{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![Py4Eng](img/logo.png)\n", "\n", "# Matplotlib aesthetics\n", "## Yoav Ram\n", "\n", "Matplotlib has an extended styling and configuration interface which allows to control most of the plot aesthetics. Seaborn adds more preset styles and color palettes and some more control, too. This allows the preparation of print- and publication-ready figures, user customization, and easy switching between plotting styles.\n", "\n", "This session roughly follows and extends on [Data visualization in Python](https://github.com/rhiever/python-data-visualization-course/blob/master/Section%203%20-%20Data%20visualization%20in%20Python%20-%20matplotlib/matplotlib%20styles.ipynb) by [Randy Olson](https://github.com/rhiever)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Matplotlib version: 2.0.0\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "print(\"Matplotlib version:\", mpl.__version__)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x1_values = [2012, 2013, 2014, 2015]\n", "y1_values = [4.3, 2.5, 3.5, 4.5]\n", "\n", "x2_values = [2012, 2013, 2014, 2015]\n", "y2_values = [2.4, 4.4, 1.8, 2.8]\n", "\n", "x3_values = [2012, 2013, 2014, 2015]\n", "y3_values = [2, 2, 3, 5]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GdGhOXIQfH6Tu46MV+1mcnsM/YkO4s2/ryy9hLTkDKVNgw+fQtJXRFK5NP7PG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\nfOQXblQmzR4Pc243ihSufsx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def example_plot():\n", " plt.plot(x1_values, y1_values, label='Python')\n", " plt.plot(x2_values, y2_values, label='JavaScript')\n", " plt.plot(x3_values, y3_values, label='R')\n", "\n", " plt.xlim(2012, 2015)\n", " plt.ylim(0, 6)\n", " plt.xticks([2012, 2013, 2014, 2015], ['2012', '2013', '2014', '2015'])\n", " plt.yticks([1, 2, 3, 4, 5])\n", "\n", " plt.xlabel('Year')\n", " plt.ylabel('Web searches')\n", "\n", " plt.legend(loc='upper center', ncol=3)\n", " plt.grid(True)\n", "example_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Configuring Matplotlib with `rcParams`\n", "\n", "You can change matplotlib's settings using the dictionary [`plt.rcParams`](http://matplotlib.org/users/customizing.html#dynamic-rc-settings):" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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z93ReZosB/fotw6plKVnUPPFwVwhs5KpPLXNySOLHWf/wz6pdT1VEGziqO/Ua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\nAAEg0AEACMD/A9tFC8kyh4jlAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = (8, 5) # for presentations\n", "plt.rcParams['axes.prop_cycle'] = plt.cycler('color', ['#1f33e4', '#337f0e', '#40306c'])\n", "plt.rcParams['lines.linewidth'] = 3\n", "\n", "example_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Available matplotlib styles\n", "\n", "Matplotlib is installed with a