{ "metadata": { "name": "", "signature": "sha256:9837950b77d4544a9e65095fa6e59511cbfa23b8b7433f6505570899ec147e85" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# Simple data to display in various forms\n", "x = np.linspace(0, 2 * np.pi, 400)\n", "y = np.sin(x ** 2)\n", "\n", "plt.close('all')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "# Just a figure and one subplot\n", "f, ax = plt.subplots()\n", "ax.plot(x, y)\n", "ax.set_title('Simple plot')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# Two subplots, the axes array is 1-d\n", "f, axarr = plt.subplots(2, sharex=True)\n", "axarr[0].plot(x, y)\n", "axarr[0].set_title('Sharing X axis')\n", "axarr[1].scatter(x, y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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VtUlVJ0YYz1HFxOGnV4VnnqlOoY+DcgKyti36UkLv1+GJkp5YSujfegsOPtis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\nmR+9/zn9z29XBKLP0Z9ftiW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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# Two subplots, unpack the axes array immediately\n", "f, (ax1, ax2) = plt.subplots(1, 2, sharey=True)\n", "ax1.plot(x, y)\n", "ax1.set_title('Sharing Y axis')\n", "ax2.scatter(x, y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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RhL6pKRvRhxH6XbvCC/3OnTBmjBbxIFpa9M3LkgxabBwPczjwNrCOsWNHM2rUOLIZLFcA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\nJK2bmho9ZpH8lbpRrZuDB/W/3bsHH3f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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# Three subplots sharing both x/y axes\n", "f, (ax1, ax2, ax3) = plt.subplots(3, sharex=True, sharey=True)\n", "ax1.plot(x, y)\n", "ax1.set_title('Sharing both axes')\n", "ax2.scatter(x, y)\n", "ax3.scatter(x, 2 * y ** 2 - 1, color='r')\n", "# Fine-tune figure; make subplots close to each other and hide x ticks for\n", "# all but bottom plot.\n", "f.subplots_adjust(hspace=0)\n", "plt.setp([a.get_xticklabels() for a in f.axes[:-1]], visible=False)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "[None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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XL3fTTcb6T5tevUxytz/9yf96R4ex5m1HKo0YYdr2Wy38wANmH2Ub7LOPsboL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\nVbRVNvHqR1kUva3DKfoQBOW0ScM3X4htJR1GURc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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "# row and column sharing\n", "f, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, sharex='col', sharey='row')\n", "ax1.plot(x, y)\n", "ax1.set_title('Sharing x per column, y per row')\n", "ax2.scatter(x, y)\n", "ax3.scatter(x, 2 * y ** 2 - 1, color='r')\n", "ax4.plot(x, 2 * y ** 2 - 1, color='r')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Ald629PgzUeu81zzgnow2tsybeExeu3lvBpQfkTxYZB57zjnTWLr0clpb9bay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\nhaX3RckzcbNLcyWseQcNd1S6ZdTxtpRKkzufNDMW4ssfhPu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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "# Four axes, returned as a 2-d array\n", "f, axarr = plt.subplots(2, 2)\n", "axarr[0, 0].plot(x, y)\n", "axarr[0, 0].set_title('Axis [0,0]')\n", "axarr[0, 1].scatter(x, y)\n", "axarr[0, 1].set_title('Axis [0,1]')\n", "axarr[1, 0].plot(x, y ** 2)\n", "axarr[1, 0].set_title('Axis [1,0]')\n", "axarr[1, 1].scatter(x, y ** 2)\n", "axarr[1, 1].set_title('Axis [1,1]')\n", "# Fine-tune figure; hide x ticks for top plots and y ticks for right plots\n", "plt.setp([a.get_xticklabels() for a in axarr[0, :]], visible=False)\n", "plt.setp([a.get_yticklabels() for a in axarr[:, 1]], visible=False)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "[None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None,\n", " None]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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8ErA6Tdva5rJkCUkOXbMz1hw2WVFxXYIjV3e6AqbQyjlZJXnoJUQvJVRXw913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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "# Four polar axes\n", "plt.subplots(2, 2, subplot_kw=dict(polar=True))\n", "\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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t27Bx48YG+blcLv/4YFPa9un6zjvvRO/evdG/f/+E6xoABgwYAJPJ1JuFCmsY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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Explanation of plotting netcdf bathymetry data:\n", "https://publicwiki.deltares.nl/display/OET/Delft+Software+Days+2013+-+OpenGIS+Workshop+-+netcdf" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Excercise" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make a series of subplots for timeslices from the above mentioned bathymetry netcdf file." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Further reading: Explanation of plotting in kml:\n", "https://publicwiki.deltares.nl/display/OET/Visualization+in+kml" ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }