{ "metadata": { "name": "", "signature": "sha256:66c87baaceb2d5a9870743bee27e118134a8b1c98213c9255c330488ae05ceef" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "name = '2015-09-07-iris_outline'\n", "\n", "title = 'Iris \"hidden\" feature'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "\n", "import os\n", "from datetime import datetime\n", "from IPython.core.display import HTML\n", "\n", "with open('creative_commons.txt', 'r') as f:\n", " html = f.read()\n", "\n", "\n", "hour = datetime.utcnow().strftime('%H:%M')\n", "comments=\"true\"\n", "\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(),\n", " os.pardir,\n", " os.pardir, \n", " '{}.md'.format(name)))\n", "with open('{}'.format(content), 'w') as f:\n", " f.writelines(markdown)\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)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I had to create a figure showing the data used to create the World\n", "Ocean Atlas climatology (WOA). WOA has that information in each file already,\n", "so that part was easy. Let's check the metadata:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import iris\n", "\n", "url = ('http://data.nodc.noaa.gov/thredds/dodsC/woa/WOA09/NetCDFdata/'\n", " 'silicate_annual_5deg.nc')\n", "\n", "cube = iris.load_cube(url, 'Number of Observations')\n", "\n", "print(cube)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Number of Observations / (1) (time: 1; depth: 33; latitude: 36; longitude: 72)\n", " Dimension coordinates:\n", " time x - - -\n", " depth - x - -\n", " latitude - - x -\n", " longitude - - - x\n", " Attributes:\n", " CVS_ID: 1.0\n", " Conventions: CF-1.4\n", " Metadata_Convention: Unidata Dataset Discovery v1.0\n", " acknowledgment: This work was made possible by a grant from the NOAA Climate and Global...\n", " cdm_data_type: Grid\n", " contributor_name: Ocean Climate Laboratory\n", " creator_email: NODC.Services@noaa.gov\n", " creator_name: NODC\n", " creator_url: http://www.nodc.noaa.gov\n", " date_created: 2011-1-11T18:07:10Z\n", " date_issued: 2011-1-11T18:07:10Z\n", " date_modified: 2011-1-11T18:07:10Z\n", " description: The number of observations of Silicate in each one-degree square of the...\n", " geospatial_lat_max: 90.0\n", " geospatial_lat_min: -90.0\n", " geospatial_lat_resolution: 5.0\n", " geospatial_lat_units: degrees_east\n", " geospatial_lon_max: 360.0\n", " geospatial_lon_min: 0.0\n", " geospatial_lon_resolution: 5.0\n", " geospatial_lon_units: degrees_north\n", " id: 7872719a-ac0b-4f86-9f71-477eeb2ed035\n", " institution: National Oceanographic Data Center(NODC), NOAA\n", " keywords: OCEANS > OCEAN CHEMISTRY > SILICATE\n", " keywords_vocabulary: Global Change Master Directory\n", " license: This data is free for anyone to use, reuse and redistribute without any...\n", " naming_authority: gov.noaa.nodc\n", " processing_level: synthesized product\n", " project: World Ocean Atlas - 2009\n", " publisher_email: NODC.Services@noaa.gov\n", " publisher_name: National Oceanographic Data Center(NODC)\n", " publisher_url: http://www.nodc.noaa.gov\n", " references: Garcia, H. E., R. A. Locarnini, T. P. Boyer, and J. I. Antonov, 2010. World...\n", " source: Please see the acknowledgment and References\n", " standard_name_vocabulary: CF\n", " summary: World Ocean Atlas 2009 (WOA09) is a set of objectively analyzed (1 degree...\n", " time_coverage_duration: P1Y\n", " time_coverage_end: 2008-02-16\n", " time_coverage_resolution: P1Y\n", " time_coverage_start: 1933-07-24\n", " title: World Ocean Atlas 09: Silicate - annual\n" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "What I did not know is that iris has a **grid outline** plotting method!\n", "With the `outline` method and `pcolormesh` it is easy to see the data cells \n", "and its values." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import numpy.ma as ma\n", "import iris.plot as iplt\n", "import matplotlib.pyplot as plt\n", "\n", "import cartopy.crs as ccrs\n", "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", "\n", "surface = cube[0, 0, ...]\n", "\n", "surface.data = ma.log10(ma.masked_equal(surface.data, 0))\n", "\n", "fig, ax = plt.subplots(figsize=(15, 9),\n", " subplot_kw=dict(projection=ccrs.PlateCarree()))\n", "ax.coastlines()\n", "iplt.outline(surface)\n", "cs = iplt.pcolormesh(surface, cmap=plt.cm.rainbow)\n", "pt = iplt.points(surface, alpha=0.5, marker='.')\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", "\n", "cbar = fig.colorbar(cs, orientation='vertical', extend='both',\n", " shrink=0.7)\n", "tick_levels = [0, 1, 2, 3, 4]\n", "cbar.set_ticks(tick_levels)\n", "cbar.set_label('Number of obs [log10]')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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EiRPx+wPYbHpHXljYN7j25PRNJiK2AK1hPc+wfDdOu4/Y6CSamiTWWUPi0GdADAmJZLSN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rrpXG5s2b6devHwMGqNfn1pe+GTpkpqStP9hKnz59GDRI3b3lSy+90i2NYQzFZ/Jx8rmTOJ2n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\nXyvi0WhsPDVyd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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now I have to explain to our students that, due to the lack of vision of our\n", "navy and oil companies, so few observations from Brazilians surveys make into\n", "the climatology :-(" ] }, { "cell_type": "code", "collapsed": false, "input": [ "HTML(html)" ], "language": "python", "metadata": {}, "outputs": [ { "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", "
python4oceanographers by Filipe Fernandes is\n", "licensed under a Creative Commons\n", "Attribution-ShareAlike 4.0 International License.
Based on a work at https://ocefpaf.github.io/.\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] } ], "prompt_number": 5 } ], "metadata": {} } ] }