{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Making prettier (and more impactful) plots\n", "\n", "Making prettier plots is part matter-of-taste, part an appreciation for optical perception. These days, there are a number of things you can do to make prettier plots. The guiding philosophy for these bits of advice is that it's better to start with little, and add more elements to the plot only if they actually add information (see the work of Edward Tufte)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# we'll use the pythonic pyplot interface\n", "import matplotlib.pyplot as plt\n", "\n", "# necessary for the notebook to render the plots inline\n", "%matplotlib inline " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "np.random.seed(42)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x = np.linspace(0, 40, 1000) \n", "y = np.sin(np.linspace(0, 10*np.pi, 1000))\n", "y += np.random.randn(len(x))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hE+BHcdIxjea119SMRoDdItfXAUkoB7OsuES8r48X8f7+5jVs+p6P5koFwmtF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\nBvbdN47cjKiGyUmT7EHSbLz9NrDyyu4yJISAlNK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The default plots created with matplotlib aren't bad, but they do have elements that are, at best, unnecessary. At worst, these elements detract from the display of quantitative information. We want to change this. First, let's change matplotlib's style with a built-in style sheet." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# this gives us a style and color palette similar to ggplot2\n", "plt.style.use('ggplot')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9UZDt0BLwiDk7zm5iYgITExPe7/Hxce/vQqHg/T0JIJfLopKypPNniNqQsfU0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\n8CH5fF5rrX3U1dUV22WzWZqamorHGhsbyWazWqntY68nFB4X+/r68Hq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This produces something a bit more pleasing to the eye, with what probably amounts to better coloration. It replaced the box with a grid, however. Although this is useful for some plots, in particular panels of plots in which one needs to compare across different plots, it is often just unnecessary noise.\n", "\n", "Using [seaborn](http://stanford.edu/~mwaskom/software/seaborn/) can help with this. We'll import seaborn's helper functions without importing its style:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# import seaborn's helpful functions without applying its style\n", "import seaborn.apionly as sns" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# importing seaborn can sometimes reset matplotlib's style to default\n", "plt.style.use('ggplot')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# this will remove the noisy grids the 'ggplot' style gives\n", "sns.set_style('ticks')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mMNgL1nxENL3FzX3D8VBo0KYBaWxAqN5MLKYWW+t3fYpDt1wO0qwjsJel69NX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\n4o5TrQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It almost looks like we took two steps forward and one step back: now we have a box again. But seaborn provides a useful function for removing axis lines: `despine`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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C26BAOrws0tyEoglDUbdze9SOOFADO+eC2UFw2ARRGhArxoIAqfaOStqAtFLi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\n1rlza3vCiRMnaGRhii4PPoqOV95ANc3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y)\n", "sns.despine()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also go further, moving the axes a bit so they distract even less from the data, which should be front-and-center." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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dG5ILel1FdrWQ4jKIEed567EyNH6lEdOimrNJfrJ8iXv+fpmYAoPdo7dUsSNH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\nXARBuI7/D6p/wUByuVs9AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y)\n", "sns.despine(offset=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's do some refining. Figures for exploratory work can be any size that's convenient, but when making figures for a publication, you must consider the real size of the figure in the final printed form. Considering a page in the U.S. is typically 8.5 x 11 inches, a typical figure should be no more than 4 inches wide to fit in a single column of the page. We can adjust figure sizes by giving matplotlib a bit more detail:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6ejoaNmzo13YBCGdiYh8MGOS/+qLmTQpnv6y/R/Qg+1jAsOq7JmUEJCSC6exP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\nQQFDCCGEFf8D3pN4X/hYPzkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(4, 2))\n", "ax = fig.add_subplot(1,1,1)\n", "\n", "ax.plot(x, y)\n", "sns.despine(offset=10, ax=ax)\n", "\n", "# let's add some axes labels to boot\n", "ax.set_ylabel(r'displacement ($\\AA$)')\n", "ax.set_xlabel('time (ns)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We added some axes labels, too. Because this is a timeseries, we deliberately made the height of the figure less than the width. This is because timeseries are difficult to interpret when the variations with time are smashed together. Tufte's general rule is that no line in the timeseries be greater than 45$^\\circ$; we would have a hard time doing that here with such noisy data, but going wider than tall is a step in the right direction." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting to files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can save figures in a variety of formats. It's useful to save a version as a PDF so that it can be postprocessed using vector graphics tools like Inkscape and Adobe Illustrator, but because vector graphics must be rendered by the viewer on load, it's useful to also write out a PNG. \n", "\n", "PNGs are raster graphics: they are just a matrix of pixels with four components (red, green, blue, and alpha (transparency)). This means they are quick to render with your favorite viewer, even if the plot originally had hundreds of thousands of points. However, they are not so great for making posters and final publication-quality figures, since they cannot be scaled to any size like vector graphics." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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6ejoaNmzo13YBCGdiYh8MGOS/+qLmTQpnv6y/R/Qg+1jAsOq7JmUEJCSC6exP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\nTJ8+nWndujXTunVrplevXtz2devWMYMHD+Y+0zTN9OzZk9m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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(4, 2))\n", "ax = fig.add_subplot(1,1,1)\n", "\n", "ax.plot(x, y)\n", "sns.despine(offset=10, ax=ax)\n", "\n", "# let's add some axes labels to boot\n", "ax.set_ylabel(r'displacement ($\\AA$)')\n", "ax.set_xlabel('time (ns)')\n", "\n", "fig.savefig('testfigure.pdf')\n", "fig.savefig('testfigure.png', dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can view the resulting PNG directly:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from IPython.display import Image" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jNKQjA2ss9tP6YCpxtS0hdLJD2jT3+8WykEJPl7afd1mk49vyZQH3R2NJCjc6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\neTrq5yxQXyhvrtWc2r06o0houegTSI3ZA8VNH6H+iGODr70QgsDrTpkd2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0ukZAihcvYu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5XobMe++9hzlz5viybCIiIiIiIiKiqPM1gKVpmnKtKrueffZZ3H///aXHe+21l60AVi6XM33s\nRF1dnetlyGSzWV+WS0REREREREQUB4EMIfRDZ2dn2eO//e1vtj7/7rvvlj0eMmSI6zYRERERERER\nhSW54y7lT2h6OA0x0Txo5tmmsy8NqSUUN7ENYE2cOLHssd2hiitXrix7PGnSJNdtIiIiIiIiIgpL\n87Kryx63XvapkFpirO6gOchOOwQiW4fM5BnIzZobdpMoJmI7C+Eee+yB4cOH48033wTQO6Twueee\nU5oJ8Le//S3+53/+p/Q4l8thxowZvrWViIiIiIiIyG/p3cej7brbsfn3v0F6932QPXB22E2qoGXr\n0HbNrWE3g2IothlYmqZh6dKlZc9ddNFFlkMJV65ciWXLlpU9d8YZZ6C+vt7rJhIREREREREFKnvA\nQWi56FrkDp0LIUTYzSHyTGwzsADg5JNPxmOPPVaajXD16tU49thjcfTRR2PmzJkYMWIEcrkc1q9f\nj1deeQVPPvkknnnmmbJlTJw4EWeddVYYzSciIiIiIiIiIgWxDmDpuo4777wTS5cuxeuvvw4A6O7u\nxqOPPopHH33U8vMTJkzAPffcg2Qy6XdTiYiIiIiIiIjIodgOIew3fPhwPPTQQ5g9e7ZyemRDQwOW\nLVuG73znO2hsbPS5hURERERERERE5EasM7D6tba2YsWKFfjrX/+Kn//85/jd736HN998Ex9++CG2\nbduGhoYGtLS0YM8998R+++2HI444AtlsNuxmExERERERERGRgqoIYPUbO3Ysxo4dW1GknYiIiIiI\niIiI4iv2QwiJiIiIiIiIiKi6MYBFRERERERERESRxgAWERERERERERFFGgNYREREREREREQUaQxg\nERERERERERFRpDGARUREREREREREkcYAFhERERERERERRRoDWEREREREREREFGkMYBERERERERER\nUaQxgEVERERERERERJHGABYREREREREREUUaA1hERERERERERBRpDGARERERkZL8CaeXPW5ZfkNI\nLSEiIqJawwAWERERESmpP2ohkqN3BwBkJk1Ddvqsl9YXIwAABmlJREFUkFtEREREtSIRdgOIiIiI\nKB4Sbe3o+ML9QKEA6DqEEGE3iYiIiGoEA1hEREREpExoGqAxiZ+IiIiCxd4HERERERERERFFGgNY\nREREREREREQUaQxgERERERERERFRpDGARUREREREREREkcYAFhERERERERERRRoDWERERERERERE\nFGk1E8D63Oc+h3HjxmHcuHE45JBDwm4OEREREREREREpqokA1q9+9Svcf//9pcdCiPAaQ0RERERE\nREREtlR9AGv16tW4+uqrw24GERERERERERE5VNUBrGKxiCuvvBJr164NuylERERERERERORQVQew\n7r33Xvz2t78NuxlERERERERERORC1QawXnjhBXzxi18EAGiahkQiEXKLiIiIiIiIiIjIiaoMYG3c\nuBGXXnopuru7AQDnnHMOmpqaQm4VERERERERERE5UZUBrBtvvBGvv/46AGCfffbBsmXLUCwWQ24V\nERERERERERE5UXUBrP/+7//Gj370IwBAXV0dbrvtNui6HnKriIiIiIiIiIjIqaoKYP3rX//CjTfe\nWHp8zTXXYOTIkSG2iIiIiIiIiIiI3KqaANbWrVtxySWXYPPmzQCA2bNn4/jjjw+5VURERERERERE\n5FbVBLC+8IUv4OWXXwYAtLe349Of/nTILSIiIiIiIiIiIi9URQDr6aefxv333w8A0DQNt9xyCxob\nG8NtFBEREREREREReSL2Aaw1a9bgqquuKj0+7bTTMGXKlBBbREREREREREREXop1AKtYLOLKK6/E\n2rVrAQDjxo3DJZdcEnKriIiIiIiIiIjIS7EOYN13331YtWoVACCTyeDzn/88kslkyK0iIiIiIiIi\nIiIvJfxacFdXF5566ilPlymEwMyZM5FKpfDiiy/izjvvLL122WWXYdddd/V0fUREREREREREFD7f\nAlhr1qzB8uXLPV/uqlWrkE6ncemll6K7uxsAMGPGDCxevNjzddm1adMmX5a7efNmX5ZLRERERERE\nRBQHvgWw/CCEQLFYxD333IP//Oc/AIBsNotly5bhjTfeMP1sT09P6d/d3d148803USwWS88NHToU\nuq67at+ECRNcfZ6IiIiIiIiIiCr5HsASQniynIHBpv6i7UBvdtKiRYtsLevdd9/FrFmzyp5buXIl\nhg0b5q6RRERERERERETkOd8CWMOGDSsVWPdSS0uL58v0ynPPPefLct977z3MmTPHl2UTERERERER\nEUWdbwEsTdPQ2trqy7L7s7rsZHcNzOAa+NlisehZllhdXZ0nyxksm836slwiIiIiIiIiojgQxcGR\nnSq1ZMkS/N///f/27l5HbSiKwughTsPUll3wLrQ8MwUN7TwGrWuoLNKNFCWKIoF091yv1cxPdaTd\nfcLms6qqDodDXS6Xxhf9v3Vda1mWP/4/juPL7+0CAAAASPetXuK+VcMw1DzPrc8AAAAAaOJH6wMA\nAAAA4F8ELAAAAACiCVgAAAAARNtkwNrIe+sBAAAAurCpl7jvdrvffgIAAACQb/f0cSQAAAAAgm3y\nEUIAAAAAvg8BCwAAAIBoAhYAAAAA0QQsAAAAAKIJWAAAAABEE7AAAAAAiCZgAQAAABBNwAIAAAAg\nmoAFAAAAQDQBCwAAAIBoAhYAAAAA0QQsAAAAAKIJWAAAAABEE7AAAAAAiCZgAQAAABBNwAIAAAAg\nmoAFAAAAQDQBCwAAAIBoAhYAAAAA0QQsAAAAAKIJWAAAAABEE7AAAAAAiCZgAQAAABBNwAIAAAAg\nmoAFAAAAQDQBCwAAAIBoAhYAAAAA0QQsAAAAAKL9bH0A/VjXtZZlaX0GAAAAGzeOYw3D0PoM3kjA\n4m2WZanj8dj6DAAAADbuer3WPM+tz+CNPEIIAAAAQDQBCwAAAIBoAhYAAAAA0QQsAAAAAKLtns/n\ns/UR9GFd17rdbnU6naqq6nw+136/b3wVr3g8HvbsjE37Ys++2LMv9uyPTftiz778bU/fQtgf30LI\n2wzDUNM0ff09TVN9fHw0vIhX3e/3r9/t2Qeb9sWefbFnX+zZH5v2xZ59sec2eIQQAAAAgGgCFgAA\nAADRBCwAAAAAoglYAAAAAEQTsAAAAACIJmABAAAAEE3AAgAAACCagAUAAABANAELAAAAgGgCFgAA\nAADRBCwAAAAAoglYAAAAAEQTsAAAAACI9gumgK82oD5VAgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='testfigure.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Woah...something's wrong. The figure doesn't fit in the frame! This is because the figure elements were adjusted after the figure object was created, and so some of these elements, including the axis labels, are beyond the figure's edges. We can usually fix this with a call to `plt.tight_layout` to ensure everything fits in the plots we write out." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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udzjKoqsqob7wm4MLWUYrVUe+QNXh3Wi070dQPkpmykobbCgKGNdB2KkHOH7a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\nVlYiPDwcly9fxrvvvotevXphzJgxXnmG7MnUp08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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(4, 2))\n", "ax = fig.add_subplot(1,1,1)\n", "\n", "ax.plot(x, y)\n", "sns.despine(offset=10, ax=ax)\n", "\n", "# let's add some axes labels to boot\n", "ax.set_ylabel(r'displacement ($\\AA$)')\n", "ax.set_xlabel('time (ns)')\n", "\n", "# and now we'll also refine the y-axis ticks a bit\n", "ax.set_ylim(-4.5, 4.5)\n", "ax.set_yticks(np.linspace(-4, 4, 5))\n", "ax.set_yticks(np.linspace(-3, 3, 4), minor=True)\n", "\n", "plt.tight_layout()\n", "\n", "fig.savefig('testfigure.pdf')\n", "fig.savefig('testfigure.png', dpi=300)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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aPng3abl62FNo//uL09tp4uyVDGCR3UTXaZ3jSFEUNH7zGcI/LUPxb85Gu95/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\nIYR86m+ntG6uJcm5DKz4EELrNbD0jk9FUXTKIBj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UdlF9J9F6Dg4hDP20DFXP/QOyvx7t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wvVDy1G3R3XoPPzDzIvEEWuJtVisBjVj/wLnZ9/AO/g7eHfJVP1mqiXeD6pj7IqsOzKWmcFVh41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"text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='testfigure.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay...better. But it looks like the labels are a bit too big to make these dimensions work well. We can adjust these directly by changing matplotlib's settings. These are the same settings you might have set defaults for in your matplotlibrc file." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# we can override matplotlib's settings; for example, changing the font size\n", "plt.rcParams['font.size'] = 8" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DOHbsmNM/X/LXX3+hX79+6N69O/r27Ytr16onCsdb1Iq/duegojQaduCv+vsa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\nQwfs3LkTX331FdvGl6FVq1Y4c+aMp5eGcIdBFAW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(4, 2))\n", "ax = fig.add_subplot(1,1,1)\n", "\n", "ax.plot(x, y)\n", "sns.despine(offset=10, ax=ax)\n", "\n", "# let's add some axes labels to boot\n", "ax.set_ylabel(r'displacement ($\\AA$)')\n", "ax.set_xlabel('time (ns)')\n", "\n", "# and now we'll also refine the y-axis ticks a bit\n", "ax.set_ylim(-4.5, 4.5)\n", "ax.set_yticks(np.linspace(-4, 4, 5))\n", "ax.set_yticks(np.linspace(-3, 3, 4), minor=True)\n", "\n", "plt.tight_layout()\n", "\n", "fig.savefig('testfigure.pdf')\n", "fig.savefig('testfigure.png', dpi=300)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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U6Jxvsm8Fli2x/377rn0a5nyI6lefAzQV3W66Gx3/fPH+ZUT7v14/UYnPio9N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\nJUuWaOnSpdHlKVOmuApetTd9+nStXLlSjz/+uCRp6dKlWrJkifr375+2t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"text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='testfigure.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Going further" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because we know this is an oscillating function, it might make sense to also plot a histogram of its values to get a sense of their distribution. We can accomplish this in one figure using subplots defined with a ``GridSpec`` object. There are many ways of defining the spatial extent of axes within a figure, but for this case this is probably the easiest." ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AH9vm6ZchNn9uoG2DYYpZEL99/sJWi/U4Pm884xdg3atu/3qd9oduJzdin0TV\ngrmAAFDNCnvtbZ7blQREcJygcHTP+y9aZ8+w/nNnPRKUOjlbbAc6ztrwnJKu2frYskbenGl1TVGI\nSPUchC2xj9qlBwL2zHsOVfseGLi9gcjSFYHsuDruuwX1x59EdKRG5xSPIfnJh4hsu5OxnJPPMigs\ni20exN59E+ExWyG6zQ4FOR6gFzHoMoU+RWLpIoRGjgYAfpCYnwgJh53T46Y1taoGWjIJtbPDWqV0\ntDEt/14WW5e7garaAVRl4IrQs2Aef6WmOQalGsMVAZbFVnWkOuMej/eZcEXQNA2J9xeg8v8OYbif\nFFjsMANie0dQKZsb3Qs5+W01Y8Cl72i4FNFBuOT183jGe956BZGx4wEAcv2g4A0uFkLY9grJFUsx\n6ORzIFVUWsukquoitkiQLcJimyuqR4duijneC4fog5zpaliuCJzzKxm7Mw3sigDvl2Bv+t0Gffmy\nOnxeyVvKkmvBs8pwkttbvx8r6CcHWmZchs3nnpjz/ixaZ890ZdGw0FTLFYHrg+lz/SU55LTYGtvL\nxgtd6epw7kClXNP/Zlx3y93AOYbWVM0aSJSFK4LXoEdVnQNdVlaEjC1s/Us30+m+iHcN8fvGFsxD\n8/RLkVjKr4hFpxTMFYnlXtWXU+Aq22JL4goitVfYf3r40bfeeBW2XHMBACBUV591E/sazRVzICgU\n8uChCA0dZv0nC2FbVpRBj1KieFls/UScQwzYf6vdXYyN2WiZjGUZUttbrahlJqQ1ifUSpAsgFJKg\nFapcbSEwBhGprz9nb0t9J17nJYU4t7tpES7lROdeFesUW9iCY7EN1PkR3z+1+hMkVy6HVKm/0FVS\n2Gqa3anygqastvFdEayBRDm4Ivj5xKoc8SSbwWNmZS3Vdzqczs2qOXxsbWGrduq5cdVYN7tNAH8w\nlDWMd0MBLIWBU4ZRszZMONfV8Vz7BIiabjVy/eBg7SomjBRoAoFAuCLkjleHzkomTq4mrWrEcdrv\n+gfjPJyXlqJY5+169mEAQPVBP/VpK1FrnbBIWh1nbxhscw2kIzDbl1y+xLncHFDQh+YKB84XZEWq\nl1pn4Ve4Imz62PIstj7Hl5yCrO1fswAAke130Xcnp3eJKHOHNYxpsTWDxyhhq9oCrxQqj/ni4RNr\nBY+FQvq95xggObMiaKQLhuMYRDYLxzOvOWeHAgaP9RYOIdqHz4j9rHtYbHnCNt7juw1NWUw9+/Qz\ngjxQ/Qc2Pat4AAAgAElEQVSgPMrifdbPyUvYHnHEEXjmmWcwZMgQx/KOjg4cf/zxmD9/fl6NK2Uc\nuSV5icE51gXS6sKdPgMAOcS1tGmK4tpXUxQoTRsRHj2OaqtCfmAczC12C4UV/BZwuoy+lhplDXPA\ncUXgvpB4308xA0tIYevb1L6FFfRHfH/JELZb/no+qn58MIb88S/0xj4nkNgDAomyOALOvKCOAZ77\nHHbwGO2KQAjAcnBF8OjkEksXQVMUSOGw/lw6LLbGdzOvH6/DVFXb19hR2hgwb0YpWmG7NNgr2end\nCn3/Ms5RmCnwoC5KAayTnN/IMRMWVKxkMlC7OiGXsksCJ1OEID+iO+6K1pun5bSv2tmBEX+/p7AN\nEmRNXsJ2w4YNUBkPVSKRQFNTUz6HLn08fAs1H38wnsWWRgqHuRZbTcm4/P46/30fOh+7G2OeeB0h\ncirNFBySxBG21hm5bckXV9lb/paOTx333Qp5SAN7S+P7u47NGyzwAvGYuUVLS9kyp2Ctjk2zXBGU\n5s3ofulp1E44AZGtt3Nvy0OWma4YkjmVTkbjk36fjgEe47qbvw3TYltGrggeA9C2OTNRsccPgVAY\nQJLtkmFaWjWN46/LsYRqRKBZKOQbCNprsAJiC5AVIfAxAlgneb8RKWyD5qqOL1uEntdewMjbnyxo\nEGghsaznwmJbUOomnYS6SSfltO+Way8ucGsEuZCTsJ0zZ47193333YfqanvaRlEUrFixAjvuuGP+\nrStlPNN9aY5/XLuS07peFoRQmC/SMhnXSzr52Qr38UG98JkdSS92kD7lha0WaJpu1aJe0l3PPYqK\n3X/A3sm8dnRnlaXFNrPuW91nmfRPLTUrCNP32KzGZLsimDRd9nuM/fcbWZxA4vgfGteMmALXoNm3\nOPm7Mi2RZoAYIytCObki+AzMlNZm3WILp0+nGRhnDgw0VWFabDObNiA8Zmvd+uqa7jfT+oWcz1Ff\nClti0KvRJa3zIWiKvSAZAHgWW9I/PKDFVm1r0TffuB7a2PGQWLmhi40IHhMImOQkbBctWmRNfy1b\ntgxholMNh8MYO3Yspk6dytu9X+AUi7TF0B5Ja5qG5EeLnfsm4vbfHj5zUjjMDa7Q1IzrJW0eiyki\nAECSvIPHejUrgvfLt/Uff0XsrVcw8rbHGLtyfOeUjONfe3l2wrbrP49Ay6TtACyg9KwgjGugMSy2\n1jr6mvgJdQns4DmmK4Jq/Z6plcudy+k2moKQvic1OytCb7sidDxxL6I77IKqfXJPZacx/GJJ1J4u\nO+sGsa35/Fr5hVWN+VtuOnMyBp/zF9RNOMElbM10dlIoBE3V0DxrKuS6ekTGbGVs1BcWW7s9FoUY\n/AV8zqzr6PEe4frYku/bLANEM1s2Yf3E/TDs2lutZeuO3Rt1J5yGwaedl9WxCg5dsEYgEADIUdg+\n8cQTAIDLL78cV111FWprawvaqLKAk9kAgGMkHVswD603XuVY3TZ7hr0rK6LZhJ56JMlk3D62CcNS\nSws4R1tZlj8jJVNvWmx9phxjC3V/bGZmCN6uZtJ7Ksk7L/JZkmTuQCH56Yeo2G0v31OapNd/i/DI\nMZAiUZ8tC4RXNSYi3ZdFtnlNJcmzpLOrMIBxHRMfvm8vYlps2cFjuuWyb1wROh+9EwCw1UvLcj+I\nX2L/rk6EGoYDoMSTmVs1RWRF4Iir9Hdr9E1oq6x5z4ZCgKogbmRAGXTGRfpy5mPbSwMzTSP85guQ\nFSGoxda8JozgyCEXXIW226Z7Wn+jO+2O1Bcrg/vYGihNmwAASXIAB6Dnlef6XNim136DTef/GmMe\n/h9Cg4bY37fExuADGbW9BV0v/pu7vubQo0vbb7ufkJeP7axZs9Da2ooFCxagpaXF5W87ZcqUvBpX\n0pAlNGlBQPg+WVWZeIcxiiOwkEJhrqVTyyhui20y7jy/uZwZPEZmRSiMxVbLZJBp2khYkuzz+E6X\nWXk+WR0P+80dX8qulOZpseVZwBNxtx8pdPeOnvlzMfT8Kx3bbzprCmqOnIShFziX9xbM60cGz1Gu\nCPRvqcXj8Ebi+H4yLLbGTIS7PSwfW051MVWzXRH6ZCo9T/wEkarY09WK+91g3VvE94Ycclwzs8qb\nyxXB+O3194G9ruO+W3L4IjliWdU12xWhELMaQX1sje1UehALO9eyVyov89oyB29mNgsWvNkEXoIV\nRYGyZRPCo8Zy25IrsYWvA5kMUp+vRNW+BxI+tsJiWyoM+t0F3JzX3a88h8of/FgI2z4gL2H78ssv\nY+rUqZBl2ZUZAejvwpY/Jefo9H06bZVOfE/iZbFVMy4BZ/rWuqwghCuCl69mvsK2/e6b0P3S007L\nmHnIgB0YU5TyOlDetGIOwlaNx5xuIcZ2LbOmQmlpgpbJYMhZl0KurrGm9V15dXsTxvUzf2eN4Yog\nEUU7Ym+/ipYbrvA8vMSz2KqUMNNPyLyOLOubZ0ld6/crfZOTIxsBD1YBEPNetH4r21ItRSLQkvY1\nk6M8Yeu02LognttM82aEhjT0gisNUVLXapoKNZGA0tToDFTMhsA+tkbO7h7GDJdZBMNj8CFFjSpS\nrLLlkSg0hTPw4/p/s9+VnY/dhc5/349xzy2CZP6eBcIqwkIW+wCEsC0hKvfcm7suQbkkCnqPvITt\nP/7xD/zhD3/AOeecg1A5BIAAmDt3LubO1WuoNzc3OwLfssHRibvy2BIWDR//QbJUKeMk/HRfGYaP\nbdL04/PIEuBRACFfX73k6k+MU2huK1zQly+z8lh2nTQ38tnLYhuP2dcPQMsNUxH6212WWIm9/iKi\nO+6m+0BarhtZNSs//Cy29PNHNC6+5B3/40tsi61qDpbSlOhnXUdWgJV5rVgldU1rZiGi63sZ8t7g\nIYUYr1PWu8FcFo4AZKBnOIxM82akjOdI39y+1lIohJ7XXmSdGVo6rbs93TwNdZNP8W1rtkicrAit\n/7wa8UVvZOXmoXZ1Ivn5p6jae//ABRosH1uGxdZ6bXkKW91liPVukCJRhx9uIDgPf/KLlfp5Mpms\nha2macis+xaRrbdlnzJi3F+msLWKpJT+80NSqD5YIOCRl7Btb2/HL37xi7IRtQAwYcIETJgwAYCe\nhzdnyKwIrtruZASvn8W2nX8KRYHELdDgzopgWRxpCzLhQ8sKInKU3M0HMrepeU9kW3ksC1cE/jE4\n5/J1RSDEi6Kg9ZbrIIWJe9u0upnX3aeUcUHxErase4ToeL3cXezt2Z2+ltCvidNiy2uPR+Ux6ubS\nHPlcS79j5ha+IKHdQcC4pqqK5hmXATAstuS2iQQyG9ZRB9Ds35nniyxJ6HruMXQ8pGerSa7+2L+t\nOUIO6LV0CvFFwTNvKK3NyGxcj86nHkBi2SJdDAf1eVVVaJrmyvgCIKDF1hCZrEEvnfEgHLHEoxWI\nS783emFUG180Hy1/uxwjbn4IFTvt7t7AZbEtz3RfBeuDBQIOeQnbCRMm4I033sCpp55aqPaUDw7x\nRAtb+4Vj5gHloXhZbInocxpNUVwvadPq4BKvpCWtgFkRel57EZX7HoTQoMHO4zBcMXyj8q3mMYR3\nlu9tXgentrdC6Wjl75ei0qSlk5Cr7cBIKzjPPL7RoarxGJDJ9K7vlIcrAvM3JWYKgpVq1i221Ycf\ng9gbL1tLlc0b9FMQwjazudEdTAbOdVc54pWw2PZ1x9zx+N1QmjZi6EXXeG6nxrohVVbrKbsCTJmz\nLLaua6KqUDY36tsbgmrIRVej/V83IP3dGqTXfk0fwbpy3LRokuQIQpV6I0sCIyuCWfEwKJsvPR3K\n5kZExm9vLwxcUlflW83N91YAYcvM1UwFgEqRqC0eeWW4ue3MPV4h07geAKC0bGGut1wRzCp2GjFj\nIyh55LpBenVRlstSgVB7ujDkj5eXbO7lviIvYVtXV4fZs2fj3XffxU477WSl/TKnoi+88MKCNLIU\ncQgwWnSQAs/HqufpY6sqfN9URWGKC6Nx7uMABfWx1dIptN5yLSr3PQjDr7nZOI7HizawK4IRUFRV\nY5fCzFb4eASRbLn8LO46uuPU0hmHFa7joTmo/fmvCGGr/7PprMlQWrbkF3XvAzt4jLjPXNeIsNh2\nB7HY6j62vCwPpCsCV9CQz4Rh9TKFnWvAoip2m/t4KrXzsbsBwFfYbjjhUNRNPhmDT78w0MDMmiom\noYQU+TuaQkWuqkZk+52RWLbIvb9KWGw5wlYC+sAvxj3zorTbg0Sm+xGFKegttwJVDZ4VQdWg9bAH\naJI1ePYQtmZgHtPHls4oQv5tvL89nq8gNJ5yDOom/RZ1k37L38iKR2Dfa5Yfvfl+K1OL7UCl/pen\nAb88rVfP0fHkvexZjQFGXnOpH3/8MXbddVfEYjEsX74cy5Ytw7Jly/DBBx9g2bLe6+RLAnJKLt6D\n5un69GLHk/eiZZaew1dNxNE2Zyb/GHIISmszd7Wm8F/8WibDF7a0KwL5Mmel9srFx5bh80Z2WObn\nhJm5IOjL19h3+HV23sjsfWz5HVxm43r+fila2KZcVji1o41w3dCvF8/CUlCY6b48cinLErR0Cunv\n1gSz2Bo+tq60YSa8e42EGFC4MgQwB1TeFfqKiXkvx5caYjPIjAPLYkvnvyWvg7m9JEOqrOI1BCAL\nNDBonn6ps30eLjc5Q/rYsmZmggpUgHChUYMHlWoqP+d3EItthJ8VIaeUfbxXpfl1qIGo0tKE9gdu\n8zmmZRZnr4+YrgjmTEeAohUCwQAkL4vtI488Uqh2lB9URxd/700AcE7jtnoLntCwEVCa+aWHtZ4u\nqDxLp5JxBvSQ+7msY0TZU+olqPZ0o/OZh/QP2VhsmZ2b80Ubf+8tOzguqCuCZTUl21I4i63nuemO\nM5Ny+U2qnR0IGR2hJMlIb/gup3NljVeBBv2TY50kSWi7+yb0vPysba3yxMiKwKmwFMTH1CEaZNmZ\nzoqVRaEES4JalkczFZkso/u1FxB783+++zIHBXSAJ1HdzrqmkgS5khdAo1niz6tCW/LTD33bVwgc\nMwfk/acoTGHvwBLcpqVeySIrguasDEgfF4W02BLvniyKvbTOmYnkiiX6B9YtnadVXTJnRNPOrAii\n8phA4CQvYTuQ4b5MiJeX0rTR8xihYSOQaVznuY0W60H9iWeg88n76AYg9tY89k7crAiSa13Hw7cj\nvvB1uun+WJqE4b9rnIN0s/CKfibXdb3wBOS6QU4/vCyrBXlZbL1QqchoLZVyiRWlow3yYCO1nSRh\n05mTczpX1vjljaUtX5KM9Fer9V0DRPRDlvRIbo7FNpCwdZSSDUGTZfu38HBPKamOWdN0twzLxzKE\njvt9LG0GEit4jLp3e15+xvo7ss0O+vS8JEGqrGQ3h/SzZxzfxCzukA/Jz5Yj9vZrGHL2Ze6VrCBQ\ncsCsKP7zPZIMaLZ7laYo7PuaharwU66Z7gI5+tiCsNiGR49DxZ57o2fef/Xtzftecw8caXr+9x/7\nA/N7+VwhrtuDQciZFcF6bsosK4IgP5Kff8p9HyubvTXHQCHvsO7u7m688MIL+Ne//oWODl3IfPXV\nV2hu5k+x9wt8ascDQGbDWs/1oYYRUNv5wUwWvJRhPAsFJyuC8Un/x5xZJKeYs4nyZ02DWT6THhH8\nLIgOK/31F6g7/iTINUTQVrYWWK9zeaRfU2m3EE1ziZXkx0uRWv2p/qGP8n1ltmxiT8OSwoI2EUkS\nsrF0m1ZKritCEIs7+TuFQpBCIbTfeSPWTdyf3RTLRzBwM3sfq8KVcU/KIc+y1w5Y144zKKs++GfW\nvSUBfFcEwHquXKWySQpQVrX5+kvRzauaRLoimBZSjbLY+mEG0hID4OCVxzQPYevfBisrAuN85D0/\n+t7/Ooor8PMXez/7zMGa3/vCusbcg+r/WD62InhsINJ+zz+R+nwl87/wuG0QHj6q2E0sOnlZbD//\n/HOcfvrpqK2txfr163Hcccdh0KBBePHFF7Fp0ybccMMNhWpn6VGAl4mVTcAPQnCGGob7+3Ryg8fg\nPbonXrzrjt0b1Ucci4Y/Xet9Dke+IuPFyxK9Hh0v7SscGjrcuT5Li62npTxbAUCJla5nCfcbnxzF\nhaLntReYyx0DFkY6omxm+DVN0+8TVgBU0GNkGK4IgF4G1SugsIRcEaBqQMgWNJIs833ZKVgWW5UT\n8KTfOyHrby8fW2tGw8MVwXEvMPRTYsUyVHzvh3qGh3xQieIcxLuENUvSft+tQChklZ6V5BA0ZAhf\nfI/gWApNUyH5WGy9BsBW5TGGO4PLFYF0qeC9e/xEKuOe9guus11sOe8o87qZ36FIwZeC4iLXDUL9\n5JOL3YySJq+33PTp0zFlyhTMmzcP0ag9nXPooYdi8eJ+XmWDIZA2/fFXyCoAK2jQgiNlmP/xNdqa\n7BBA9t8tN12N1JefcY8dm/8S/yTWy5To3LzyqhLn1VQVacKa7bKI0Z1vkByivQQz6b69tlfOGVv4\nOtLrv/Vvg6ewlT1FvFRBTX2bQYU5BNKM+Mf9+h+K0xWB9All508uPYuTVc2NcEUI7AfKEJ5aPMbZ\nWIIkm8FjHj62hJD0ttjy25hasxpbrjgb3XOf4u9PwHQbYhVocPjbus/f9Z9H0PX0g65jKJs2GPuo\nWfjYqnqWEhYBgsfMdy0rYtyd7ssWurbFNtucg4xl/r4aPsc0rndGWGwFAi/yErYrV65kls0dNmxY\nv3dFYHXU2fq5BRURUraFAKjOwmorVaAh9sbLSH/zJXGiLM7BcjvweNGS5+1+8d/YdObxyBiBc676\n75SwpX1f+xQPv0b45CjOlZa/XY7N5xNpgXht8BS2AK8zHnrJdaj/9e+dC81gqRxyLIaGDtObkHG6\nIjh+R1ZTrOCxrE9ZMDRVRfKzFcQCozHGd/EUkwY1R06CsXHwE8sSIYT5PraAZj9PXoVwHL+/8740\ny9D6zvSYApFlpWTloyYHq4FcEajrw/GxjWy7k3tfD1cEM1e4Z/BYJAqEI3rOadcJqXLUxPPGnS3y\ne/SzFJtaOo32e420ibwZDNNim3FabL0yvQgEA5G889g2NTVhq622cixftWoVRo4cmVfDSh2NVbM8\nS1xTYDyynT6kX4yskrp5Ru0yfchoscvyv4U9AFC7O4FhI1y5fOno72Lm5fOy2PpNLeYDacXmtUHz\nSPclyTK/g2StCzDdzcMUw+13/cNxfo08lmdJ4OIp2+6Xn0X7HYTLlBlpbvnYej97tcf9CtFdvoee\nec9l53ItyfZ9Lnn42GqwLbZev00BfGytU6ZTrneTVfTBYaXNMt0XdYG4eWwZ33PLFedg6J+m8Q6s\n/+OZ7iuiF14gBtE1x0zWs4bQBgaHK4IRqOVyR8neFcGLjGnFBsdiThzTFLZBi94I+hdKyxa03HBF\n4O2ju/9ALwU/gMhL2E6aNAkzZ87ErFmzAACdnZ148803MWPGDPz6178uSANLFW7S+yx6Nykc1BWB\n7Fz9X5iuzsKv8pjVoOzz2Dra4+UzSZ7X/D7G1LVKV1+jxUSWPrYFxeuSFKCkrqaq6HhwNuqOPxmh\nwUPZGwWx2LKCxzgdpMRYZw5UPMUTD1b7ZNlp7fQYCOU7cNFSSaTXf4fodgxLnw9K82bH58RHi5H8\n9EPU/PTn+gLiXozutDtSX6ykTq7mds0kyVF2Wq5gC1tNI3K9Bj0P7zkOKLaYabUYrgiO94yHqLRS\nqNHPCyePLc8P2GFZJzG295oxkyJRSNEo1HiPYxngfg87XBGMa8ELqkt9tRqZLZvQMv1S54pssyJw\njACOTcznnc5jKxhQjPj7vQg6zaV2d6Hj4dsBCGEbmPPPPx+SJOGEE05AIpHA5MmTEYlEcNJJJ+Gs\ns/gVngQ6gS22WbsiqEh9+5VVVk9zpPsyA7xycgKzsQLFiEVeeRWJDswSAlZasHbntgGmf/sML7Hv\nMxBIr/0aka2389wms3E9up59BEp7KzdQjyucHJZ4Rtt4Qoa1zuw0c7j2LItyZOvtkFrzOb99sO+T\nruceRfVhRyG6/S5ZnxsAWmfPQOyNl5mV37zSzAHutrfM/DMAoPqwo/X15PVgCC5NVf3zt7LOK0n2\nuSUZUhVb2KrtrdC2DuCKQLYpX9cd1pQ/qyoWKXI9Are0eAxSdY1uxSdXqAq6X3zSvQOvwloVL9ev\n3jiHWxWFXFsPKRJ1vGssYUtbp0OkK4J37tzNF57EXu/hp5xpbsLGU4/BsGtvRdXeBwTbl1xeikGX\ngj5D5rotMSimUaiI5CVsQ6EQLrzwQpx99tlYu3YtYrEYtt9+e9TW1vrvLOAmwweA8LhtIFfXIPXF\nyqynvBPLl6DrqQcwbNotqNrnQEeFJ6/64lmdh6weZOKK0iU6PvJ8Rsdh+uXRFtu8I7cLidd0n8/1\n2nTOL33L7Frf1ctHkeuKQBbeoNopebgiSDIQpYo2mKWMcxBptMW27viTUf/r3zs6ffZgx16W/var\nnIVt+usv+Cv9On+eWMywXBEYv7dqW2yz0hmybJ1bkiSA44oQe/N/lo+sFWzmg8uqnOWUtVfOYo2s\nPMbJaUujdndCrq5xuyIoChIfvu/anuvXzMlOoSX9hbw8aAikSMSR01mKmsKWmjkj/cx5gl2SPP2K\nvQLwzNLCieVLULX3AWi//1Z3nAH7oPo/5vs1x3zdAkF/pyAFGioqKrDDDjtYD7NqvOTkUhIofUVW\nrgh8YSuFw7ZgIK6jnwUKgPXCiy+a7xS2qkr8zXrxuhep8RhiC19HrTk1azfE/IPY2CNKl+z4KDHn\ncusoofvGM88m8Vt45iH1whRFAc/jwDfdF8/HVkLdcb+EJElWwIrVSefiY0uJ4egu39OFDHl/M91T\nyHsnd+uT2XZrytux0lvU8azhVgQ+eS+yHm0N9sAjK2Ur2QJOAuR6fuq/xJJ39D9COT4Xmj2wDbQ5\ns8KXWaCBKCVOFWjgYYk2+rnmiWHOb6JyXFZYolCuHwy107bOhgYNcWWhMcvs0u0ig8cSy5ey2wjJ\np8IhOag3/zauIeXW4UghSO3rXOx8vwbqCwT9Bi2dztptS43lHwtUjuQlbBsbGzFr1iwsXrzYKs5g\nIkkSVq1alVfjypIsjJ6e1rFQ2F6fo9AzAxLMaUJeRDPRIteSjgdmo/ulp1G51z4Ijxht7x6kQAMn\nj61ppTQjjrW0UbrWnDYpJVcEwj85PGYrR6U4M0dpZJsdkNmyCUAOnY15XbwKfvA6UIfFzHleicqA\n4VwpQ4pEUTfpt3YktpkVoRA+tkbH7cjryhKuHgUmtHQ6uKsOWbaXFrbEORLLl6Dy+/t6t908v5nH\nNuTtiuDwsc3G51GWiHNLiO64G0bd/Sy/kp0k5TyT4Ur/x8PMfMCy2FqVxzjpvrysl6ZrhOu34ezD\nG2wkE/pgiXIPqD7oJ5BkGeGx45H46H10PDAboZFjHMJWqql1uxyYn+nzkQMyj6IQnvm1WYF15tdn\npU4j4S43jyfSfA1E4osXoOu/jyM8elxW+1Xs9v1ealHpkpewveSSS6BpGq655hoMHTq0V6PE+yWm\nBUa2c2WOuPE+NF12htNiy/CxDQ0b6Qp8MTGFrGXJYFhsmRYWRsdpWVNpkWT5e7nz2DIFlaYi9u6b\nelUf0xXB6EA1YzpXs1Is5WexDY8bj8z67/I6hgX5XSgLe2rVx/ofkajdsWcpbK3fwcNiy+1AvYLH\nZJkrNpjPaT5ZEajjSSxh65VFg/o7ve5bbDp7CobfcDcq9/ihfwM8siuQ9+KWK//ocg3hTXtbmTqI\ne1FiDPw0VbWf02x+ezIrAnRLc2TseM/tcw5W5FbPYsP0K7XEmH09yWeM9rElB3iaEbBFX2uelZf3\nm2jJhO5OQLVPCoVRffDPAADyoMHoeGC2dU67+ZLb5cAQtvT7hlVow9VGsuwyu7X2n9nORnC2N40J\n1uyOKMww4Kg9+njUHDGh2M0oefIStqtXr8azzz6L7bbzDpARcDBe4FJFJbR4DyLjt7eDjcK2xVZi\n5Uv1En+mJdTI2ehIhG92TKxOhSF4LMss3dkQwjaxYhkSH74H62XOzGOroWWGXoO+/kQ9h2rnY3fq\n06zhsCF2k+xzZUsBLb6k9YpnzZTCYa4VRVNVb6FuTqMT0+nubdjClnRfMGvbE63iW3Q82hMkbysL\nx2DCvI8oV4Sq/Q5D/L03iUVsV4rMJj0vZ/LjZYGErS2QvK3CTDi/aeuNV7nXE89HZPudkV7zOWWx\n9W0qcSg7K0KgHLAScha2dqWqgDswXRGMQ5BWdmJadMtfz0P1IUdi6LlT9QXEd1JjRu5Y6j3GLVXM\nuT+1ZAJSOOL5NeSaOn1bIl/tiJseAMAIEjPP4xK2AWcKvCy2rEIW5v1j/o4BB0LxxW9DHjzU7UYm\nLLYCAZO8TGN77rkn1q1b57/hAIJl1eFuawpX0kJgvPylUJhIB8T4mTzEictia4ozVbUDDwJX/NEc\n7bKX21ayLVecja5nHrK3tV68ZKPI4DG97akvPkP3S08DiuK8Brn6EhqwhGTNMe5CIkFwTMtyrrkU\niUJLJdH9ynMu8cDtvM31KmWxtaYt7evNFT5eok2W+ELGa2Yly+Cx6p8cBwAY+Y8HiHPr14kUCJqm\nQaZLSHN8hOWqGgBAZvNGfoonEstabnzsbEfGnM3w87H1sc45hD5x3STSr9YK6spK2drHDhLcJck5\nPxdewWDUSfjb+0yfaz3d6Hn5Wfszcd9bIpN6j/W8SpWKNoPpjH+ju+2FrV5ahuHXz9GPk0x4F0yB\n7etuiWkAFbt8T18XoQImze9ED+aCPAOS5JkJwuFmY/0tOf7h/e6kW46WyaD5uj+h6S9nEsdWqOMK\nBAKSvCy2M2fOxFVXXYWvv/4aO+ywA8LUS2e//fbLq3FefPvtt7j88svR1taG+vp6zJo1C9tvv32v\nnS9forvuaU9dm5jClbQKGaJQCkdsS5AsY8h5U5H6/FPEP3hPX+9lWTMTeBvTcabFRlNsiy1TLDGn\nqPa0KRUAACAASURBVI38prS4NiN0mXlsjTReZFAYGWhFT0lSKZOCuiJIVTWIbLsDUrT44fhC+jHo\n9AvRcf+tzt1IYcq55uYUZ9vsGag54ljn/ok4N+IdgC3K6CwT5G/Bswx5WPoyG9by0z55WYqydEVo\nuPgaAIBUW2cvtFwRCMuXqrh/F17uTiNaPfb6i4i9/qJvZgmNcgPZ+LvjoCXi+n4+/qW+wRiO4DHi\nNzHfdapmi+NshAaRFYF0NWmYOguJFUsdItE8d9YVCA38hK2mKOh65iFoqQR3e4nhiuB5TOLeiy95\nW/+utLCd95xzJ04AY2T7na1j+llTzXYyMyXQPttGe1yuCJEg3aIUPJWSWa7astjq/8aXLsSQc/7s\n3p50y1n7NQBArqpyu5EVMXis3Prf/kJ88Tv+FQQDEt3le6jcc++CHKvUyEvYfv3111i1ahXee+89\n5vrVq1fnc3hPrr76apx44omYOHEi5s2bhyuvvBJPPsnIiVgijLjxPqyfsI9jmURZKABAqq5B9eHH\noP6Xp6Pj0Tv1hbKM2iMnAkdPxoaTjzKW8a1uVlCWkdrGEmeaar8MWRZblrDl+nvRqb1gi2ZNg5pM\noOPhfxHHYWRFsNZRFtug0+FEcxuuuAHhEaOx+aJT2PsHEB0slw8y6TtPcDumOOnCB4k4NFVF/P0F\nqNrvULd/q0q5IlhilbDYcqzrXoFqnrlMPa5FoOAxRh5cx/eyXBHofKD8wC6wsmsERTUFhjHYIr47\nM82YwbpjA7zUWd8LxHVSFVugZmmxtQZzxACl+sCfoGKvfVzCVpIlb0u7B7YrArt9yU8+cDyrTJ9u\nMngswNe0ghIBxBe9gfiiN4IHvZjPr1VxzfDJTyYC+b8OOv1CVOz+fTRd8jvHcnMAGmoYgboppxAW\nW+q5DmCxzTSuRfz9Bdz1GmvQZg74DEGtbG5EipWqTtOQXP0JojvvYbshqZrbjayIrgjl1v/2Byr2\n3BuhYYWp6JrZtAGJD98XwpbFtGnTcMwxx+CPf/wjGhoa+ix4rKWlBatWrcLPf66noPrZz36G66+/\nHo2NjRgzZkyftIEL5xowr43l40UIW1lGwyXXWX/r+xIv3gCjdHKKTNM02wLjEzzGdKPgpZZhZEWw\nckSqqtsSRtaVp4Ra7K1XdB8yE+N7j35gLjb+ju8oX/Xjg63MD6GGkQgNHa5/D5YADSSWGD7GZCoh\nniWZCErRqIGAmogj+ebLaP3nNAy7bjaqfuScxXAFj5mfyaZwg8dyy2PpOYUZRNj63YOmJYwUIemM\na+DguKfI6xYwP2f3q8+j5/UXvS1YOU7XhoaPhLJls7Mt5DNsuB9omka4JWRxAkmyrg89pc12Z5Jy\nCuwDYLsiGXT993GEhjSg+pAjjUPLnttrSgadT96n/x1QTFnBd0QWA7WLU62Rwhw01B59vL7A+Kx2\ndwXq2Osnn8w+rjEAjWy/M+p+fiK6X33eWCExt/ODFO8uHKWHzVkY8wTEoJXwBTZJfbUabbdNx5Dz\nr0Rk2x31QyTi1v1l3S9Bs10UmJLuf/sxofrBCHmkBcwGuaoa6W+/KsixSpG8nBnb2tpw2mmnYdiw\nYX2aEWHjxo0YMWKElSdXkiSMHj0ajY2NfdaGQmB1iLwOyxS8TOusx/UmhJAWj1kW29SXn9miJqDF\n1hF4RsIowkDs5BJjDjFFCRd9ipF0RdC/d3jEKPexDSr23BtDL7rGXkBatJgWX/9E/VX7Heq5Cc/9\nw9kRUhbbeMzq0DUjPZgDxekvZ3VaZOcXKCtCFniIk5zSfdHHYLgiMC225GCHV6rVg7Zbr0dq5XJ7\nsFZAYWvmsSVdUcgBk0RmQgg5LYxBkCTZHijR35c3CM7TYmtalNvv+Sda/n6lfTpq6p0e9CaWLLQ/\nqKr3q2fLJmw8+wRoqRQq9z7AYaXlliF3IWGrl5ZZ0d/mPal2dUCuqw94DMZRI1RBBsqSam2XS5ES\nGka2GPsE5Gbu+9NMU6Y0bbRfJ5m0va0VaFocYdtf+l9B/yUvYXvMMcdgwQL+dIzAB9MVgTe9Zgpa\nlm+dRydHCiE11m2n1UomkFql+6MGisQG7Bc03Wcz0n3ZJ9VcfnqJpYvsXZPeAVVB8vaGhg53imFS\nKDCCbAaddr7n8cY+vUBPRZZDu8g0QrS/r9rR5hl4Y1tfKF/bIK4IuQpbz6Az971YsZed+7Vy7/39\nj29+3wglbGXZeQ0dFqc8XBE8LLa5XiPrmeFUu7LFrEqI3CzOJUl2xTL6WWQ922SwWZZ0PDTHuyl0\nGizanYaeVvfQ77G3X0Vm3TdIfvqhXsaWrnAXBPrrE4OtQgrb8Ejdulj5o/0R3WVPDDr9An3DoFkR\nvGAGzjJ+V5bV1ZEthGH5LQEfW4GglMlraFpfX49bb70VCxcuxE477WQFj5kVgC688MKCNJJm9OjR\n2Lx5M1RVhSzL0DQNGzduZE6DzJ07F3PnzmUep7m5GdXVvPrjOZKNVYUVPEZipgMjxYBVxIYIRKBf\ncKSw7e5yiEwtYbgIMHPNcqyv5L+u5azDqC5BkPzkA6INDP9P8twBhK1lJTV3kyVuMAgAhAYPRWSH\nXZH+il00JJCVJoDFdstfz3OsU9parN+KncqL8q21XBECBI/1gisC02JrBhBW12D4tbf5+6aygscy\naX25LBOBckT7NQ3pdd+i6fIzMeTsyxyHUxNxyB4BeNbgwOv+zRZT2JIDNGKAad0vqpqTxVa/FsZ+\nLmHL3oW00NX/9kx0PnZ38PN5Qd/7XtfML8sE8ezJdfWQKnIRttQFIJ47uTZ3YQurhK7+fSu/vy/G\nzV0KSZIw8qb77e0KYQlluiKYA1xiM1Zgn08hnXTjWiRXfZz7jE2eZNP/AkXogwW+SNEKpD5bgS3X\nXlyQ44UGDcHQi64uyLEKQV7C9pNPPsGuu+6KWCyG5cuXF6pNvjQ0NGDXXXfF888/j0mTJmHevHkY\nN24c88GaMGECJkxg+2keccQRBW9b+psvA28rWcKV/TNY7h0soWeuqq23/dkMEh/Z9de1nm4glUJo\nxGgoTRuhmonLGRZb1tRWZqOeU5R+idoijT396xWJrSbcfmWOwJwAlimXJUiSbQs3b38vK3UQMc1L\nt+Rh4VHaWjytTLRriClwSX9UnnWda030w0sQs9xeNA1Dzr8SUSNt0ogb7kHTX/7AP4blY0tYbNMZ\ny+qoQReijsAZTUPsrf9BbW/VO22CDZMPwvC/3ckPdOgFH1vbYkvMLjCyIui/n1uw+CLLtqXX9fty\nfL2J/LJStAI1P/05el57wbUtF24lOtpFxOsY3l/SKkUMcC22lXvvj8Syd/kH4RT8MInutDuqD/4p\n2u+9xbMtrsOalmnCQs1yoQsNGgJ5cAPU9pasju/AuBeVznY0nnqMeTJjHeGCw3hPOp53h++5kcax\nrQVNl56OIedennv78iCb/hfo+z5Y4E949DiM+Ps9BTmWpqpWjvpSIS9h+8gjdI3rvuO6667D1KlT\nceedd6Kurg433HBDn56/Yq99IVfXQOlodaebCooczGLLsgKbASZSTS1ACVuyg1d7uqClUohsvS2U\npo1WMFTy0w/d52MIg8yGtey2eboiuC22jl1jDGFLduZB8nVGqelTWbaD7HhWcw9BFyjFWABXBBql\naSPk+kHG+RnCgnZBsAKJiO+gZJilRNVO6ncPipc4YaaU0lB71CTrU8UeP/A+vtl0MitCOuV0FwGQ\nWf+tczdDBLEs+lumnu2b9os3yMoJM50d5z6WCCutfe9kZ7Gt+J4u1CvoMr+c+5cOMht60dXZCVve\nwM7lesC/Zr5+nWR8XU0tU9hK1TXMXYddeyuar7kQLGFvktnciJE3PwQAOQhbo9KYx/MK6Pfh2Mfm\nBcuawcEc+Ke++MzDKAB2ujkyBy5xvdWEc1s6ULUvKXb/KxB4kbeXfE9PD+bPn4/169fjpJNOQn19\nPb766isMGTIEDQ0NhWgjk2233bao6UVGzNTT43S/9EzOwpaV7suBKfAcYsMZ8CBXVMJrQlp3RUgi\n1DACkGWose6c2qomE84pYat8LtMXAVqa70dbEIut1TkZKYEkyeoEeG4FWaVjYsFrl4f7SWzBPNSb\n1eRY56em0e1gPQ2aolilhlmlRJXOtuDtJkS9Z3AWM6NEltfNKtBA/A6mKwIvF6uqQjIGK16pylpu\n/Csq9zkANYce5V7J9ETIb7rWVWDDdP0hCzTkeK7wiFFssc67n4LmTeXA/d1dbkbUhSTb4/cdyQwv\n0QqmsB186nmIv/2aa7mf4ASAwWdcZP1df/LZCA0Z5ruPdfyw4YpQCB9aP4xr6HSdIFKmmZuxZraC\nZgspYrqvYve/AoEXeQnbzz//HKeffjpqa2uxfv16HHfccaivr8cLL7yAzZs3D4hRnFRRCQCo3Pcg\nvTysB3RJUT8fWzN9lefUsdHpNEydhcq9D8CGyQfZ6+SQETyWhhSJQqqssquRsfDotDafeyIA2B2x\nhysCy8fWsT7OEC7kFHg2PrbWAtkSxKHhhcn15zqn0a7BZ12K9rv+EWgfLZWEZgp5ZnATNY1u+tym\nklh//IHY6vn3jMps7lKiZvS0LyGnsPXyBWVZrrONvpYYrgjGCu5vq3Z1ovPJe/W/GSmQTGJv/Q+x\nt/7HEbYF9LE1d6fvY0kGNMVRlEEePBS1x56AusknY+Pit/M6n3ESdltIi20ugUM8YcwLDGV9zrII\nBe1jW3XQT62yty5C/Bkqk+h2O1l/DzJKcwclqMW2IGgaWm68CrKjcIm5jrDIMgZxjgEIuS1d6UwE\njwkI4ksXFueeKMEKeHkJ2+nTp2PKlCm4+OKL8YMf2NOThx12GC6+uDBOyaVO9WFHQUslIFVU+grb\nYVfd6Jje8rPYRrbeFgCQaWSULaZe/nLdIFeAjRSJAIoCLZWEFK2AXFUNpbWZ38BsHgofVwQ6F6Zj\nV4bF1pG7M5CwpV0RJMg1tRh27W2o2OOHiL3zuju9Vr7PPKe2PLeNFRXQkkk7QT7L8mkKWbO4ANmp\nmRXklIy7ahIAtaNdFwM+GS4kWXZ+deIcI/5+L9ruuhHpNZ/rC5hV29ztjmy3E9/6arkiONusdne5\n22KQ3vCdfTqv4hJecDJ05INr5sH8bmRWBFnGkD/+BUCwAa4vvOAxymKfLdxMKH4WW4L2e/7pfRKq\nBDVtsZUkietqZA2IeitzpOVjW4B0Xn5oGmJvveJcxsiOwhzkM4reAHAPTEpQUAiKR8cjd6D26MlF\nOXeuJet7i7ye8JUrV2LmzJmu5cOGDUNzs4eA6kdIoTBqj5mCHvolFgQrTy37Z6j43o8AAJU//D97\nofVSpCOHGZ1FOAxNUXSrU1S32HqLV0NcBSkCYbxwlaaNrJXewWOsl7mHK0LlD/dD4kNndTuXsDU6\nxSojHdWo2Y8hs2GtK0sBi+Ez/uW7DQA7S0XAXK9StFJPbWZWgmNZt63AJ2MBq/58JsOcPlW7OhAa\nPNS/xCIdfLPLntbfFbt/H7VHTULb7bOMbVnC1r1o1OzHPc7HtthqSoY/KCD9ClmuKgFgXt8cM0dY\nOCy2mvHdFOsepd0Phl15I7RUAhtOODTnU3JzgufripBKMv1GXS4UeVi5NR9hq6d8s5+f8NbbIWOU\njbVfab2jbKUolce2N2G8QyWGsLWCeUnMQFIqtRptsc3XzUbQvwg1jLCLmgxw8spjW1dXh6amJtfy\nVatWYeTI3pkOLlUCBR/R+FhsQ/WDsdVLyxDdcTfGCfV/KnbXLeXhEaMZbQoBSkYP3IlEIVV6p1Wx\n/GWDvDC9LGGq6vZNJM/jJ1yIazlu7lIMu+421yZWwI1ZdpO6/uGRY5wDAmJbmko6eMdg1F3PUO3y\nybpAYQVDZTxKmtLCi3HttVRSH5TQy9MpSBX8NFh2Q+xrM/bJNxA1qhmx1rPu4zpOJSf++YzARtoy\nlvEQtiA7+xwtttQ9qQuD4Bbb0EgqqjsccVlsretj5a517iKFw5CrawOfkwnHEs4t1BEQtb2VvcLl\n45K7lZt03ZAk2XLVIhY67rGqfQ4g1uXVHfniKtDQmzDvOzPtHxEQxvpNeH7bLlcEIWwFAhZ5vUkm\nTZqEmTNn4ssv9RRXnZ2dePPNNzFjxgyccMIJBWlg2RDwpTzy1kftXcwRfID65zyqDjgcY596y0o2\n7iAUgtLcBGXLJj2QwzenpP5C7X7paf8Te+a61Gudc1ezfCgd5UqJABRJclmwtnppGaLb7MDf36Nd\n2RAZtw2GnDfV3dTAwtYIhvIQtnQ5WNZ0senq4t43Y52DRd3kU/Q/SDHJEpY+66v3P4x7Dibmb0EF\n8WnpJP/akQE1Hj62ntCDhEwmq1y/UiV1jTNpdzERM320lcc22PGrDz3aUYXLuyG9Y7Elc0kDxMwM\n9Sy7Zmyy8A1wDGgDWGwHnXwOcR6frCZ5YvvY9kHwmJffE3F9e8yyvuRqno+tcEUQCAKRlyvC+eef\nD0mScMIJJyCRSGDy5MmIRCI46aSTcNZZZxWqjeUBs+ytG6nKtpqao/GcypgSnYBcw7EQyTK65z6l\nbxaJ+Asyoz2BAqM8RKKmquh5+Vn+eg9rLpCj9TubfcLhwCKh9ujJaJvzN+fCIOnIYFtsrXN5FGiw\nBBJL2CaTkGnRZR7XwzpoDmQkSbK7Wb/bNJdr7zqxabGlXBFSKe7xyc6czssclMaTjsTwmXfYx1Qy\nbCsuBzkb63eWRRkaLrsem//8e8DMC+15DvZiV/BQnqyfsA8arrzR7Xefhc8tjdsVgeEyZNwDkW12\ncFpPA75Dc8Wy2IZ732KbYuUzNwW7n0U8ww4S1Kh0X0LYCkjS337lLLigaRhy7uUID+eXpu+v5CVs\nQ6EQLrzwQpx99tlYu3YtYrEYtt9+e9TW5jkVV454iMZRd9siz1lFTPXd1wVV39xLrKrtdjooKVrh\nbwkJ0H91PHEv6k88w7uzy2WKjDxeQOHo2C+Qlccj4C3QuYx/qWtete9B6HrqAdfmprD0qoylUZXH\nWOJFSyXtXLjk8owC2cNia1l5ScHAmlkg78kCTAdb+YRpH1sPYUtOszJzewYk+TFhlcxk3D62XrmM\nPaqb6Q0D4T9sVlnsDXHByFtdU0sJnsKcKbliCbrnUjM0moamy89E3cTfour/DsnqeKSFW5Jl1/tJ\nIlwRojvtTq3rbYutGTyWncW24vv7Irl8SVb7tN16PaMBxr8+94wjSJAQr7G3/ufYruPhgLEBggHB\nmAdedHxuv/9W92BogJBXL/bmm29i4cKFqKiowI477oi99toLtbW1eOedd7BgwYJCtbEs4AZ8AIiM\nHU9uqP8ry1aOQ9+E915QVo4xj86zPxCduBSJBrDG+feWnY/eCS3W492hq2r2pTQdJXXzsGBne64c\noC3s4ZFjUH3Y0e7torqwNK1Y6W+/Qmzh686NaEstz8eWtCaaHbSa8fQXtIUt0V6PYh9AjtZyGplR\nUhemKwLHYhugilriY78CDXBO3SqK+7f2sJb5ClvAnRWhN6xmjN9oxN/vzTsrAvNUUcZMgKYh+cmH\naLvj71kfT0sRHakku1MZGr//qDufsTJJ2Nub37uXLLc5uiIMPv2CAjXAHTzGgnQ5CBLIKxAInOTV\ni914441MQSdJEm688cZ8Dl1+BBUE5nahMEKDh2LM46/lFsloCWRnxxEawi6KIUUDCNuAnbTa1cF8\nOVfspQdhaYri9k30gYxoz0Vc8fYJjRprBz95pSgLgrkfbYWqrGReO2sa1hBt3XOfQsvfqDKYhqVS\ns/5luyKQ/p+msNYyGWYCfPv85jrSYusjGgohbMERtl6uCAGE7ZapZ/tuQwfbJD54l1rvYbFl+DG7\nNzIstowCDX4MPuXcYBuy3qmRaF7BY0Mvm84+FUvkmdcwQF5ZGsfvKMvufY3Pka22YWQ2MR2Y3cet\nP/H33O8QFCliuOZkGzzGKfiSM9Q9YwYAW5C/s3A3EAiyJq8ndv369Rg/frxr+fjx47F2LacUa38l\n6MvfdCEwpjJDg4bk5DtnGzcC+vZGK+ypPi7BOmm1q4Nt+TIsdTlNJau5Wmy9XRHG3Pe8a9PqQ450\n55j0YPRDL0OL9aDjsbv0UxHibOxTb0GurmUKUisrgleGCKuUrpePbcJpsbWKOWQ8rU+WsJW9LbIO\nsVcQiy2VOcA8TzrJj/hPFWjKjLh+6bVfo/Pxe7jraZh+zCSapleCAxwFGoJSsccP0HDljb511ZnG\ngmgUkfHbIb1mtdkY5r7hrbZFZt03ruUyp4wtGCLPzLvMq+DnhcvHln6Wc7y/Bp3sP6hhQQ78cg0e\no79D3eRTEN11T7RMvzTLxhjvR+qeCY8Zh+TKj6zPzv5AWGwFuaO0bgk0YJdravmxOmVIXsK2oaEB\nq1evxrhxzmjf1atXY9Agt09gvybgVLhk5UINkwtzOaHjeL5bhyO+wRlBa4/HFryKih/82H0OM7cn\nKzdjNvRy8Fjt0ZPRcNn0wLXgw8NGALAFKmk9tV4GLNcMMyuCl/WaELSaoqDjEaffXGrNat3Hlnw5\nmRkUMhnLCsXC6sgd94j7HiDFiP/gJwDU4M3CyKfMIkMUaMiHrv88Yp/u6y9c670GkUFSp1kuNiHT\nxzY74eHlsuS5XziCIeddgfDYrdH5yJ3c7aI77cYUtmTQKknno+5jWQOxHIJayUGcJMuu55J1f426\n4ylnRcQC+diOfuBFR6duinupKssOnPL5D40YhYrdv599g4zvFXvzZcdielCsdhLBk4x38qBTz0PH\nQ3P0towcg8i4bbJvi6DfE911L8TffcN3O6WtBdEddkX9L3/XB63qG/ISthMnTsS0adOgqir23Vef\nhl68eDGmT5+O448fWImCA0+fs1J85fIit1wRAu4brbAsoYPOuAgd993i2iQ2fy7CAcrRdj33KJKr\nPua2Kac8pFp+rghZBY8Z16z64J8xk/pz9+7p1nevG+xeyXRF0DtV1cOCTQaNJT9ehjQlxjZfcJJ+\nLML/0xJTiuKZ7suaciUvDet+SRO+m9kE7vHOawlbtytCzRET0PkdQ0xl6boSBNY97viuFLRlo2q/\nQxF/7y3nNpYVPEcfW/PeztYdRg5BrqhEdJsdvbfjDEy4FlsGpvXcNTAJtC/likA/y4znNLL1dgD0\nQRxvm1ygc3uHR4/DiH/cj+jOu3P2YEMODCv3PQjVhxzJLJgS4EgA4JgtGn3vf11BYA7DAGvATDzD\noSENGM7I8y0QVO93KKr3O9R3u+TqT5AMEr9QRuQlbM8991yoqopLL70UKeOFFo1G8bvf/Q4XXFAo\nh/sygfcyppfLpo+eM1drcKip9yxzqgKGlVGWmZ1y55P3BTpeajVD2BrfzSzAwJx2lUOcyPTcptzs\npAhZCDLjmjX8xV01zwvVKNHLzFDAckUIhYBQyOWaseXai1H/y9+hYtc9rbK5UBTP4CBHjlWjs/PL\nY2sLW/LaMCy25HkLaLGlo8+rDz8G9SeegYpd98SWK/+Y/3lywNNiSwWP1fzkOLewNcSvZIiL8Nit\nsmtAjtc3qDDlDQqlKv/9R939HzT96TR7kGG+W7JJ90XmIJaydEUInJMudyp23dN/IxrznR2twPBr\nbgaA3PydJbeFPzx6nOc1YVYXIwuq5CSwBYL+TV7CNhwO4+KLL8Y555yD777TpxLHjx+PSj9ftf4I\nr0NxVd6xg8fcx8glG0BAH9sIke6LFdRRCEwfMsNiGx7ptJjUTvwNksuXIP3tV+59843+DWLlDZAa\nrPLHByOx+G3mOtW02BrZLJwr9Q6o4ns/shPhSxKkcMQ1NZxY8g4SS95B1cE/RXiYnmNQUzKe/p+O\n+0jV9A4yk2H6SFqYFjefAgyOTroXg8cGn2aUN+7lClOeeAgSWtiGDUuijWZnEZAkjLjpQUS22T67\n8+eQq3WrlwhripmLlRc0yPn95AAZH6SKCkCWrIGYNfjOIqWZ0mbnxJVCsnsGwOu9U6oZAMwBOyky\nc3DTkCQJzdMuci0f/Ic/8X3+WaV5yXsoj+I+AkF/pSBPRWVlJXbeeedCHKp8Ybywh5w3FRW7Ub5Y\nZiok6sU46PQLUL3/4dmcUP9/UIttJGy9JCVJhlnzvpCYbVENiy0t6uWKSldu08Kd3F8wmNYSL1eH\n4Vf/k+t7a1psmf6KZrEN0rImy56BdPG3X0PtBKNCn6J41n53ChnNsnp7pvsyOj1yRoA5O0CIPUmW\nMezqfyLx8TJ0//dx7rG9sHx7ecFHWVQDy4dQw3AoLVscyxzBTRRk8Fjl3vsjMsZtjbXuaUlGxS57\n+LZh5OzHqdR3wVI+8aj8wY8x+KxLUXv0ZPYGvHs7kACSANjCNvXFSqhdnVmV2KUttq4MIgHeV7n6\nIfcWdpsJd6kc25hYtsi1LDR4KH8H1qDCYbEVwraUSaxYisRHi4vdDE+UliZEttq22M0oKHk9FYqi\n4N///jfmzZuHTZs2IU34r0mShPnz5+fdwLKB0aGwOh+JY7GtN8uf+mG+W833ai7VemQZkiznNvnv\nVbXLzIpgdG6uHJlyiD91lquxxkrBlYUVMEeLYWhwAzKxHkiShJpjpiD+3pvWuujueyHx4XuOIK8g\n7hEO31IP0eUQtqpqWVk9UxeZ95hPOxyuCLKMqh8fjKofH5yzsLXOy4k+9xLwQYkvWei7jZpw+3o7\ngpQoHAMxzjWzRGpAYRPdbifn/nlaxCVZRt3PT+Sv5zxfQQSQGexFBoB1PHYXKnbbK/uGAtZ7xrnM\n67qVlsW26oDDEd15jwLNYuQIM/uM7L1eUDIkP1uB6LY7IkKXgC8xZK/BVRmSl7CdM2cOnn76aZxy\nyimYM2cOzjzzTDQ2NmL+/Pk488wzC9XGsoB8gQ/7601IN65jb2glr89zpJ2lj62eo4hwRcjxZS2F\nI3z/MkMMmGLNVaRBljxS7eT5gg4iNKxBQW7WluF/uxOZRj2N3dBzLwfOtXPS1v/ydNT+bCI6HLm5\n4QAAIABJREFUHr49qzaRFkSvXK6u66Zk2MvJfQyBWfnjg9D93GP8NhTYx9ayFPPu8XyrdUkSmq91\nT+m6TsMQtlpgYcsIctp+F2R4zzUDZmdm5WotjFWy5ujjEdl6O6sMNnfgGDh1l+QMdlTV3Acisuy+\nnzzuL8v/tEQMtsOu0AtUKB3t+oJ8XSWy/c1VlV0IhzhObxTtEBSW0OhxiIzP0mVJkBd5qavnn38e\nM2fOxMEHH4w77rgDxx13HMaPH48nnngC7733XqHaWB4QL+yq/2/v3uOcKO/9gX9mkk2y2fuFvXKT\nOyJXV6WWgiwWAReOtd5AQKUU+Slai0cF5Gf1pxWU0krBihfUqqXVygHLqlAsSsV6vOCl4lFbUY/A\nArqwLvdldzO/P5KZnSQzyeS2k5l83q9XKzuZTJ7JJJnvPPN9vs/IMdDNaIuUYxvT68mpCMYCEWdF\nteqpQtwBjJDl0gwYAHT02MplsZxZwSPLRVE/EEt0NrBYAvU4g3pnaZlS+kvr9R3FpQg6K4tihMFy\nfuoeW6lVvzJAaM+s0mMbqUah04nq516D4MmOGNhCdXJMysxjciqCbtpJgpGL0c+KRs6y7/hR3dXV\nObah70PFo+vhLK/Eod/c5V8Q5X2q/P1L2gO+4q2KoKN43iIAUAJbvZQDQxfSoujPsQ2tuxxnYKtV\n7ivy4LHQ21HpQfksJHjIYh5w5vNpf05Uv91GJjYhyjQJncWamprQu7f/SiQvLw/Nzf76e6NGjcLr\nr7+eeOusxGigGDLXfNwvB1XvaxTVz/8dYm5exwLREf+5I0JALt96V06MTidKF/8K3vMm+B8XHbo5\ntkbrgeb8cLLOixt5/6MPHkuY+ngIQtT3WR1ERO6xDUk5CKT9iPkapcfk54gOiDm5YfncocSC5N6G\nUgJanc+4Z/g5yB79w6S+plGRUhFEdeWAkM9TVlU3CA6nkhIiRDmwztIynUoGqQ3aQi8cnV17wjvm\nAkB0oHzFM8oxKZx9E5xdQybXEUQIghicHiMg/h52ITwVwVBuaprl2HYMFEssspUHnxol+TSmhEbw\n4LG4JsMhsrmEoqvu3bvj66+/RnV1Nfr06YN169ahV69eeOmll5CfrzFy3M5Eg7cY5YfjDWxDR/Yb\nCGyVIFrJR02gxzZSnVNBAARBub0uhI7Kj9Rja1DxTb8IXmCg0kHouknpldSjbocgRD0XSqdaIGR7\nIZ04ju8e/bX+iiHvW+sefxWSiLPFGBy5nX/ZNTgcmFUtGeTAVj1QKHfy5R2POxwomHEdTvx9S9Je\n0yi5FnHBrBvR/HhH/c8u96wKroqgkwvaUUItzuArxTFbaC+5q3d/lNz6S/+/+wyAo6gE7d8egODy\nhPeoC/B/f8N6bOMM6EQx/DMY4XdHmbwmQgk7U8RR9kyLFBh8qqXw/9yK7x66P3ihz6fdWx7UY8vA\n1izH33wNR/78ZOT81NZT8I46v/MaRQASDGynT5+OPXv2AADmzZuHa6+9Fs8++yycTifuvvvupDQw\n2err61FfXw8AaGxshNerPSNPrJSBQlFOeHJQldU1OaMQDdVvDasl6Yh/8Fi0oFAIDD4RhI7XVf03\ntOex+Oa7cGj5LxIfN9IJg8dibYehwWOnWiB6c9CuHk2uIfR9+3aRf4rRSHUsjd4VEJxOf096svL1\n5NcNBDWes0ahaG5wPeNEL3Di5QsUv88KmejAM3xkcF683uAxjWmKYyL/PqSqtFW0qiPyfolCWNDp\nr5YihPUC6uZ5RtkH7VQE/fctq88AFM6+CTkT0mtyH+ViPmR/u9yzCt8unpeU18iru0wjsG3XmaBB\nFdimYGKTVEvVObjTtbUht+5S5NReaHZLKERCge2ll16q/HvEiBF49dVX8eWXX6KqqgolJSUJNy4V\n6urqUFdXBwAYN25c8jZssMdWyHKhbPkTYaOlY6ZURTDQYyufwOS83EDPanyvG+n1hECO3inAmdUx\nA5Vc4FwQwk683lHnBwLbeG93qvYpGnWPdcqoc2wNpiI4w3uoiq5fgKYHl3ZsVS8QjNQrq34syxW5\n6oJDhBRHzXnNbcnHJBCMh9YzVj/W2eRUBDE7PAte1OixLVl0f/BkKkpvYpyfoRTXao16MaNcgIsI\n2wdRDmzVwZJ2AOs5axROvq2TbuZw+PObRY0JGiL12AoC8n40PXL7zaDzG+sZPjKhzTpU4x60SC0t\naPv2QPgD6sFjFkxFSNk5mCggqUXwcnNzMXjw4GRu0jqCThiRuQfE/x5JoQMsYumpVAI7R/wlbKI8\nT3BmQTpxPLgnUX6OwxF+4k3wNp9naA1aP/8ktielsMc2qHi6wR5bSWNAk+ANTjHQCwQjBTLqoEJ0\ne+CLENhqVdcouuH2hEbzit4clN33KFz9Tg9vW8j+dLl3tdILnUrS8WP+iy6N91Ndn1jubfd+P7i2\ntNJjm2geaIrySKP1hCufT63vsQD/HZfQYElj8GPEahwuj39aWCG2Htu0ZbTyTISBos6uPdG256ug\nZZWr/xxxc8e2/EVzufpOkBUDW6JUizmwfeCBB6L2jkmSBEEQ8LOf/SzuhlmO/APe2QMf4glQxfh7\nbKPlpwpuD3zHjwaf+JRUBDE8oAhsz1lRhfZv98fcnoKr5iHPaA1gyBNUdFaPrbHANqt3f7R88HbI\nAyGBvt6gu0gj1lVBb87Ei3Hkz0/qr6tVh3nCj/TXN8h9xnDN5aGBkWdoDSof24C2xgP4dsG1Cb+u\no6wS7d/sC1vuO34s0DMb/hkIqjCh1xOecI6tyakISjM0Zh8URH8HbVDepqSZY6s7+Qb876N04phm\nua+Ypr5OE0Z/L4QsJ6QW7cDW1X9QWGBr+AI7dPpz1cWB5+wfGNsGJUX7wW9xMjCz5KnPdsLVd6DJ\nLSItMQe2O3bsSEU7LE+I5ZZ4cl4w8J9YckvldAmNwumxbkPvYZcbvuYmCNmlHcvkVARRDMsJFUQR\nXZY+jKyefdBwRey3pQSHA46CImMry+fnVA4eC8qxjX4BIbW0wDP0LPiam9D65b9VDwQHrHo9ZNKR\nw7pBnDr4KLjqehTMvE63He4BQ3Byxz8itjWpNAIwZ2XXsJ7qeOVOvBjNv38wbLk/9cOp2XOo/k4U\nzv655naVVIT2JOVtJEnJ7csAyQepNXKetBQpHUf+XQgpk6aZYxvpTkGgfrUgOjSm1LVeYGuY6ASg\nnfOq+Xtr9FQhOoID28B7mDPpEhTNuTm2NlJCTn35b7R88BY8w0fCPWAwXAncfaXUiTmwffrpp1PR\nDuszOHgscbFXRQjl/5GNs52RbssJqpOaOnBxqAaRaQRonsFnKv92VnePr12xSOXJNagqgoEe29ZT\n/l7s0Pe1PTSw1U5FyOo7EJVrXsCeyWeHP6jODY0SZJcsug/tjRr5fCmid2ElZCUnO0r3VnlbW+A7\no/1eOMoqkX/Z1boXS3IqQljlAJN5zx0LADi+/RVjT9D6bAaqIoQt1LgrEKmEnHqAXdhxjlRVxeIE\nh0N/DKyo8bk2+DskOJ1hswMCgJibZ9ogzEyW1ed0fwk9SlsJn0W+/vpr/PGPf8RXX30FADjttNNw\nxRVXoHv3TghQ0omjswLbgHimkpUFCrHHJcrzlDqf6sBWNdtSpB/iysc2QMwr0H0s4fe2MwaPqdto\n4HWklpbwGdoAOEq7BG9WI7D1nDMaztJy/abEMAmI6MmG2LWn4fVTJVKVh5iEbKfid89i/3WXQ2pr\n8/ck6nxvqp7YGLl9SmAbZ2F85fORmlQEw++fGJ6KIGgsA6CdNhGxGkfgMdERdsEm5tq4DGSkgXua\nPeQGf4fCqldYME+ZqBMldPn88ssvY9KkSfjwww/Ro0cPdO/eHR988AEmTpyIl156KVlttAZ54gVP\nZ5cuCf+Ry798FnIu0MiPVAfD8daxjTKQQnAF8hQ1et4E0QFBowKAzFnZNXgiiZDHnFFGERuVyjy/\noG1rjTwP5WvveM9UPMNHonzl2o5NaVwQRDsWRuvYppUkBbZhAZ78XrS1agZ1hrcbuMCIu8c2xtza\nLveujm37YbVpQ4JXVcpUeOeszu+CZo9thCBOuY4Vwi4g9C5c7SDiRCga76vh3N3Q56qrzBBRmIR6\nbJctW4Z58+Zh7tzg0cwPP/wwfvWrX2HSpEkJNc5K5B8ZMS/VPRL+13EEikILGj0Bci7lsc3rtbeg\ndwIz9PJRemzlVAStE59DTNqt5vh0wsxjMfbYAtAtSB9UEk7r/Yw2kC+VucQpIogium58G4eW/wLH\nX3s5/u2EBniBiwApENjGGxTIx0qKVGEiiTxDa2JaP+wCSC+QFsXw6Zi1UhEEQXuAYkjvZMmtv8TB\n+28PXsfhCLv40rtwtYWIszKqUsdinaI49HeEAa1pBIcDx7b8Jf7xCJIE94DByL/iJ8ltGAVJKMpo\namrChAkTwpaPHz8eq1fH2NNgdXLeU36qeyT8J6qiGxbBO3p8Rz6bltDapcqPq6AZEBsSJSCOmIoQ\nYUrdziAlkr5hlOqkE23aVWW9SMdQptVmCwaualVPb0LDjPDfD39AntitevUFZvnKtUqQL7W1+oOt\nuAPbBFMRUiyWVAQhO2TKX0En4NcYPBYasLqHnaN6UFXTO8N6bItvuQeHli3WeDDQU+7MiqO3X6N6\nBZnCM/wcVAw/J/qKOnxHDqPp0eVJbBFpSegbMn78eLz8cnivyubNmzOv8LLcY9tJOWSiNxfZ3zsv\n4jqVq/+MLks1pkoVHanrsZWDNFXPkRgY6S6IYuTbdZ0llakIQUX+DQ4O0cixDVsn8L5n9RkI9xkj\n/MssHtg6ikv1H0ywHJZr4FD/a5RX+Xu+5fdKHjwWbypOoqkIqe5tizJBg3JxJ4gQs0PSprQGGEo+\n7Sl1VcdHzC/QqTIRnsts9x7bbL3yW/L7EO9U6lrbYs8tkaaEvmXFxcV49NFHsW3bNmViho8++gj/\n+te/cPnll2PFihUZU9NWCkyJ6kh5j61xzopq7bxUQUjNACpB0KyKII8w97WcVAKKgqvnwTVwSPLb\nEEknDB7L+/EMHNu0Hu0HvzF84hGy3IbWLZx9E7K/fz5Ofvg2Wna+l2hT00Lej2egrWFP2PKg+dcN\nTN8aylFQiIJZP4PnzO8FNtjRYwunM2rqsx6lx7aTUhFiZbTHVhCEsPEA/soZwYGo1K49rasU6FHP\n6j0ApXf8OiQPVDVYVJ5C/LR+cPUdCEdJmcE9sR7BEeFOgLrH1sC28q+YjcN/ekz5O+u0vko5QObW\nEkWWUGC7c+dODBo0CADw6aefAgCysrIwaNAg7Ny5M/HWWYijohpZp/VD3sVGJwuIUxIKuwuqHltH\nSZk/CDP85NirIogFhQAAX3OTcitSzM2HJ9Dz2NmiDR4ruX0ZnF0q