{ "cells": [ { "cell_type": "markdown", "source": [ "# Principal component analysis of ensemble forecast fields" ], "metadata": {} }, { "cell_type": "markdown", "source": [ " In this example we will perform a principal component (PCA) analysis on ensemble forecast fields stored in GRIB format. We will use a combination of Metview, numpy and scipy to achieve this." ], "metadata": {} }, { "cell_type": "code", "execution_count": 1, "source": [ "import metview as mv\n", "import numpy as np\n", "from scipy import linalg as LA" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "File *z500_ens.grib* contains 500 hPa geopotential ECMWF ensemble forecast (50 perturbed and a control member) for a given timestep (+96h). We read this data into a [Fieldset](../data_types/fieldset.rst) which is Metview's own class to handle GRIB data." ], "metadata": {} }, { "cell_type": "code", "execution_count": 2, "source": [ "\n", "filename = \"z500_ens_nb.grib\"\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": [ "We can have a quick look at the data using Metview's interactive data examiner tool." ], "metadata": {} }, { "cell_type": "code", "execution_count": 3, "source": [ "mv.examine(fs)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "We will compute the principal components (PC) using *numpy* and *scipy*. First we load the fields into a numpy array." ], "metadata": {} }, { "cell_type": "code", "execution_count": 4, "source": [ "v = fs.values()\n", "print(v.shape)" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(51, 3266)\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "For the PCA we center the data, create the covariance matrix and compute the eigenvalues and eigenvectors of it." ], "metadata": {} }, { "cell_type": "code", "execution_count": 5, "source": [ "v -= np.mean(v, axis = 0) \n", "cov = np.cov(v, rowvar = False)\n", "evals , evecs = LA.eigh(cov)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "The resulting *evecs* array stores the eigenvectors as columns. The eigenvectors are guaranteed to be orthonormal but not yet sorted according to the eigenvalues. So we sort them in descending order. " ], "metadata": {} }, { "cell_type": "code", "execution_count": 6, "source": [ "idx = np.argsort(evals)[::-1]\n", "evecs = evecs[:,idx]\n", "evals = evals[idx]" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "This sorted set of eigenvectors forms the principal components of the examined fields. If we print the *explained variance* of the first few PCs we can conclude that the first two PCs are particularly dominant explaining almost 70% of the total variance. We will plot these PCs together with the ensemble mean and spread (i.e. standard deviation) to get a more detailed picture of the main flow patterns in the ENS forecast." ], "metadata": {} }, { "cell_type": "code", "execution_count": 7, "source": [ "evals[:10]*100/evals.sum()" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([54.49451851, 14.93586953, 7.88068224, 6.16600524, 3.83589734,\n", " 1.81716285, 1.56162616, 1.44788584, 1.01362975, 0.78237414])" ] }, "metadata": {}, "execution_count": 7 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "In order to plot the PCs with Metview we convert them back into fieldsets by creating a copy of the first two fields of our original fieldset and setting the values accordingly. Please note that the metadata of the new fields is not accurate but it is still perfectly fine for plotting purposes. " ], "metadata": {} }, { "cell_type": "code", "execution_count": 8, "source": [ "g = fs[0:2]\n", "g[0] = g[0].set_values(evecs[:,0]) \n", "g[1] = g[1].set_values(evecs[:,1])" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Plotting is performed through Metview's interface to the [Magics](https://confluence.ecmwf.int/display/MAGP/Magics) library developed at ECMWF. We will first define the view parameters (by default we will get a global map in cylindrical projection)." ], "metadata": {} }, { "cell_type": "code", "execution_count": 9, "source": [ "# shaded land to make the points stand out more\n", "grey_land_shading = mv.mcoast(\n", " map_coastline_land_shade = \"on\",\n", " map_coastline_land_shade_colour = \"grey\",\n", " map_grid_latitude_increment = 10,\n", " map_grid_longitude_increment = 10,\n", " map_grid_colour = \"charcoal\"\n", ")\n", "\n", "area_view = mv.geoview(\n", " map_area_definition = 'corners',\n", " area = [30,-40.87,65,20],\n", " coastlines = grey_land_shading\n", ")" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Then we define a 2x2 layout based on the map we defined above." ], "metadata": {} }, { "cell_type": "code", "execution_count": 10, "source": [ "dw = mv.plot_superpage(pages = mv.mvl_regular_layout(area_view,2,2,1,1))" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "To highlight the details of the PCs we use Magics' powerful contouring routine to assign colours based on the magnitude of the differences." ], "metadata": {} }, { "cell_type": "code", "execution_count": 11, "source": [ "cont_pc = mv.mcont(\n", " legend = \"on\",\n", " contour_line_colour = \"black\",\n", " contour_highlight = \"off\",\n", " contour_max_level = 0.06,\n", " contour_min_level = -0.06,\n", " contour_shade = \"on\",\n", " contour_shade_colour_method = \"palette\",\n", " contour_shade_method = \"area_fill\",\n", " contour_shade_palette_name= \"eccharts_red_blue2_10\")\n" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "To plot the data inline, we need to tell Metview to send the plot to Jupyter." ], "metadata": {} }, { "cell_type": "code", "execution_count": 13, "source": [ "mv.setoutput('jupyter')" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Finally, we plot each field with a custom title. We compute the ensemble mean and spread on the fly with fieldset functions from Metview. " ], "metadata": {} }, { "cell_type": "code", "execution_count": 14, "source": [ "mv.plot(dw[0], fs.mean(), mv.mtext(text_line_1 = \"ENS mean\"),\n", " dw[1], fs.stdev(), mv.mtext(text_line_1 = \"ENS spread\"),\n", " dw[2], g[0], cont_pc, mv.mtext(text_line_1 = \"PC1\"),\n", " dw[3], g[1], cont_pc, mv.mtext(text_line_1 = \"PC2\"))" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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" 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