{ "metadata": { "kernelspec": { "codemirror_mode": { "name": "ipython", "version": 3 }, "display_name": "Iris (Python 2)", "language": "python", "name": "iris_python2" }, "name": "", "signature": "sha256:149c8148934f0a421b3bc80d7d57c445892f0b309e324b9592a08bdad24720d1" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "from IPython.core.display import HTML\n", "\n", "with open('creative_commons.txt', 'r') as f:\n", " html = f.read()\n", " \n", "name = '2014-09-29-exploring_new_cartopy'\n", "\n", "html = '''\n", "\n", "
This post was written as an IPython notebook.\n", " It is available for download\n", " or as a static 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": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "\n", "from datetime import datetime\n", "\n", "title = \"Exploring what's new in Cartopy\"\n", "hour = datetime.utcnow().strftime('%H:%M')\n", "comments=\"true\"\n", "\n", "date = '-'.join(name.split('-')[:3])\n", "slug = '-'.join(name.split('-')[3:])\n", "\n", "metadata = dict(title=title,\n", " date=date,\n", " hour=hour,\n", " comments=comments,\n", " slug=slug,\n", " name=name)\n", "\n", "markdown = \"\"\"Title: {title}\n", "date: {date} {hour}\n", "comments: {comments}\n", "slug: {slug}\n", "\n", "{{% notebook {name}.ipynb cells[2:] %}}\n", "\"\"\".format(**metadata)\n", "\n", "content = os.path.abspath(os.path.join(os.getcwd(), os.pardir, os.pardir, '{}.md'.format(name)))\n", "with open('{}'.format(content), 'w') as f:\n", " f.writelines(markdown)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I was exploring\n", "[what's new](http://scitools.org.uk/cartopy/docs/latest/whats_new.html)\n", "in the latest release of cartopy, one of the new features I found out is that\n", "cartopy can plot from both Web Map Service [(WMS)](http://en.wikipedia.org/wiki/Web_Map_Service)\n", "and Web Map Tile Service\n", "[(WMTS)](http://en.wikipedia.org/wiki/Web_Map_Tile_Service).\n", "\n", "This post is just to show a few examples. As usual let's start with a function\n", "to create a cartopy map." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import cartopy.crs as ccrs\n", "import matplotlib.pyplot as plt\n", "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", "\n", "def make_map(projection=ccrs.PlateCarree(), extent=[-42, 0, -32, 0.5]):\n", " subplot_kw = dict(projection=projection)\n", " fig, ax = plt.subplots(subplot_kw=subplot_kw)\n", " ax.set_extent(extent)\n", " gl = ax.gridlines(draw_labels=True)\n", " gl.xlabels_top = gl.ylabels_right = False\n", " gl.xformatter = LONGITUDE_FORMATTER\n", " gl.yformatter = LATITUDE_FORMATTER\n", " return fig, ax" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both WMS and WMTS features depend on\n", "[OWSlib](https://pypi.python.org/pypi/OWSLib). We need to pass an\n", "`WebMapService` object to cartopy `ax.add_wms`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from owslib.wms import WebMapService\n", "url = \"http://nowcoast.noaa.gov/wms/com.esri.wms.Esrimap/analyses\"\n", "wms = WebMapService(url)\n", "\n", "layer = 'NCEP_RAS_ANAL_RTG_SST'\n", "fig, ax = make_map(projection=ccrs.PlateCarree())\n", "ax.add_wms(wms, layer)\n", "_ = ax.set_title(layer)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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B2t3CaXZ6bFc9DyS7fuiBoidxbNPQ7HQAghY9l6/DW63s9OKsufod8CknaRrd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\nyLLdDxsuZosVigdEpU2u6Iaoq52Dd62iXwOWSbW96bTY5M0bPJqQ592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"text": [ "This post was written as an IPython notebook.\n", " It is available for download\n", " or as a static html.
\n", "\n", "