set of styles, and Seaborn installs several more (we'll discuss Seaborn soon). You can find more on [GitHub](https://github.com/ctokheim/matplotlibrc)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['bmh', 'classic', 'dark_background', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark-palette', 'seaborn-dark', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'seaborn']\n" ] } ], "source": [ "print(plt.style.available)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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dhAhDx4tzOLL9ferlL0Pxc8JaursWL+UOZk5Rd4zT5gw61LbSN8l79szFdVUs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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context('fivethirtyeight'):\n", " example_plot()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Exercise\n", "\n", "Repeat the above plot using one of the styles available via `matplotlib.style.context`." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Defining new styles\n", "\n", "You can define your own style by creating an `.mplstyle` file in the folder `stylelib` in your matplotlib config folder." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fontList.cache fontList.py3k.cache \u001b[1m\u001b[36mtex.cache\u001b[m\u001b[m/\r\n" ] } ], "source": [ "cfgdir = mpl.get_configdir()\n", "%ls $cfgdir" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/yoavram/.matplotlib/stylelib/rhiever.mplstyle\n" ] } ], "source": [ "import os\n", "style_path = os.path.join(cfgdir, 'stylelib')\n", "if not os.path.exists(style_path):\n", " os.makedirs(style_path)\n", "style_path = os.path.join(style_path, 'rhiever.mplstyle')\n", "print(style_path)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Writing /Users/yoavram/.matplotlib/stylelib/rhiever.mplstyle\n" ] } ], "source": [ "%%writefile $style_path\n", "figure.figsize: 12, 7\n", "figure.edgecolor: white\n", "figure.facecolor: white\n", "\n", "lines.linewidth: 2.5\n", "lines.markeredgewidth: 0\n", "lines.markersize: 10\n", "lines.dash_capstyle: butt\n", "\n", "legend.fancybox: True\n", "\n", "font.size: 14\n", "\n", "axes.prop_cycle: cycler('color', ['1f77b4', 'ff7f0e', '2ca02c', 'd62728', '9467bd', '8c564b', 'e377c2', '7f7f7f', 'bcbd22', '17becf'])\n", "axes.linewidth: 0\n", "axes.titlesize: 22\n", "axes.labelsize: 16\n", "\n", "xtick.labelsize: 14\n", "ytick.labelsize: 14\n", "xtick.major.size: 0\n", "xtick.minor.size: 0\n", "ytick.major.size: 0\n", "ytick.minor.size: 0\n", "\n", "axes.grid: True\n", "grid.alpha: 0.3\n", "grid.linewidth: 0.5\n", "grid.linestyle: --\n", "grid.color: black\n", "\n", "savefig.transparent: False\n", "savefig.bbox: tight\n", "savefig.format: png" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['bmh', 'classic', 'dark_background', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark-palette', 'seaborn-dark', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'seaborn', 'rhiever']\n" ] } ], "source": [ "plt.style.reload_library()\n", "print(plt.style.available)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XKoQ6JPeEUIfknhC2S/p0CyGEEEIIYWFWPdMt/UqFUIfknhDqkNwTwnZZddEt/UqFUIfk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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context('rhiever'):\n", " example_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This style was copied from [Randy Olson](https://github.com/rhiever/python-data-visualization-course/blob/master/Section%203%20-%20Data%20visualization%20in%20Python%20-%20matplotlib/matplotlib%20styles.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tips for Matplotlib styles\n", "\n", "- Always use styles! Saves time, saves code, consistent, someone already thought about the colors , proportions, etc.\n", "- Use `with plt.style.context(stylename):` for setting the style of specific plots.\n", "- Use `plt.style.use(stylename)` to set the style of all plots in the current session." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Seaborn\n", "\n", "Seaborn adds a bunch of styles and also gives a different interface for setting [plot aesthetics](http://stanford.edu/~mwaskom/software/seaborn/tutorial/aesthetics.html), [color palettes](http://stanford.edu/~mwaskom/software/seaborn/tutorial/color_palettes.html), and contexts." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Seaborn version: 0.7.1\n" ] } ], "source": [ "import seaborn as sns\n", "print('Seaborn version:', sns.__version__)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eaJ7u+yVWwiDnHgZPUYcOYnn1JdSGdcYBsxnTjTdjnnQXWoDtf6miYSsqt/De\npgzW7KmqBppN3HJpNCM6Nau3e/FseSH8If0Y/16ZQoVFx8/LzKND29A5ShZuF85NwqDryC8/xvzU\nOewsMKp6AR6B3BR7Oz1CLq0zMqeOHKkZAv79t7pvEhBYEwB7XurWAbA2CYOcfxg8Rd+wDsvLL0B2\nlnEgNBTzA9MwJQ2ToWNxVn7Zf5wZa9M4VlUNbBsRyL0D4oms54WdbX0h3HekkGeX7KGgtBKzSePu\nfnEMSAyzQUuFqB8SBp2fUorvj67ns4wPKa2qBnYL7sHNcRNo7GV84VRHj6KvrpoE8tu2um8QEIip\nb39jCLjnpWheEgD/TMIgFx4GAVRZGda576J/8D5UGBd0rcclePzzMbS4eFs0UzRAxeUW3v8+k1XJ\nRwHwNGvc0jOaqzo3t8vM3Pq4EB4+UcZT3yaTVWB8aN94cRTX94iUL0bCKUkYdG7Hy/OZnzaHP44b\nQ7z+HgHcGDuOS0J6QV4e+pqqCuBv26B27AgIoCYAXiYB8H+QMIhtwuAp6sB+LC+/gNq8yTjg4YHp\n5tswT5yM5if3UIka2w4U8NbaVPKKjC8PbcIDuHdgPFFN/OzWhvq6EBaWVfL8d3vZlX0SgAFtQ7mr\nXxyeZlmfUzgXCYPOSSnFltyNfJI+n1JrCQBdgrtzS5NRBK7fakwC2fZr3QDo7091ALy0lwTAc9Bg\nwmBeXh4jRozghRdeoF+/fuf0Wlt/CCilUOvWYHn1RcgxZlkSFo7Hgw+jDRoiFRI3V1JhYe73+1mx\n+whgVANvuiSaq7vYpxpYW31eCCutOm+sTq3eLaVzZGMeGdoGf++Gs1CrcH0SBp3P8fJ8Pkx7lx3H\njfv9/Ex+XJ/Xlh7/3Ql/DoB+ftQJgN7ejmm0i2swYXDSpEls3LiRmTNnOjwMnqJKS7C+Nwd9/lyw\nWADQel5mDB3HtLL5+YTz236wgOlrU8ktNKqBrcMDuHdAPNHB9qsG1lbfF0JdKRb8eIAvfjXup40O\n9uVfI9oRFigf2MI5SBh0HkopfsjdxCfp8ymxFgPQ8YCJG9/ZTVBBRc0T/fww9elnTAK5rDeaj23W\nXXVn9RUG7frV/5NPPsHX15dmzZrZ87T/k+brh8fd96GuuhrLi8+hftyC+nELldeOxHTr7ZjvnITm\n65gQIOyrpMLKvM2ZLN9lVAM9TBo3XhLF6K4tGvSuHSZN49ZLWxIW6M2sDekcyC/loS928OSIROJC\nZca9EMLstTurAAAgAElEQVRQUHGcD5Nn8nuRsW6gb4mVsV9kcclPBWgAvr6Y+vQ3toKTAOgy7BYG\nMzMzmTdvHp9//jmjR4+212nPidYyBo9Z76LWrMLy6ktw5DD63HfRly3B46FH0PoNkKHjBuz3gwVM\nX5vG0UJjTcr4UH/uG5hAy6bu80UgqUMEIYHevLJ8L/kllfzzq508PKQN3WOaOLppQggH0o8d48cf\n5vGJ3y+UVA0YdNh5kps+PkRQuSemIUONIeBel0sAdEF2GSa2WCzccMMNTJ06lT59+tC/f3+eeOKJ\ncx4mLigoRtftMzygSoqxvDMby4cfVA8dm3pdjucjj2JqGWOXNgj7KK2wMndzJkt3HAaMauBNl0Rx\nbfdIp6kGmkwaQUH+dusDablFPPVNMseKKzBp8H/94hjWMaLezyvEmdi7DwhQx49jXbOK4xuWsaD1\nYX7vbGwd51NqZew3ufTy64rHkGGYel+O5lu/y2sJw6l+YGt2CYPTp08nLy+PZ555BuC8w6AjVKak\ncOKxJyjfvNk44OVF4JTJBNw9FZP88bu8XzPyef6bnWQfN5ZXadOsEU+M6kB8uOxjfeREKQ8s2Eba\n0SIAbundiikDEjA5SUAWQtieNf84ZcuXU/rtt5Rt3sIvXQL4bGwLigOMgcSOuT5MiRhL8wEjMPm5\nz6hJQ2eXMJiUlERubm71EGtRURG+vr5MmTKFiRMnnvX7OOoboVIK64plVL76Mhw11pnTWrTA8+FH\nMffrb/f2iAtXVmll3ub9fFu1V6+HSeP6i6MY270FHk64rIqjqiLF5RaeX7qH7QdPANCndQj3D0rA\ny8P5fkeiYZPKYP1RBcexrl2DdcVy9K0/gtXKyQAzn1wfyfauxtZxPsqTG2Ju5opoWWnDkVy6Mvhn\n51sZdPQsMlVcjPWdt9EXfgRWKwDaFX3xmPYIWmSUw9olzs3OrBO8uSaVwyeNewNjQ/y5b2A8rUKc\nd31JR86ktFh1ZqxLq95+r12zQB4b1pZGvu61QbxwLJlNbFvqRAH6ujXoK1egfvqx+nYogF8vDuHT\n61tQ5G38ntsFdWRc/CSaeoc4qrmiSoOYTezqNH9/PB6Yhn7VKKwvPof69WfUxvVU/rgF8/g7Md1+\nh6yd5MTKKq18+MMBvt1hVAPNJo3rukcy5iLnrAY6Cw+ziXsHxBPR2IeFWw+yO6eQaV/+wVMj2hHR\nWG4UF8JVqJMn0NeuMbaC2/pDnQCItzdF/XrxaZI/v3ruBxQ+Zl/GxtzMFeH9pRrYwLntDiQXSimF\n/t0SrK+/CnnGYr1ERuHx8KOYLu/j2MaJv9iVfZI316SSc6IMgJimftw/MIHYUOetBtbmLFWRtXuO\n8tbaNCy6orGvB08MT6RNhNxfKeqfs/QBV6NOnkRfv9bYCu7HLXUDoJcXWq/LMQ1O4rdOASzIWkhh\npbEbUWLjDoyLn0SIT6iDWi5Op8EsOn0hnPFDQBUWYp39NvqnC2uGjvv2N5aiadHCwa0TZZVWFvx4\ngMW/56AAkwZjukdyXfdIl9pyzZkuhL8fOsGL3+2huMKKl4eJBwclcGlcU4e2STR8ztQHnJ06eRJ9\nwzojAP6wuW4A9PSsDoCmK/pS5K2zMH0eP+f9AIC3yZuxMTfTJ2KgVAOdkIRBnDMMnqLv3WMMHW/f\nZhzw8cE8YSKm28bLvosOkpxzkjdWp5Jdqxp474B44sNcbxFlZ7sQ7j9WwtNLdpNbWIEGTOgdw8gu\nzR3dLNGAOVsfcDaqsLAmAG75/jQBsDemQUmY+vRDCzA+A7cd+4mP0t7nZKUxQaxt4/bcHj+JEJ8w\nR/wI4ixIGMS5wyBUDR0vWYz19X9D/jHjYHRLPP75GKbLeju2cW6k3GJlwY8H+WZ7dnU18NqLIrm+\nh2tVA2tzxgthfnEFzyxJJi3X2I5qRKdmTOgd4zRrM4qGxRn7gKOpoiL0DWuNSSBbvofKypoHPT3R\nLuuNadAQIwAG1tzOUVRZyMfp89iatwUwqoHXxtxE34iBmDTX/Ix0FxIGcf4weIo6eRLrzOnon38K\nug6ANnAwHv+YhtZMqif1ac/hQt5YnUpWgbFuYFSwL/cPSCAh3PWqgbU564WwtMLKKyv28cv+4wD0\njA3mH4MS8PE0O7hloqFx1j5gb0YAXGdMAtnyPVTU2gvYwwPt0l7GEHCffmiNGv3l9b8d+4UP096t\nrga2aZTI7QmTCfUJt9ePIC6AhEFcJwyeou/ZjfWFZ1E7fjcO+PhinjgZ0y23oXnK0LEtVVh0Pv7p\nAF//lo2ujGrgNd1acMPFUS5bDazNmS+EVl3xzsZ0lu009nNuHR7AE8PbEuQnf+PCdpy5D9Q3VVyM\nvnG9MQS8edNfA2DPy4wA2Lf/aQMgQFFlEZ9kfMCPud8D4GXy5tqYG+gXMViqgS5EwiCuFwYBlK6j\nL/4a65uvwXGjekJMKzweeRzTJZc6tnENxL4jRjXwYNUuIlFNfLlvYDytG9AuIs5+IVRK8fVv2czb\nsh+A8EbePDWiHZFNZJceYRvO3gdsTZUUo2/cUBMAy8trHvTwQLvkUiMA9uuP1qjx377X9vxf+TD1\nXU5UFgCQ0Kgt4+MnE+YrW0y6GgmDuGYYPEWdKMA6Yzr6os+g6lduGpyE+R8Po4VLef58VFp1Pt56\nkK9+y6quBo7q2oIbL45qcDtkuMqFcFNKHq+vTqHSqgjw9uDx4W1p3/z0lQohzoWr9IELoUqK0Tdt\nNALg9xtPEwB7GpNA+vVHaxz0P9+v2FLEp+kfsiV3IwBeJi9Gt7yeAc2SpBrooiQM4tph8BR9105j\n6HjXH8YBX1/Mk+/CdOMtaJ6yo8PZ2nekkDfWpHIw36gGtggyqoFtG+iad650Idydc5Lnlu6hsMyC\nh0nj/oEJXNFadi4QF8aV+sC5UKUlRgVw1QojAJaV1TxoNldVAIdg6jfgrALgKTvyf2N+2hwKKowR\nqfjANoxPmEy4bzNb/wjCjiQM0jDCIFQNHX/9Jdbpr8EJ4yZeLTYO8yNPYOpxsYNb59wqrTqf/HSQ\nL7cZ1UANuLprc266JApvj4Y7acHVLoTZBaU89W1y9SLft14azbXdWsi6ZeK8uVof+DuqtAS1aSP6\nqhXomzb8NQBe3NOYBdxvAFqTJuf03iWWYj7N+IjNR9cD4GnyZHT09QxsPlSqgQ2AhEEaThg8RR0/\njvWtN9C/XlQzdDx0OOYHpqGFyqrvf5Z6tIg3VqeyP78EgBZBPtw7IJ7EZg1/GNIVL4QnSit5dkky\ne48UATCkfThT+sTK0jPivLhiH6hNlZaivq8KgBs3QFlpzYNmM1r3i417APsPPOcAeMofx7czP3UO\nxyvyAYgLTGB8/BQi/GQVi4ZCwiANLwyeov/xuzF0nLzbOODvj3nyVEw33ITmIdtHV1p1Pvv5EF/8\neqi6GjiySzNu7hndoKuBtbnqhbDcYuW1VSlsSTMuTt2ig3g4qQ1+Xu7x7yZsxxX7gCorQ23ehL5y\nOfqG9XUDoMmE1uNi4x7A/gPRgoPP+zwllhI+z/iITUfXAeCheTKq5VgGNx8u1cAGRsIgDTcMAiir\nFf3LL7C+9QYUGntDagmtMT/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i+fk7uHXuxVkvhM5kc+oxXluVQoVVx9/bzGPD2tKxRWNH\nN8ttKKVQO2sFwMN/CoAxrYwK4OAktLj4c77f3Bn7wIGiTN5PmcmhEmMNzDCfCMYnTCahUVsHt0w0\nVA5dZzA+Pp6srCyHh0FhH0opVuw6wtzNuZRWBcFLs3dy59r3aFxWROV3H+Hx4MNoAwfLDE7hNHrF\nN6WpvxfPLk3mZJmFJ7/Zzb0D4unbJtTRTWuwjAD4B/qqqgCYk1P3CS1jagJgfEKD+byw6BaWHvov\nSw99jVVZ0dAY0CyJ0S2vl2qgcElnrAx+//331f+9fft2PvvsMyZPnkxkZCRmc90btHv37l2/razi\nTN8IG6qjheW8tTaV7QdPABDo48GUPrH0jvTD+t4c9PlzoWqhce3SXnj88zGXWOvL1TljVcRZZReU\n8tS3yeScKAPg5p7RjL2oRYMJIo6mlELt2llTAczJrvuE6JY1ATChtc1+787SBw4W7+f9lFkcLM4E\nINQnjNvjp9CmcaLD2iTch92Hidu2Pbsyt0wgaRiUUqzcfZT3v8+ktNIKwGVxwUzpE0uQX83N+Coz\nA8tLz6N+3GIc8PDAdNt4zHdMRPOVe7Tqi7NcCF3FidJKnl+6h+TDxtaIg9uFMaVPLB5mk4Nb5pqU\nUqjdu4xJICuX10wwOyUquiYAtm5TL8Hb0X3AoltYlvUN3x78CqsyPiMHNEvimpbX4232sXt7hHty\nmqVlHEkuhPUjr6ict9amse1AAQCB3h5M7hPL5QlNT/uhrpRCrV6J5dWXamYGNmuGx0OPoPUbIBWY\neuDoC6ErKrdYeX11KptTjR0sukUH8XBSa/y8ZIvEs6GUQu1JNiqAK5dD1qG6T4iKMiaBDE5Ca9O2\n3vu9I/vAoeIDzE2Zxf7iDABCvMO4PWESbRu3t2s7hHB4GFyxYgVeXl7069cPgCeeeII+ffowcOBA\nmzfqTORCaFtKKdYkH+Xd7zMpqTC+6faMDeb/+sSe1dIcqqQY65zZ6Avm1wwd97ocj4cfdep9Ql2R\nhMHzoyvF/C37+eo3Yygzpqkf/xqRSEiA3Nd1Okop1N5TAXBFze5Ep0RGYRo8BNOgJLS2iXb94ueI\nPmBVVpYdWszig4uqq4H9IwZzTcyN+Eg1UDiAQ8PgvHnzmD59Ok8++SSjRo0C4NVXX+XTTz/loYce\n4vrrr7d5w05HLoS2c6yonBnr0vhlv1ENDPD2YNIVrejTOuScP+BVehqWF59D/bzVOODpien2OzCP\nvxPNRz4wbUHC4IVZ+kcOczZmoCto6u/Fv0Yk0ipEZsTDqQC4p+YewIMH6j6hRaSxBMzgJLTEdg6r\n/Nu7D2SVHGRuyiwyi9IBaOodwu3xk0kM6lDv5xbiTBwaBvv378+TTz5J37596xxfvXo1L7/8MqtW\nrbJ5w05HLoQXTinF2j25vLspg+KqauDFMU24q18cwRewUK9SCn3FMqz/eblmX9HmLfB4+FFMffrZ\nouluTcLghfspI59XVuyj3KLj62nmn0Pb0C06yNHNcgilFGrf3poAeGB/3Sc0b1ETANu1d4pbP+zV\nB6zKyvKsb1l8YBEWZYx49I0YyLUtb8LXw7fezivE2XBoGOzatStffvklsbGxdY5nZmYycuRIfv/9\nd5s37HTkQnhhjhVVVFUDje27/L3NTLy8Ff3ahNrsw14VFWF95230jxeA1Qib2hV9jaHjFpE2OYc7\nkjBoG6lHi3hmSTLHSyoxaTC1