Created
May 1, 2014 08:12
-
-
Save cpelley/d8366087bf2a30669a50 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "metadata": { | |
| "name": "", | |
| "signature": "sha256:82dc9c0dd58872cfac71c72237d7f9ddbedfe20c3efc39c03befc8ba72c2a7c0" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "%matplotlib inline\n", | |
| "import iris\n", | |
| "import iris.plot as iplt" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 7 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "fnme = iris.sample_data_path('air_temp.pp')\n", | |
| "print fnme" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "/data/local/cpelley/git/iris-sample-data/sample_data/air_temp.pp\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 5 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "cube = iris.load(fnme)[0]\n", | |
| "print cube" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "air_temperature / (K) (latitude: 73; longitude: 96)\n", | |
| " Dimension coordinates:\n", | |
| " latitude x -\n", | |
| " longitude - x\n", | |
| " Scalar coordinates:\n", | |
| " forecast_period: 6477 hours, bound=(-28083.0, 6477.0) hours\n", | |
| " forecast_reference_time: 1998-03-01 03:00:00\n", | |
| " pressure: 1000.0 hPa\n", | |
| " time: 1998-12-01 00:00:00, bound=(1994-12-01 00:00:00, 1998-12-01 00:00:00)\n", | |
| " Attributes:\n", | |
| " STASH: m01s16i203\n", | |
| " source: Data from Met Office Unified Model\n", | |
| " Cell methods:\n", | |
| " mean: time\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 6 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "# Iris wrapper plotting\n", | |
| "iplt.contour(cube)\n", | |
| "plt.colorbar()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "ename": "RuntimeError", | |
| "evalue": "No mappable was found to use for colorbar creation. First define a mappable such as an image (with imshow) or a contour set (with contourf).", | |
| "output_type": "pyerr", | |
| "traceback": [ | |
| "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[1;32m<ipython-input-10-a5bce6ce647a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Iris wrapper plotting\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0miplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontour\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcube\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolorbar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", | |
| "\u001b[1;32m/usr/local/sci/lib/python2.7/site-packages/matplotlib-1.3.1-py2.7-linux-x86_64.egg/matplotlib/pyplot.pyc\u001b[0m in \u001b[0;36mcolorbar\u001b[1;34m(mappable, cax, ax, **kw)\u001b[0m\n\u001b[0;32m 2112\u001b[0m \u001b[0mmappable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgci\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2113\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mmappable\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2114\u001b[1;33m raise RuntimeError('No mappable was found to use for colorbar '\n\u001b[0m\u001b[0;32m 2115\u001b[0m \u001b[1;34m'creation. First define a mappable such as '\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2116\u001b[0m \u001b[1;34m'an image (with imshow) or a contour set ('\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", | |
| "\u001b[1;31mRuntimeError\u001b[0m: No mappable was found to use for colorbar creation. First define a mappable such as an image (with imshow) or a contour set (with contourf)." | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAC3CAYAAACxII3nAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x5765310>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 10 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "# Matplotlib direct plotting\n", | |
| "plt.contour(cube.data)\n", | |
| "plt.colorbar()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 11, | |
| "text": [ | |
| "<matplotlib.colorbar.Colorbar instance at 0x5c6c518>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": "iVBORw0KGgoAAAANSUhEUgAAAVsAAAEACAYAAAAdhtXZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x5a14ad0>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 11 | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment