{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Caution, basemap is at end-of-life. You should use cartopy for plotting maps with projections\n", "\n", "### WeatherGod commented on Aug 9, 2017\n", "I declared the EoL for Basemap last year on the webpage: https://matplotlib.org/basemap/users/intro.html#cartopy-new-management-and-eol-announcement\n", "\n", "I encourage everyone to move to Cartopy because it is a superior API design. I have also advertised this for the past two SciPy conferences. Basemap just has no hope of being maintained.\n", "\n", "I should point out that you will soon be getting some competition from the GMT project as they move into the python space, but they don't integrate at all with matplotlib, and there isn't any hope for interactive plotting at the moment. But, their figures are very pretty...\n", "\n", "@WeatherGod (Benjamin Root)\n", "\n", "\n", "### WeatherGod commented on Aug 9, 2017\n", "Side note: I am the sole remaining \"Basemap folks\". I am just making sure the lights are turned off before I leave.\n", "\n", "@WeatherGod (Benjamin Root)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sys\n", "import os\n", "import matplotlib.pyplot as plt\n", "from netCDF4 import Dataset as netcdf_dataset\n", "import numpy as np\n", "import xarray as xr\n", "\n", "from cartopy import config\n", "import cartopy.crs as ccrs\n", "import matplotlib.ticker as mticker\n", "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", "from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter\n", "import cartopy.feature as cfeature \n", "# When data are defined in lat/lon coordinate system, PlateCarree()\n", "# is the appropriate choice:\n", "\n", "from cartopy.util import add_cyclic_point" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More plotting help\n", "\n", "* [matplotlib gallery:](https://matplotlib.org/gallery.html#misc)\n", "* [colormaps:](https://matplotlib.org/examples/color/colormaps_reference.html)\n", "* [cartopy:](http://scitools.org.uk/cartopy/docs/v0.14/index.html)\n", "* [geoviews:](http://geo.holoviews.org/Gridded_Datasets_I.html)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# get the path of the file. It can be found in the repo data directory.\n", "fname = os.path.join(config[\"repo_data_dir\"],\n", " 'netcdf', 'HadISST1_SST_update.nc'\n", " )\n", "\n", "dataset = netcdf_dataset(fname)\n", "sst = dataset.variables['sst'][0, :, :]\n", "lats = dataset.variables['lat'][:]\n", "lons = dataset.variables['lon'][:]\n", "data_crs = ccrs.PlateCarree() # since our data is on a rectangular lon,lat grid\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", "gl = ax.gridlines(crs=ccrs.PlateCarree(), draw_labels=True,\n", " linewidth=1, color='gray', alpha=0.5, linestyle='--')\n", "ax.add_feature(cfeature.COASTLINE)\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.contourf(lons, lats, sst, 60, cmap = \"jet\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", "plt.contourf(lons, lats, sst, 60,\n", " transform=ccrs.PlateCarree(), cmap = \"jet\")\n", "gl = ax.gridlines(crs=data_crs, draw_labels=True,\n", " linewidth=1, color='gray', alpha=0.5, linestyle='--')\n", "gl.xlabels_top = False\n", "gl.ylabels_right = False\n", "gl.xlines = False\n", "gl.xlocator = mticker.FixedLocator([-180, -45, 0, 45, 180])\n", "gl.xformatter = LONGITUDE_FORMATTER\n", "gl.yformatter = LATITUDE_FORMATTER\n", "gl.xlabel_style = {'size': 15, 'color': 'black'}\n", "gl.xlabel_style = {'color': 'red', 'weight': 'bold'}\n", "\n", "ax.coastlines()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "ax2 = plt.axes(projection=ccrs.Robinson())\n", "plt.contourf(lons, lats, sst, 60, transform=data_crs, cmap = \"jet\")\n", "ax2.coastlines()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "-179.5" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# A rotated pole projection again...\n", "projection = ccrs.RotatedPole(pole_longitude=-177.5, pole_latitude=37.5)\n", "ax = plt.axes(projection=projection)\n", "ax.set_global()\n", "ax.coastlines()\n", "\n", "# ...but now using the transform argument\n", "sst_cyc, lons_cyc = add_cyclic_point(sst, coord=lons)\n", "ax.contourf(lons, lats, sst, 60, transform=data_crs, cmap = \"jet\")\n", "ax.contourf(lons_cyc, lats, sst_cyc, 60, transform=data_crs, cmap = \"jet\")\n", "plt.show()\n", "lons[0]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "airtemps = xr.tutorial.load_dataset('air_temperature')\n", "sst_cyc, lons_cyc = add_cyclic_point(sst, coord=lons)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 12))\n", "ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=180))\n", "im = ax.contourf(lons_cyc, lats, sst_cyc, 60, vmin = -2, vmax = 32, transform=data_crs, cmap = \"gist_rainbow_r\")\n", "cb = plt.colorbar(im, orientation='vertical', shrink = 0.68, label=r'$\\degree C$')\n", "ax.coastlines(linewidth=1.5)\n", "# ax.stock_img()\n", "ax.set_xticks([-120, -60 ,0, 60, 120], crs=ccrs.PlateCarree())\n", "ax.set_yticks([-80,-40, 0, 40, 80], crs=ccrs.PlateCarree())\n", "lon_formatter = LongitudeFormatter(zero_direction_label=True)\n", "lat_formatter = LatitudeFormatter()\n", "ax.xaxis.set_major_formatter(lon_formatter)\n", "ax.yaxis.set_major_formatter(lat_formatter)\n", "ax.gridlines()\n", "# ax.add_feature(cfeature.LAND, alpha=1.0)\n", "# ax.add_feature(cfeature.OCEAN, alpha=0.3)\n", "# ax.add_feature(cfeature.COASTLINE)\n", "# ax.add_feature(cfeature.BORDERS, linestyle=':')\n", "# ax.add_feature(cfeature.LAKES, alpha=1.0)\n", "# ax.add_feature(cfeature.RIVERS)\n", "# ax.add_feature(cfeature.STATES)\n", "\n", "\n", "# Create a feature for States/Admin 1 regions at 1:50m from Natural Earth\n", "countries = cfeature.NaturalEarthFeature(\n", " category='cultural',\n", " name='admin_0_countries',\n", " scale='110m',\n", " facecolor='none')\n", " \n", "states_provincesl = cfeature.NaturalEarthFeature(\n", " category='cultural',\n", " name='admin_1_states_provinces_lines',\n", " scale='50m',\n", " facecolor='none')\n", "\n", "\n", "SOURCE = 'Natural Earth'\n", "LICENSE = 'public domain'\n", "ax.add_feature(countries, edgecolor='green')\n", "ax.add_feature(states_provincesl, edgecolor='red')\n", " \n", "plt.title(r'Our map of $T_s$ ($\\degree C$)', fontsize=20)\n", "plt.savefig('WorldMap.png')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "cfeature.STATES" ] }, { "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }