{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# NWS Precipitation Map\n", "\n", "\n", "Plot a 1-day precipitation map using a netCDF file from the National Weather Service.\n", "\n", "This opens the data directly in memory using the support in the netCDF library to open\n", "from an existing memory buffer. In addition to CartoPy and Matplotlib, this uses\n", "a custom colortable as well as MetPy's unit support.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Imports\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from datetime import datetime, timedelta\n", "from urllib.request import urlopen\n", "\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "import matplotlib.colors as mcolors\n", "import matplotlib.pyplot as plt\n", "from metpy.units import masked_array, units\n", "from netCDF4 import Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Download the data from the National Weather Service.\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "dt = datetime.utcnow() - timedelta(days=1) # This should always be available\n", "url = 'http://water.weather.gov/precip/downloads/{dt:%Y/%m/%d}/nws_precip_1day_'\\\n", " '{dt:%Y%m%d}_conus.nc'.format(dt=dt)\n", "data = urlopen(url).read()\n", "nc = Dataset('data', memory=data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pull the needed information out of the netCDF file\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/uufs/chpc.utah.edu/common/home/u0703457/anaconda3/envs/atmos_5340/lib/python3.7/site-packages/ipykernel_launcher.py:2: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", " \n", "/uufs/chpc.utah.edu/common/home/u0703457/anaconda3/envs/atmos_5340/lib/python3.7/site-packages/numpy/ma/core.py:1021: RuntimeWarning: overflow encountered in multiply\n", " result = self.f(da, db, *args, **kwargs)\n", "/uufs/chpc.utah.edu/common/home/u0703457/anaconda3/envs/atmos_5340/lib/python3.7/site-packages/ipykernel_launcher.py:5: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", " \"\"\"\n" ] } ], "source": [ "prcpvar = nc.variables['observation']\n", "data = masked_array(prcpvar[:], units(prcpvar.units.lower())).to('mm')\n", "x = nc.variables['x'][:]\n", "y = nc.variables['y'][:]\n", "proj_var = nc.variables[prcpvar.grid_mapping]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set up the projection information within CartoPy\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "globe = ccrs.Globe(semimajor_axis=proj_var.earth_radius)\n", "proj = ccrs.Stereographic(central_latitude=90.0,\n", " central_longitude=proj_var.straight_vertical_longitude_from_pole,\n", " true_scale_latitude=proj_var.standard_parallel, globe=globe)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create the figure and plot the data\n", "create figure and axes instances\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/uufs/chpc.utah.edu/common/home/u0703457/anaconda3/envs/atmos_5340/lib/python3.7/site-packages/ipykernel_launcher.py:44: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", "/uufs/chpc.utah.edu/common/home/u0703457/anaconda3/envs/atmos_5340/lib/python3.7/site-packages/cartopy/mpl/geoaxes.py:388: MatplotlibDeprecationWarning: \n", "The 'inframe' parameter of draw() was deprecated in Matplotlib 3.3 and will be removed two minor releases later. Use Axes.redraw_in_frame() instead. If any parameter follows 'inframe', they should be passed as keyword, not positionally.\n", " inframe=inframe)\n", "/uufs/chpc.utah.edu/common/home/u0703457/anaconda3/envs/atmos_5340/lib/python3.7/site-packages/cartopy/io/__init__.py:260: DownloadWarning: Downloading: http://naciscdn.org/naturalearth/110m/cultural/ne_110m_admin_1_states_provinces_lakes.zip\n", " warnings.warn('Downloading: {}'.format(url), DownloadWarning)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(1, 1, 1, projection=proj)\n", "\n", "# draw coastlines, state and country boundaries, edge of map.\n", "ax.coastlines()\n", "ax.add_feature(cfeature.BORDERS)\n", "ax.add_feature(cfeature.STATES)\n", "\n", "# draw filled contours.\n", "clevs = [0, 1, 2.5, 5, 7.5, 10, 15, 20, 30, 40,\n", " 50, 70, 100, 150, 200, 250, 300, 400, 500, 600, 750]\n", "# In future MetPy\n", "# norm, cmap = ctables.registry.get_with_boundaries('precipitation', clevs)\n", "cmap_data = [(1.0, 1.0, 1.0),\n", " (0.3137255012989044, 0.8156862854957581, 0.8156862854957581),\n", " (0.0, 1.0, 1.0),\n", " (0.0, 0.8784313797950745, 0.501960813999176),\n", " (0.0, 0.7529411911964417, 0.0),\n", " (0.501960813999176, 0.8784313797950745, 0.0),\n", " (1.0, 1.0, 0.0),\n", " (1.0, 0.6274510025978088, 0.0),\n", " (1.0, 0.0, 0.0),\n", " (1.0, 0.125490203499794, 0.501960813999176),\n", " (0.9411764740943909, 0.250980406999588, 1.0),\n", " (0.501960813999176, 0.125490203499794, 1.0),\n", " (0.250980406999588, 0.250980406999588, 1.0),\n", " (0.125490203499794, 0.125490203499794, 0.501960813999176),\n", " (0.125490203499794, 0.125490203499794, 0.125490203499794),\n", " (0.501960813999176, 0.501960813999176, 0.501960813999176),\n", " (0.8784313797950745, 0.8784313797950745, 0.8784313797950745),\n", " (0.9333333373069763, 0.8313725590705872, 0.7372549176216125),\n", " (0.8549019694328308, 0.6509804129600525, 0.47058823704719543),\n", " (0.6274510025978088, 0.42352941632270813, 0.23529411852359772),\n", " (0.4000000059604645, 0.20000000298023224, 0.0)]\n", "cmap = mcolors.ListedColormap(cmap_data, 'precipitation')\n", "norm = mcolors.BoundaryNorm(clevs, cmap.N)\n", "\n", "cs = ax.contourf(x, y, data, clevs, cmap=cmap, norm=norm)\n", "\n", "# add colorbar.\n", "cbar = plt.colorbar(cs, orientation='horizontal')\n", "cbar.set_label(data.units)\n", "\n", "ax.set_title(prcpvar.long_name + ' for period ending ' + nc.creation_time)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.8" } }, "nbformat": 4, "nbformat_minor": 1 }