc)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[284.35538156389595, 283.9915261965266, 281.6596617651846, 280.93624128343976]" ] }, "metadata": {}, "execution_count": 8 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "We can also extract the value at the [nearest_gridpoint()](../api/functions/nearest_gridpoint.rst):" ], "metadata": {} }, { "cell_type": "code", "execution_count": 9, "source": [ "mv.nearest_gridpoint(t[0], loc)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "284.67388916015625" ] }, "metadata": {}, "execution_count": 9 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "and access all the **details** about it (not just its value):" ], "metadata": {} }, { "cell_type": "code", "execution_count": 10, "source": [ "mv.nearest_gridpoint_info(t[0], loc)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[{'distance': 77.0006,\n", " 'index': 1580.0,\n", " 'latitude': 51.2944,\n", " 'longitude': 0.0,\n", " 'value': 284.674}]" ] }, "metadata": {}, "execution_count": 10 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "For a finer analysis there is also the [surrounding_points_indexes()](../api/functions/surrounding_points_indexes.rst), which as its name suggests, returns the index of the surrounding points within the value array of the field (indexing starts at 0)." ], "metadata": {} }, { "cell_type": "code", "execution_count": 11, "source": [ "idx = mv.surrounding_points_indexes(t[0], loc)\n", "idx" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([1580., 1723., 1724., 1867.])" ] }, "metadata": {}, "execution_count": 11 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Using this information we can extract the value and location of all the surrounding gridpoints:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 12, "source": [ "idx_int = np.asarray(idx, dtype=np.int32)\n", "vals = mv.values(t[0])[idx_int]\n", "lats = mv.latitudes(t[0])[idx_int]\n", "lons = mv.longitudes(t[0])[idx_int]\n", "for i in range(0, len(vals)):\n", " print('lat:{} lon:{} val:{}'.format(lats[i], lons[i], vals[i]))" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "lat:51.29437713895115 lon:0.0 val:284.67388916015625\n", "lat:51.29437713895115 lon:357.5 val:283.85357666015625\n", "lat:49.42915369712305 lon:0.0 val:284.34967041015625\n", "lat:49.42915369712305 lon:357.5 val:284.49224853515625\n" ] } ], "metadata": {} } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "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": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 4 }