XxyD2oU7ull2oZRCpeyrmQSyP7PuE5o1q7kHsH0HpwiAtdmjD2SX\nHGJuyiwyitIACPYO4fb4SbQL6lgv5xPiXDk0DI4bN44WLVrwzDPPVC8ro5Ti2WefJTk5mU8++cTm\nDTsduRCeH6UU6/bmMmdTBsXlRkDrEdOEu/rG0TSgfrbt0lNTsL74LOrXX4wD3t6Yx9+JadwENG+5\nX+tcSRi0naMny3hqSTIH80sBGNs9kpsviXK68GMLSilUakpNAMzMqPuEiIiqreCS0Dp0dOrfQX32\nAV3prMhawn8PfIFFVQLQJ3wAY2JuwtdDVkkQzsOhYXDPnj2MGzcOb29vEhONtZT27t1LRUUFc+bM\noX17+8yokgvhuTteXMHb69PYmlFVDfQyc+flrejf1nbVwDNRSqF/9y3W116FY8aMTqKi8Hj4MUy9\nr6jXczc0EgZtq6jcwovf7anea7tv6xDuGRCPZwNZekZPTakZAs5Ir/tgRIQxBDwoCa1jJ6cOgLXV\nVx/IKclibups0gtTAAj2aspt8RPp0KSzzc4hhK04fDbx8ePH+e6770hLS8PT05OYmBhGjBhBQIDt\nG3UmciE8e0opNuzLY87GDArLjfteLmoZxN394mhq55mUqrAQ66wZ6J8uBF0HQOs3AI+H/onWvIVd\n2+KqJAzaXqVV5621aazba9zj2rFFIx4d2pYAH9dcekalpWJduRy1agUqPa3ug+GnAuAQIwCaXC/0\n2iyQbOMAACAASURBVLoP6EpnZfZSvt7/eXU18PKwfoxtdQt+Ug0UTsqhYXDs2LE899xztG7d2uYN\nOBdyITw7x0sqmLk+nR/T8wHw8zJzR+8YBiaGObQKoO/dg/XF51DbtxkHfHww3zEJ0623o3nVz3B1\nQyFhsH4opVj400E++9lYQy+qiS//GpFIeCPXmAWv0tOqh4BVWmrdB8PCMQ0cbNwD2KmzSwbA2mzZ\nBw6XZjM3ZRZpVdXAJl7B3BZ/Jx2bdLVFU4WoNw4Ng5dddhkLFiz4ywQSe5ML4d9TSrEp5RizN6ZT\nWGZUA7tFBzG1Xxyhgc5xn57SdfQli7G+/m84boRVolvi8c/HMV3Wy7GNc2ISBuvXqt1HeHt9OlZd\nEeTnyZPDE0kIt9+ox7lQGek1ATA1pe6DoaGYBlbNAu7cxeUDYG226AO60lmdvYyvDnxKpW5UA3uF\n9eX6Vrfg5yFLDQnn59AwOH36dJYtW8Z1111HZGQkPn9aO072Jna8gpIKZm1IZ0uaEbB8Pc1M6B3D\n4HaOrQaeiTp5Euvb09G/+LRm6HjgYDwefBgtopmDW+d8JAzWv98OFPDisr2UVlrx9jAxbUhrLm4V\n7OhmAcY2kNUBMGVf3QdDQ2sqgJ27NqgAWNuF9oEjpTnMTZlNauFeAIK8mnBb3EQ6BUs1ULgOh4bB\nv9unWPYmdrzvU/OYtT6dk1XVwC5Rjbm7fzxhTlIN/Dt68m5j1vGOquWJfHwxT5qC6eZb0Txl6PgU\nCYP2kZlXzNNLkskrqsCkwcTLWzG8k2O+nKj9mdWTQNS+vXUfDAkxAuCgJLQuXdGqVnloyM63D+hK\nZ03Ocr7a/ykVegUAl4VewfWxt+Lv4ZzVXyHOxOETSJyBXAjrOlFayawN6dV7r/p6mhjfK4Yh7cOd\nshp4JkrX0Rd/jfXN1+C4MeuZVrF4/PMxTJdc6tjGOQkJg/ZzrKicp5ckk5FXAsDVXZpze6+WmOzQ\np9T+TKMCuGoFau+eug82bWoMAQ8agta1m1sEwNrOpw8cKT3MvNTZpJw0fpeNPYO4Nf5OugRfVJ9N\nFaLeODwMVlRUcPjwYaxVCwkrpaioqGDXrl1cc801Nm/Y6ciFsMbm1GPM2pDGiVKjGtg5sjF3949z\nmRvfT0edKMA64030RZ9D1Z+lachQzA9MQwt3j4WBz0TCoH2VVFh5efleth0wtmu8LC6YBwYl4O1h\n+wCmDuyvCYB7/jTKEtwU04BBxhBwt4vcLgDWdi59QFc663JWsmj/J1To5QD0DO3NDa3GEeAp1UDh\nuhwaBpcvX86TTz5JYWEhYATBU5Wn8PBw1q9fb/OGnY5cCI1q4Dsb09mUYlQDfaqqgUkuVg38O/rO\nP7C+8Cxq987/b+++w6OqEveBvzOT3pMZOiGQAgk9pCKhBgEVXFkbu4sFZJHVtbA/BQsuIKi7gihf\nRRG7q6yKrIqC0kFKEjIECJAASQgkENpMep+Ze39/3JBkQoAAU3Pfz/Ps86z3ZmbOaM49b06VLnh5\nQTXrSSj/NBUKV1f7Fs5OGAZtz2gSsHJnPjZmXQAARHb2xby7IuHveeu/g+KZwqY5gNlZ5jcDg6Ac\nezkAxso6ADbX1jpwqfYCPstZiePlUrD2c/XHw2F/RbQ61lZFJbIau4bBCRMmID4+Ho899hgeeOAB\nfPTRRygpKcHChQvx1FNPYfLkyRYvWGvk3hCm5Onx/o6TKK2RVsEN7OaHp5LD0dmJewOvRjSZIPyw\nFqZ33wbKygAAitAwqF58Bcq4eDuXzvYYBu1DFEV8v/8svkwtAAB08ffAgklR6Bpw42fUimfPQNi0\nEcLm3yBmHTW/GRjYrAcwFgoX59zr0JquVwcEUcCO81vw/amvUdfQG5igGYY/hz4KH1dfWxeXyCrs\nGgb79++P9evXIyQkBNOmTcPUqVORnJyMnTt34q233sK6dessXrDWyLUhLK8xYNWufOw8oQMAuLso\nMe22ENwxoLNN5jHZk1hSAtP/vQ3hh+8brynvnAjV7Oeh6NDBjiWzLYZB+9px/BKWb82FURDh6+GC\neXdFom8Xv+u+Tjx7FsLm3yBs2tjU031ZQEBTAIyJYwC8jmvVAV3tRXyW+yGOlUkh28/VHw+FPYYh\navn94Ujtm7XCYJuePt7e3jAapblpvXr1wvHjx5GcnIyIiAgUFhZavFDUJPVkMVbsyENptdQb2K+r\nH55JDkcX//bXG9gaRWAgXOa/CmHyvdKq4+wsCBt+gbBzO1R/ewrKKX9mI0pWN6pPB2h83PDahuOo\nqDVi3o9H8Y/bI5AUrrniZ8Wis01zAI8cNr8ZEADlmNulRSBx8fzdvUWiKGLn+S347tTXqBNqAQBx\nmqH4S+g0+LpeP6wTkaRNPYOzZ89GVVUVFixYgIyMDKxcuRKffPIJ1q9fj6+++grbtm1r04dt2LAB\n7777Ls6fP4+uXbti9uzZGDt2bJsLK6dekYpaA1btOoUdDUdlubko8ejQENw1sP33Bl6NaDJB+P47\nmN5bDlRIZ8oqInpD9dIrUEa379WB7Bl0DIUl1ViwLhsXK6RhyGm3hWBydFfg/LmmAHg40/xF/v5Q\njhkrbQMTFy/bea+3qmUd0NVewhe5q5BVJgVuX1c/TA2djlhNop1LSmQ9dh0mvnTpEubMmYPk5GRM\nmTIF06dPx759++Di4oKFCxe2aTVxfn4+Jk+ejE8//RRDhgzB3r17MXPmTPz+++8ICmrbxq5yaQj3\n5RdjxfY8FDf0Bvbt4otnksNvap5SeyQW62FavgzCTz80XlNO/ANUs/8fFOore2raA4ZBx1FSXY9F\nvxxDzsVKAMD4C5l47Jf3oBKFph/y85MC4LgJUMQlMABawOU6oNdXYHvRVnx36ivUmmoAALHqREwN\nm87eQGr37L61TEu5ubnw9fVFpxvY8qOqqgre3t6oqqrC5s2b8cYbb2Dr1q3w8WnbF2vvDWFlnREf\n7crHtmNNvYEPJ/bApEFdZNsbeC3CgQxp6Pjyhrw+vlD9/Wko73uw3Q2/MQw6BvHCeQibN6F6yxa8\nrUlAek/p9IqYgkOYnf5feI8YLgXA+ARumm5hKpUCJo9qvJ3+No6USL2vPi6+mBo2HXEa7kdK8mD3\nMKjX67FmzRrk5+djzpw5SEtLQ3h4OHr37n1DH1hYWIhx48ZBFEUsWLAAU6ZMafNrS0urIAjtsyFM\nzy/G/23Ng75K2iE/qosvZt8ege6B7A28FtFohOnbb2B4bzlQKfXUKCKj4PryK1ANbj/HTCmVCgQE\neLfrOuCoxAsXYNq8EaaNv0E4eKDxukmhwOfDH8KG3iMAAGEdvLDwD/0Q5M0QaEmiKOJ0ZT60+jRs\nK9qEaqO0GXiMJh4Phz8Gf7cAO5eQyHYutwWW1qYwmJWVhUceeQRhYWE4cuQIfv31V6xatQrr1q3D\nypUrMXRo2/8qMxqNEEURWq0WTzzxBN5///0ben17U1FjwPKNx/HLgbMApJXCjydH4MHEEKiU7A1s\nK9PFiyhb/Dpq1q5tvOY15UH4vfQiVGq1HUtGzsh0/jxq1m9Azc+/oD493eyews8PnuPHwXPiRLiP\nGI5v9xdh+cbjEEWgs78Hlk2NQWhHbmx8K0RRxMmyk9hTtBu7z+7C+apzjfd8XX3x+KC/YXi3Ee1m\nb1Uie2tTGHzooYcQHx+Pp556CtHR0Vi3bh2Cg4OxdOlSpKSkYG2zBvhGzJ07F76+vpg3b16bfr69\n9YpoT5Vg+dZc6Cul3sDIzr74x7hwdA/0snPJnJdJmw7Da4sg5uZIF3z94PrMs1Dd94BTb97LnkHr\nEy9ehGnzJpg2/QbhQEbjKTgAAB8fqMYkQzVuPJRDh0HhZt77tzdXjzd/O4F6kwBvNxXmTYzEoGD2\nWN0IURRRWHUa+y6lIv1SCi7Unje7r/HogBHBIzBKMx5+rv52KiWRfVmrZ7BNE6uOHj2KxYsXX3H9\nwQcfxFdffdWmD9q5cyc+++wzfP75543XDAYDfH3bvhmoIIjtYr5UVZ0Rn+w5hc1ZFwEArioFpib0\nwB8Gd4VKqWgX39FuomPh8t/vIXyzGqaV7wEV5TAsfhXG/62VNqweMNDeJbwl7aUOOApRdwnCls3S\nRtAZ+80DoLc3lKPGSHMAmwVAAQBa/DdI6BWE1yf3w6L12SirMeKVH7Pw1JgwjInsaLPv4oxEUcSZ\n6gKk61Kh1V0ZANXuGsSqExGnGYow/zCo1b6cN0tkBW0Kg/7+/igqKkJISIjZ9aNHj7Z5JXDfvn1x\n5MgR/Pjjj7j77ruxa9cu7Ny5E999992Nl9qJZRSU4t1tudA19Ab27uSDZ5PDERzE3kBLUbi6QvXQ\nI1COvwOmt5dA+HU9xKyjMD78Jygn3wfV07OhCGCvjVyJuksQtm6RjoLL0JoHQC8vmAVAd/c2v2+f\nzr5Yct9ALPw5C2dLa/H2llxcrKjDg7HdOZzZjCiKOFtdiHRdCrT6NJyvKTK7H+SmRqxGCoC9fMIa\n/93x3yGR9bRpmHjVqlVYs2YNnnvuObzwwgtYsmQJLly4gHfffRfTpk3D448/3qYP02q1eP3113Hq\n1Cn07NkTc+bMQWJi2/eEcua/CKvrjfh09+nGc05dlAr8JSEYk6O7cW6glQnpaTC+sQg4eVK64O8P\n1dP/gHLyvVAolfYtXBtxNfGtEfU68wAoNNsGxssLypGjpQB4W9INBcDWlNcY8NqGY8g6J53lPjaq\nI54cFQoXlXP8rlmLFAClHsBzVwmAsZpEhPqEtxr8WAeIHGA18ddff42PP/4Y585JE3