{ "metadata": { "name": "", "signature": "sha256:524f4574b0df182f5a203505ec2a320c88ea0e7af0bc1225a72e89becc78b0a4" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#Plotting Bathymetry Colour Meshes\n", "\n", "This notebook contains discussion, examples, and best practices for plotting bathymetry data as colour meshes. It also serves as a basic introduction setting up horizontal slice visualizations of any model result quantities.\n", "Topics include:\n", "\n", "* The [matplotlib](http://matplotlib.org/) library and its `pyplot` and `pylab` interfaces\n", "* The [`salishsea_tools.viz_tools`](http://salishsea-meopar-tools.readthedocs.org/en/latest/SalishSeaTools/salishsea-tools.html#module-viz_tools) code module\n", "* Making plots appear below the code cells that create them in Jupyter Notebooks\n", "* Figure and Axes objects\n", "* Plotting bathymetry depth data as 2-D pseudocolour mesh plots\n", "* Controlling the size and aspect ratio of plots,\n", "in particular setting the aspect ratio to match the Salish Sea NEMO model lateral grid\n", "* Using different colour maps for colour mesh plots and adding colour bar scales to them\n", "* Controlling the colour of land areas\n", "* Setting axes limits and zooming in on regions of the domain\n", "* Plotting on latitude/longitude map coordinates\n", "* Saving plots as image files and displaying image files in notebooks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [matplotlib](http://matplotlib.org/) library is our primary visualization tool.\n", "It's basic interface is quite similar to Matlab's plotting commands,\n", "but it is built on top of an object-oriented, Pythonic API.\n", "Matplotlib is well integrated with IPython and Jupyter Notebook,\n", "allowing plots to be updated on the fly as code is changed,\n", "and displaying them with notebooks.\n", "It also provides means to save plot figures in a variety of bitmap and vector formats\n", "including: PNG, JPG, PDF, PS, and SVG." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are several ways of importing and using `matplotlib` and its various components.\n", "We will focus on the `matplotlib.pyplot` interface.\n", "In the Matplotlib docs and elsewhere on the Internet you will often see examples that \n", "use the `pylab` interface.\n", "Quoting from the [matplotlib docs](http://matplotlib.org/faq/usage_faq.html#matplotlib-pylab-and-pyplot-how-are-they-related):\n", "\n", " Pyplot provides the state-machine interface to the underlying plotting library in matplotlib.\n", " This means that figures and axes are implicitly and automatically created to achieve the desired plot.\n", " ...\n", " Pylab combines the pyplot functionality (for plotting) with the numpy functionality\n", " (for mathematics and for working with arrays) in a single namespace, \n", " making that namespace (or environment) even more MATLAB-like.\n", " \n", "So, you can use the same method calls that you seen in `pylab` examples with the `pyplot`\n", "interface because `pylab` is just a superset of `pyplot`.\n", "In the spirit of the \"Explicit is better than implicit.\" aphorisms in the\n", "[Zen of Python](http://legacy.python.org/dev/peps/pep-0020/)\n", "we'll keep references to `pyplot` and NumPy explicit and separate." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from __future__ import division, print_function\n", "\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "\n", "from salishsea_tools import viz_tools" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have also imported the\n", "[`salishsea_tools.viz_tools`](http://salishsea-meopar-tools.readthedocs.org/en/latest/SalishSeaTools/salishsea-tools.html#module-viz_tools)\n", "code module,\n", "a collection of functions for doing routine tasks associated with plotting and visualization.\n", "It will be introduced and used below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also want to activate the Jupyter Notebook `%matplotlib` magic.\n", "Without that our plot won't be rendered at all\n", "(or they may be rendered in a separate window, depending on your operating system).\n", "To make the plot appear below the code cells that create them in our notebook \n", "we specify the `inline` backend:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's get some data to look at by loading the depths array from the Salish Sea NEMO model bathymetry file.\n", "(For an introduction to working with netCDF files see the\n", "[Exploring netCDF Files](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Exploring%20netCDF%20Files.ipynb) notebook.)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "grid = nc.Dataset('../../NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "bathy = grid.variables['Bathymetry'][:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we're assigning the depths data array to our `bathy` variable\n", "by way of the `[:]` slice notation because we're really interested in\n", "the depths and not the netCDF variable features.\n", "Doing the \"whole array\" slice now saves us from having to type it repeatedly later." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Figures and Axes\n", "\n", "To be able to control things like the aspect ratio of our plots\n", "and the size of the colour bar relative to the plot area\n", "we need access to the Figure and Axes object instances that `pyplot` creates.\n", "`plt.subplots()` (note the `s` on the end) will create and return those instances:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll see in the Plotting Salinity and Temperature notebook how to use the \n", "first 2 arguments to `plt.subplots()` plot multiple sub-plots in the same figure.\n", "For now we just use `1, 1` to get a single sub-plot.\n", "The `figsize` argument sets the size and shape of the overall figure object.\n", "The dimensions are nominally inches but in the context of a notebook they just\n", "control relative size.\n", "The order of the tuple is (width, height), so `figsize` also plays a role in\n", "controlling the aspect ratio of the plot.\n", "The figure instance (`fig`) is an invisible container around the plot axes\n", "(`ax`) that you see above.\n", "The figure is a `matplotlib.figure.Figure` object instance,\n", "and the axes is a `matplotlib.axes.Axes` object instance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Colour Mesh Plots\n", "\n", "We can plot our bathymetry data as a 2-D pseudocolour plot with the `pcolormesh` method.\n", "`pcolormesh` is preferred over `pcolor` because it is much faster,\n", "especially for large arrays (like our nearly 360,000 depth points). In addition, its point by point colouring reminds us of our grid resolution." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "ax.pcolormesh(bathy)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ThqmyMygUbgRerJT998C2Q1toZG2EnYBnR8Z45jOtl1TpzqIvCZ1WADAnHrDh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\nWihb4qNJu0gbvMLAXmr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vwnmE4c47fIF1KEIxNZAwGq7gMnE1cRiS2Orp6eHSSy/l6quv\n5pJLLgEkmrVr1y6mT59OS0sL06ZJ2L66uprm5ubks9u3b6e6urrfMW+55ZZkub6+nvr6+qP4GoZh\nGCFhXdNoTM3Xuq9ixC8r9HZSceUdzeM4MwpjEPzMy1zUMiEsKM+drZf4WfhUYRlAub+E78PXb72g\nn9U2R+uQGZZaRzXwIyWKfuiWfJbj8AJMz1HjU5oVpG0p3NABeBGIG9yx6w9z7OExkIAaTHiZgBof\nNDQ00NDQMGLHO2yBfBzHXHvttUyZMoVvfvObyfs33XQTU6ZM4eabb2bFihW0t7enCuTXrFmTFMhv\n3bo1Fd2yAnnDMMYDvhhf/6DMkHaIV8Wiua11Q64bGvhc0L8ofLAZc7lia3YwtnxEKOlxQquFpRCV\nOwd64H8X+MjWL4EHCSZDtrrz68y+XMLxNRHWdx1KbEVRA8mMzwhfshU21sYdbq0alz7jjvvhQY97\nJFikyoBjMBvx+eef553vfCfz589PBNOtt97K4sWL+dCHPsQf/vCHftYPX/nKV7jrrrvIz8/n9ttv\n573vfe+IDtowDGMsIm7qZ7m1AvdPDUFFFBy52FIHfPULA9+CJoxYDeSIrrhZk0kasSnYpsKrDpgH\ny1waMRPsMhN4HFir4lEd48PjhFYbWcS9HdL9FochtiYHYyglXaflThtvHvRQh+VQqcEjrcEy0TX+\nMFNTwzCMMUQUPeSWtI5Lxc5699p6RAXlabE17RB7akqvB6kpC7y1Ukah2ZxtIfNh6lJZfCvwLvd2\nK/BdvJ7cAzTvx89y7MDPrCyD4gLINrn1F1LnO5THWRRlYbIb6xS80apeSk1rrtJjDXqoQY4/sjMH\nD4UJr/HBqFs/GIZhGMNBhcdWRJWEbWCaRuD4ZaStFwrwacw2YK9b3o1Ek3L7/Am5kSVf+1UO7Pfe\nWivxXmHLgH/FN8n+LlBWDh2hcao73+QC99U1xdgGFBzWAFVmktaR+GzNwJu99rnDa7PtxEZjaLM7\nj6XIMowQE1uGYRgjSjjjL2yaXMbR/MpVcSQz/6a4d/V4OnOv1e3ro0ZpgTFwfZccUwVTBi/eEEd5\ndb2fhLjir3Xr9Yh/mArMqNzXVOUBvS/gBWbxECN6dVA2f+A+kZMQodWiqdnhiS1PeNDR7W1oGGBi\nyzAMY8RI9/hrRQRXR7BecMQF3N7VvJr+MwzDRtThZ8LWRRINCyNa3o+sGIkmAdFSsa8IbRWuc69z\nSXuYTsIJMfedK/A6cKuOrXZIswMTO43oOnGO0BmHecFOB9w5EiUWitmhUJnzCj4ap3VvwzNp1TSh\nRc2MQ2FiyzAMY5ikZwaCF1iVeLVRjkScdiefG5mWNmEKMYu04KnsZ9jqxxjOXAy3/zB4bxHMdDVm\nGcS4VOukaoFLRMTNffN6Kmjn+ckXyrZ20jYM+1qdvxho+nCwaJaIq1AcZuQlboL2jL+M4dctRmr8\n51bCDzYC047QILYcX4hWjrRJUuHWFCwXICJ58OhXboG9iS5jIExsGYZhHBXl+DBQaGF+ZIXwg6Oq\nIxssS33W4DMcwwjYQBEbnZ24yHcK+jVSG6Ui6lygUx4Vr+yv5S3la2Gf2/Yg0JHr1O5aAOlswgBv\nflqXs6UaKQhDuh1NpX+dFsgT63Fgz0aODI1onSW1ZiDfr3S2z7BuWAJ7QjuJYsZCj0TjxMbElmEY\nxjA5HjPMtLBcBItGXvYPur+QdZ/1qS6JvBQjAkfb9QAH3UcWIBGry9z6VJJi+WlzWnl+5zvhX9y2\n50BSoyqwDkete50HM5d5QbV1u/9OKwEq5bwAX8cXxHcC5wMP+2iW2ESARKR6yU0tDhxN7PVPv1L8\nBEoQcfecE6G9temPDUF02exDYyBMbBmGYZxAxPGnAxuISqCXKLqj3yy/wz/095Ok7jQ9B6KHtuNr\n7meTRLleXX0W/BD4Ccnn4q4j+RYF3rEe3MlXuuVWoBz21MtqQyWc6Tadhy/WB3g4FJtqtbHGvQ5U\nz6WPvKyPlmk7Ig0WvgmpTQPYugRWLkEbWYsD/g7CiQYmroyhYGLLMAxjHBBFdwIQxzcM8ROVJOnP\njla434V3PoEIEZ1VOBcvcA4ALwPZ7f4wiUobCqpw9pIuUt9C2qurI+khGUXrSITU3yLtg7Q87UA5\nTK/3w3geeFpTlGGDcEHr2qJopQ9SHUDE5qRgR10uQtw7fuPO8RQQv+DGaxhDx0xNDcMwTiD8rETw\n/QNDc9I24vimIPql9WQd+L+vK5Gejk5gzSuHK9ymPCTgpZGel/HuDVsRQROr9QLE8SKGghTk60QC\nbRCtMwBbCRov9iv2Tx3nk3h9F85ULHPj+6Ye8yn36oVhKESjyF2z06vku2uNWm7fxU7ET0yPsXPQ\noRnjGDM1NQzDmFBUkS58D5cldRZF3xvgc5X4mqlKyJ8Nl7jVmYioABEbrwfrawmCROvQqM6hBNHg\nqH9XD5KK08bU+cAi4nj2gJ9KcWcbXO+iYsX4p9hriEi8zKnEB5cjqckMA5vJNsjLtnrYUCWF8iBR\nrfDJ+D2gpTF4I7e43zAOj0W2DMMwTgDSPltKOaI4VLQU46NHuq6tfWZLU2cQQbUMLzA68RGd6Ugd\n04Nu/Qea3hPFNVyfMIlo6Vg0otWK1FY1Jfsdqn1P+ngvAPNk5epyX0gPIpT0exwA/o/WVmnULEsc\nLyckijbCvPnwp+6NqaTF1v3AL33acEiC0Bh3WGTLMAxjwqF5tGlIhEijLVX+t7pmD2e5V51tCPAF\nJEW2ya2HVg8gQZ8GXdmKd2ofHhJh08hbFb5ofRMiEA/fvieXOF5KFK2WlQeXgGo/NejXsrAKYKE7\n9/qlqD2Fmqd6u4xeyTSGNVv5fhPnAU0msIyjw8SWYRjGCUC6Bc89bmk74mflolkDdQTScq4ixDYB\nvEuCBsR68P0OtyJaKCl1aiM09Yyirw7JnFXGWE0ShaINr+52MPT2PQPhIlZa3A5Sv5VP+vt/xL3+\nphiytcDqAY7VJpdwsJqtVUCLn/UYRc/0i44ZxuEwsWUYhnGCoVEZSanth8gVupfia841kqW1V0XA\nBrfc6/790a0X4GcfHiDtDN8RKpjd7rxp1/SBmeIOrAJLHeWHF8kaGCe24lZY5b77B9wwNUIVLn8b\nuLUOqCMeaCLhw/tlZiP4OrYUYUTOMIaP1WwZhmGcAPiarbAlUD6wDIpdUXhF8IFO0n9OT8cLr4zb\ntzNnO4hYewTo1aLwjcH5KpGwWFPwwd4RakM0fCR65mZDnjtf3Of1e0zHi60D7vUjQFa+VxzXuWM0\nAPVwu9tnEj6Q14sYut7p1vesc58d2gxMY/xgNVuGYRjjnLTdA/gcXwGwCrJLZTVT7gVUPiIyVHC0\n4yNZFYilw3lufUFwyJeRdOS+sBBf02htSMpSa5iaSDcvPLaEbYqi6AVYuwg+7fKKNcBcUU2lU9vp\n/NOpidCS/VvR5uCwH7a6yNZc/JMxHwnI7dFC+x3JZ4fumm8YJrYMwzDGNGJW2ouveA9nG/Yi0Sb3\n3nS899RepA5L04otwOTgo5fgndIn4Y1Lk6eCps7K8MVd1UikK2yuPRJpwaNHCucfgjucvcXK+XCf\nfJmyN3dQtOoge/+vm0jwKYL+isVwermYl+ZyALlGVzoB959LGbjuyzAOjaURDcMwxhheYIGonwLS\nfxtrpGU+UAcXOd+pS4D73KbnQISRRp7C9jWnATWgpVelJP0PacJHwABWbSGsVYrjD+aM9aukzVJ1\npuR20r0Ec3sWjn6bmyhy55xXyRkbNzLFNe7+5S8ugHe5nXp7YFmBd6UI6XT/tDfjw+CnaTaiotNa\n9ox/LI1oGIYx7tB0nS5DHP89AFGUJWlcGC2S9jVa1P15oEPzgeot9ap7rcS3yJkmHltaBN+Sc/oF\nBNYPWcKG12khmGVw5iPKbcch9hk9omgVyUzIImingg4XHTxp1uu8cf7Jsu3pHbA3k/6wfr0D7l8y\nGXM/8vNoxTCGg4ktwzCMMYYKq5Ao0kbN9TDVFWgvAE7GzzIEvLjJAM8kxetR9BCJg/zM2aJDtISp\nGJ9GDEUYwIz5sHa+LLc0ImJDBZ2mMV19V/78pLc1AE2LoLdBVwjTj6OFfE8QseoE62xob/OzB974\n/slBI+xqSRVqrVsvvqC+3S0nEwmyyMXyVhiGMRRMbBmGcUIT2hAoh0rr+J6B6ajMWE4FiYBQv6pi\nX75VjGQJVft0NKEWC76Y+86gJ2BGXrYjrQPPDd5W4dXk3tfC+g/ju/xsqJN0o2YVI0TwqY7J1SBb\ndZADbRx5oqiJxOA1vw6+LosnXf46xaVdvPawm6r4JSAbeEA0zPbZT41mgYitHvzQa6tg6zx8SjTr\nziv34Fi+h4zji4ktwzBOOAYSWIf/zDrEJkBn2e3g0GmwsUQTvvaqCiaVJ4sU4GusajOwVb9TPuk6\nqUYSy4a4Glpmw+NqYdBGkmIsQ8STzlTcgY9W1SPpxTPd+pXAPYS9nr05assWJJWp48k1R/3i6IiT\nMie2vgQs8W8XFXb72vYsyIxKFwVrBp53Myzn4sUWyEQD1a8t60hPEEjfP6P2nYwTHhNbhmGcUETR\nlw+5PfdhJ7U7IM2Xgd4PBVt/POxef0eKF4hhL5ihRkM60AbQsBcaXVqvsQ5uKIYL3Kbv5h7fi5uB\nU5PasLoKWOxOVSVtEFVAnYX0UQSJ9NTjU44vk04bbieo/ypAwkV73XqWdMH8aNDjv3IVMFOcXd/4\ni5PpeioLL4b7PhQsr4LnnJdYbaUXW2rw2qLXXoviBxfph/pDwITYxMXElmEYJwS+RY0WjmvR9uCi\nRaJZLuc2dRG8CWjU4ub1pG0Ujg8iHkNRNNADOawT2o0XXvvhnnrpdQhOIGnUpQcoS3lR5RK2y4mi\nB9xSHTDfz8CrQExOAW6EWe/+dVJovvs7b5btOpOxBp9S7MjAwQxs0uhaA0fSeHp4dPjG1G/rZdap\nEpLas2oK+fl9dKpofBnoqA/GVQX8TFbvXgozXE7xfaSjXMDRPDYt8jVxMbFlGMaYRxoPq5Gmzo6r\n7mdDIPtuhNPn+zdqg1xS40ZgXbJ6KCEyUqQjHWrjACKgVOy1omJKZvsV4GcOFrh99de1E0MgUZir\n8WmuuBUfdakhjlVdDIXdwWs5SchqAfCnsnjVu+8C4Ee//6i8MZ108+dGfDF5O7B1P8G0xlESWILU\na+X74v6X89lZcWqyvRsovFEEevcnimCru76PfxB+iBdV+7ZDi7uGzcU+imcYR4GJLcMwxiwSmQJY\nBDMDp/LmBiAbzNDLuNecX2lfXOQfvk8AW+cD8xlNmz8fgYN0zVRxzmvo0F6Jn+kGIrC0IL4ceB9E\n7vu/BV8gPx1J+a3V46zj6K0WMsB+XyCfgYveLSm3Ctr5Xtv18A+RbFvRC035/rIX42f5bd2I74fY\nXxSPFOIE76idn/iMTVv0B/LoA6Cjq4zuA4V0d5bIxj3BmC9AGnQnwcWadAr1fZCOFg4di2IZiokt\nwzDGME5VXFAAs9xbe4Hmer9LhJ9JVoE39QRYBfyDW84Ova+dn7EYolPyCvDpsGlI38BpepKcz1Tj\nn+LliBpRq/ISmOyiK2HzZD1VOHkvHy8af4kvg4p73FhUlKrJ5tG4upcBVcn1nvuZl2h31vNrmUp3\nZwkzfrQNgJadp8L0fJ+6ewrYquKnkdHw2IoqgX0uhTyzXGYIAtwAF33O12E1M5MsTlyVQHtvBeSL\n+CI/3zvtg/zYXnfLk/A/6ga3ng2jjIefVWkiy8jFHOQNwxiTRNHjuLAC0AFXuwfeF6Buzvpkv24K\n6XVPzvbuCl5bMR2SZ520ZInjIK046PkewkeWfFqvf0SqAB9aqiRJ6YEIv+RXWxbKiklRBC7YIocP\nTUWLgaxGwvbjvRgYtA+fRNGyhBG0gQrhD4ePEAJcBP8badoMLD7jWWa6cFUfeRykMBExq/cvIbtr\nssxIBBG6zTrudXjzzyzDESkyqUEjf00yJpAo1AbgUrfpb6DuDH8vlNFBIVIUn08fBylKtu1kBn1O\nzW7fORM63bZdSOpT684O4LX0diSNqD5mzVvc91KjWI5bE27j2GIO8oZhnFD4NFsWKUwGSc/IbLA4\nXkYUbU9/6PxKZvyHRFPO5Lf0kkenEzxdFPPqu1206On9qHN6HC8lJYQOOaac87EMNCqS1E4NgRh8\ndKvYubmrEGqDjnJC9/F4f66IqgxeM4c/3VHWnEXRD4PzuWbWHwU+AHPPeAmADNvodqJFXdg7ErGJ\nCBW1e2gGH83qIWnyPKwx5e5/EbzNLf4V1F3uxVUevZS4613IQd5MMz/65Mdk48vyEj8LUYQbh9bI\nbcGLvx6kDs6lac9HZlzqd6siqNvawejPqDTGIya2DMM4Zngbhlzmo8Iruti9tXC5NAwG3vGxn5Hv\nQkJdlNBFMS//4q2ycQXwtB6n3ImsoYylEV+DUwlTP+gfsq34qNPKHkRAqYjqwT+0dyBhkLTJpZ/l\nV4PPcY5Fgu8/2TeznvLWHbxTmitSSDd9Qc6tkO5kOXvdZHi4B3jGvbMXT9g8O/d8YaRLBeannSgC\nPrtMCvOBM67ZmESrinLGAhLZBFjz+/PhvXKAeEtqF1ejF848nc2w+HddqMffJIYxdCyNaBjGqCEz\n65zJZPJw1RlyWbjapdkagI/AKbdIiOT0wiZKcyIIGl1Z89g74RZ5L17HsJCCe324Z6HYje0TwIP4\nwuhYBRaIkOrBF0k3pY55rHy6Rpoo2kgSpZmxNDExveSh+5nCXs7ktwDk0ccrroBrJ6fyyLuvgKdV\nXK5GCpz0Z5UbMQpTh9X4e0ENVlX0LIaLRAyd8eRGKmhPitvzctKP3RQlgutX31nqmkPjGmZDHA9T\nSBnGELA0omEYYw5vPBqm4BbDleU+Oza92C9fB3Pf/VKyZx59dFKW1GLtZSotf3G6bHywCd9keWCh\nI1ErEMGk1c5N8jLPnbQeb5mgJp7J79LQ+VzSfj5lN7TI2VhG6uFOI/kuywAXjGunggVs4FR2Jvs3\nMxOARx64wkURVZVeJGm35zRipcIUfM2VS+XOAP4/99YzGamD0h/NZfDVz3wGgCYyTGM3FewD4BVq\n/fm/cYXUh23SVGwrcaypaBNZxtjFIluGYYwYUXSHW1KhchpJz5QLMiJwNLCVOci0U+WhWeYiIyqu\nuimi5T9O94XXT4t4imONjOSeV0Ncre58YWG2e6KXlcONeIG1BVir49zujj++H9i+SXMdnF7nW/K8\nD6iXCNJFb36M02lisettcyo7KXKpw3f9fDX8JzjtAwtg7sUv8fI7XUo3Hy+g3wEs601mAE47tZUK\nV/w0h828nV8wzf2c2qlgr5vSOIfN/BNf5HePOZF2HTjdhf85jeXUrDEeOVrdYmLLMIwjQqIjAIsh\n30UXeh8iLHaHpXCuSxV+m7Q3J8GyPky1XtxN7Y/jwzu8S52Piq0yOHd2Uu/D6fhZZg8CzVn8LD+N\nWA0802884mcdXgR/ji8nuwSKz5UfwvLyx8hSktRmzWMT89yszleopYJ2/pv3ArCZOXRTyAwXBfsd\nZ7J7p7sXOotgUi/FFSKky8o7KKYLgMm0U0g3U9wPp4rdiRC7u/s6XqufDr/UVKXOKK0f4athGEPH\nxJZhGMccmVGogmoxXOYesDMQe4ODbtNZeGfufLyfFEjASVvC/BOwpwmAOM4M4fyrSWaPzVgEJ7sN\nC5CabJ0d9yLiCO6wiIgQRU0wI+PTelf2MuvNUqM1hb10UJbURR2kkKlB4XsfeUk9VTsVdFGS7Nv3\nRh69vW65N5+Skq7kc8V0JZMcyuggj74kollIN5uciWvL+0+HlTrRIMc6wzCOEya2DMM4KqJI65+q\n8bVQ4FOB6mSu9VdVSCSpXlY/Ci7Q0T9y9SK+fUseoo90Gv0BfNTpca3zeWZILWaiaDVMdunJetKC\n7nFIt4ipP+zxxjMySQGckZdbXgJli5KUX83GrWQQa41OZ+2gka0u0oKnj/ykaD2fvtRsxT7ykuhV\nN0Xk0ZfsW0LWO7pT6gSd8736x1r4P94Q1kSWMdawAnnDMFJI3ZQ6mpeQnn6/A+9ttZj+HkiZYDlL\n/6n7jgvq4UtueQ/+Ga7Rq+luvR1voVCL1EupwFKjSIDLCiTNxzKiv0EmuT1HzvjUv2k/UOBTj+9A\nWvGAK95eh1hAHN4pfjwjLvi5HmFBWraTZH7BHDYnoqjddZJWkRXO/jvYXUhfbz59Lno1rbyV9jem\nkXeSiKi+N/LoOEnumTz6aN9fkezbfWu5d5p/FLlHdCYhQ3f3N4wTEYtsGcY4IIra8MLouwwutmpJ\n0m/XV4ktkrbBeRvp1m+Tg+W5Byl1tcOTKuEAACAASURBVDfdBwrp7cnjjddc7q4TH1k6gKT0XnPr\n+5AHK0hqb4o/PeD/3NvjPve2YNtavMvCWfiU4wbEqkF78P0Pvn0LmwCG7LU1lkg3rD76li9R9D0k\nWlnv3inG16vVwQpYcPOLAMziFXYiTZv7yEu58veRn4pcdVDG7m+8WQ6zFPgyPpDYATLzAJg62wlr\nf1PFcfjDN4wTB0sjGsYEIjF9nIqPEAEy5V5FVYGfLZaP9AvU8qrrSbKCM+ZsI48+Orol9PTai9Ol\nl6B+rp4kBXjSW17njSYnrv4HEVH/6vbtVadwT/jf26cpdb/T3HqNn/qvfela9MHcC2RhpovMzCV5\nhlMGrMdHSfasxk8xPJF9r0ZWbMkx10m6ECQCqBHHuXDG5zYyh80AdFBGl3PMz6PXySuJVmVoYq+7\ngVazhJbPnO7vk8YmROCmI6Qn6s/AMAbDxJZhjFOiqAkf+inAp/8QoXGhW54LxZ/aR1m5RJ7y6Eul\nfYoKu+nqkgfplJI9yTT+PvJ45bGz4Qv+sPHm0fo2WjtUjBdmxXgvpg7kga2pwjL3nkboqkibZbYR\nVkHE8eWjNexjRq7YkhRgNXpNjqS5dBQ1QFQvK58iSRuWztvD+SXPJjVTXRQny0UcZBavcD7PAnDd\nzv+AK1wfweey+HZIh6+tM4zxgoktwziBiaJv4OtoaoMt8xHx4QTFzBrIQPETUqhUUtqVzPrKz+9j\n779WSxNgkOiFFqUvQdKBH3FCpTPfR8QekZf4GyP5jYyhIsavobVFD75mrgCffttBmh7C/nyDRcBE\n3M6GyImiS2DaQ38A4P08SR59NLnzHaQwEVt95FFCF79oezsA3QvKXQNm8GnaDw75exrGeGDUC+Q/\n9rGP8ZOf/IRp06axaZP8R2tra+Pyyy/n1VdfJZPJ8OMf/5iKCimqvPXWW7nrrrvIy8vjW9/6Fu95\nz3uOeHCGMR7xxpKtA2x1tUaXFcDyysRo8pTp4mXw2vOSB8reNxnuVh8iSbUd+vfAAP/V3zmsYRuj\nSi2S39Wf6W5guVtejRSv7e7/MbQQHqQVTj6+LqsSKPOu+GfB9XwPgAra+S1nJtYLJeRx0LVD6qaQ\nKeyl+6+cEGxuA6YQx5WYS7thHBmHjWw999xzlJaWcs011yRi66abbmLq1KncdNNN3Hbbbezbt48V\nK1awefNmrrrqKl566SV27NjBsmXL+N3vfsdJJ52UPqlFtowJRBQ14FOAdcBDwdYqwNXUzCsW40+Q\n6FTYEm4PUjAOxJ8brZEaxxovlJYiQssJrMn4OrutIGJLBfMm0jMzi/HupPn4G6cLmSDxLlm9oZxZ\n3/k1AL/umsuzJe/gB1wDSM3WEucY/xPez/PXXAg/MCsGw1BGPbJ1/vnn09TUlHrvscce45lnpMv7\ntddeS319PStWrODRRx/lyiuvpKCggEwmQ21tLWvWrOG8884b4MiGMX6R2YGQVHVHrs3MXOBMl4Jp\nQp6t6nYe+m3eIy/xV4L3LBI1DlFBs5qUz9m+pX6W6OeBmRnvT7aqxtVOgbSvme1nju7rwUe2ihHF\n5orX/1jOZeKvQV4vnB401C6hizNc4+m/feibbnZhIx6zZDCMo+GIfLZaW1upqpK/1KuqqmhtlXTI\nzp07U8KqpqaGHTty6w0MY3wSaQA3L3xzCdwC/Klb7wT+xS3PgPgfBzmYPdsmBIPXWzXBWpdmbl8C\nX4JTPiGp5OynSuj+mUvxlc2m7v3rafzFQgCK53ZSOEkmFZQUZunq7ua1+0XF11/zFNdxNwC/LZ/F\nk7w/8dQ6SBFf4e/lmL/E2Wr4yJZhGEfHUZuaRlFElMxHH3j7QNxyyy3Jcn19PfX19Uc7FMMYdaLI\n/bW/sM6Lql/jfaaU+51lQUZeUl6NFqEyBiGKAguFmc4h/+tQumwPRYUyi7Sospu8y6V9Th95dFHM\naW8XE7LJtDOLV+TjNHN+4bPMuUammGYpodl5gjzAFexkBlln97CHKbz8I9dM+l9A+hGWEcfzR+/L\nGsYYpqGhgYaGhhE73hGJraqqKnbt2sX06dNpaWlh2jT5S6q6uprm5uZkv+3bt1NdXT3gMUKxZRhj\nBem5pzPEykhye+pXNRDXAadB4f8rD8ruA1JoHJ9aNGrjNMYXUfQAUs+XkTeuzDDtRzJzcAp7KaEr\ntb96YIGkALVFThHdFLnGlO1U8N+8N2kavZepiSt8B2VkKeEghQC8sr8WvqlHbANedcsmtoyJSW4Q\n6ItfzLVmGR5HJLYuvvhi7r33Xm6++WbuvfdeLrnkkuT9q666is997nPs2LGDLVu2sHjx4qMaoGGM\nJuJlpbUpmcF3vBKprZruaq/OBUoPJptFWJUP8EHDGJwkUqrUyj0040fbeDu/ALzJaKmbOdhHPlkn\nmtRTLXR7V7oppItiut0swy5KkrRhH3ls7Z7Fa3tcsdefFsF6bdi9HoA4Xo5hGCPDYcXWlVdeyTPP\nPMOePXuYOXMm//zP/8wXvvAFPvShD/H9738/sX4AmDNnDh/60IeYM2cO+fn5fOc73zlkitEwjgfR\n20nrqvyL5LUYuAzfy+88vOO2i2qlW7dZ5MoYKS6H2+GSz9wPkMwMBCijgy5KqJfGjzRxOq+46vmn\nuYC9TEnc3/vI43ffctGoDUiq+3/cgUqBTU2yHGWcJYSKPXkV/6xwpoZhGCOBmZoa45YocqaQCwtg\nvVs+t0D8IjNup/fh/+RwRqDxXx6zIRoTDHGJ17ZKGcDNTF0Gp/xkFz8s/AgArVQl0atp7KaPPDa4\naau3/eHvKSyVtGH3lnKxa9MuAAuAl9xyH7BNRVTd6H0pw5gAjLr1g2GcaERvx/fNUz7vWsQUI8+4\n4M6PrzomwzIM+rcrcnwa/m/hXySrfcGU1jx6+UjbfXR/xKWpa6E73y3fA+xrJXGbb9yN9+ASQTYe\nWhkZxomOiS3jhCeKWoFymOkeXpoF+aJ7qJXiW9RslX/xj47pEA3DUUZSdD51Kbh2h5+++Gt0UEYL\npyZ7ao3WHXyG7k+Vw0rtOLAJHx3bAYFflhqaxvFNozN8wzCOCBNbxglJFK2knxnVe91rLbgJWYP7\nWBnGMJAelqGj+t8P8XNfznlnGdKwEjgfFvzjiwAs5zE2MyexYuigjA4nqBp++j54GRJzUrKEhqOx\ntRQwjDGPiS3jhEDamlSTbtbsuKgKTgb+y78Vt/XfzTCOPcX4dGGBLJ8ra2c8tJHzeQ6A1Syhm6Ik\nffgL3s4UxEuLFbjC9jXuODsww1HDOLEwsWWMaaLojkE2XCSzBQEmIV1OJkG88xgNzJhgVOKbFUrE\n6nDRLYm+ghdbU4CCZLWpLUOmsgkQT6wOytiNeBZuZg6X8wAApzy1i9euz8AP9DgN7jVsnmkYxljG\nZiMaYxovtjJIVMvNqgonV+1yr/saEUPGLe7VP4yshsU4UqLoHqQQUKNJTQDE8acH2b8x2K8Y10ka\nmAdTl8CjsnbR2x9ipvTFYS9TKeJgYuHQRUkS5TpIIRu6FtJ5mZv1sbKJpIdiQpjivH6Y39AwjMNh\nsxGNcY5re0MXkj5xdSuNbXj/hkr3b/DcYRQ9YLOyjKOg1f0DXOF6FD0ODGT+qfstQWqr3ierxTVw\nNbzt7eKXNZ9N7AwK4rsCR3cgWc5SwsySZnY/IYWIey/P4PpJI0KuKXV2u9cNY+xhkS3jhCCK7kQf\ncgMRRq7EFR58EbEWFrcF+98wgmP7Buoef7yiCuLf5BmswbExNKLoe/i/RXuBKnApPtids/c8yM+4\nXbfgrRcyUJxJGo/f8skv0E5F0jKnmyK6naDqoIxe8iiiOzmqFshrhEujXt0UsmG1y6H/A/AKsE0F\nXgNgdg+GMdIcrW4xsWWcMAxXUETRRreUxT8A9aEUphjT6SCNWMjDNmzB0xN8rhUv3nqC/ard+bLB\ntg7SBc3OE4lKdzxdVzFZzNEWQJvYOjKi6IduKYuPnM4DCmBmpd/0JrepEYiAt7j1g8Am9/O8oECC\nTp+X1fs+eRkdlCURqxZOZY8zhPstZ1BGRzIbsStoGt2y+XS5FW905zgZir+/T4bSXgbfzfep9Lv1\nnlSPLXODN4yRwNKIxoRhuAIijsXPKIpWkTKQpJgwShZFWv+yHVga7FeJN6DcSLpQLExbliGiSQVS\nb/C5Hre8P/hsuC1EjwPpqMrQMIF15EjkFLxoriW5F2YUwNl4a6uHgT1OyE+eL5psgdvWCvy7/Hzf\ns+QxruE/KHTRqm4KqaA9iVBlaWebE3TP/+hCeBF4wh3nHfjG53eA3D/r3BvzyRZU+mH+DLjQbSqr\nhA7tcQhR1EAc1w/nUhiGMQpYZMuYcEjBsz5UF+NdULW4fmuybxx/eIjH/AaSatLjVAdbQ6GVxQs/\njWr15mwPXz0mpkYPEVuV+PtiCXzaCZoMcCewVcVO2Dy6GqJ6kC47nPS111lYtQGQnoYL2MAcNgNQ\nRSu95PFNPgvA8/94oTjAAzSvI1WTyOD3XhS1Qq2713YgokwdUdqBTfpHwEZ3nPrDfn/DMA6NRbYM\nY5jE8XWDbKlEipqXHMExzVjyxGY3Eu3Uuqwm+J4TW//q3qpdBFubkIjXQ+7NfIg3whMSRX3jf53M\ngkBsyQxDEdetVNFOBe0asuoFWvT8ZcBZxPHsw440jquCVHcPZIuhRUVisdtnEVA/tK9uGMaoY5Et\nwxgHWIH8yCIF8i5cVFYvvTa3NQV7NLjXRUANTHXCbAZwnyz+5fzbqeWVZMZhF8W0cGqy/tuuM+l8\nl7NzWCvHjuPMyH8ZwzCOGotsGcYEJ1doGUdPHF9PFLmauo42qKmEizKyvnILPmXcCHTAnnmy+qby\npFj91Pkt5NGXzCrcyxT2OfNSgM4vTYXf6hmb3GtmlL6RYRjHExNbhnECcThhZRGt4RFFq93SbJhX\nCZu2yGpdkM5bXgmdwEqto9tE0pezLCPtd+rdpl7gN7LY/p4K9jKFbGpyhrdy4GVEyAEwnziuxDCM\n8YmJLcMYB5jIGjpR1N93LUFFVj2QcbNGXXlUHKto+qDvbNBRB08vhrlSMzXjW9u4CrGP2E2VF1ZA\nHn08v/pCuNK9sW27O67ZMxjGeMdqtgzjBCGKvoyfuaiF0NaG6HBEkRazL0VsN9zfmKeXi8UCSORq\nAzKbD2DffuCZ5BihS3wUNULkbEBKgRuh5p9lBmsVrZQ5WxFtJK2C65G7rhCD08bG4LihnYhhGGMV\nMzU1jAmARFL2kzZZhbQrvkW3lChqcEuBncNlGSlg73SbmoCn/WcO9ysp6XlYVgcrZHHGJ7dRyMFE\nYJWQZQp7kmWADc6E65U5Z7s2U1jK0DBOMKxA3jDGMVH0VbdUjC/KBhFZR+cyP16JonXB2nz4qFt8\nDnjwaMSOK5jvJLFm636jkLKTOuhzv0oLOZgsd1PIHqbyys/Plp0zQKOmME1sGcZEwsSWYRxnBrNt\nEPsBpRhvYQ76X3dwz7CJSRS1QvEiuMS90QPc3Zpsj+OqAT83NFxPxLgHHpF6roqL2zlIYRLZyqeP\nPJfqPUgRRRyk/t1PAdBw3/sgyrhxbnHjObyvlmEYJz6WRjSMI0Bc6MP6KX2gVyIP5fDvmCp8a546\nfKug7aSbGmukajEy460Ybw2u6Hnkc6NdsyXO+J44/pxLaeZG1fT79W8vNBrpTbFl2CQrMxdBs2tR\ns7xGhrAyTK8eXRQpih4A5pP8TGtnc9oWmXJ4Lr+ilWlJylBMTEtSn9earVaqaLxmIfzAb7Nfg4Zx\nYmBpRMM4LoQz2bQuSP87nYYXIwWI2NJtHfh2PYvcetg8WGuy5gWfB6nXagKOzK3epyPLgrEVk64B\nq8S3Kuoh3XJIj7Nq2OceCSQS5MY600Wnap39wl8A011e7xF5GYmaKF9Yn4EZdXC9rNX983pm0gxA\nCV0s43+Sz6ziT3j+g9Ko8LSHfsOrG8+SnoeQNKQ2gWUYEw8TW4ZxBBxK8EjUqyN4pxUvXKYE75e7\nf5oeDKNcyt4hnfNQJDYFQyITLJ8GaJprPyLSVISFTbTD+rEsGt0aiYhWFAURtAucyKoHKgoSPyvu\nAVpGLpIl5/0evq5qPnwK3vF3PwOgj3xK6ALgVHZSRSutrp6um6Kk29Ori86C9T3AmmBsYaNzwzAm\nCia2DGOE8Cm3StLpv0WkxYlGq3oQUZa2cxA0khWKtuGMRaMyet7F7rUaL6BaSRdqF5AWTRtJpzx1\nm4qpY2A7cYG7Jgtm+0v6BM7F3dU8fQdGvuC8CnB2DxfBKZ/flRS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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are several things to notice here:\n", "\n", "* `pcolormesh` automatically used the size of our `bathy` array to plot\n", "the depths on lateral grid coordinates.\n", "We'll see later how to pass in latitudes and longitudes to plot on\n", "map coordinates.\n", "* The land areas are white.\n", "That happened because `bathy` is a NumPy Masked Array.\n", "We can control the colour used to plot masked values.\n", "* The plot is horribly distorted compared a map of the Salish Sea region." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Aspect Ratio\n", "\n", "Let's fix the distortion first by using the `set_aspect` method on our axes:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "ax.set_aspect(5/4.4)\n", "ax.pcolormesh(bathy)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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NDb6+vvj7+7Nr1y7z97xBYi9iiwfSIC/fmULsZernCvwBbEgmY2N7Ms57ViT+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\nzyUNnHZ1vgco1T8XI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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `5/4.4` aspect ratio is from the nominal 500 m by 440 m lateral size of our grid cells.\n", "The exact lateral cell size varies over the domain, but `5/4.4` is a good compromise.\n", "Fixing the aspect ratio of the axes made it occupy a much smaller portion of the figure\n", "area, so it appears smaller.\n", "If you have the vertical screen space (or don't mind scrolling through the axes)\n", "you can increase the size by increasing the height of the figure in the `figsize` argument.\n", "\n", "If you are zooming in on a particular region of the domain and want to get more exact\n", "about the aspect ratio the following measurements are helpful:\n", "\n", "* Near the centre of the domain cells (400, 200) $\\rightarrow$ (400, 210)\n", "span an x-direction distance of 4.356 km,\n", "and (400, 200) $\\uparrow$ (410, 200) span a y-direction distance of 5.021 km,\n", "hence the nominal `5/4.4` aspect ratio\n", "* Near the centre of the bottom edge of the domain cells (0, 200) $\\rightarrow$ (0, 210)\n", "span an x-direction distance of 4.519 km,\n", "and (0, 200) $\\uparrow$ (10, 200) span a y-direction distance of 5.077 km\n", "* Near the centre of the top edge of the domain cells (897, 200) $\\rightarrow$ (897, 210)\n", "span an x-direction distance of 4.155 km,\n", "and (897, 200) $\\downarrow$ (887, 200) span a y-direction distance of 4.872 km" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `salishsea_tools.viz_tools.set_aspect()` function\n", "is a thin wrapper around the `Axes.set_aspect()` method\n", "that sets the aspect ratio to `5/4.4` by default\n", "so that you don't have to remember that.\n", "It takes an axes object as its argument and you can\n", "also pass in an aspect ratio different from the default\n", "if you want/need to." ] }, { "cell_type": "code", "collapsed": false, "input": [ "help(viz_tools.set_aspect)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Help on function set_aspect in module salishsea_tools.viz_tools:\n", "\n", "set_aspect(axes, aspect=1.1363636363636362, coords='grid', lats=None, adjustable='box-forced')\n", " Set the aspect ratio for the axes.\n", " \n", " This is a thin wrapper on the :py:meth:`matplotlib.axes.Axes.set_aspect`\n", " method.\n", " Its primary purpose is to free the user from needing to remember the\n", " 5/4.4 nominal aspect ratio for the Salish Sea NEMO model grid,\n", " and the formula for the aspect ratio based on latitude for map\n", " coordinates.\n", " It also sets the axes aspect ratio with :py:attr:`adjustable='box-forced'`\n", " so that the axes can be shared if desired.\n", " \n", " :arg axes: Axes instance to set the aspect ratio of.\n", " :type axes: :py:class:`matplotlib.axes.Axes`\n", " \n", " :arg aspect: Aspect ratio.\n", " :type aspect: float\n", " \n", " :arg coords: Type of plot coordinates to set the aspect ratio for;\n", " either :kbd:`grid` (the default) or :kbd:`map`.\n", " :type coords: str\n", " \n", " :arg lats: Array of latitude values to calculate the aspect ratio\n", " from; only required when :kbd:`coordinates='map'`.\n", " :type lats: :py:class:`numpy.ndarray`\n", " \n", " :arg adjustable: How to adjust the axes box.\n", " :type adjustable: str\n", " \n", " :returns: Aspect ratio.\n", " :rtype: float\n", " \n", " .. note::\n", " \n", " To explicitly set the aspect ratio for map coordinates\n", " (instead of calculating it from latitudes)\n", " set :kbd:`aspect` to the aspect ratio,\n", " :kbd:`coords='map'`,\n", " and use the default :kbd:`lats=None`.\n", "\n" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Colour Bars and Colour Maps\n", "\n", "Now let's add a colour bar to our figure to provide a scale for the depths:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "mesh = ax.pcolormesh(bathy)\n", "fig.colorbar(mesh)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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SgBnAB4A8jkOekdIzboiD6vOLvK/mFxw5Vyp7SztT+0jg0wuA/e9OS6G5MlYJ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\nRpUulAPRnTKNAxXkCQzUvVItS+2wNQV2E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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mesh object returned by the `pcolormesh` method provides the mapping\n", "between colours and depths for our colour bar.\n", "Calling the `colorbar` method on our figure object causes the colour bar\n", "to be added to the figure.\n", "The colour bar is actually a 2nd axes object within our figure object.\n", "\n", "Matplotlib has lots of [built-in colour maps](http://matplotlib.org/examples/color/colormaps_reference.html) \n", "that you can use, as well as providing methods that enable you to create your own.\n", "The colour map is specified via the `cmap` argument in the `pcolormesh` call.\n", "Versions of any of the built-in colour maps with their colour order reversed are\n", "obtained by appending `_r` to the colour map name.\n", "The reversed version of the `winter` colour map provides nice bathymetry colouring\n", "that is evocative of the productive shallow water and the darker, clearer deep water." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "mesh = ax.pcolormesh(bathy, cmap='winter_r')\n", "fig.colorbar(mesh)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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g+bNoiQDAN5YZC3nzv4DMNops7ctg82VeCxAyQY45PVkKhVNjsP93hRDArMro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\nep5yGW+PoUzHpHrIaSujs8bBQDTcqPxzedPx4RM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5mryMpLubRoKiYQzOWJ77bbp8Ty6g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\nrKx0f269GRa+4JPH3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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Land Area Colour\n", "\n", "As noted above,\n", "the land areas are white because the bathymetry depths array is a\n", "[NumPy masked array](http://docs.scipy.org/doc/numpy/reference/maskedarray.html)\n", "(see the [Exploring netCDF Files](https://nbviewer.jupyter.org/github/SalishSeaCast/tools/blob/master/analysis_tools/Exploring%20netCDF%20Files.ipynb) notebook).\n", "We can change the colour used to plot masked values by manipulating the colour map.\n", "To do so we use the `plt.get_cmap()` function to return a `cmap` object instead of\n", "specifying the colour map by name in the `pcolormesh()` call.\n", "Once we have a `cmap` object we can use its `set_bad()` method to specify the colour\n", "to use to plot masked values.\n", "The colour can be given in at least 2 ways:\n", "\n", "* by name as a string; e.g. `'burlywood'`, where any [HTML colour name](http://en.wikipedia.org/wiki/Web_colors) is valid\n", "* by hex code as a string starting with `#`; e.g. `'#edc9af'`" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(bathy, cmap=cmap)\n", "fig.colorbar(mesh)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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sWLCA5557jt27dwOwe/dunnnmGeDamuqkAmp7yGr5aeXa+GNijbgTIjremNwW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\nCdLYSCSSmPBf1wqm8+yMRzQAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The white strip down the right edge of the plot is a result of\n", "round-off by the matplotlib's auto-scaling functionality.\n", "We can avoid it by plotting with our axis limits set our actual data limits:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(bathy, cmap=cmap)\n", "fig.colorbar(mesh)\n", "plt.axis((0, bathy.shape[1], 0, bathy.shape[0]))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "(0, 398, 0, 898)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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jmThqcUjGoizogcmqa9z6CSzrkJEov1gmfX+3mFDTq2dha65qtKDJFp+UwqIuKaacJEFj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\ny7lCEUblYTG3WvNEmzlRBgu7oDWEWpR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DminAm5JmV4s7xf9REhWhsKpFWkeURS6OTNjN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\nSxkAuK2v4lfibhNivSKaxa4SfVa8Vjfj0nsfDcZKMtc1KOAEGuDJVS5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dCVlnBAAGIW4w\naKTg5GLg+FL6GwC4rQd4dwX5/wDAN09RGx4ALsivarDkvvWGshLoSXe/Cge+tNL/VDP0qrmspkY4\nmrl7ZlwjnN8HxCnUuWosoc4F7EAZZPGcD1tEsLQ9/uHyt64uNyjIfdC88L5g0c9PLapwoJtLELvI\n/Coq+UKok7dgQWwjjxmca6IWckA6ItHZFN3H6JPX+cAnf5nb+ujvfI2C8++XE3n84Gk4tx9TQaba\n8+ouqyD2jq4m61O+kihcbIitvA3V2hUunWqVBK4x1GygAQDnY5fS74yrlKbLRpQy1pbGSXqgDnIg\ntpRM/p+zIV9XgWUgTeRkwZSrd22S06/OQNwzxywmfNllY0Utd9j0kEjYy3Uq0yvKJW9pIrrFVm/8\nDKFgUkdoqRxBWFwgPud/O0HzSxNAbJVjH8yDAdTFi7ItGRRZ5WwEamYtZ6m9X6NsPmsqmwFmZATh\n8ccfR3t7O+68887oZ//wD/+Azs5OrF+/HuvXr8evf/3r6HdPP/00Vq1ahTVr1uDgwYNTehk1HWgA\nGWzW9ca8aQw6GWwpWbcC9ebbnrras16DHfwAteeb2+FZmwJP2aCNjLwYbSSlbEPnAviqz/wMj2XI\nrZ3I2krJWzYVfxVoZKNaBeJrchDVNQDRD6f9M2DbF3Ayp+k9nwxSYjDaydD5PKc8ny82EK/D4KzM\nCOG8ZpEtRCzQ1FyQAdToxXXcVPmd73wHBw4cqHxYTcMPfvADHDt2DMeOHcNDDz0EADh+/DheeOEF\nHD9+HAcOHMATTzyBIJg8k6/5QAPIKyVvPnB1KqGW5EmXkYm1sAO9shPFRG98EpyFZLrsXPHkd1HO\nRvVIU3BPh9juzgmiMjoBebMjoJ437yg/LzdJspGYhjFOeRX3+YEU8S0qAHZAe7hHbbScMKtjIroa\njJBa4Uvyaitp7Irs/H7sgV0tyHAnai58BnMZW7ZsQWtr65ifh+HYoPTyyy/j0UcfhWVZWLlyJW69\n9VYcPXp00seo+UAjdpUgtrskiW8q0QGetelkyrgUgPhgNqToTAP9PuUR9xnxOaHKfkKoYU2eiRqR\n2xXONFNJkptD7m+Wr/ZfF0wq/4ZSai3tl83Et3CZqY89yEbDOeapPVqSPxFfj5WNZYNa5+P9/W+q\nz2Q5PUPRgjnnrZjWJyXHE+IItHGDzET/nzeYgdJpPPzzP/8z1q1bh+9+97sYHKRS+Pz58+js7Ixu\n09nZiZ6enknva8KzoFgsYuPGjbj77rvR1dWFH/3oRwCA/v5+dHd3Y/Xq1di5c2f0JICrq9+uJ6Ll\n84vzJBRj3UfWVsvSjJAOYjlwCECRjezkxipUM1DvGhOrHGxyNnE3IzZtxhxJVc4SzSKcgyk472lq\njovLprxFGRi73aVl5re6b2p3XF+mANVUUhsq+GAevQ89Dn+SI14PyTK0K6V0M7KlLR6gz0jsKo2Z\nb5oog5m3weZacfyPwP96QX1NAX/zN3+D06dP48MPP8SyZcvwd3/3d+PeVtMmj14TngXpdBqvv/46\nPvzwQ3z88cd4/fXX8c4772Dfvn3o7u7GyZMnsX37duzbt49ez1XWb9cbzsEUEZXtWbIk4MykaCoP\nFTZcYpKUa39rlH6GhWdGqFq68cG+QJ7AX7TQvuhL9dTVmUaInVdXEkQGXhlXrRkekVs7ywbZbjLi\nNpsTod6lvxtO0XuS9pSlZjCWg5kqnMJFClqX6+i+OdhfrqsMUjKQi10ltW00GjOBUjjP1+bUdHAy\na9cC/8ce9TUFtLW1QdM0aJqG733ve1F5tHz5cpw9eza63blz57B8+fJJ72/Sy21dHWkZyuUyfN9H\na2srXnnlFezduxcAsHfvXrz00ksArr5+mxGYAdX8K4bkMjNp0FQ0lUcKZzXxdjdrOuJdKU0GqnRs\ngdrozCUnF9P9cSkJ0KYJYpunyp/Ri9Umg6+peS7Ll/uvbHrtPKl+WYoQN0yeDgMgCUGRDKqcN42o\nHBL3hmpJXDVMpTQbuKykCHxzX2VJbFgfBVzuFLpGzMhMGtNLR74Fm9VcIS5cUIKnf//3f486Urt3\n78bzzz+PcrmM06dP49SpU9iwYcOk9zdpoAmCAHfffTfa29uxbds2rF27Fr29vWhvbwcAtLe3o7e3\nF8DV128zBjYzv+0yZTa8PZFXsjQX6Wpv++pqwII+Ji/je6L4wGYmPy6I49Wy2RS1vTdeYVCoArE5\npFInuu8rzBa4xc1dpbzskl2SwjjLV5spW8cnguNw/qtM4sg/LoX4s9jaXXZAnOj1bJ9Cd6otRwGd\ndzjx7m2Gr1dyNOyFzKMivq7+LwPzvAo2M8DRPProo9i8eTNOnDiBFStW4Oc//zl++MMf4q677sK6\ndevw5ptv4ic/+QkAoKurC3v27EFXVxceeughPPfcc1MqnSZVBuu6jg8//BBDQ0PYtWsXXn/99cr3\nQaZX42EqT2Im4LyakgdYSCfaogJQ8JTfbKDFXOcAwKwUtnk6ZTyGr9a3WAGg6YoM1aCmxHnNC0DZ\nh6sjvqNaPOhObFDFt3vAB0oGnCOg58ktarnZQdxLJdB4xGrFe/C6CfG1ULXtOfBqAM410785mwLP\nULrqKqiqWDFM713WBqAClPP7AGJzSNzQaFjBpDwN7ZwCdQMBel9Hq4Hle8zBRtwby5RC0GuSc7Mw\nYj+bL5gBZfC//du/jfnZ448/Pu7tn3rqKTz11FNX9BhTHkFobm7Gn//5n+P9999He3s7Ll68iI6O\nDly4cAFtbW0Arqx++6dfHo6+33SXwKZ14oqe+NUgCjbsvufLgcGhtOoi6SFdiXsblL8wX0HZjc+M\ntbd5n7dvIJLFe5qyoPB0Kks+XQrgIgCZmXxVD3FfkRSxoyC2u3SfWRu4mKGVtjfrQE6K1FjLwxzR\n0tyY+xgXllwYx4buWkhZDG8R8KQocVEBmOrdyuVv1drhznsaxD06kPIjDx+xRQYZU51EorusND78\nWeQtxcloULKC2LnnvKPT+8l7wOMLBgHFt0le7Uq0Nkc+cnDkY2fKt08wPiYMNJcvX4ZpmmhpaUGh\nUMChQ4fw93//99i9ezf279+PH/7wh9i/fz8efvhhAFS/ffvb38YPfvAD9PT0TFi/ff+xHdP/aqaA\nMcEm1AAzr1LtgiUXmEkfFN4fxak324KmPLliNyQeoRwqvsbXAZ1Fb5I0zloQRicFqnPDVG5kPACV\n5Y/Y5qlNDKzTYQ8WXwMKMvPilnugAUNpiO35cbMa8aCrRisKlloXXJDmYPVl+jdr021u6QfeW0FC\nx6ngXBNwwwhES0P1kQMrAHrrITYW1OsIRpVWbETOGUcIlWly2WQFaoJ+9P1ziTsa0h6U3psrE1Fu\nWld5AXz2X39zRX8/LZhP2dcEmDDQXLhwAXv37kUQBAiCAI899hi2b9+O9evXY8+ePfjZz36GlStX\n4sUXXwRQWb+Zpjnl+m2mEQWbjFQCazEHvoYyndzclbnQQCcg2yvwAc3rW7mzYYRUGYWgkQa+j0Aj\nYrK/TpHN5xup3Bm14E1sd4lABigLittXBFDtYlYdc1odaoARQNxP3bN4SSa2u4oYrXMpqLDtAquB\n0x5w0yBpf840kwzg1CKI/9ZMmpbJ3s/+PogVFq3FvScP5w8BBTdeW9uXohEFX5NaJVlulmInfjam\n8o3W4mgUxOtcZVqmAXANiAeLlaUnl5OMGNk8lbIywfWFFlaT/13vB9U0OAeenumHrQqxq6Q6Fa6u\n2rQ5i06EkRSd9CMptdAMoIM6hApQnq7aqDynw6VYCCoTPHnidA6TodTyYaCpFMn8xXqTti4Alam/\nBkVAM7h9y3YJvNdKGn47h2xq97IS2JeP7WtylUwdZRH1LgWDT5aS1ujtmyjb2X0C+LgdzpoPx3/v\nRm3xFF/XyZpjWVa10G0fzlsGBTxWI7MLX73UMI1Ic/l4psKvKyWd9rhDyN7O9S45Km4C3cYM6H4N\nSdIzkQ9Mm+2q+OaPqqplrxc0TZuy7uWK8L//xYy+DqCWbSKmiCi74fS8oUzZSkMZSMfmnTSojQiA\n9LfRiax0dbWGl6/aoRGzCw0pI2GR3PlGOinONwBr+iDuzdGJNCDbzc3Fyo4JX53ZTwZQv2NwyacR\nwSt2yLXBQCWvYYTK+BugbOHEYno9q/pJb/TGSuDzRcCFBoh72oC7escQumJniSa/2byqYALDdqTi\ndf7AQVEGOiMAPNkRyrjSk0ZOjrNdKqB0SnXliAtj3xqxvUxBv2QCxRDiXleR4yZi5C+/WArSYvvU\nyPIE1w9zQ7Y6y4j2GrEyuM6VV1KPUv4WubOouQg0xPgd1qTwNkZLXlmNkHZL6QF1THyN3mnmVly5\nWWEgQ/xGf4ZOEjYD78+oE49LM14FE2lDNDXpzCtmChb97WCavh+x1ZiBa9D/OVPjgDWcotfNmz81\nANu+kOuGQ+C1m5UvTBxsjjWcovKyr44ewwrGjgkw6iRX1FpU7/3rpiqheMyjzqUuW8ZTvBf/3vIl\nf2NGM2XQZQYKVFpKVASdeYrpbm3PEpOx4DMaRtQe3VUCQl9lDFqorAo86T5XClS5ZcYObD7RmDDW\nQRsXQg0ox/xW+CRntTFzEhk5X8VBhks1vsoDyuO4XmpQjEBZbnIgOt1CJlKcyQzHiFT+Gbe3CyYg\nBijIDKeonDnbTPfJi/X6M4i3rQGoYczoOYECyQ0jVQ3AnIMpiG+geis+41GgkKtz2BaVdk8FENsl\nmctBR3JSGJRWHc1Fer5cigFACDhvGLQaZj5nMzVifJUEmlGoKKV0DYCnjLBdXZlh277MROTBz3YT\nHpdRUByNr6ktmCFU5uDpNBtlBEBDSjn+xafHuRxgSwsW1bUUZYnhqkyGW+38fy2kgMOi7NSjAAAg\nAElEQVQWGSWjsjUPkGtgKH/X00T3256lx/1gGWUnpxYDrf2Vb5QZqKVxfenIL9h5s3pnR3SX1QaE\n0ZfVkhHt/B7jvSwDirjXo6DCywHLhnpdAxn6eWtBBVKpvZkPXs4LAcmnUAUV2Q2v2W2UJ2fJpwNe\nkyd50QSgK1Uwrx3hYMEnhQYig9n0uyDby+ea6IrcniNNT1mS0qx34fEHvopzF4atSEdSchWJDChF\neQIWLGVCzkSwFstmPF1tIShII6lb+uV4g6XKn+EUcMsAROeo1jWbULk6sHwYzskCcHKcILOjrOQD\no4WL9+hqg2jKx5hDsmQqojjlRWt1ndcsypCYfGelNhCVTKPJ6nmJude0vSokgWYCRNmN7QMlTS5M\ni+lXMp4iQi1NDVRyF4iNtphoNiSpzOt4i6YKRCM2/YxXwPo6ZS4saQ0CwNJVG5hb5Zxac5fLktPl\nnLkA6j51+TtXU5mWFdIoRqCprOmrelruxuJEIyDPma8ZtE3yNUk8dw4DTiucc8Pjvodih1zA5+q0\n+WCdDrGtpHgV2wXyiDLDMcFBC4k8/sAnlXQI8vqJWVEgDCrLS642rnQWLMF1QxJoJkHFJswHXWWC\nlfLpZB+QJUoelZafWVvxBZZPQYa5DOZ/0p7iTlJ+xcBg5B8T6nQihVJkZwVqNKIcCybMucTLNsjb\ncTbD5x0HqIy0dQihSFSAMh0eydBC6kAtyVMAWt0HsaMop7JDiOZJRHAaVEYFA85HLgCTRgXyFpHI\nAJVwrj621PF0Mtni1xRCWX3GoYM6fPHgUgt+wglHs/DAAjGxtSDFbvLti29TMA1V/mhQ2hfbp4Ch\nG4ArsxvOIvhgigvOeJsmQrUCJlpgZyjeBlCPw6URd8V4Ar1gKmvSlqLq7sQFdJCBpmSQvQWgNCmB\nRhnOkjx1serL1N7O2sDlLDCRpq9kkI4mNsgotknVNXNWVkCdptg4RjSlHh9O4nI0KsOMaOYrKi9l\nSzvZwz23kASaq0AksOuWZVVPI528Q2m6gSGzDiZMOdPgDpKpq9GC0UGCNxVw+WQGag6Jf2+EtOoF\nnAGFKrBxMEp7lcJBPjG5lZzxFP/EC/PyltrLJAYouHgafZWpbEJHlrIT3rktNTvj+s7IDKNixqhk\nwPljGeImW9pyUKdObJXPmd+/WCYUgV9TfGWOFRvJ4PdYZjPzfv1KjVR/SaC5BkQGT8hBrNTopClJ\nMpXTdlb28gluBSrwFKTVpwXif7hzpI+6KvOqWTbsim4TKm4ibofAu6gYWVsFlaE0ieGydcoqwvZJ\n3Md/Xy+HOhvKxB1poNUqNw5R4CuaFFwBWpFbqn4YiY2a9ItxFW+SJbtTcXNKaYGsQJHknLFJ6454\na9o5mKKBTICec9pTIshIMhDURsnESEqnBBVYPkLlgGWoYUE9BHSLSE8OBnzGsdiPeZH+DP3LFhP8\n+wwvtkdlizvjqQ5XqFEjh7Mhl7s7Elw+RR7Hsd1UISiYeDLb8eUYRl+GWtbnG2WJo6mWPG9/CBHt\nWRqd1fAuKeewDbHLV5PvvIzPlUFuxbB6zswdGcQfVdW/lIxKy1AtVBlfjVz9axGJMnia4LyrUVmx\nqEDBoaVIWUprQZG+DTEnOO48NZTlYjtpAZGSpulpTxG0dZ46uVhZHF+gpskSor5MpOriQqVLIPvn\nRBsb2GsHss1uyfEGqHaxa6iVv1yasBL4T4voPkONgoUMPGLrKKMrI1TL6zRI7spQr41FhiVDvQ9M\njqO6QZVzNPb6+WcHU/O/jT0etOvwNQtIMppphPOWAbHFVXagJYNOqFsG6N+hNAn0hlPKtoE7KWxZ\nGWiqJOIOFg8NsvoYoCypWZpzG1BCQoCCja8TxxI35Ao02ZkJlU0pl3FGQFqe5hJxMp+0Sd5HPsce\nOZ/FXFCqpNz4FhfGKH4rtEgsPMxZcmg1oP1RrQU1GyWJYLGjrE4GTydSWL4XUTCJG6BD8TDK3CzB\nXEMSaKYbnMY3F5VqmO0iFhWAlRrw6RIy1gpkycMne/zEj6975ZYtbwMA6ORlv+Oo3JDtd1d6/3J2\nwu1rpm34/syQdCwdWbLMjER/JtDgAr+VtqycPfGGS1u29kNEgsFqu5YAqUXa6ilrirIh9UQhbQpl\n61R5KI5HKoutXqSdoXJsrE1o1QxoPhPBQMLRJKgO57C0ZzAM1UHhkgSgcqHrkhp89HWyB+UMh3kY\nnrPi1rkeUrYxnEJkYFUyiNtpLpK6tqdRjTBwB4qDCvMZoSYDmMyYOofpZOcTngnivowieVk7xB0e\nzijqXbrtVw0QDXW0O6uhDFi+mrjeqCn+ydPVUKRUPNNUuEl2D43lGMGuIHaVFMmuh+NmLZzRzPvg\nUoNIOJrrAOdgKhoVcN4wpWAv1jECYsvaYl2oqGTQ1KgABxkmiPMWlWDMjQymaYjyTIvs6Mg9TcPS\nP8eLBRtAqnzlGAOvmsnIea6sTaK8jzpIpMc8Es92xdfRMIksZ5Si8upMM1Ay1eK4vEVfPO3tGqQL\n0gMKnADEHRRcqgWZCGxtkRqbyVS897UWZGZgJe5MIMlorhPiB7xzUHIHfNLzSWuEZJnAmhojkPNQ\n8mMZjpUqLUVa28IT2kDMQkJXRlEAoo2beii7VbFWOweLtKdIaIC4o8+WqEyJByBZx2P5KmAaIfEy\n55rk9k9N+i7LVvOXzUBrEWJtCBQMJT70DJXZuQbQl4HYWAS0spxGH9tlirIXLt8WGmqkk5YEmpkE\nZy4lUw1cpjzF4bg6kAqAUF61W4oqGymalG205aRxuMwS8qbqLHF5xGUYd4vivA+XTrZPJ3eoUQD7\nUyuthslZ6u/TcogxiGVWhtQKsafxUKqSrAbo7/nnrHfhNShx3olb6R3ZcZW8o8uhhOydn0gCzUwi\nXgL5GplpcVfJ1Wlokk9qnwOPJF410PAjZzAA/bypRPaZEccTqknmQCdvHUBmPTGepV7qc/7YRsZV\nvg4MptRmAqllgR6ox9NAAaOloLKs/gyVYKP3LTEvtSSvMh4uHdloHKAOmR5O2J6eLMjUXLkUR0IG\nJ7gSVJwsRkBCtb4MaVVCqHKKLTxN+TO2uWSeBCAupWgCl+qVEtgIFKfD2YUuT2YjVL/PWZRhZFzq\nfH3RUrmnim0prIAWtwF0PyVZAq0cpMcfsChwNMqSkEsybpuHoH976+UYASjIpDzl+5uz4HweolrJ\ndKXva4K5jSTQzDCigHOfPDHbcpRRcIljSjk+cyx8AvOcEmcKlmwNs+9MfDCzyN2iQE1newYFkBFp\nITqcIvKW75ODQMonYSErkVmoB9AIwkCMi9Hkbdj6NFqaF+ONjBDQPfq57VOZ9NkS+tvMFDZVLnQk\nHE2CawL7DI/YcC4OQtzcoH6ngYICD0Ky4ZUWqjmmoRSdyBxIXEO1jRmcHbFJOQeCQFPrXDh7MQPg\n7gtAU1lxO75OWxlY8DeQpsCY8qnj1FenPIu5XDMCxTmxmXp7Wfnn9DQpMnt1H3Bm6mfSghTkJYEm\nwbXA+Y0lVbAhxGYdyEmtCNtz8onKlg/MvcT0JBX+K2agHBWi+SdZwsSmmWHIociyroY3F+VJFbyo\nWDmDxV422ZAMsupd4oTSciSiqUQZ0rkmuX5GizgX2NJPp2wAX7ZUclOuQUOadS5E9/htbQ4qFR28\nWAmalE3zB0mgmUVE4r6yAdgF5YnLrWougaL2sLSIWFSg7/sySn/Ds0e+poR3doybsT3lWxz4qgSr\nc4G0T+1qLtMAevzeBuVlY5OFZiTW43mseFbFk+ncoWKC2NUr57Oai0DDWHFetCqXF8Yh4WASMjjB\ntCDS2LDjHqDMwtlTJkSlk17eopO+YKpVK/Hp6vqy8sIxQSe2JYnlAa3y/rSQ+Jq8JccmoB6Hhy1L\nBp38FxsocLUUicPRA7WKJtrkCTVKoQHQZQudZ7mMgAJl3VjdjPO2TnuiAm18fxu+7UIPQPMMSaCZ\nA6iwC+Wgw5YO8f1OnIXUl2kgsblIWURfhjpQ8YVyrF0p6xSUmkrUceLSidf8epLD+WwJ8SiLCySy\nG0rTbXobKBtinctwin7HXTIeL7B9xc9wkGF1M6CGMxcX5KaEcTpNkosS3dXHERYcEo4mwfVAxEHs\nLNHwoRcq3oXB3aiMlP63Fqhd7upqi0HJAM6btG6lpUhBYIlLmcSZZrXsDgByIZHLH7cTVwNQYDjf\nSBqZG4eIBDZCmgjvyyguJ+3RbdhwKj5moQFAqMYH6twJdyxF64n57xLUDJJAM0dRsdN6RxmRbSef\nf6wClp0e5w0ToruoSORAox3YPHjZWlSDmXd8BZxYooyumosUCIZTwFmDCF0mn5tKyr7TDOh3g9Ky\nNONRdsXcDPMycY6mqQSkfBlgJtHLsFNefHXKQkfC0SSYKZAtQkkJ4WIZA7d8x8wElQzicAYySrgX\nQrXAeTjRkyWa5qnJ6kBOlLflyEsnPsLQUiQ+hzc3MIHMASaEcgBMedJfefLZ3WgWTL6uBBI18l4k\ngWaeYCLyc/TvIvOoZpmZnG8EPFdtduQuEgvvuF19uY7+Li3Vy2mPglXKU+3p5hJxOnFTLF7Losux\nBTl8ecUcS2yCPSF7awtJoKlFMIcDUFl0vpFGDSyfSihe58tDnTfJfSltORLU8d+zBamvA/DVepjG\nktzHFFMzM0dj+1e/61q29ePCvAUfcGqkdEr8aGoRzN+w/qYtR8HBCiiD6WlUy+NuGFFzVDwTxS1y\nJptDKFNxHgLltjpPifOqXg5wVwjn1VRU2sWDzIJTAtcokoymVmGEAALacMmWECM2tbgbY9PWGU99\nf3KxUvYW5daEbB2VT2mP/o47TAB931SKBHbXnH2w2E9exZMgg4SjSTAPYMgxhTq5V8nTaGTAkt0k\nnkkyUOmix+K6nC07UIFa8evppAq+cUjZV0xHkIEUL27z1JR6gppBUjrVICpOevYABoCWEpU5vLqF\n29eRDiZQRDFvYyiZlPU0kDE49JC+Z/tOM5gwyFR0xPj/OyfIVJJVtpWoESvPJNDUKCLOg21C2aem\nc5gEfqM9gHlxXZ0MIvXyX1+j0qneVX45cmeUc9ieNJOJngdDigojT+HRtz9sV+wgX/A8jXYdvmYB\nSelUy/B15TcDKDsHoNL/JpDBpKGsrB4sGXjie6TSHnE3FxvIAEtC7JKDoWYwdlBS6n+iYMFDmhN5\n0cTM1Bd0kKkhJBlNLcPTY3ugNOVn4xpqXkqPBZRQo0ByuY7+JtAAU05tLy4QZ8P7xXmXOKA0NS4N\nRYpuKrNEd1kGFo3uizU8wLhG46K7XDW9X7ABp0ZKpySjqVGI7jIFDdsHcnLUICe7R0tzisgFVCuc\nDc5t6cT3VT3dlpGJray92ADxwAicNw04r1nRcjcAQN6CuDdU3JAXCy4hojEJsdWrXJTHpd44ZHDi\nQTN/kQSaWgXPDOnSfqJkUCBpJIMt502DgkOoUUdpxJajC3K/9ogN3NWrTLhY+auFZGCel9YSoFJs\ntK2D2Cr9bziTAWgrJyNnyyBoKqOtuOlWAkKNtLeT0qkGIbrLQNmA87pJGcfvQvKAWVSg2acTSyCW\ntVBAuVxHymH2AG4tkPvd5rO0wYCNrnhUgW04My7wVR15H1eB84ap2uqBpiw/fU19nWtSXBFvypwk\nyCzYEuo64vHHH0d7ezvuvPPO6Gf9/f3o7u7G6tWrsXPnTgwOKk7u6aefxqpVq7BmzRocPHhwSo8x\naaA5e/Ystm3bhrVr1+KOO+7As88+e12eSIJpRM4iAjZWzjivWXCOAM4J2XG6XEerVs42yf1QFgWi\n9hxNa7cU1VYDUxqQZzxVBrHNJ09yV4FzyFZrVQDld5y3KLjdOKRMumrkyj3tmAGO5jvf+Q4OHDhQ\n8bN9+/ahu7sbJ0+exPbt27Fv3z4AwPHjx/HCCy/g+PHjOHDgAJ544gkEweSShEkDjWVZ+MlPfoJP\nPvkER44cwU9/+lN8+umn0/5EEkwj2GwqqH72Or0DwM0DKsu4pR9YewlYmoPzuxDObyxqXb9h0qyU\ntHqALUcNnFblwDcZmPtx5chCyaQ5q+WK33FeVxW882oq4WHimIH29pYtW9Da2lrxs1deeQV79+4F\nAOzduxcvvfQSAODll1/Go48+CsuysHLlStx66604evTopC9j0kDT0dGBu+++GwDQ0NCA22+/HT09\nPdP+RBJMI8wAsAI4r00QCJbmgeXDwE1DcI6GcH4LOG8ZY27mHExR4Hlbl1PZAWUiAAWejDexAM/y\niYhm7+CiQW30usr29lQDTBKEZga9vb1ob28HALS3t6O3txcAcP78eXR2dka36+zsRE9Pz6T3d0Vk\n8BdffIFjx45h48aNEz6RTZs2XfETSTCNMIPJJ6gLphLpTRUlKdy7VKfEezkLzu8nyFiztiqZeNVL\n54i085w6FmyAmY529AefAR+cuPqnoGnQtPGPk4l+x5hyoMlms3jkkUfwzDPPoLGx8ZqfyD/98nD0\n/aa7BDatE1N9KgkmwwSEqtgqRXcjJpUvb0+tHyB2log85hEGDcS1ZDwinwOtenBL+cCIpkqnehfO\nu5MfmHNhrcqRjxwc+diZlceeVnxtDX0xfv4fk/5Je3s7Ll68iI6ODly4cAFtbW0AgOXLl+Ps2bPR\n7c6dO4fly5dPen9TCjSu6+KRRx7BY489hocffnhansj3H9sxlYdOcBWYKJtx3jBp04AZUODAFLdF\ncvljybmngkWeNC1F8hvWAHGfNLyKZyslg7IZyQc554fGfYh4R4mDy2xmMpvWVV4An/3X38z8k5gl\nknz37t3Yv38/fvjDH2L//v3Reb979258+9vfxg9+8AP09PTg1KlT2LBhw6T3N+nlLAxDfPe730VX\nVxe+//3vj3kiAMY8keeffx7lchmnT5+e8hNJMHNw3jLUapdxIHaWILZ59PWgS1lQCApQDWWp8tXk\nhLjsTDG5HAeXToGmjM8nem4LtUSaRTz66KPYvHkzTpw4gRUrVuAXv/gFnnzySRw6dAirV6/Ga6+9\nhieffBIA0NXVhT179qCrqwsPPfQQnnvuuSmVTloYhhMWge+88w7uv/9+3HXXXdEdPv3009iwYQP2\n7NmDM2fOYOXKlXjxxRfR0tICAPjxj3+Mn//85zBNE8888wx27dpV+aCaBufA01f1piSYHogHfMpE\nrKAqxyK2eUqoB9D3JVMFmc+WUGv7xiHl1Fci8V38/sStdRRsAg1oLsE5lR//OY3SyMy1oCO++SNM\ncrpMKzRNA478v9N/x5v+akZfBzCF0um+++4btz19+PDhqj9/6qmn8NRTT13bM0twXeG8aUBsdolD\nqXYYmHL/Ey+mS3lynUpIeXBrgQJVX0ZmKiYRzKPHB6xAbUVoLo55mESANwlqRF+UKIMXMjRQtlEN\n3CEyQspYjJCUxodt4oBCjda5nGkmgWAI4mNSo0qysqEWyY2y+ZwsyCRBqHaQBJqFjPga3tHgzpXl\nj7V+eEBmLZfqVHu8ZJKx1uiMpiCzJS2U2VMMzN2MwlwrmWYVNTK9nQSaBQoeTxi3vS29a6JhyXhA\n+Kqespiv6mk40ggpaNWXK0SCYqunbCGaSmO1M2WD7qdkJAGnxpEEmgUIsbNEGchEnSdfrwwMMsMR\nm0BzUtH+biPapuC8NypY5C05SKnTbvDRKJrAly000uBX/u2Cd9ZjJA57CeYjeL81ZTITXGf0EHxU\nRjuxIX/ka8BghoYs8xZlK7HxBbE5pODSW0+petmgDQoDVR6jbAChQZlRc5H0OFKkl2Q0tYMk0Cww\nTPXkjZdUkUq3u0w+Nb60BLV8YGmebCjiuFRPQaQ9R7c720wZFIYgtnlqiFKTJRcPWmbcsTzOQkey\nQC7BgoQGCghcdt1YRemb9pTx+ZI83b4/A3FzA3CmWRmT80I6TwcuNAAXyBcnyWRiqJHSKQk0CcaF\n2DJKP8XevylPji+ALCRGgztPWgjnCICuS8CyEVrLe7aJuBlABawQ5MbHJHOCmkMSaBKMj9FZO29L\nuNBIWcjSfPUVuEUTkfUnQCQx62isoPLnaZnd+BrQUoRztDZKhWlD0t5OUMsQD9ASOdFdpq9tHhG2\n55qonZ3yyc+mPTv2jzUS+VX424gByoSKJjCQUeVTa1FpdhaPP56QYH4jIYMTVAereYtyXcpQmlrZ\nrCRuLME5XgLt0x0FK6CpbsSEfhlXmY9/3qrGESxp4xlqyhkwgUKNvCVJRpNgfHg6zTL1NtBc08nF\nqlRqKZIgbxTEAz5Q547ZiuAcAZVaobzfEcnx8KoXgDpPCWoSSaBJUBXOW0a0vhYAlTdpj0qmetmG\nrna1HU6Nu5eJ9jrJP5KEsHM0VGK9xkSgNwYJR5Og5mFI4R0fnHUuaWcAuc+78ubiPtqWEDcbr0DG\nVSXZqUX0N5tD4mmA6sTyQkfS3k5Q84ivvQ01ZeEJEAdTNipa4M47+sQ2nS2S+C3FDLJCTZVME6xu\nSTC/kQSaBFUhtnpAc4kCAremzYD4lBBUUvn6mBmlieC8YQKr+iuDSwjKdAKNSrIElUhKpwS1CtFd\nVordskF8Cq9HGUirEQQjuPJyp6VIe6Q8HULUU4DJW5TpnGuind0Jag5JoEkwFp5OQaRoklq3pUhE\n7dI88TaeHulpqu2CmgjO2zqcMyPAhh7alJm3qBwzpJDvSta/LATUCEeT6GgSVEBsd6MtCmJpI2Uf\ni2WAcQ1pSB6ojAY6ZUCuTkGjsTz5TilAqowt1aHSZVpvBhC73GTeqcaQZDQJKhAFmTvtiH9x3jKU\npqbOpeAwmAa+bCF/Gt6lfbGBvp8EYnNIQWbZCJVmhhxNuNKFdgsBNcLRJBlNgupgEripRBlL0VT7\nt22fJq+/qqdMJtQUKRxoGDskNQqX64A/LQI2naP7NCiTgRZSoKpLSOEINRJ3k4ymhiB2lSpc6cQD\n/lW51IkdZdLLeDoFhZJBnaH2LHnMNJcosMi5JZQMChbLR4D68sT3/TUD+Jw0NDADOO/7ahwh49H3\nE2zaTDA/kQSaGgEHlMikaoMG9GWujuswQmBRgb7XQ0ADnIMpKqHacjQcuTQvnfbSyvZBjhdMGNw0\nAGUdWPuVCijtOfp+UYFKqAQKNVI6JYGmVjB6Q+TluimdtGJXiTyEY3BeTZHmpSMrRw3Uwem8bpIH\nTZ1LplYXG4hvKRn0/VB6wuDmvO8Dw2ngow6gJAV/zcWYgC/2vEZlaAnmL5JAUyuIOdOJDRqduFUW\ntlVFqJENhITY7kJ8A7SzKeNS0IkhammfayJdTdEkUtcMqhthxSC+rlN5pYfA0eXA+8uAnqax+6AS\nEGoko0nI4BqAuMOG83aMG/mog0yk3pjCxxtI1zxPp+wiZwG9Nil3F+elWreSkRTbXeALDTjdCtww\nUrFbe9z1LYzeeqCvjjpN3L0aTpEIUFS6lyct7tpBEmhqAZfqIdbKLCZnARc14KZBoHfiPxNbPXLM\ny9nyZNfUGtz6Mg07pj0AVVrWBZMIYyOkbCbjEWFczZ8mjldvpdvZUJPcZkBbEjy9Zros04YaeT+S\nQFML6MgCr9xG5YjtA//95BhLTLHNo6yjbJC3jK8DfT4FjFBmNc0lYPlINBgpHnSri++KJvDpUvr3\nYgNlNfXlCU8KcUs98MEywPboOXi6NDHXgdCn0ulyHU1/X6HauKaRBJoEcwHivgD4U73MKlyg+3M4\nvx+14/rekEqhkqE6PSz3X5oH9DA2da2O7PjWyQqM2MTNaKAAYQRUYmkhEcvyLpxXUxD36MTBvNZJ\nRG/OBnZ+Th2mjEfPY8SmFS2mFO0lqDkkgWYeQmz1gKwN5w8B8SRv30RlzN0X4XxcRez26RI6gZeN\n0P8by4Dtx3xjpn7ZFFs94KzkWUJQkNl0jgKHBsqUjADOQcmv/P4G2kbJ8eO/n6RZp4vxey3SVx+A\nPyWHZAVmibydbiSf6nzEJVpLIno7gVPyhL73LJyesTuWxKo6QM9T5mEFQENZrrq9yo++aBKBywre\nB75US99CUJZUtGnM4NRi4LeLqDTTA2BVPwWZBAsOSaCZRxAPusRjnGql0qVgAqZPJ/qt/UBPJbch\nOpuAQRNYmqNhx3c1TErWTobhFLW1i3J396IC0NNIHSPXIDL6Uj1lOv/f7RR4luSBXafhnBu+tsde\niEg4mgQzDk8no/C+DJUuZkArT75+XmYpBLFBGkv12UDnMJz/KmM6jlhxjw583qj2Nl1ooCDzcTtl\nLb319LgXGul39S5wz3kq6T5JhHcLGYlgb55AbAlorshppYCzqAA88CUc7RxxNXy7PzOADzvoNqv6\nZJCZJuQtGqL0dOp02T7w0hrifz7soJUsvg7UlWnuyQyAe84nQeZakAj2EswUxN0mcGwRnehNJSpH\nbh6A83mu8nY3NwCnU8CKYfrdF9P8RNIeTW0X5RjC6j46cA05eV2S9p4A/Wz5MJyPkknsa0KNlE5J\nRjPHIb4B6iwNZCiDSHlAQ3mMlYLYqBF/oodjAtC0wQxogptFfbYP2AFxM660/CwZdHLUu8Cuz6/P\n80gw75BkNHMMYpP8Rg8pe3CaiAAOQRlN1qZs4nwjqB8sEYKEeLf1AZevw/Pa6tHj9zZQ6ZRxqWQy\n2GkPlGnZPnDnV0BrYXrLtoWKpL2dYDogtruq5CiYwMeLScDmSQWvEVIWYwYUTFb1S1e6EMK8gTQx\ngQZ8ogM3DV2XJWxim0cKYAA4uUh51QTyJLizl4R/JYOUvX8sAxem/WkkmMdIAs1so6eRAkzBIte5\ngkVzSgMmlR9Lc9Q69nU4nxYhBJSWpT1Lgeh8I4nxmku0evYqIXaVqg4yOq+bEEvrqKWetynwlUwK\nNhvPAWsuk1H5m8nowLSjRjiaJNDMEoSoJz3Kay0ULLSQAsi9Z+GcHQZ4DXUewB9jf5iRnr0ZlyT8\nQOTje11P9IJJAY3LpLNNwP/5MSAG4LyTUH3XDUnplOBqIL5m0An7Xgf9YF0viU+0at4AABQ5SURB\nVNx6moDGPAWZCVA5fxT/fhqCTN6C2BJUt3pI+fS8ObjdfZEGMN+rkUtuguuKSS9Fjz/+ONrb23Hn\nnXdGP+vv70d3dzdWr16NnTt3YnBwMPrd008/jVWrVmHNmjU4ePDg9XnW8xBimwdxh01GTx91EGm7\n/TScS/1w8r1wWk/ByZyevee33aWM6nIdxP0++Qbz75gIHklRueTpwOo+cstLcH1RI3udJg003/nO\nd3DgwIGKn+3btw/d3d04efIktm/fjn379gEAjh8/jhdeeAHHjx/HgQMH8MQTTyAIEg9YsSWgztHv\nl9PJunwYztClOSVkc35jUTDJyc5WwYJ40KXJ70CuxGWx4OU6EuQlqBmsXLkSd911F9avX48NGzYA\nmDihuFJMGmi2bNmC1tbWip+98sor2Lt3LwBg7969eOmllwAAL7/8Mh599FFYloWVK1fi1ltvxdGj\nR6/6ydUCxG0Z4PNW8mLxNThNn8Pxzs/20xoDsatEHStPp4zr81YqlYZSZO1g+WoCO2tLk6sE1x0z\npAzWNA1vvPEGjh07Fp2z4yUUV4Or4mh6e3vR3t4OAGhvb0dvL1m5nT9/Hps2bYpu19nZiZ6enqt+\ncvMd4rYM8P4yOA0OYA1VNaqbK4j8hjcOE9H7xzYKMHUujR1kbRIKWj4pgpOVKDWHMKz8TF955RW8\n+eabACih2Lp161UHm2smgzVNg6aNX/iN97t/+uXh6PtNdwlsWieu9anMKYjVGeADGWTmE9jTV/rK\nIGsBl+sp+NwyQCXUysFraqPPFxz5yMGRj2f585shTkXTNOzYsQOGYeCv//qv8Vd/9VfjJhRXg6sK\nNO3t7bh48SI6Ojpw4cIFtLW1AQCWL1+Os2fPRrc7d+4cli9fXvU+vv/Yjqt56DkPsbyZRgGONMNZ\ndGq2n84VQdxlAa+uoFY2QGWUa6gsJuXT953DwNyr/qYdm9ZVXgCf/dffzPyTmI729nt/An478TjI\nu+++i2XLluHSpUvo7u7GmjVrKp/GJAnFZLgqAcTu3buxf/9+AMD+/fvx8MMPRz9//vnnUS6Xcfr0\naZw6dSoilmoZYqMGcXualLrHl8IZ+WreBRkAJALsy1CZNCTXqISgMsmUowZNJVr4lmD+YPOtwN/t\nUl9VsGzZMgDA0qVL8a1vfQtHjx6NEgoAFQnF1WDSQPPoo49i8+bNOHHiBFasWIFf/OIXePLJJ3Ho\n0CGsXr0ar732Gp588kkAQFdXF/bs2YOuri489NBDeO65564pCs4HiNUZ4LMlwLEOON55OM1/mu2n\ndFUQ9+jAr1dRsBlK017thjIFli1ngB0O8NCfgJ2fwzmW7GCaMcxAezufz2NkhLqIuVwOBw8exJ13\n3jluQnFVLyMczQDNADRNg3Pg6Zl+2GmHaF1Ca2f1s5PfeI5DrE0B/7iZyN+yAXz9PAWathzQVITz\nZXa2n+KsQ3zzR2MI0+sJTdOAnv97+u94+d9VvI7Tp0/jW9/6FgDA8zz85V/+JX70ox+hv78fe/bs\nwZkzZ7By5Uq8+OKLaGlpuaqHTJTBVwFxh02akn6rNoLMdhfoSZNeBgC+dgFYMUT2oLZPPjRfJnNM\ns4IZGEG4+eab8eGHH475+aJFi3D48OEqf3HlSALNFUIsawFOZcj3RTs3209nepCzyPOmQS5xW9UP\n3H6JshsNcA7Zs/0ME8xzJIHmCiDutIHP6uC4NdZyGUoDny0mwrehHO3Gdg4nAWbWUSMUZzJ2O0WI\ne0Ogp3FeB5n4/FL0s20eqX/Z7DztES+TSQjfOYEa8QxOAs0UIB7wab6nee7MJl0VvCoft6sTN8N7\nmoom8U+lhJNJMH1IAs0kENtd4jDyFpzT87zzUh619+nekAR5juRnjJAc+04uJi1NgtnHQpneXvDw\ndOq83DgEcYcNsdWD6J6nXrjWqEn6rE17mM43UpDR5VfBAr5oobIqQYJpQBJoJoHzpkGWmuyFO5yi\nMmM+wtcg7lPBxvnIBfavo9ekSTuIQKOy6f1lgNMCcX/iOTOrSDiaBQQ9jFq8zgc+UDbIY2YcVCNd\nZxtic0heOF+2QPz/7Z1bbFTlFsf/e26lN0q5TStF69cbl7YzI0g5RzmKUHgwqRp8wERCYnkxIScm\nxhjfePGCiQ+gPhlNiA9qYqL4QHvgnKNS8WAP0oJaQHC3nLa2RaCFmd5mZu/vPKw9006Zaaedvaft\nuH5JA53OrL1mOrO6Lt9aqyobomQphLuQOrT9WdRE6dRoVIR7GNjUB9zIo4oUw6QIl7eTYOrAbvW/\nOsQjCsSOEA2MgrGGVgH1BvmzIB7V6Hun4RHYpBEjy5g4Od4wcLMRj2nUw3QjlzYl/J5PXst399Md\nwsZgq/rfqPokBknHP3IoPwWePTNvZEh5mw3NHFHPKBDb7HR0Py8I9YdYl1TsIM8H+iQDZBiZdBiX\nGMI2oGsZrdHNCVHi9+JaMn5hG1A+REbmgTvUanDR2I6ZpQFjDoi/AOp/0qsyY8DDyRka4h2/5B3x\ndBZCdKqeUSAq/cAfueRh5YRoRcrxKmDZGDVSBlwxWxTU9jAAo8qWIQegmfmDDc2fheIAeS8BF52d\nkZhY+pYXJG/Hgg2XTIpkSOg0/39umbSgfmunpK9Tp5BpIJcP5TFpgw3NPCJ2p+eksdhkhyhaBqwY\nmdjR7dJp2yQArL0D9dfRtOjCzBIubzOpkGj9rOnXqcoGrqwA7vNDvTxGWyX9WcDV5XQQEQBqb1iu\nB/PnhnM084VmbfAtvA4a/XAnBFRNLHsTVdnAqaKJEZ1/u76g9ksxU8iQHA0bmnlA7AgB0rp3kHjY\nBlxYBbiHacVu/6QfXnRPrErJjMppZpMh5W0OneYDo+pjWY7m59XA+pvx93g7NDJyYbtxiDAz3sjM\nwoYNTZoR28P0Qbfo4J7wOoB1N6mPKR6FYxPlbYcO/JEDsYmrTwsW7t5mZkO049tmNC9atemxZ+n0\nWwo6VlFfk66QwfvfssXbJMosGjhHYzJiZ5DKxpGepqCdDsqNOmj+y5gDyA4lPYd3soGazgMS1S7g\nt+WAPXE4Jh7MAy4boyFWjdD+7Me7oF4am81TZNJJhoS2bGhMZuqcXfE3jQ7GjTuiDZbxZvGK+iCF\nMyE7VaTGHVR+HrdTiDPNG05ssgPtq4D77yQcziW26cAP+eTNjNsBmw7U9UK9NjL3J8swScKGxiLE\n42EyGn7DC1F0CldyQgDihCoB18RcGAXUFpAdMozSDDmUyysBb3+0hB2X29lAd4HRgmAHHumG2ntn\njs+OSRsZUt7mHI1V+LOoWVFXaOC3TQJOHeq/7zUyYotChiBop2Tt0nEgN5j8FoIxx/RGBiA9Ak7y\nqpwa0F1A4RazsOGTwcy0jBq5mAs0lkE9G+n2jkU8ZKeu6nE7DZ1aEoZ6RknayIiHbeT9THefh+xA\n5zJqO3BpwH0BoCc/Y/5aMgsfDp2swqFDPadDPBE/8St2BimMubHE8GRGgYLxWS1rE9UuoCuPtkpO\nFwXlBal7+/oyCpsila8gl7UXPBnyx4A9GgsQWwE4dIjt4fih0u5x+pCPO+grbKOEr578u0qU5wA9\nS4Gy2zTLOHL7EyE6eTwJ9bSdksTbO+mGkB1YMQr1CjdSMumBPRorcOjA3SyaLxwH9R9ZNF7TJsmr\nEYPG2ZfkPAxR6wTsQ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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `plt.axis()` method is a short-cut that lets you set the x and y axis limits\n", "at once by passing is a 4-tuple like `(xmin, xmax, ymin, ymax)`.\n", "You can also set the x and y axis limits individually with the\n", "`ax.set_xlim()` and `ax.set_ylim()` methods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Zooming In\n", "\n", "The `plt.axis()` method can also be used to zoom in on particuar region:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(bathy, cmap=cmap)\n", "fig.colorbar(mesh)\n", "plt.axis((200, bathy.shape[1], 250, 400))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "(200, 398, 250, 400)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ik+2ypblccuySEe3P/tU+pS8+ASAvHnmmJFe74nLmWlZ/2vhzdbYcM6YK8Fxn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LN1czPhIKmWBolRoUWFEEIIIXVL7SwqxZyTWn0g+b3eV0kZFigHn2YRl/o6SwujwqMpa+urt2IB\n0AF5dtarZ0qyT+5ZrD5eGvleE4SorTd2JuwFIsvxMjs8Mj1ZZ13XM2HfREcd2AYry/m0hccuNfZm\ne3YWLtfW1iSxpEi7yHdiqdHXCP3jLfnN31a6fv7O3kT9RitgMKGCa4OCtYUozL6tKmtUcoVS37Vt\nZ58LoNynvWbpuj6+31hCBpwyMgbkq8s/VXU2wc5en9q6WQufLp8zf2uMdSIu4x4lK0omdvk/kLak\n2N8dp0xUvEV5fBVeLY3jOE60RdBaabxcSrGssUg2yMyYjDMNEqPCYFpCCCGkEWmQF1y6fgghhBBS\nt9TW9SMMOPuKJvgwKwgwC6Nn4ZrCspKw2frKVlwt2i0T3Uui1eK4l6xbKWHCN+q5A14ZR63W/i1u\nJjFVe/clAalXf5y8j48nl8v0GHeVHD9dBX+KK8K6G3QTSkyn1aA5pZLmxUBk0VwJJzjtaI2EAN6o\nzqrvS9wvxo2R/7zSWnlzeAqnqWvFfaKiXN5VUUU1EaxsAoY9F4ANpvU0QCoF3H7mXLmMtLmUnd+d\n/Bsot92AGevaRWeDgz33TqWgUU2z6Wcv+HqUEVdhXtKK6IBkCSq3Ktmei9hBu4ESTHC0Y6o4HyGj\nQoO4fmhRIYQQQkjdUjuLiht0qT7bQL4sS4oN8Kum7ICzTyY/Xq6eGOgY/rbLp4F0EG2fsxxzwPyt\nrSWV8otUY0VKHGOsLtayor+T+5DZpZ6py2y33xzTrWaiMjMX7FJZoNyOcpxYavQycms585Z3yvEy\n+5VjEjmZwlasA63pmXr+tuQS6qEon+qg3DiLjgHNevZcwaLiBZ3aZ0GX6TeB1TE3jjr/6VCnhSEw\nttdYXwDgZLCUieXKWu2AskVPzi1tp60Ctj2rUTT2cv3YZ2wcrQuFvSHgul0/D2bcZQUCV3MNJ3i7\notWFkLGiQax2tKgQQgghpG7hqh9CCCGkEWmQGJXavahM7VFm7bBvcjp1fQzWtMnL9D7BEZ1Nl3HO\nk0p8KB+0pkjYZpnprXvICzDsMUGN+nTW7Oydx3NdWaqpq3ChpfJ3UueWKga7TY6orx2T5AX3gyRJ\nTLiZgguhkp4FUHZByC5PgdUG0+aMiq1mCGbRTLN9OI+XZDDlHipmuHWiJomTLM8ec0IFPf/mqdJW\n9HImBQ2Z41PLZY5PKW0leWQMTlc/AXa8iXqybruoL2Iq5rlSvfEr5EzZoLHjaZOMGdo9Ka5P0ROa\n1JcuPwS8hH/2fugKImMOXT+EEEIIIWMLXT+EEEJII0LXzwiZ0A9MPZ/cp5OWiTk/ugnEBeSsJol/\nmy1QNlH3GuNRMcOY1O+4h4SsfrdaK56EeTXnEbxVLcIEs0LIcynYayVcSBXqpcvI576M1UNdwb0Q\nXVuhn3QCRGl7WZ3irfTIVVjpJO4HoOyCiPUJ5nkvhcJkY7pXbei5aEZCVS4KzwQbtTrC315qAWmH\nqGkT9uvUAvb+ZWzr52lWeNZkxZRdEQaUk03GhIrpRIFl11yQvPfcXV/oTdbdSw1QaTWNckHqdAOV\nrjUi9BjNeg7GCK4MIqQ6aFEhhBBCGpEGiVGpYTBtb1nlUmZ3nuKpzAQlGFBrb1jLR5ZGiv07S5sk\nWlJy6X2VgnPd75D+zupHuMkRTUDpLGV5EkvT1DDbbDGWDH28KL8enpG6nZQlxm27sG02lhR9nzL7\nl2tJGZ0AMdXW4e8WR58jKpWG7/SMX04jAbMyRqapmbeUF+tLs9POw2DEgZ2eomwqUNbRSBEkeaTc\nc6tjDZgcLBkSID1ZWaMmm6Biefa0VUHaN1xD9EaSVKHqa/VhoqXTsQzaceclZDTjJ1psNFLESV5a\nse+mqnEjz88EY0Ua4Q+9ZyEZ8yBhQhoMWlQIIYSQRoQxKoQQQgipW+j6GSEzLmSb45uDabrHJL3z\nsMGjnlunGv0RIZqqMwp754uS80aOG1D6E+E+JOBRm+dnBxePmKTleK0TIuVbjO6IbgO5/swLyXod\nnabKGL0TTzbCJiOU9kgk1jP6KeJa0H1gNVGsK0l/rsZlI26iTyalrzWz1IaF3fXxDp7SzrjdaWhx\nk0kfeu4hcflI3w446RnsuE9I34vLR7RoxP1WTJcP+/K3lMoUfjq0WdloBb3GYFqr4+Om3zBpI9Sz\n62maAEDhLXWtz0myxbFPjhivWYPAWbqdyMVIffyaE0IIIWR0oetnhBRz6WWzF1qS3wNlBc6Ygn6Y\n17MzJR20N5TOTCnk6lmsWAzCn01OoGJcchxmcJepZaayFFeCQ5tNgClQnhnbpcK9aoZtA2XndSeq\nBwD41cxkGS9QNt6isW54AcBWVbXZCYK1ddYJ7qyVJZ7Pscx8HMaEWNt0kkRROL0hzKLfdQIv64XU\ncvawX9+ztZJEa0vGzD/ntK98lnE/Ma06W9gT2k6sPnGZdG10IStZZtwl0XeG+4kWJ13npCpxtNTo\nAPRwr5KgstGWCdOSQi5maFEhhBBCGpEGsahQQp8QQgghdUvtLCpnWtOqmx6iauopsAo2GaBVOQWc\nN0sn0V81pJKx6eSG8t4X9k1QpnfRrRC3jtRZa6RINWxAqa67DTK1QailQsn6eG1n9VOsC0jXR8pE\njRN1X7YeXtK6nDnOC5StpFuhx8Yko7tjk1oCwEdBKTcEK+fnhb/nd5fLhL7QwZRjRf7WcM+ijaL1\nZfrMPEH+1uOxz9yjG6xsdISs+0x/luNCQsfCvnRwb1Ygcv53wofQF4VddWKUzVKFDmMo/3nTdnqs\nhSDj/BoneeUYMdrKtHTvkBRc9UMIIYSQuoUvKiPk0MzyzKbVySlSNLN4Qc+UrNqnu2xRPlSjROtc\nYzASs7K+5D6tmCpLPyVg1svjY/e5FhUTdBpzwKiKnA7BhhJgK8t4RT0WKLeZzNjjTFRdy6p0ZgXT\nWiuJZ3WxwbReGUHuZ7a2OIUyEjwrdfZy40gQthzz0ZRymXDO/G+H9plzrrTVVimjVFp4swpFVkW0\npMh5ZOtZtWwgsw6mvWD617OWCAPGUuAttbVq0FWQ/5zzXMp3q0tjvPDqKOfh8eqRZW2wQbS6De3v\nQ68jeeAo2o421Vg8pEzWvdJyQi41aFEhhBBCGhEG0xJCCCGEjC21s6icbS27ZcQsnhU0mpVEUA6z\ngYf6eFvWO12WIq3d5wWNWrO8pyjbbBRlPWVQ6/LxXGJyr6I9c051ZVdQoJUEjuL66XPUa60ujOeO\nse6mLP0Tzz1k+9IG6er69IattMUZFXx6wSQjlDrrNrRjSeqqg1ht8La0iw5slnZpydArycIGeMu9\n6mtLu9hLJFSGRWlV/rY6Pg6tRn0WKCvSTi2Nw8Lb6fvK3xSuNcEEnbY67dub4W6tBVanSDdqzrjN\nPFXe8F01rpfxgO4dMio0SIwKLSqEEEIIqVsYo0IIIYQ0Ig0SozLoi8qhQ4fw4IMP4te//jVyuRz+\n+I//GH/2Z38GAHjqqafw9NNPo7m5GXfddReeeOIJAMCWLVvw7LPPorm5Gdu2bcOaNWvSJy4iW8ND\nvCZZqxyEgQxzuD33UExhnisq/u2sErDuhklKo6LF7Gt23Ba2bp4mhF0FIit8Tk4ul/l10A7pM24i\n7fqxK5tcl41ZfdTSn9yvv7Pt4emoWNeablK5V2mfSSYppb5GTMQofZuxeii6SjL0dyQ9g5biF/dH\ncDPlbw1/a8n515U7ySL1PmfKJFYoWVeYHOusYrLV92yhNu3AdLXqTNxaWat95BriMpRVa/o5kI/B\nlVb4cZ0YZaPrUv5W33mr54DEWCnsrA+XDyGjSoO4fgZ9UWltbcU3v/lNLFu2DN3d3bjxxhuxevVq\nHDt2DDt27MB7772H1tZWfPTRRwCA/fv344UXXsD+/fvR2dmJVatW4cCBA2hqqpMfNEIIIYRcNAz6\nojJv3jzMmzcPADBt2jRcc8016OzsxHe+8x187WtfQ2traWZ1+eWXAwBefvllbNiwAa2trVi0aBEW\nL16MvXv3YsWKFZUvEuPfHLVNm7Zdv+/YmXqWZSWL1GzVmYF5FgcgaV2QgEWxPExUFpVWYw3wAndt\nAGavo73x66AH0hO6TqwnWjeixyjT9jnaEn0mGDJLLdZaVrS1JJVM0BwL+EHBtj7SdqJpIvfcqzp8\nutGgsfXU15c2OO3oe1hL1fmwvaCsNxOMQqncZ3/5kYnBp1J3ffwZE3TqtYsd21HTxrGopAKRVd3s\nueXez6h7l3uN95VWpI3XlzI2uFt/jtaaoenLjBlxKDlj1P4uOIH5+TW0pJAGpEFcP0Myc3zwwQd4\n5513cMstt+DAgQN48803sWLFCtx+++342c9+BgA4cuQIFi5cGI9ZuHAhOjs7R7fWhBBCCLkkqDqY\ntru7G/feey+efPJJTJ8+HX19fTh58iTeeustvP3221i/fj0KhYJ7bM6LD3juf5VnhUuvAa5vH079\nCSGEkLrkrXcLeOs9///FceFSiVEBgN7eXtxzzz24//77sW7dOgAlS8kf/MEfAABuvvlmNDU14fjx\n41iwYAEOHToUjz18+DAWLFiQPul9/6X8OYdScK0Oiiwas7i0eFGb+asINLQJ26K7qIpgTzdpngmY\n1a6fCSbYVLsPrHy8kJC+D4GXVtb+tNJUOBo0UsRt4Emzi7uh17gfvNQAGQGGQ5K+t7LtOccdk3LV\nqetOMukHxGXTre5d7lnaXrRjtIutaNw4nssl1sv0sy4ibSfS+9atAqRdJTplgrTZWdOnWUkfbWI9\nDzncs4VmBcrKOYMuTf5mZzwWzZiWe9D1if0kx42962dIAa6uPpJ11zaGOZzUPytuyGPFDfn497Z/\n+NH4VuBSc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r6oEEIIIaRu+f9KYwBv20ni0AAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recall that our bathymetry plot and the colour bar are 2 distinct axes objects\n", "contained in our `fig` object.\n", "Setting the axis limits has changed the height of our bathymetry axes but\n", "the colour bar axes has stayed the full height of the `fig`.\n", "We can fix that with the `shrink` argument to the `fig.colorbar()` method:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(bathy, cmap=cmap)\n", "fig.colorbar(mesh, shrink=0.85)\n", "plt.axis((200, bathy.shape[1], 250, 400))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "(200, 398, 250, 400)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KmyfaX+jIsD2TXHWiZk9AsvHSTXXyd8nU8S2b0YofAPCeOw+OB5Nm5b2Sc+Nz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\nDPboNLe9Gws5hkx6fHaYbv+QA2/18CbblkXa36GapONp9qlRTNTlsd8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AxZrBetFiIq0c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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "In general,\n", "you will have to play with the figure size, axes limits, colour bar `shrink` value\n", "(and aspect ratio, if you change it)\n", "to get nicely proportioned looking plots." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Plotting on Lat/Long Map Coordinates\n", "\n", "We can also plot our bathymetry on latitude/longitude map coordinates.\n", "To do so we use the `nav_lat` and `nav_lon` variables from the netCDF file.\n", "We'll also re-define our `bathy` variable for this example so that we can make\n", "use of the netCDF attributes of the variables for aspect ratio and labeling." ] }, { "cell_type": "code", "collapsed": false, "input": [ "lats = grid.variables['nav_lat']\n", "lons = grid.variables['nav_lon']\n", "bathy = grid.variables['Bathymetry']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are 2 changes that we need to make to plot on map coordinates:\n", "\n", "* The aspect ratio for map coordinates depends on latitude.\n", "`salishsea_tools.viz_tools.set_aspect()` accepts optional `coords`\n", "and `lats` arguments that cause it to calculate the correct value.\n", "* Instead of letting matplotlib default to the grid point indices for the\n", "coordinates of the plot,\n", "we explicity pass the x (longitudes) and y (latitudes) variables to\n", "`pcolormesh()`.\n", "Note that we pass in the data values from our variables by using the \n", "`[:]` \"whole array\" slice notation as our variables include netCDF attributes.\n", "\n", "We also add axis titles to our plot using the `long_name` and `units`\n", "attributes of the netCDF variables.\n", "There are several ways that we could build up the axis label strings\n", "but this example shows the use of the powerful \n", "[Python string formatting functionality](http://docs.python.org/3/library/string.html#format-string-syntax)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax, coords='map', lats=lats)\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(lons[:], lats[:], bathy[:], cmap=cmap)\n", "cbar = fig.colorbar(mesh)\n", "\n", "# Add axis labels\n", "ax.set_xlabel('{longitude.long_name} [{longitude.units}]'.format(longitude=lons))\n", "ax.set_ylabel('{latitude.long_name} [{latitude.units}]'.format(latitude=lats))\n", "cbar.set_label('{depth.long_name} [{depth.units}]'.format(depth=bathy))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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BwF3QweG+IdPfBUx8sBRoCwO6NIDGCkSYgUSHEERYgPVlgNYKqGyAZId8yuDXMQtkQkbN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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This technique can be used to plot any NEMO results quantities on \n", "map coordinates because all of the NEMO netCDF output files contain\n", "`nav_lat` and `nav_lon` variables." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not surprisingly,\n", "we can use `plt.axis()` to zoom in to a region of the domain in map coordinates too -\n", "just give the coordinates to zoom to in longitude and latitude instead of grid indices." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "aspect = viz_tools.set_aspect(ax, coords='map', lats=lats)\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(lons[:], lats[:], bathy[:], cmap=cmap)\n", "cbar = fig.colorbar(mesh)\n", "plt.axis((-123.5, -122.5, 48, 49))\n", "\n", "# Add axis labels\n", "ax.set_xlabel('{longitude.long_name} [{longitude.units}]'.format(longitude=lons))\n", "ax.set_ylabel('{latitude.long_name} [{latitude.units}]'.format(latitude=lats))\n", "cbar.set_label('{depth.long_name} [{depth.units}]'.format(depth=bathy))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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00bR5Pfa/d1muQVOyDg0A5L2pDryvbUfbB86zH5170z4nkn2+9ndb8kZr6Lqt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LgY+/0bva6tq4d85h0SFTQTuj+1FP9k5imqfvWZzpz8n86ZNxRVx4ZFdqjbj6vsXgCcwu32TgKJ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hsW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\n/JJn/j8kZ2dAaSjZfkwHtoYrExdvn6B9aJ4Wd6Bamc9IjCn9DpFQ7k/oZ+b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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Saving Plots As Image Files and Displaying Image Files in Notebooks\n", "\n", "Saving plots is as simple as calling the `savefig()` method of the `fig` object.\n", "The type of image file to create is determined from the extension of the file name\n", "you pass to `savefig()` or it can be specified explicitly via the `format` argument." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig.savefig('bathy.png')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "PNG is a good format choice for graphs because it renders straight lines and text\n", "more clearly than JPG while still doing a good job on smooth transitions across\n", "colour changes.\n", "\n", "For publications using LaTex chose EPS or PDF.\n", "\n", "The following code produces a list of all of the image file formats that may be\n", "supported." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.backend_bases\n", "canvas = matplotlib.backend_bases.FigureCanvasBase(fig)\n", "canvas.filetypes" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "{'eps': 'Encapsulated Postscript',\n", " 'jpeg': 'Joint Photographic Experts Group',\n", " 'jpg': 'Joint Photographic Experts Group',\n", " 'pdf': 'Portable Document Format',\n", " 'pgf': 'LaTeX PGF Figure',\n", " 'png': 'Portable Network Graphics',\n", " 'ps': 'Postscript',\n", " 'raw': 'Raw RGBA bitmap',\n", " 'rgba': 'Raw RGBA bitmap',\n", " 'svg': 'Scalable Vector Graphics',\n", " 'svgz': 'Scalable Vector Graphics',\n", " 'tif': 'Tagged Image File Format',\n", " 'tiff': 'Tagged Image File Format'}" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Image files can also be displayed in notebooks with code like this:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import Image\n", "Image('bathy.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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MH+Np/ezHxkZnN4MkSYDdnc05+enZsffy5JNP4uGHH8bnPvc5/NN/+k+xd+9e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