{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Using netCDF data with Python\n", "\n", "This example uses some sample data that can be downloaded from the PyCAS home page. (Click back if you need to download it). You are of course welcome to use your own data and adapt the exercise for your own stuff. Experiment and try plotting different netCDF fields!\n", "\n", "\n", "\n", "Callum has kindly put together this example of using netCDF data in python and creating a simple plot with it (which I've tweaked to make into an exercise). You may need to install the netCDF module/library to your Python installation first. You will also need to have numpy, matplotlib, and Basemap (other Python libraries that can be installed)\n", "\n", "### Installing netCDF4\n", "\n", "There are a variety of ways to do this. If you're using linux, you may be able to do it with your package manager e.g.:\n", "\n", "```console\n", "sudo yum install netcdf4-python\n", "sudo apt-get netcdf4-python\n", "```\n", "You might need to google to find the appropriate package for your linux distro.\n", "\n", "You can also use the Python package manager, pip:\n", "\n", "```\n", "sudo pip install netcdf4\n", "```\n", "\n", "Windows/Mac users can use pip, or just google it. :)\n", "\n", "### Task\n", "\n", "You can work through this example as is, or adapt for your own data. Then if you feel like doing some more fun tasks, see the challenges at the bottom. We can go through it in the meeting, feel free to do as much of it as you like before then." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Import the relevant modules first\n", "import numpy as np\n", "import netCDF4 as nc\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we write `import numpy as np`, this is just creating a shorthand term we can use to access functions in that module. Instead of writing `numpy.someFunc` we can just write `np.someFunc`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Load netcdf file.\n", "myfile = nc.Dataset('sst_july_2015.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The netCDF module has a function called `variables` which can read the netCDF metadata attached to the netCDF file. We use the `sst` key to extract sea surface temperature:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Extract July SSTs\n", "SST_July = myfile.variables['sst']\n", "\n", "# Extract 1st July\n", "SST_1st_July = SST_July[0,:,:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we want to extract the longitude and lattitude so we have something to plot our sea surface temperature against. These variables on their own are not much use, so we grid them together using a NumPy function called `meshgrid`. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Extact Longitude and Latitude & create a mesh.\n", "longitude = myfile.variables['longitude']\n", "latitude = myfile.variables['latitude']\n", "lons, lats = np.meshgrid(longitude, latitude)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we're going to use matplotlib to do some plotting. The first thing to do is to create a figure object. Then we take our figure object and add a title to it. Remember we have imported pyplot as `plt`. Pyplot is an interactive plotting function designed to mimic the MATLAB plotting feature." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# This is just a display setting for the Notebook viewer, you can ignore it for now. \n", "# You don't need to write it in your own code.\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Pyplot/MATLAB way" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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rWVlZJCUlkZuby7fffss555xDaGgoLVq08JYF6HaqlPLrDN588022bNnC86+u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\nq2gbWbsbR3g5NuMXIMxRgQ0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Bknfh3IYQ9wx8ZofQGAj5CSk7OjM1Ezk5OVVNhj5YCXHd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\nranCgqtVVcB7VCH/TTf1ZocfagnLYrVl68jrQbyy+/BmlSPAn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the data.\n", "plt.figure()\n", "plt.title('1st July SST from ECMWF ERA-Interim Reanalysis')\n", "\n", "# Set up a background map with projection 'cyl', specified latitude/longitude boundaries and a coarse resolution.\n", "# Other basemap projections are available here http://matplotlib.org/basemap/users/mapsetup.html\n", "\n", "# Now we are going to use another module, `Basemap`, to import a background image of the world. \n", "# First we create a Basemap object and define its projection. Then we add coastlines and the gridlines.\n", "m = Basemap(projection='cyl', llcrnrlat=-90, urcrnrlat=90, llcrnrlon=-180, urcrnrlon=180, resolution='c')\n", "m.drawcoastlines()\n", "\n", "m.drawparallels(np.arange(-90.,99.,30.))\n", "m.drawmeridians(np.arange(-180.,180.,60.))\n", "\n", "# Now we are going to overlay our Sea Surface Temperature data:\n", "m.pcolormesh(lons, lats, SST_1st_July, shading='flat', cmap=plt.cm.jet, latlon=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that because this example is displayed using the IPython notebook, the plots will display automatically on the page. If you are doing this in Spyder or by running a script manually, you would need to add one of the two lines below to save the figure or make it appear in a window:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The object-oriented way\n", "\n", "Another way is to create figure and axes objects and then set the attribute of those objects:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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rWVlZJCUlkZuby7fffss555xDaGgoLVq08JYF6HaqlPLrDN588022bNnC86+u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\nq2gbWbsbR3g5NuMXIMxRgQ0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Bknfh3IYQ9wx8ZofQGAj5CSk7OjM1Ezk5OVVNhj5YCXHd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\nranCgqtVVcB7VCH/TTf1ZocfagnLYrVl68jrQbyy+/BmlSPAn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "axes = plt.axes()\n", "axes.set_title('1st July SST from ECMWF ERA-Interim Reanalysis')\n", "\n", "m = Basemap(projection='cyl', llcrnrlat=-90, urcrnrlat=90, llcrnrlon=-180, urcrnrlon=180, resolution='c')\n", "m.drawcoastlines()\n", "m.drawparallels(np.arange(-90.,99.,30.))\n", "m.drawmeridians(np.arange(-180.,180.,60.))\n", "\n", "# Now we are going to overlay our Sea Surface Temperature data:\n", "m.pcolormesh(lons, lats, SST_1st_July, shading='flat', cmap=plt.cm.jet, latlon=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Save and display the plot.\n", "plt.savefig(\"SST_1st_July.png\") # Writes out a png file\n", "plt.show() # Displays the plot, usually in a pop up window" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tasks\n", "1. Plot a colour bar and lat/long on the map.\n", "2. Plot the 2nd, 3rd, and 4th July SSTs on similar maps, keeping them all in the same figure. Aim to get a 2x2 grid of 4 maps on a single figure:\n", "\n", "```\n", "+======+======+\n", "| | |\n", "| Map1 | Map2 |\n", "| | |\n", "+======+======+\n", "| | |\n", "| Map3 | Map4 |\n", "| | |\n", "+======+======+\n", "```\n", "\n", "Is there an easy way to do this? (Think about using a for loop...)\n", "\n", "**Feel free to use your own data to make similar plots. You don't have to follow the exercise exactly - experiment!**\n", "\n", "Browse the matplotlib gallery for similar examples if you get stuck. Also have a read of the basemap documentation." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Colour bar and Lat Long" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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n/gOgdicoLIDCk1CYAgWmWlcbvWlkVSyuO69nE5mj+3JNf0Cb6Uz/pwMtkZkf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\ndGFrnDnnUUM7diT0jZsw6QTi+2T/ZeGlBRW0pDw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CuOO8Jsu8kwRPpOOnnBZxlFyyhNko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\ng22AO2c24NL1bYO+2dDjXWcasBUZ9GtHRmY2u+MOxFDZhwzz70VmkOwCZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "axes = plt.axes()\n", "axes.set_title('1st July SST from ECMWF ERA-Interim Reanalysis')\n", "\n", "m = Basemap(projection='cyl', llcrnrlat=-90, urcrnrlat=90, llcrnrlon=-180, urcrnrlon=180, resolution='c')\n", "m.drawcoastlines()\n", "\n", "# Here we add the lables to the meridian and longitude lines\n", "m.drawparallels(np.arange(-90.,99.,30.) ,labels=[True,False,False,True])\n", "m.drawmeridians(np.arange(-180.,180.,60.), labels=[True,False,False,True])\n", "\n", "# Now we are going to overlay our Sea Surface Temperature data:\n", "sst = m.pcolormesh(lons, lats, SST_1st_July, shading='flat', cmap=plt.cm.jet, latlon=True)\n", "\n", "# Now the colourbar\n", "cbar = m.colorbar(sst,location='bottom',pad=\"10%\")\n", "cbar.set_label('K')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Multiple Plots" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# You need to extract the other SST data days first\n", "SST_2nd_July = SST_July[1,:,:]\n", "SST_3rd_July = SST_July[2,:,:]\n", "SST_4th_July = SST_July[3,:,:]" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DysvL/f4Aa0NBnSdYJgkhnwr1coWQa4WGQ30q22233SYkvBms8r2aIfwkwk7j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\n553k5OT0SPnmet9993H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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We start with a slightly different setup\n", "fig = plt.figure()\n", "\n", "# Plot 1\n", "ax1 = fig.add_subplot(221)\n", "ax1.set_title(\"1st July\")\n", "\n", "# Now we are going to overlay our Sea Surface Temperature data:\n", "m = Basemap(projection='cyl', llcrnrlat=-90, urcrnrlat=90, llcrnrlon=-180, urcrnrlon=180, resolution='c')\n", "m.pcolormesh(lons, lats, SST_1st_July, shading='flat', cmap=plt.cm.jet, latlon=True)\n", "m.drawcoastlines()\n", "m.drawparallels(np.arange(-90.,99.,30.) ,labels=[True,False,False,True])\n", "m.drawmeridians(np.arange(-180.,180.,60.), labels=[True,False,False,True])\n", "\n", "# Plot 2\n", "ax2 = fig.add_subplot(222)\n", "ax2.set_title(\"2nd July\")\n", "\n", "m = Basemap(projection='cyl', llcrnrlat=-90, urcrnrlat=90, llcrnrlon=-180, urcrnrlon=180, resolution='c')\n", "m.pcolormesh(lons, lats, SST_2nd_July, shading='flat', cmap=plt.cm.jet, latlon=True)\n", "m.drawcoastlines()\n", "m.drawparallels(np.arange(-90.,99.,30.) ,labels=[True,False,False,True])\n", "m.drawmeridians(np.arange(-180.,180.,60.), labels=[True,False,False,True])\n", "\n", "# Plot 3\n", "ax3 = fig.add_subplot(223)\n", "ax3.set_title(\"3rd July\")\n", "\n", "m = Basemap(projection='cyl', llcrnrlat=-90, urcrnrlat=90, llcrnrlon=-180, urcrnrlon=180, resolution='c')\n", "m.pcolormesh(lons, lats, SST_3rd_July, shading='flat', cmap=plt.cm.jet, latlon=True)\n", "m.drawcoastlines()\n", "m.drawparallels(np.arange(-90.,99.,30.) ,labels=[True,False,False,True])\n", "m.drawmeridians(np.arange(-180.,180.,60.), labels=[True,False,False,True])\n", "\n", "# Plot 4\n", "ax4 = fig.add_subplot(224)\n", "ax4.set_title(\"4th July\")\n", "\n", "m = Basemap(projection='cyl', llcrnrlat=-90, urcrnrlat=90, llcrnrlon=-180, urcrnrlon=180, resolution='c')\n", "m.pcolormesh(lons, lats, SST_4th_July, shading='flat', cmap=plt.cm.jet, latlon=True)\n", "m.drawcoastlines()\n", "m.drawparallels(np.arange(-90.,99.,30.) ,labels=[True,False,False,True])\n", "m.drawmeridians(np.arange(-180.,180.,60.), labels=[True,False,False,True])\n", "\n", "# Now the colourbar\n", "#cbar = m.colorbar(sst,location='bottom',pad=\"10%\")\n", "#cbar.set_label('K')\n", "\n", "#plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are ways to adjust the padding around the plots to make them look a bit neater. (Sorry I didn't have time to go into this). Have a google." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using a for loop\n", "\n", "If you have lots of plots to plot, it can be useful to use a for loop to plot them all as sub plots (such as an ensemble analysis etc.) Here's a generic example of how to do this:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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wbEM5FGhmy04lkDtRUy4NGDBAb4QmOfz9998g0pyZRqSxe1WpVHzly67//PPP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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=4, ncols=3)\n", "\n", "for ax in axes.flat:\n", " map_ax = Basemap(ax=ax)\n", " map_ax.drawcoastlines()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }