{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Making Maps using `Cartopy` " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Cartopy` is a Python map plotting package. Combined with `matplotlib` is works well for making contour plots of maps for Climate Data Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook will demonstrate how to make map contour plots using `Cartopy`, including:\n", "1. some stuff\n", "2. some more stuff" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We return to our CMIP5 data for surface air temperature (tas) from the RCP8.5 scenario produced by the NCAR/CCSM4 model. For this example, we will again read the first ensemble member.\n", "\n", "The data are located on the COLA severs in the following directory:\n", "```/shared/cmip5/data/rcp45/atmos/mon/Amon/tas/NCAR.CCSM4/r1i1p1/```\n", "\n", "The filename is:\n", "```tas_Amon_CCSM4_rcp45_r1i1p1_210101-229912.nc```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "import numpy as np\n", "import xarray as xr\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "import cartopy.crs as ccrs\n", "import cartopy.mpl.ticker as cticker\n", "from cartopy.util import add_cyclic_point" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read Data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
<xarray.Dataset>\n",
       "Dimensions:    (bnds: 2, lat: 192, lon: 288, time: 1140)\n",
       "Coordinates:\n",
       "  * time       (time) object 2006-01-16 12:00:00 ... 2100-12-16 12:00:00\n",
       "  * lat        (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
       "  * lon        (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
       "    height     float64 ...\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) object ...\n",
       "    lat_bnds   (lat, bnds) float64 ...\n",
       "    lon_bnds   (lon, bnds) float64 ...\n",
       "    tas        (time, lat, lon) float32 ...\n",
       "Attributes:\n",
       "    institution:                  NCAR (National Center for Atmospheric Resea...\n",
       "    institute_id:                 NCAR\n",
       "    experiment_id:                rcp45\n",
       "    source:                       CCSM4\n",
       "    model_id:                     CCSM4\n",
       "    forcing:                      Sl GHG Vl SS Ds SA BC MD OC Oz AA\n",
       "    parent_experiment_id:         historical\n",
       "    parent_experiment_rip:        r1i1p1\n",
       "    branch_time:                  2005.0\n",
       "    contact:                      cesm_data@ucar.edu\n",
       "    references:                   Gent P. R., et.al. 2011: The Community Clim...\n",
       "    initialization_method:        1\n",
       "    physics_version:              1\n",
       "    tracking_id:                  0bf35136-b266-44d2-9078-f3081b83b6ad\n",
       "    acknowledgements:             The CESM project is supported by the Nation...\n",
       "    cesm_casename:                b40.rcp4_5.1deg.001\n",
       "    cesm_repotag:                 ccsm4_0_beta49\n",
       "    cesm_compset:                 BRCP45CN\n",
       "    resolution:                   f09_g16 (0.9x1.25_gx1v6)\n",
       "    forcing_note:                 Additional information on the external forc...\n",
       "    processed_by:                 strandwg on mirage0 at 20111021\n",
       "    processing_code_information:  Last Changed Rev: 428 Last Changed Date: 20...\n",
       "    product:                      output\n",
       "    experiment:                   RCP4.5\n",
       "    frequency:                    mon\n",
       "    creation_date:                2011-10-21T21:56:22Z\n",
       "    history:                      2011-10-21T21:56:22Z CMOR rewrote data to c...\n",
       "    Conventions:                  CF-1.4\n",
       "    project_id:                   CMIP5\n",
       "    table_id:                     Table Amon (26 July 2011) 976b7fd1d9e1be31d...\n",
       "    title:                        CCSM4 model output prepared for CMIP5 RCP4.5\n",
       "    parent_experiment:            historical\n",
       "    modeling_realm:               atmos\n",
       "    realization:                  1\n",
       "    cmor_version:                 2.7.1
" ], "text/plain": [ "\n", "Dimensions: (bnds: 2, lat: 192, lon: 288, time: 1140)\n", "Coordinates:\n", " * time (time) object 2006-01-16 12:00:00 ... 2100-12-16 12:00:00\n", " * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n", " * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n", " height float64 ...\n", "Dimensions without coordinates: bnds\n", "Data variables:\n", " time_bnds (time, bnds) object ...\n", " lat_bnds (lat, bnds) float64 ...\n", " lon_bnds (lon, bnds) float64 ...\n", " tas (time, lat, lon) float32 ...\n", "Attributes:\n", " institution: NCAR (National Center for Atmospheric Resea...\n", " institute_id: NCAR\n", " experiment_id: rcp45\n", " source: CCSM4\n", " model_id: CCSM4\n", " forcing: Sl GHG Vl SS Ds SA BC MD OC Oz AA\n", " parent_experiment_id: historical\n", " parent_experiment_rip: r1i1p1\n", " branch_time: 2005.0\n", " contact: cesm_data@ucar.edu\n", " references: Gent P. R., et.al. 2011: The Community Clim...\n", " initialization_method: 1\n", " physics_version: 1\n", " tracking_id: 0bf35136-b266-44d2-9078-f3081b83b6ad\n", " acknowledgements: The CESM project is supported by the Nation...\n", " cesm_casename: b40.rcp4_5.1deg.001\n", " cesm_repotag: ccsm4_0_beta49\n", " cesm_compset: BRCP45CN\n", " resolution: f09_g16 (0.9x1.25_gx1v6)\n", " forcing_note: Additional information on the external forc...\n", " processed_by: strandwg on mirage0 at 20111021\n", " processing_code_information: Last Changed Rev: 428 Last Changed Date: 20...\n", " product: output\n", " experiment: RCP4.5\n", " frequency: mon\n", " creation_date: 2011-10-21T21:56:22Z\n", " history: 2011-10-21T21:56:22Z CMOR rewrote data to c...\n", " Conventions: CF-1.4\n", " project_id: CMIP5\n", " table_id: Table Amon (26 July 2011) 976b7fd1d9e1be31d...\n", " title: CCSM4 model output prepared for CMIP5 RCP4.5\n", " parent_experiment: historical\n", " modeling_realm: atmos\n", " realization: 1\n", " cmor_version: 2.7.1" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path='/shared/cmip5/data/rcp45/atmos/mon/Amon/tas/NCAR.CCSM4/r1i1p1/'\n", "fname='tas_Amon_CCSM4_rcp45_r1i1p1_200601-210012.nc'\n", "ds=xr.open_dataset(path+fname)\n", "ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take the mean temperature over the entire period for our plots" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "ds_mean=ds.mean(dim='time')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Previously, in the read-netcdf notebook, we just used plt.contour from `matplotlib`, like this:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.contourf(ds_mean['tas'])\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot with a map\n", "However, we would like to plot this with map and control the map projection, label the lats and lons, etc." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make the figure larger\n", "fig = plt.figure(figsize=(11,8.5))\n", "\n", "# Set the axes using the specified map projection\n", "ax=plt.axes(projection=ccrs.PlateCarree())\n", "\n", "# Make a filled contour plot\n", "ax.contourf(ds['lon'], ds['lat'], ds_mean['tas'],\n", " transform = ccrs.PlateCarree())\n", "\n", "# Add coastlines\n", "ax.coastlines()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cyclic data and lat-lon labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This figure has a couple of things we would like to change:\n", "1. The stripe at 0 lon. This is due to the fact that `contourf` has no way to know that our data is cyclic in longitude. We will fix this using `cartopy.util.add_cyclic_point`\n", "2. No lat-lon labels. We will add lat-lon labels using `set_x(y)ticks` and `cticker`.\n", "\n", "We set the lat-lon lables using `set_x(y)ticks` and `cticker`. We will fix the white strip using" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make the figure larger\n", "fig = plt.figure(figsize=(11,8.5))\n", "\n", "# Set the axes using the specified map projection\n", "ax=plt.axes(projection=ccrs.PlateCarree())\n", "\n", "# Add cyclic point to data\n", "data=ds_mean['tas']\n", "data, lons = add_cyclic_point(data, coord=ds['lon'])\n", "\n", "\n", "# Make a filled contour plot\n", "cs=ax.contourf(lons, ds['lat'], data,\n", " transform = ccrs.PlateCarree())\n", "\n", "# Add coastlines\n", "ax.coastlines()\n", "\n", "# Define the xticks for longitude\n", "ax.set_xticks(np.arange(-180,181,60), crs=ccrs.PlateCarree())\n", "lon_formatter = cticker.LongitudeFormatter()\n", "ax.xaxis.set_major_formatter(lon_formatter)\n", "\n", "# Define the yticks for latitude\n", "ax.set_yticks(np.arange(-90,91,30), crs=ccrs.PlateCarree())\n", "lat_formatter = cticker.LatitudeFormatter()\n", "ax.yaxis.set_major_formatter(lat_formatter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Change the Colormap\n", "\n", "The colors are not very nice for plotting temperature contours. Let's choose a different colormap and add a colorbar. The [colormap options] https://matplotlib.org/3.1.1/gallery/color/colormap_reference.html come from `matplotlib`. I will choose one called `coolwarm`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make the figure larger\n", "fig = plt.figure(figsize=(11,8.5))\n", "\n", "# Set the axes using the specified map projection\n", "ax=plt.axes(projection=ccrs.PlateCarree())\n", "\n", "# Add cyclic point to data\n", "data=ds_mean['tas']\n", "data, lons = add_cyclic_point(data, coord=ds['lon'])\n", "\n", "\n", "# Make a filled contour plot\n", "cs=ax.contourf(lons, ds['lat'], data,\n", " transform = ccrs.PlateCarree(),cmap='coolwarm',extend='both')\n", "\n", "# Add coastlines\n", "ax.coastlines()\n", "\n", "# Define the xticks for longitude\n", "ax.set_xticks(np.arange(-180,181,60), crs=ccrs.PlateCarree())\n", "lon_formatter = cticker.LongitudeFormatter()\n", "ax.xaxis.set_major_formatter(lon_formatter)\n", "\n", "# Define the yticks for latitude\n", "ax.set_yticks(np.arange(-90,91,30), crs=ccrs.PlateCarree())\n", "lat_formatter = cticker.LatitudeFormatter()\n", "ax.yaxis.set_major_formatter(lat_formatter)\n", "\n", "# Add colorbar\n", "cbar = plt.colorbar(cs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Change the map projection\n", "\n", "What if I want to use a different map projection? The various map projections can be found here https://scitools.org.uk/cartopy/docs/latest/crs/projections.html" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'NCAR-CCSM4 RCP4.5 2100-2299')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make the figure larger\n", "fig = plt.figure(figsize=(11,8.5))\n", "\n", "# Set the axes using the specified map projection\n", "ax=plt.axes(projection=ccrs.Robinson())\n", "\n", "# Add cyclic point to data\n", "data=ds_mean['tas']\n", "data, lons = add_cyclic_point(data, coord=ds['lon'])\n", "\n", "\n", "# Make a filled contour plot\n", "cs=ax.contourf(lons, ds['lat'], data,\n", " transform = ccrs.PlateCarree(),cmap='coolwarm',extend='both')\n", "\n", "# Add coastlines\n", "ax.coastlines()\n", "\n", "# Add gridlines\n", "ax.gridlines()\n", "\n", "# Add colorbar\n", "cbar = plt.colorbar(cs,shrink=0.7,orientation='horizontal',label='Surface Air Temperature (K)')\n", "\n", "# Add title\n", "plt.title('NCAR-CCSM4 RCP4.5 2100-2299')" ] } ], "metadata": { "kernelspec": { "display_name": "Python (aoes)", "language": "python", "name": "aoes" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 4 }