{ "metadata": { "name": "", "signature": "sha256:275eb4aae3269fc7601295a4eba9eecda2f2e93853015d485bfc589d781d54cf" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "from IPython.core.display import HTML\n", "\n", "with open('creative_commons.txt', 'r') as f:\n", " html = f.read()\n", " \n", "name = '2013-09-23-cartopy'\n", "\n", "html = \"\"\"\n", "\n", "
This post was written as an IPython notebook. It is available for\n", "download or as a static\n", "html.
\n", "\n", "%s \"\"\" % (name, name, html)\n", "\n", "%matplotlib inline\n", "from matplotlib import style\n", "style.use('ggplot')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The previous post I've mentioned both\n", "[iris](http://scitools.org.uk/iris/docs/latest/index.html) and\n", "[cartopy](http://scitools.org.uk/cartopy/docs/latest/index.html) modules, and\n", "talked a little bit on the use of `iris` to **download**, **read** and **plot**\n", "a gridded data-set (A.K.A. the iris `cube`). Here I'll show a little bit more\n", "about cartopy.\n", "\n", "The best feature so far is that cartopy fixes one of the most annoying bugs in\n", "[basemap](http://matplotlib.org/basemap/), the handling of datelines. Here is\n", "an example:\n", "\n", "Let's start by loading the\n", "[Challenger Expedition](http://en.wikipedia.org/wiki/Challenger_expedition)\n", "track and define a few common properties for plotting with both basemap and\n", "cartopy." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "kw = dict(color='#FF9900', linestyle='-', linewidth=1.5)\n", "lon, lat = np.loadtxt('./data/challenger_path.csv', delimiter=',', unpack=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can easily define a function to create a `Basemap` figure with the\n", "`robinson` projection." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.basemap import Basemap\n", "\n", "def make_basemap(projection='robin', figsize=(6, 4), resolution='c'):\n", " fig, ax = plt.subplots(figsize=figsize)\n", " m = Basemap(projection=projection, resolution=resolution,\n", " lon_0=0, ax=ax)\n", " m.drawcoastlines()\n", " m.fillcontinents(color='0.85')\n", " parallels = np.arange(-60, 90, 30.)\n", " meridians = np.arange(-360, 360, 60.)\n", " m.drawparallels(parallels, labels=[1, 0, 0, 0])\n", " m.drawmeridians(meridians, labels=[0, 0, 1, 0])\n", " return fig, m\n", "\n", "fig, m = make_basemap()\n", "_ = m.plot(*m(lon, lat), **kw)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ub9++TJo0CQsLC1JSUtDQ0GDQoEGiEAoODmblypXs3r073zE2bNiAlZWV6KWx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\n5fbt22ZjyOH/A2MOBuMyceJE/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"text": [ "This post was written as an IPython notebook. It is available for\n", "download or as a static\n", "html.
\n", "\n", "