4tq26PYg96JpaF7zQMQe28Jr\n/xPfPfwrf3sM9NgCUKYbTdeeWu95E9F+6NuYnlM4S/uCt+Cq6yFme3H4T2v8A7/aYq8bm//jGcq/\nBSXHtg1ilivu3q6snn3gHVeH/MsTzJFL0fwM0T5L6lxPwasx0DX0bWlr06xj6x44FEfX/wHuQcPg\nLC2DT2P2PDg6emydFVUo/tn/NbIL1mUksDVYnstZ1VX1l4SKVX/E7gsD+dZp+v23u7Z9e/ydMwnQ\nmmWSki+hwJY1bTuIbg8qVq2NvmI6EDt6bCt//yL21J1l/LlRAmvlVrzqlpso99g2fwdHQaAnLtYB\nFMmgTNAQOaiRa4LGSwkeVLM7CTm5kI51/Kipy3cZyrFV06iG4B1zAdoPfmtqT27JLXcnbVui24Ps\n74/D4T+t8dcH1QlsPeeMxsm3/m5gg0lKRXA6UTL/zrieCxjPu46Xo7Ak5AX1Ai0RzrJKzeVqbQ27\n4SgLvsjzjrsQzsqugdcrDn9eUI5tYlNmp5OIxfhF0T+9dZTANtIYg8rfv4gDN0yD73Bz5J53Bram\nOPTgErj6hk8PHqvsszhbXKoldYh6a2srPv30U1RXV6O4uDj6E8gcgqj0Wib7tpZ8shRVA1NcvfoD\nTie8o3+I1t1fAtCZzSjlOvILU0pjFjpXn9PR8qFq2lz1DGURAtuyZY+h5eMPgjevcWIrufWXOLZl\nI1p2vof8K+fAM0xjwgarUXoXI8zoFNJDKRaVILfu0vAV1akIosO027lSqrpqA4QcgzO3iQJyL7xU\nuWvQsTz4s9Xy8ftwdAmplSxJcPXqh5KFS5E98rzAC2uUsxIdHYP2LB7YVv7+xSjjJwRAdOp+rpTf\n2wg5ts7ScjgrqnHqcLNmAFz+2z8Avna0H27ueE3qNEKWC4VXXW92M8iAhALbO+64A2eccQYuu+wy\ntLa24oorrsDHH38Mt9uNlStXYvTo0clqJ8kSOT8koY5ttFu4ck+OelS6mJOLbi/8NwCgde/X/oVm\n9NjKUh3YysGBOkjwBU9Tqh5VHimwdZ8+DO7Th4VsX6cXLNATLeYXhT/HiuQLhAgzOoXWAK5+ZrPO\npuTAtk1/IgIbCAus9AJKwT+QM6tXP7R+8S/V88NXlU6eCF4QGEzmHXW+anPqGfdUpa1s0mOrNxGK\nmF8I3+Hv/JVmIvbYBv4TJQdaGdunTlkILHP17g8AOPnefxtuN1EmSugMv3XrVpx+ur9rfsuWLWhq\nasI//vEP3HjjjVixYkVSGkjJJ4giCn86H+5Bw+N6ftG8RTobFuCs7gEAcA/VTm9QehtD5qPvFIGz\nRtylzoxSjVpWAg2dIBSIJxVB52urvJaJFw1JpHxWIk3fanSUuTwzYKDH1qzAVu71C72931mkaN8B\njYu+sDq2Wp8vrYtFUbT9bfOKh55DxUPP+fffEaHajLzc6OC+COtZvfebKNUS6rE9fPgwSkr8OV2v\nv/46Jk2ahOLiYlxwwQVYuXJlUhpISaTqSfEMrQkr/u4eNBwtH7+v/J1/xU/8g3dCNpE78WJ4x07C\n4bWP4Mi6p4Ken1XdHVVrtyiVEMLbEOg5s3GPrZjjL2kknWpB3iUzcXjto/Cc/YPg/Fd1nqzGdLmR\n6A4ek/fLLic+QaPnO3QVo9MGqydocCRwxyJBrp59ULb8Cbj6DUrZa1Q8sg7tjd/i20Vz9VfSm7Uu\n8BvhHn4OWt5/C4BGBQitz5dmuS+x47Nql89kCEdhMRyFxf4qEw6HfnZAjIPHIk32ELpNMqbpkeVx\nDUKVtTXsTmJrKJUSCmyrqqrwwQcfoKCgANu2bcNvfvMbAP6A1+MJnyaUkiEJJwidk3rhdbfhwPVX\ndLySRvCpZDN4PMjqdpqyvOJ3z8LZvRcA6Ae1QEeQ4jOvxzaV5b6AjiL0vqNHUHj1PBRceS0kSUJu\n3aXYd9WFEFzuoODU8MlOFujBDMvX1OsdtipRTkXo+Jly9uiFtv/9omMVgwX/1XcK/KkIyWtmrNyR\nBiElQVZ1j45UF50pdRH6344VAADuM4bDe+5YND24FGhtDVpFM09Y9ZuibFKwf4+tQhACwWj0cl/R\nNgMgeIZGu3yfTda2+0sU3agxeYZBeZddnbzGUEolFNjOmzcPt912G1wuF/r374+zzvLfft6+fbtS\nBizZfv3rX+OVV15BVlYWXC4Xbr75ZowcOTIlr2VXej1+ob1f7tOH4ojRbebkGRqQY2oPjtQ5g8fk\n2ed8R5qVZYIgQHB7UPX0JgDAif9+reMx1a328gf/BEd+YZQX0G6/POGBo6RLPM1OP4JGKoLqY9Pt\nxXdx+LknY9sWkNgEJZ0oW5XDmnSBz1D2OaPRuuuzjuVKz6JbSScKnYzCPSC8/rTmb0oGpCIo5B5b\nvd9WpSqCsVOuumpKWOqB8jsWcyuTwrLn4CxX3GUcyVoSCmzr6upw9tln45tvvsHAgQMhBr7U55xz\nTspmHqupqcG8efPgcrnw6aefYubMmdi+fTtcrthu52Y0vZONKoDInXy55q2uoEVx3ApzDRoGsagE\n3h/8MObnJk2Kb+HJganvyOHwl5Z7Z3WOgbO8KnxGqNBt6NxG9gypQdnyJ+Hqn7rb3J1JDgYiz1Zn\n8AJJ9X77DjenfZH76v/abnx63DjIg+nyp/4Uh9c+GrZcyMpSLnTVqQhVT2+CWBRSUix024GZBqEe\npGf3XkdBBBz6VRGgVEUwNnjMzKnHo+E5mNJdwuW+ysrKUFYWPJvM0KFDE92sLnWlhX79+qG9vR1N\nTU0oL9cetWo3BVddH5b3GjOd3ip1AOEsr9KeSjPoCbG/tCO/UHfkesrJA2dSHNQoPbZHI/R36wSn\nhgZDRegFcw84I/rzrULJCVf32MYZIKkD2xPH0j4/UXQnKZVLtypC4KIh9LOk9Ni6lOBKnvEKiDIN\nckDJf96NE+9s99+lUH4kbB7YikLkC7AYc2wjB8Byj605n+FMPwdT+os5sF2xYgXmzJmD7OxsPPDA\nAxGDhFRPo7tu3Tr06NEjo75QeZMvR97kyxPbiJEe2/+YipPvvqGxksbxdjgMnfAyhZCdA/fQs1Fw\n1XX66+h9b/QG9QStI6dzxNE4K1HyEiPkGxoMdNXvt3/q2PQObFNO5zdAavcPrhFcrrCLLKNVVBxF\nJcgd/x/+P5Qe2/iaaR1C5DQDOa/fcFUE9bbS980z+xx84t030PzESji0JhsJ4erVrxNaROkg5sD2\n3XffxTXXXIPs7Gzs2LEj6Q2aNm0avvjii7DlgiBgw4YNyhfozTffxO9+9zs88cQTSW+D3UXLsXV2\n7eFfRzNoUC0LnLQK59ycttO8qnVWmRxBEFB27+8iryQHsIH/ugcOQevnn0S57R7YvpHg1w7U9VAV\nSRo8aYHPa0rpBfZyYJvlCuo1dHbvhbL7H9V+TqSXCcxEmDPx4tjbaCGCKIZ9d6vXbcfeH4+S1/D/\nv9HydJHWS/HvmNXOwbmTLkHuhZeY2gZKLzEHtuppdFMxpe7atdGnpX377bexaNEirF69Gj179oy4\nbn19Perr6zUfa2xshFdrvnS70zupyT/McgqC0R9Qy+TPpVE7Q2q0Fs7+OfJ+dGVsz7U7+XPlSPII\ncUH5P/sL+a5LgQoHerWTpdaOwFbduxhv+o7gdKLbi+/G9VxLEYTADHnqZap/yxU+klDHVvsFkofn\nYLK6mAPbd955x/C6cpWEZHrnnXdw22234aGHHkL//v2jrl9XV4e6ujrNx1I1wC3taQRG3jEXdFRF\nCBRg1+7hFML/bZnANn3IPdxyL4/gdPrzmo3IsMBW0KmKoF4nZqmepCNNybOIid4c7cfbAqW9skJS\nETLlMxcvQQjrjQ0q6SffZYknxzYs/SauFiYNz8GU7mIObGfMmGFoPUEQ8Mknn8TcoGgWL16M1tZW\nLFiwQFm2bNky9O3bN+mvlSm6rn8DcDiV0c9KQGu3gDWd9sfArFpRn5tO+5NCWpMwdLlnFQDAW3sh\nDj/3BKSWk8Y3KEmqQU3Gc0ftwBcIbAW9yhttco+uK+SzmZkXAobJM4+FLpP/GeghN1zpQj1pi+58\n0uYck3Q7B7d8/L7uhapYUAzvuWM7uUVktpgD2507dyr/3r59O1auXImbbroJgwf7i45/9NFHWLFi\nBa67Tn/gTCI2bzZpRL2NKbclffK87oEHokzN6igs9v83Svkf0hDSYxuLjMmxlWnk2LoGDgMAOMsq\nULH6z9h3zWTDm5N8PiUocJR0iSt31LICgauYHbnHVshyBacfGI2hMu2zKRM0LsDUb1+gyoXRmfIM\n5+KaIJ3Owa4+AyNW7zm68U8MbDNQzN8ep+oLt2TJEtx3330YNmyYsuwHP/gB8vLycOutt6K2tjY5\nraTOoZyU/D8Unprvw1s7Cce3vqS5umfESHRZshruwWd2UgMTlE4dnHKwFpqXF8tzM4Uq+JdnwxNE\njZQYo3y+jE1FkOmVnQrKsQ16gsHPXDx3IGxAEKP02MZavi3idzydfsjM5SgsRvbZo3QfP/ryuk5s\nDaWLhM6Q+/fv1xxUIAgC9u/fn8imKQWya84FAAjubO0VlOlu/cGD6Pag5Ob/F7SKr+VE0N+eITVp\nX+y+Q/qcEDpybOP4CmZyKoK8y+qewVg/fpIvjidlCHUqgprB77gVqqOkhBBeFQGCoEz5LLj9d8Uk\nX3vEkl9ZgWnJg95HvYswfoSJNCV0v2P06NFYuHAhFi1ahCFDhkAQBHz44YdYsmRJUBFnSg85E3+M\nnPMn646IVgLUCAFT2/+Gl4GhOMi9OXHcus2UVAR5oovsc8fi5I5/BJYGPpvqE3+sF1Y+SfV8Rgdq\nUrt2j61goIc7+3tjkTPuwpS0K90VXHMDXL2CB1IJgoCKh5+H79hRtDV87V/Y3o7K1X9G2/49mtsp\nun4B8qZcEbyd0O974EJPyNL+HSfKdAkFtvfeey/uvfdezJ07F21t/h9Ep9OJuro6LFq0KCkNpOQR\nBAHQCWqDRAhs3UNqktiizuUdPR7HNm8wuxl+iQwei6eX14JEby66vfgufC0n0bTyl/6FcqUE9Yhz\no7fJAyRfOxjQapPLgSE0FcHA+1W6eFnyG2QROedN0FzuKCiCo6AI7Y0HAPg/e87KrnBWdtVcX3R7\n4OozIGRh8OfbM/wcFP50fsbWbj216zN89+jyjqmbIzA60xvZS0KBbV5eHpYsWYLbb78du3fvBgB0\n69YNubnRP3CUvlw607JWP/eapX8oiq5fiMJr/9PsZgDo6IWJp/c1U3psZVEH3MTcY+sz1ANpZWJB\nIQAg+3vnBS0vvuUetO3+Sv+JqsFjarmTMjOIShYlx7Y98oBcTSGBrSCKyLtoWhJaZU1Sywl4zjwX\n+ZdebXZTKE0lZehlbm4uBg4cmIxNkckqH9sAUWd6XDHH2hcsgsMRVxWClJALtofmMhp6rnyiy4wc\n26ATezLyiiVf7MGwxci93aH0ehZDqS9gHSVdkPND41UnKJwS2PraYn9upuYtE8UpfWuKkCn0bpHZ\nPRDobILHX0c0NySfzpAMO9EJGuW+glfQmno3Ap/UkePMz7UmOQ+/4qHnIBYUmdwa65M1OOGXAAAR\nxElEQVTLd0nt7bE/OcO+70SJYmBLxjAASKqs6u6o/P2LcJaWx/7kDD0WgicbgtaMWfL7YfB9kXzt\nTLGNJnBnQx6lT4lR0mniCmzT5C6TSVr3/i98zd91/P3V5ya2hqyAgS2RSeIKajOYt/ZC5F96NVp2\n7gh+IMbAFpK6xzZ57bMT65TwswYx35/z7B52dszPzfRUhMPPPAxnt9OCZm1zD7FI7XQyBQNbMsTB\nICyNRC/LZjdVf3wFYk4eBIcDztrQklJyYGs0FcH+ObaxENxuSC0tZjfD1sScXFT/13bdUouRn5zZ\ngS0A5F08HaJHp/46UQgGthRVl7tXwdn9NLObQRnMEejx0iQPxDNY6UDy+dgjqVLxyH/B13TQ7GbY\nnhjj7GPFt9yDQ8sWZ3wqAlGsGNhSVJ4RI81uAqnIPReuvoNMbkl6EGLtsZXiKLlkY87ScoB3ZNKO\ne+AQAExFIIoVA1siixFz81D5RD0cpWVmNyU9CLEFtsFTSrPnltKUHNBmSGB77LVNOPnuG2HLWz79\nyITWkJUxsCWyIGdZhdlNSB9KuS9jQWr5r58Ify5Ruklg2m0rav38U+RddKVmyUkhxjQOymwMbInI\n2oSwf0SU1bVnqlpClDRyCoKQIVNoA4CQ7bX8REBkPga2RGRx8uCxzAkAUqVg1o1o2/u12c0goCMF\nwWjuOBEBYGBLRFan5Nia2ww7yP/xTLObQDIhs3JsAUA6eQK+E8cB+NMPeLFK8WBgS0TWJsTfs6U7\nhTSR2ZQydpmRY5vVuz+OrHsKANDy2U6UL1sDR3Gpya0iK2JgS0TWJvfURglsyx/8E4Qsl/J32X2P\nIqtH7xQ2jCh+Qob12OaMnYicsRMBAId++0uTW0NWxsCWiCxNMFgVwdWzT9Df7jOGp6pJRImTP88Z\n0mNLlCwZF9jW19ejvr4eANDY2Aiv12tyi4goIYHAVuAgG7KTwIzZdquKwHMwpVrGBbZ1dXWoq6sD\nAIwbN87k1hBR4mKrY0uUSkJOLqRjRxPfkNN/enafMSLxbaWR0HOw79hRHA7k1spav/yXGU0jm8i4\nwJaIbCbGmceIUqli5Vq0NSReMk10e1D1h79CzC9MQqvSlyCKcPcfHLTM3X8wxLwCk1pEVsfAlois\nTRk8xh5bMp+zvArO8qqkbMtRWJyU7aQ1Zxbz3Smp2MVBRNamlPtiYEtElOkY2BKRtQmceYyIiPx4\nJiAiS1PKfbHHlshyfEcP49CDS81uBtkIA1sisgcGtkSW4ygqga/5kNnNIBthYEtE9sCqCEREGY9n\nAiKyB9axJSLKeAxsicgWOPMYkfVILSfNbgLZDOvYEpHl5fxwCnIvvNTsZhBRrNrbkTP+IrNbQTbC\nwJaILK/4pjvMbgIRxUHw5iC75lyzm0E2wnt3RERERGQLDGyJiIiIyBYY2BIRERGRLTCwJSIiIiJb\nYGBLRERERLbAwJaIiIiIbMGyge1bb72FgQMH4g9/+IPZTSEiIsooPAdTurJkYHv06FEsX74cY8aM\nMbspREREGYXnYEpnlgxsly5ditmzZ6OoqMjsphAREWUUnoMpnVkusN22bRuOHTuG8ePHm90UIiKi\njMJzMKW7tJtSd9q0afjiiy/ClguCgPXr12P58uV48sknAQCSJHVy64iIiOyL52CyurQLbNeuXav7\n2I4dO9DY2IhLLrkEANDU1IRXX30VTU1NmDdvnuZz6uvrUV9fr/lYY2MjvF5v4o0mIiKyAZ6DyeoE\nycKXXAsXLsQZZ5yBK6+8Mq7njxs3DgDwt7/9LZnNIiIisj2egykdWS7HloiIiIhIS9qlIsRiyZIl\nZjeBiIgoI/EcTOmIPbZEREREZAsMbImIiIjIFhjYEhEREZEtMLAlIiIiIltgYEtEREREtsDAloiI\niIhsgYEtEREREdkCA1siIiIisgVLT9CQqMrKSrObQERElJF4DqZUECRJksxuBBERERFRopiKQERE\nRES2wMCWiIiIiGyBgS0RERER2QIDWyIiIiKyBQa2RERERGQLDGyJiIiIyBYY2BIRERGRLTCwJSIi\nIiJbYGBLRERERLbAwJaIiIiIbIGBLRERERHZgtPsBljR9OnTsW/fPrObQUREhMrKSjzzzDNmN4Mo\nLbDHNk7Hjx83uwlJZ7d9stv+APbbJ+5P+rPbPtltfwDg4MGDZjeBKH1IFJdrr73W7CYknd32yW77\nI0n22yfuT/qz2z7ZbX8kyZ77RBQv9tgSERERkS0wsCUiIiIiW2BgS0RERES2wMCWiIiIiGyBgS0R\nERER2QIDWyIiIiKyBcedd955p9mNsKp+/fqZ3YSks9s+2W1/APvtE/cn/dltn+y2P4A994koHoIk\nSZLZjSAiIiIiShRTEYiIiIjIFhjYEhEREZEtMLAlIiIiIltgYEtEREREtuA0uwFW89VXX2HBggVo\nampCfn4+li5dit69e5vdrITU1tbC7XbD7XYDAK699lpMnDjR5FYZd88992Dr1q1oaGhAfX09+vTp\nAwA4ePAgbr31VuzZswculwt33nknzjzzTJNba4x6nzZu3Ii+ffsCAGbMmIF9+/YhNzcXAPCjH/0I\nV111lZlNNeTUqVO46aabsGvXLmRnZ6O0tBR33XUXqqurLXmcIu2PVY8RAMyaNQuNjY0QRREejweL\nFi3CkCFDLHmMAP39sfIxAoBVq1Zh1apVyu+dVY8PUUpIFJMZM2ZI69evlyRJkjZt2iRdfvnlJrco\ncWPHjpX+/e9/m92MuL3zzjvS/v37w/ZjwYIF0sqVKyVJkqR//vOf0tixY6W2tjazmhkTvX2aPn26\n9Nprr5nYsvi0tLRI27ZtU/5+5plnpFmzZkmSZM3jFGl/rHqMJEmSjhw5ovx7y5YtUl1dnSRJ1jxG\nkqS/P1Y+Rjt37pRmz54t1dbWKr8NVj0+RKnAVIQYHDx4EJ988gmmTJkCABg/fjz27NmDhoYGk1uW\nOMnCVd9qampQXl4etnzTpk248sorAQCDBw9GSUkJduzY0dnNi4vePgHWPFYulwujR49W/h4yZAh2\n794NwJrHKdL+ANY8RgCUHkwAOHLkCEpKSgBY8xgB+vsDWPMYnTp1CnfffTfuvPPOoPZb9fgQpQJT\nEWKwb98+lJWVQRT91wOCIKCyshINDQ2oqqoyuXWJmT9/PgBg6NChmD9/PoqLi01uUWKampogSRKK\nioqUZdXV1ba4CFm6dCmWL1+OPn36YP78+ejWrZvZTYrZU089hdraWtscJ3l/ZFY+Rrfeeivefvtt\ntLe346mnnrL8MQrdH5kVj9GKFSswZcoUVFdXK8usfnyIko09toS1a9di48aNWL9+PQoLC7FgwQKz\nm5QygiCY3YSELFu2DJs2bcLGjRtRU1ODuXPnmt2kmK1evRq7d+/Gz3/+c911rHScQvfH6sfo/vvv\nx2uvvYabb74Z119/ve6xsMoxCt0fSZIseYzef/99fPzxx5g2bZqyLFKvs1WOD1GyMbCNQWVlJQ4c\nOACfzwfA/6Oyb98+y/fWVlRUAACcTidmzpyJd9991+QWJa6oqAiCIODQoUPKsr1799rmWAHAlVde\nid27d6O5udnEFsVmzZo1eOWVV/DYY4/B7XZb/jiF7g9g/WMku+iii7B3715IkmTpYyST96e5udmS\nx+idd97Brl27UFtbi9raWhw4cACzZ8/GRx99ZIvjQ5QsDGxjUFJSgoEDB+KFF14AAGzevBldu3a1\n9A/IiRMncPjwYeXvF198EYMGDTKxRYlR92BMmDABa9euBQD885//RGNjoyVHCsv71N7ejsbGRmX5\n5s2bUVpaioKCArOaFpMnnngCL774Ih5//PGg3EerHiet/bHyMTp69CgOHDig/L1lyxaUl5ejqKjI\nksdIb3/y8/MteYzmzJmD119/HVu3bsXWrVtRXl6ONWvWYPTo0ZY8PkSpIkhWzKA30ZdffomFCxei\nqakJeXl5uO+++yxd7mv37t248cYb0d7eDkmS0L17d9x+++2WCtbvuusubN26FQcPHkRhYSFycnKw\nefPmsBI4v/jFL1BTU2N2cw3R2qcNGzZg+vTpOHXqFERRRHFxMRYsWID+/fub3dyo9u/fj/POOw/d\nu3eH1+sFALjdbjz77LOWPE56+/Pkk09a+hjdcMMNOHnyJBwOB0pLS7Fw4UL07t3bssdIa3+qqqos\ne4zUamtr8cgjj2iW+7LC8SFKFQa2RERERGQLTEUgIiIiIltgYEtEREREtsDAloiIiIhsgYEtERER\nEdkCA1siIiIisgUGtkRERERkCwxsiYiIiMgWGNgSERERkS0wsCUiXStXrsS0adNMee177rkHq1at\nSsq2br/9dqxZsyYp2yIiovTFmceICAAwdepUfP/738e8efOUZcePH0dbWxvy8/M7tS0HDhzA5MmT\n8corryTltXft2oUZM2Zg69at8Hg8SWghERGlI/bYEhEAQBCEsGVer7fTg1oAWLduHUaOHJm01+7d\nuzcqKirw17/+NSnbIyKi9MTAloiwYMECvPfee1i1ahUGDBiAcePGAQhPRZgxYwbuv/9+LF68GCNG\njMC4cePw+uuvY+/evbjqqqswfPhwTJ06FQ0NDUHbf+qppzBu3DgMGzYMl1xyCd5+++2I7dm0aRPG\njBkTtGzAgAFYv349rr76agwbNgwXX3wxPvvsM+Xxjz/+GFOnTsXw4cNx9tlnY8aMGThy5Ijy+Jgx\nY7Bp06a43yMiIkp/DGyJCIsXL8aQIUMwa9YsvPHGG3j++ed1133uuefQv39/bNiwAWPGjMEtt9yC\nxYsXY9asWVi3bh0kScLSpUuV9Z9//nk8/fTTuOuuu1BfX4+LLroIc+bMCQt+ZUePHsXnn3+OQYMG\nhT324IMPYubMmdiwYQPKysqwcOFC5bFbbrkFNTU12LhxI9auXYspU6YEPXfQoEF47733Yn1riIjI\nQhjYEhFyc3PhdDrh9XpRUlKCoqIi3XXPPPNMzJgxA927d8d1112H7777DqNHj8aYMWPQq1cvzJw5\nE2+99Zay/kMPPYTFixdj1KhR6Nq1K6ZPn44zzzwTL7zwgub29+7dC5/Ph4qKirDHpk6ditraWvTs\n2RNz587F//zP/+DEiRMAgP3792PMmDHo2rUr+vTpg0svvRR5eXnKc6uqqvDdd9/h6NGj8b5NRESU\n5pxmN4CIrKVfv37Kv0tKSgAAffr0UZYVFxejubkZkiTh+PHj2Lt3L2666aagbbS2tmoGrgCUwNPr\n9Rp67YMHDyoB809+8hOMGjUK5557LiZNmhQUoOfk5AAAjhw5gtzc3Jj2mYiIrIGBLRHFxOns+NmQ\nB5xpLZMkSelNXb58Ofr27Ru0HTnQDCUHncePH4fL5Yr62nJhl/nz52Py5Ml49dVX8Ze//AW//e1v\n8dxzz6FHjx4AgGPHjgFAUC8uERHZC1MRiAiAP2hsb29P6jZLS0tRWlqKhoYGdOvWLeh/xcXFms/p\n2rUrRFHE/v37Y369vn37Ys6cOXj22WfRpUsXbNmyRXmsoaEBhYWF7K0lIrIx9tgSEQCguroaH374\nIQ4cOACPx4OCggLN9WItfT137lysWLECXq8XNTU1aG5uxptvvokhQ4Zg5MiRYevn5OSgf//+2Llz\nJwYMGGDoNVpaWrBs2TJMmDABlZWV+Pzzz9HQ0IBevXop6+zcuRMjRoyIqe1ERGQtDGyJCAAwa9Ys\n3HbbbTj//PNRVlaGv/3tbxAEIay+rVa921DqdaZPnw6Xy4XHHnsMd9xxBwoLCzFixAiMHz9e9/kT\nJkzA3//+d1xyySWGXkcURRw6dAg333wzDh06hPLycsybNw+1tbXKutu2bcM111wTte1ERGRdnHmM\niNLON998g7q6OmzZskW35zgWu3btwvTp0/Hqq69y5jEiIhtjji0RpZ2ysjJMmTIFzzzzTFK29/jj\nj+OnP/0pg1oiIptjjy0RERER2QJ7bImIiIjIFhjYEhEREZEtMLAlIiIiIltgYEtEREREtsDAloiI\niIhsgYEtEREREdkCA1siIiIisgUGtkRERERkCwxsiYiIiMgWGNgSERERkS38f228No7DOQe5AAAA\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import gridspec\n", "\n", "fig = plt.figure(figsize=(7, 3))\n", "gs = gridspec.GridSpec(1, 2, width_ratios=[3,1] )\n", "\n", "# plot the timeseries\n", "ax0 = plt.subplot(gs[0])\n", "ax0.plot(x, y)\n", "\n", "# let's add some axes labels to boot\n", "ax0.set_ylabel(r'displacement ($\\AA$)')\n", "ax0.set_xlabel('time (ns)')\n", "\n", "# and now we'll also refine the y-axis ticks a bit\n", "ax0.set_ylim(-4.5, 4.5)\n", "ax0.set_yticks(np.linspace(-4, 4, 5))\n", "ax0.set_yticks(np.linspace(-3, 3, 4), minor=True)\n", "\n", "# plot the distribution\n", "ax1 = plt.subplot(gs[1])\n", "ax1.hist(y, histtype='step', bins=40, normed=True, orientation='horizontal')\n", "\n", "# this will remove the grid and the ticks on the x-axis\n", "ax1.set_xticks([])\n", "ax1.grid(False)\n", "\n", "ax1.set_xlim((0,.5))\n", "ax1.set_ylim(-4.5, 4.5)\n", "ax1.set_yticks(np.linspace(-3, 3, 4), minor=True)\n", "\n", "sns.despine(ax=fig.axes[0], offset=10)\n", "sns.despine(ax=fig.axes[1], bottom=True)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Don't like the color? We can use seaborn to get at different colors in the color palette:" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette())" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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TuC9GPoqeL8v099bhow01ro71BGX+TIegau0wu19d+fel3ONYNyTC04t2Wo5h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diwYXj55ZdV13/kyBG0t7cjLy/P47HJkyejuroaPXr0wNy5c/Hpp5/iwoULAIBjx46hqqoKRUVF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\n2BIRERGRKTCwJSIiIiJT+F/O9ewT++ZQCQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import gridspec\n", "\n", "fig = plt.figure(figsize=(7, 3))\n", "gs = gridspec.GridSpec(1, 2, width_ratios=[3,1] )\n", "\n", "# plot the timeseries\n", "ax0 = plt.subplot(gs[0])\n", "ax0.plot(x, y, color=sns.color_palette()[1])\n", "\n", "# let's add some axes labels to boot\n", "ax0.set_ylabel(r'displacement ($\\AA$)')\n", "ax0.set_xlabel('time (ns)')\n", "\n", "# and now we'll also refine the y-axis ticks a bit\n", "ax0.set_ylim(-4.5, 4.5)\n", "ax0.set_yticks(np.linspace(-4, 4, 5))\n", "ax0.set_yticks(np.linspace(-3, 3, 4), minor=True)\n", "\n", "# plot the distribution\n", "ax1 = plt.subplot(gs[1])\n", "ax1.hist(y, histtype='step', bins=40, normed=True, orientation='horizontal', color=sns.color_palette()[1])\n", "\n", "# this will remove the grid and the ticks on the x-axis\n", "ax1.set_xticks([])\n", "ax1.grid(False)\n", "\n", "ax1.set_xlim((0,.5))\n", "ax1.set_ylim(-4.5, 4.5)\n", "ax1.set_yticks(np.linspace(-3, 3, 4), minor=True)\n", "\n", "sns.despine(ax=fig.axes[0], offset=10)\n", "sns.despine(ax=fig.axes[1], bottom=True)\n", "\n", "plt.tight_layout()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }