{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading and plotting WRF data using wrf-python and Xarray\n", "\n", "* wrf-python (https://wrf-python.readthedocs.io/en/latest/)\n", "* Once the WRF data is in an Xarray DataArray there are additional tools you can use to process the data (http://xarray.pydata.org/en/stable/)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from netCDF4 import Dataset\n", "import wrf\n", "import xarray as xr\n", "import numpy as np\n", "\n", "import cartopy.crs as crs\n", "\n", "import matplotlib\n", "from matplotlib.cm import get_cmap\n", "import matplotlib.pyplot as plt\n", "import cartopy.feature as cfe\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Getting started - simply reading a variable from a wrfout file and producing a quick plot" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([[245.5202 , 245.26236, 245.24707, ..., 222.38908, 221.92421, 221.39389],\n", " [244.88438, 244.30995, 244.07245, ..., 222.51459, 222.09602, 221.68324],\n", " [244.3348 , 243.89217, 243.62329, ..., 222.74355, 222.32124, 221.93173],\n", " ...,\n", " [274.37607, 274.21396, 274.08795, ..., 272.44116, 272.42374, 272.40744],\n", " [274.41467, 274.26974, 274.14963, ..., 272.53183, 272.51157, 272.48935],\n", " [274.47107, 274.3663 , 274.2573 , ..., 272.62482, 272.60464, 272.5752 ]],\n", " dtype=float32)\n", "Coordinates:\n", " XLONG (south_north, west_east) float32 -123.254684 ... -28.57109\n", " XLAT (south_north, west_east) float32 -78.73641 -78.8672 ... -60.162468\n", " XTIME float32 120.0\n", " Time datetime64[ns] 2010-03-18T02:00:00\n", "Dimensions without coordinates: south_north, west_east\n", "Attributes:\n", " FieldType: 104\n", " MemoryOrder: XY \n", " description: TEMP at 2 M\n", " units: K\n", " stagger: \n", " coordinates: XLONG XLAT XTIME\n", " projection: PolarStereographic(stand_lon=-45.0, moad_cen_lat=-75.499992..." ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "root_dir = '/data/fiss_aic/WRF/runA_2010'\n", "nc = Dataset(root_dir+'/wrfout_d02_2010-03-18_00:00:00')\n", "# t2 = wrf.getvar(nc, 'T2', timeidx=wrf.ALL_TIMES)\n", "t2 = wrf.getvar(nc, 'T2', timeidx=2) # extract 3rd time instance (t=2) - slow....\n", "t2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Quick Plot to check all is well\n", "t2.plot()\n", "\n", "# see below for manually setting up your plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Contour Plots" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# select one time instance if you have retrieved ALL_TIMES\n", "# t2 = t2.isel(Time=1)\n", "\n", "# Get the latitude and longitude points (use original data, rather than any processed data)\n", "lats, lons = wrf.latlon_coords(t2)\n", "\n", "# Get the cartopy mapping object (use original data, rather than any processed data)\n", "cart_proj = wrf.get_cartopy(t2)\n", "\n", "# Create a figure\n", "fig = plt.figure(figsize=(12,9))\n", "# Set the GeoAxes to the projection used by WRF\n", "ax = plt.axes(projection=cart_proj)\n", "\n", "# Add coastlines\n", "ax.coastlines('50m', linewidth=0.8)\n", "ax.add_feature(cfe.NaturalEarthFeature('physical', 'antarctic_ice_shelves_lines', \n", " '50m', linewidth=1.0, edgecolor='k', facecolor='none') )\n", "\n", "# Plot contours\n", "plt.contourf(wrf.to_np(lons), wrf.to_np(lats), wrf.to_np(t2), 10, \n", " transform=crs.PlateCarree(), cmap=get_cmap(\"Reds\"))\n", "\n", "# Add a color bar\n", "cbar = plt.colorbar(ax=ax, shrink=.62)\n", "cbar.set_label(t2.units)\n", "\n", "# Set the map limits. Not really necessary, but used for demonstration.\n", "ax.set_xlim(wrf.cartopy_xlim(t2))\n", "ax.set_ylim(wrf.cartopy_ylim(t2))\n", "\n", "# Add the gridlines\n", "ax.gridlines(color=\"black\", linestyle=\"dotted\")\n", "\n", "plt.title(t2.description+'\\n'+str(t2.Time.values))\n", "\n", "print('')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Wind Vectors Plots \n", "\n", "WARNING: These can be tricky to correctly produce as the U/V vectors related to the WRF grid, where as we want to plot vectors on a lon/lat grid \n", "\n", "It is always worth checking that what you produce is sensible, e.g., by visually comparing to ERA-Interim" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([[[ 2.239094, 2.302225, ..., -12.55818 , -12.089126],\n", " [ 2.291526, 2.378221, ..., -12.788332, -12.442628],\n", " ...,\n", " [ -1.114753, -1.400135, ..., -6.202898, -5.938962],\n", " [ -1.45267 , -1.797253, ..., -6.033195, -5.793626]],\n", "\n", " [[ -9.118709, -9.118726, ..., -3.944864, -3.652274],\n", " [ -9.197542, -9.128673, ..., -4.285994, -3.985036],\n", " ...,\n", " [ 6.791636, 6.390002, ..., -4.919767, -4.815777],\n", " [ 6.969695, 6.530435, ..., -5.209907, -5.115947]]], dtype=float32)\n", "Coordinates:\n", " * u_v (u_v) " ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,9))\n", "# Set the GeoAxes to the projection used by WRF\n", "cart_proj = wrf.get_cartopy(t2)\n", "ax = plt.axes(projection=cart_proj)\n", "\n", "# Add coastlines\n", "ax.coastlines('50m', linewidth=0.8)\n", "ax.add_feature(cfe.NaturalEarthFeature('physical', 'antarctic_ice_shelves_lines', '50m', \n", " linewidth=1.0, edgecolor='k', facecolor='none'))\n", "\n", "# Plot the wind speed as a contour plot\n", "plt.contourf(wrf.to_np(lons), wrf.to_np(lats), wrf.to_np(t2), 10, \n", " transform=crs.PlateCarree(), cmap=get_cmap(\"Reds\"))\n", "\n", "# Add a color bar\n", "cbar = plt.colorbar(ax=ax, shrink=.62)\n", "cbar.set_label(t2.units)\n", "\n", "# Set the map limits. Not really necessary, but used for demonstration.\n", "ax.set_xlim(wrf.cartopy_xlim(t2))\n", "ax.set_ylim(wrf.cartopy_ylim(t2))\n", "\n", "# Add the gridlines\n", "ax.gridlines(color=\"black\", linestyle=\"dotted\")\n", "\n", "plt.title(t2.description+'\\n'+str(t2.Time.values))\n", "\n", "# Add arrows to show the wind vectors !!!!\n", "x = u10.XLONG.values\n", "y = u10.XLAT.values\n", "u = uv[0].values\n", "v = uv[1].values\n", "\n", "Q = plt.quiver( x, y, u, v, \n", " pivot='middle', \n", " transform=crs.PlateCarree(), \n", " regrid_shape=20 \n", " )\n", "\n", "### plot quiver key\n", "qk = plt.quiverkey(Q, \n", " 1.07, 0.99, # x,y label position\n", " 10, str(10)+' '+u10.units, # choose units + update string\n", " labelpos='E', # add label to the right\n", " coordinates='axes'\n", " )" ] } ], "metadata": { "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": "3.6.10" } }, "nbformat": 4, "nbformat_minor": 4 }