{ "cells": [ { "cell_type": "markdown", "source": [ "# Analysing data (GRIB)" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "In this notebook we will demonstrate how to:\n", "\n", "* find locations of extreme values from GRIB data\n", "* compute and plot a time series extracted from a point\n", "* mask values that are not of interest\n", "* compute wind speed\n", "* compute and plot a vertical cross section\n", "* compute and plot a vertical profile\n", "\n", "We will use **Metview** to do all of this.\n", "\n", "The data we will work with in this notebook is related to storm Joachim from December 2011. The 10 metre windgust forecast was retrieved from MARS for a few steps on a low resolution grid to provide input for the exercises. This is stored in file \"joachim_wind_gust.grib\". Further data, stored in \"joachim_uv.grib\", gives wind components on various pressure levels." ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Exploring the surface wind gusts" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Loading the data and finding the extreme values" ], "metadata": {} }, { "cell_type": "code", "execution_count": 1, "source": [ "import metview as mv" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Read the data from GRIB file into a Metview [Fieldset](../data_types/fieldset.rst):" ], "metadata": {} }, { "cell_type": "code", "execution_count": 2, "source": [ "filename = \"joachim_wind_gust.grib\"\n", "if mv.exist(filename):\n", " wg = mv.read(filename)\n", "else:\n", " wg = mv.gallery.load_dataset(filename)\n", "print(wg)\n", "print(len(wg))" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "5\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "The data is a [Fieldset](../data_types/fieldset.rst) with 5 fields. Let's inspect the contents with a few GRIB keys:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 3, "source": [ "mv.grib_get(wg, ['shortName', 'dataDate', 'dataTime',\n", " 'stepRange', 'validityDate', 'validityTime']) " ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[['10fg6', '20111215', '1200', '6-12', '20111216', '0'],\n", " ['10fg6', '20111215', '1200', '12-18', '20111216', '600'],\n", " ['10fg6', '20111215', '1200', '18-24', '20111216', '1200'],\n", " ['10fg6', '20111215', '1200', '24-30', '20111216', '1800'],\n", " ['10fg6', '20111215', '1200', '30-36', '20111217', '0']]" ] }, "metadata": {}, "execution_count": 3 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "First let's check the minimum and maximum values over all the fields:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 4, "source": [ "print(mv.minvalue(wg), mv.maxvalue(wg))" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "0.9916973114013672 39.74169731140137\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Now, the maximum values for each field - iterate over the fieldset:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 5, "source": [ "all_maxes = [mv.maxvalue(f) for f in wg]\n", "all_maxes" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[39.74169731140137,\n", " 37.20536518096924,\n", " 37.363698959350586,\n", " 37.525485038757324,\n", " 37.46825695037842]" ] }, "metadata": {}, "execution_count": 5 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "So we can see immediately that the largest value occurs in the first field. Let's restrict our operations to this first field:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 6, "source": [ "wg0 = wg[0]\n", "max0 = all_maxes[0]" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Find the locations where the value equals the maximum:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 7, "source": [ "max_location = mv.find(wg0, max0)\n", "max_location" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[[47.0, -3.5]]" ] }, "metadata": {}, "execution_count": 7 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Extracting a time series" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Obtain a time series of values at this location (one value from each field):" ], "metadata": {} }, { "cell_type": "code", "execution_count": 8, "source": [ "vals_for_point = mv.nearest_gridpoint(wg, max_location[0])\n", "times = mv.valid_date(wg)\n", "for tv in zip(times, vals_for_point):\n", " print(tv)" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(datetime.datetime(2011, 12, 16, 0, 0), 39.74169731140137)\n", "(datetime.datetime(2011, 12, 16, 6, 0), 36.70536518096924)\n", "(datetime.datetime(2011, 12, 16, 12, 0), 25.863698959350586)\n", "(datetime.datetime(2011, 12, 16, 18, 0), 32.525485038757324)\n", "(datetime.datetime(2011, 12, 17, 0, 0), 27.468256950378418)\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Let's make a simple plot from the data - we could use matplotlib, but Metview can also give us a nice time series curve:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 9, "source": [ "haxis = mv.maxis(\n", " axis_type = \"date\",\n", " axis_date_type = \"hours\",\n", " axis_hours_label = \"on\",\n", " axis_hours_label_height = 0.4,\n", " axis_years_label_height = 0.4,\n", " axis_months_label_height = 0.4,\n", " axis_days_label_height = 0.4\n", " )\n", "\n", "ts_view = mv.cartesianview(\n", " x_automatic = \"on\",\n", " x_axis_type = \"date\",\n", " y_automatic = \"on\",\n", " horizontal_axis = haxis\n", " )\n", " \n", "curve_wg = mv.input_visualiser(\n", " input_x_type = \"date\",\n", " input_date_x_values = times,\n", " input_y_values = vals_for_point)\n", "\n", "visdef = mv.mgraph(graph_line_thickness=3)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Finally we set the plotting target to the **Jupyter notebook** (we only have to do it once in a notebook) and generate the plot:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 10, "source": [ "mv.setoutput('jupyter')" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "The order of parameters to the [plot()](../api/functions/plot.rst) command matters: view, data, visual definitions. There can be multiple sets of data and visual definitions in the same [plot()](../api/functions/plot.rst) command." ], "metadata": {} }, { "cell_type": "code", "execution_count": 11, "source": [ "mv.plot(ts_view, curve_wg, visdef)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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" }, "metadata": {}, "execution_count": 11 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Finding a range of extreme values" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Find the locations where the value is within 95% of the maximum by supplying a range of values:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 12, "source": [ "mv.find(wg0, [max0*0.95, max0])" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[[48.5, -5.0], [48.5, -4.5], [47.0, -7.0], [47.0, -3.5], [47.0, -3.0]]" ] }, "metadata": {}, "execution_count": 12 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "If we want to work with these points in Metview, the easiest way is to use the gfind() function to return a [Geopoints](../data_types/geopoints.rst) variable:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 13, "source": [ "max_points = mv.gfind(wg0, max0, max0*0.05)\n", "print(len(max_points), 'points')\n", "print('first point:')\n", "max_points[0]" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "5 points\n", "first point:\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "{'latitude': 48.5,\n", " 'longitude': -5.0,\n", " 'height': 0.0,\n", " 'date': 20111216.0,\n", " 'time': 0.0,\n", " 'value': 38.7417,\n", " 'value_missing': 0.0,\n", " 'value2': 0.0,\n", " 'value2_missing': 0.0}" ] }, "metadata": {}, "execution_count": 13 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Compute a simple bounding box for these points:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 14, "source": [ "north = mv.latitudes(max_points).max() + 2\n", "south = mv.latitudes(max_points).min() - 2\n", "east = mv.longitudes(max_points).max() + 2\n", "west = mv.longitudes(max_points).min() - 2\n", "[north, south, east, west]" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[50.5, 45.0, -1.0, -9.0]" ] }, "metadata": {}, "execution_count": 14 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Plot the points on a map using this bounding box:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 15, "source": [ "view = mv.geoview(\n", " map_area_definition = \"corners\",\n", " area = [south, west, north, east]\n", " )" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 16, "source": [ "coloured_markers = mv.msymb(\n", " legend = \"on\",\n", " symbol_type = \"marker\",\n", " symbol_table_mode = \"advanced\",\n", " symbol_advanced_table_max_level_colour = \"red\",\n", " symbol_advanced_table_min_level_colour = \"RGB(1, 0.8, 0.8)\",\n", " symbol_advanced_table_height_list = 0.8\n", " )" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 17, "source": [ "mv.plot(view, max_points, coloured_markers)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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" }, "metadata": {}, "execution_count": 17 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Using Fieldset operations to preserve only the extreme values" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Alternative way to obtain the largest values - use [Fieldset](../data_types/fieldset.rst) operations:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 18, "source": [ "# compute field of 1s and 0s according to test\n", "largest_mask = wg0 > (max0*0.85)\n", "\n", "# convert 0s into missing values\n", "largest_mask = mv.bitmap(largest_mask, 0)\n", "\n", "# copy the pattern of missing values to wg0\n", "masked_wg0 = mv.bitmap(wg0, largest_mask)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "The result has **missing values** where the original values were below our threshold. In terms of actual data storage, if we were to write this into a GRIB file, it would be much smaller than the original GRIB file because GRIB is very efficient at (not) storing missing values. Let's plot the result with grid point markers:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 19, "source": [ "gridvals_1x1 = mv.mcont(\n", " contour = \"off\",\n", " contour_grid_value_plot = \"on\",\n", " contour_grid_value_plot_type = \"both\",\n", " contour_grid_value_format = \"(F4.2)\",\n", " contour_grid_value_height = 0.45,\n", " grib_scaling_of_retrieved_fields = \"off\"\n", " )\n", "\n", "mv.plot(view, masked_wg0, gridvals_1x1)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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" }, "metadata": {}, "execution_count": 19 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Exploring the atmosphere" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Retrieve U/V wind component data on multiple pressure levels" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "To explore further into the atmosphere, we will need appropriate data. We can either retrieve from MARS or read from the supplied GRIB file, which was originally taken from MARS and then subsampled and downgraded a little in order to make the file smaller:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 20, "source": [ "use_mars = False" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 21, "source": [ "if use_mars:\n", " uv = mv.retrieve(\n", " type = \"fc\",\n", " levelist = [1000,925,850,700,500,400,300,250,200,150,100],\n", " param = [\"u\",\"v\"],\n", " date = 20111215,\n", " step = 12,\n", " area = [25,-60,75,60],\n", " grid = [0.25,0.25]\n", " )\n", "else:\n", " uv = mv.read(\"joachim_uv.grib\")" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 22, "source": [ "mv.grib_get(uv, ['shortName','level'])" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[['u', '1000'],\n", " ['v', '1000'],\n", " ['u', '925'],\n", " ['v', '925'],\n", " ['u', '850'],\n", " ['v', '850'],\n", " ['u', '700'],\n", " ['v', '700'],\n", " ['u', '500'],\n", " ['v', '500'],\n", " ['u', '400'],\n", " ['v', '400'],\n", " ['u', '300'],\n", " ['v', '300'],\n", " ['u', '250'],\n", " ['v', '250'],\n", " ['u', '200'],\n", " ['v', '200'],\n", " ['u', '150'],\n", " ['v', '150'],\n", " ['u', '100'],\n", " ['v', '100']]" ] }, "metadata": {}, "execution_count": 22 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Compute wind speed" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Extract the U and V components into different Fieldsets, each will have 11 fields:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 29, "source": [ "u = mv.read(data = uv, param = \"u\")\n", "v = mv.read(data = uv, param = \"v\")" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Compute the **wind speed** directly on the Fieldsets, giving us a single Fieldset containing 11 fields of wind speed:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 30, "source": [ "spd = mv.sqrt(u*u + v*v)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Change the paramId and extract 500hPa level for plotting (not stricly necessary, but it lets us use the default ecCharts style, which requires a correct paramId):" ], "metadata": {} }, { "cell_type": "code", "execution_count": 31, "source": [ "spd = mv.grib_set_long(spd, ['paramId', 10])\n", "spd500 = mv.read(data = spd, levelist = 500)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Plot the field into a view that covers the data area:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 32, "source": [ "view = mv.geoview(\n", " map_area_definition = \"corners\",\n", " area = [25,-60,75,60]\n", " )\n", "mv.plot(view, spd500, mv.mcont(contour_automatic_setting='ecmwf', legend='on'))" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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" }, "metadata": {}, "execution_count": 32 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Compute and plot a vertical cross section" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Define a line along an area of interest and plot it onto the map:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 27, "source": [ "line = [43.3,-36.0,54.4,13.1] # S, W, N, E" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 28, "source": [ "line_graph = mv.mgraph(\n", " graph_type = \"curve\",\n", " graph_line_colour = \"pink\",\n", " graph_line_thickness = 7\n", ")\n", "\n", "mv.plot(\n", " view,\n", " spd500,\n", " mv.mcont(contour_automatic_setting='ecmwf', legend='on'),\n", " mv.mvl_geoline(*line,1),line_graph\n", ")" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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" }, "metadata": {}, "execution_count": 28 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Use this line to define a cross section view ([mxsectview()](../gen_files/icon_functions/mxsectview.rst)):" ], "metadata": {} }, { "cell_type": "code", "execution_count": 33, "source": [ "xs_view = mv.mxsectview(\n", " bottom_level = 1000.0,\n", " top_level = 100,\n", " line = line\n", " )" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Create a colour scale using [mcont()](../gen_files/icon_functions/mcont.rst) to plot the data with:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 34, "source": [ "xs_shade = mv.mcont(\n", " legend = \"on\",\n", " contour_line_style = \"dash\",\n", " contour_line_colour = \"charcoal\",\n", " contour_highlight = \"off\",\n", " contour_level_count = 20,\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 = \"blue\",\n", " contour_shade_colour_direction = \"clockwise\"\n", " )" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "Into the view, plot the data using the given Contouring definition (note the order):" ], "metadata": {} }, { "cell_type": "code", "execution_count": 35, "source": [ "mv.plot(xs_view, spd, xs_shade)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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" }, "metadata": {}, "execution_count": 35 } ], "metadata": { "scrolled": true, "tags": [ "nbsphinx-thumbnail" ] } }, { "cell_type": "markdown", "source": [ "We can also obtain the computed cross section data as a [NetCDF](../data_types/netcdf.rst), which we can write to disk as \"mv.write('my_xs.nc', xs_data)\" :" ], "metadata": {} }, { "cell_type": "code", "execution_count": 36, "source": [ "xs_data = mv.mcross_sect(\n", " data = spd,\n", " line = line\n", " )\n", "print(xs_data)" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Compute and plot a vertical profile" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Define a **vertical profile view** and plotting attributes:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 37, "source": [ "vp_view = mv.mvertprofview(\n", " point = [47.0,-3.5],\n", " bottom_level = 1000,\n", " top_level = 100\n", " )\n", "\n", "graph_plotting = mv.mgraph(\n", " graph_line_colour = \"red\",\n", " graph_line_thickness = 3\n", " )" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 38, "source": [ "mv.plot(vp_view, spd, graph_plotting)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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" 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