k1Gg1mzJiB\nRx55xGZ/sTnrQ+BgYSn+b1suLlVIvYERHX3w7Nhw9GBvoM2IhnoIq7+CaeUKoEbam0zRfwBUL/0T\nyr797Fy662NDeOPEYj2ErZulo+D2p5sHQE9PKEeOgXLceCkAelj2RJ96o4B3tuZgV44eADA42B8v\nTOgDb/f2teXR9ZytLoRWl4p0XSrO1Zw1uxfoFiQFQHUiQn3DoVRcOyyzDhA5QBi8rLq6GoIgtHlv\nQEtytodAdb0Jn+89hV+PNPUG/jk+GH8cwt5AexEvnIfprTchbPpNuqBQQHnfg1D9/Wko/B136JgN\nYduIxcUQtm2WTgJJ39dKABwtHQU3bLjFA2BLgijiy5QCrM2QQlBPtRf+OTEKHXxvrefR0RVVn5WG\ngHWpKKo5Y3Yv0C0IMeoExGkSEeobcd0A2BzrAJEDhMFt27ZhwIAB6NChA7799lts2LAB/fv3xzPP\nPAM3N9vsq+VMD4HMM2VYvjW38diq8A7eeHZsOELUll8FRDdOSN0L479eA07lSxcCA6F65h9Q3j3Z\nIYeO2RBenVhSAmFbwxCwdh9gMjXd9PCEcsRIaQh42HAoPG2/b+evR85j5c6TEEQgyNsN8ydGIbRD\n+3oOnKs+Kw0B61Nxttr8vPoAt8CGADgUYTcYAJtjHSCycxhcsWIFPv74Y3z22Weor6/Ho48+ivvv\nvx9arRbx8fGYP3++xQvWGmd4CNTUm/B5ymlsOCytinNRKjAlrjvuHdJN9nOGHI1YXw/hqy9gWrUS\nqG0YOh44WDrrODLKzqUzx4bQnFha2hQA09NaBEAPKIc3BMCkEXYJgC1pT5Xg3xuPo9YgwNNVibkT\n+iAmJNDexbol56uLkK5PgVaXhjPVBWb3/F0DEauRegDDfHvfdABsjnWAyM5hcPTo0ViwYAFGjhyJ\nefPm4fTp0/jPf/6DzMxMzJw5E6mpqRYvWGsc/SFw+KzUG3ihXOoNDO3gjWeTw9FL0756Adob8VwR\njG+9CXHLJumCUgnlg3+C6m9PQeHnGGedsiFsCIDbt0oBcF/qFQFQkTQCqnEToBg+AgpPx5uPm3ux\nEot+yUZxtQFKBfDEqDCM79f24zwdwfmaImh1aUjXpbQSAAMQo0lAnDoR4X59LBIAm2MdILJeGGzT\nbObi4uLGY+d27NiBadOmAZC2nKmvr7d4oZxNrcGEL1JO45dMqTdQpVTgwdjuuD+GvYHOQNGlK1yX\nvgNhzy5p6LiwAMJ/v4aw8TeoZj8H5cS7ua2FnYhllwPgRikAGo1NN93doRg+Esrbx0M5fAQUXo79\nR1d4Rx8suV/aeqaguAbvbc/DhfJaTE3s4dBnj1+oOSctAtGnorDqtNk9P1d/xKoTEKtJRIRfpMUD\nIBHZRpvCYFhYGNasWQO1Wg2dTofk5GTU1tbio48+Qr9+jr8S05qOFpVj+dZcnCurBQD00njh2eSI\ndjcnSA6Uw4bDde06CF98CtPHHwLFepheeRHC/9ZIG1b37mPvIsqCWF4GYdtWaSPotFYC4LDhUI6b\nAOWIkQ4fAFvq6OuON+8dgDd+PY5DZ8qwZv9ZXCivw7Njw+HqQH84Xqg5D61eWgVcWHXK7J6fqz9i\n1AmI1SSgt18UAyBRO9CmYeL09HT8/e9/R1lZGR5//HHMnj0bCxcuxJYtW7Bq1SpERdlmfpUjDQ/U\nGkz4T2oBfj50DiKk3sAHYrrh/tjuDvVQp5sjnj0L45I3IO7YJl1QqaCc8heo/vZ3KOywkr69D5GJ\n5eUQdmyThoBT95oHQDe3ZgFwFBTezhUAW2MwCXhvex62HbsEAOjX1Q8v39kHvh6udivTxZrz0Oql\nIeCCFgHQ19UPMep4xKmHore/fQJge68DRNeir6zH3jw9MgpK8d70eIu/f5tXEwuCgIqKCvj7S2dC\n6nQ6BAQEwMXFdvtmOcpDoGVvYE+1F54dG46wDjycvr0Rft8J45uvA2caVkhqNFD9Yw6Ud9xl06Hj\n9tgQiuXlEHZulwJgyh7zAOjqah4A7RDArU0URXyTfgar90m/W90CPLFgUhQ6+1t3y5vmLtVeaNgI\nOg2nq06a3fNx8W3cBqa3fxRUCvue7d0e6wDRtRRXSQFwd64eWUXluPxbn7pwvMU/64b3GbQnez8E\n6owmfJVagJ8OSr2BSgVwf2x3PMjewHZNrK2F8PknMH36EdAwR1YREwfVi/OgDI+wSRnaS0MoVlQ0\nBcC9u1sJgElQ3j4BypGj22UAbM3W7It4d3seTIKIAE9XvDIxEr07tf3M9ht1qfYitA3bwJyqbC0A\nxiNWk4g+/n3tHgCbay91gOhaShoC4K4WARAAPF2VSAgNwr/+HGPxz2UYbKNj5yrwztYcnC2VegN7\nBHli9tgIhHeUR4NFgFhYAOO/X4e4+3fpgosLlH+eCtXjT1p96NKZG0KxshLCzm3SIpC9uwGDoemm\nqysUtyVBOW48lCNGQ+FrvRDkyA4VluL1X4+jut4ENxclnh/XG4mhbTv3vS10tZeg1adCq0tFfmWe\n2T0fF18MUcchTjPU4QJgc85cB4iupaS6oQcwR4+jrQTA+F5BGBauxpAeAfByd3GME0jsyR4PgTqj\nCV+nFeKng0UQRKk38N4h3fCn+GD2BsqQKIoQd26H8d+vA+cazlft0BGq5+ZK+9pZaejY2RpCKQBu\nlxaB7N3T2KMKAHBxkQLg7eOlHkAH2b7H3k7rq7Dg52zoKuuhADBjeC/cPajLTb+frvYS9jfMAWwZ\nAL1dfDBEHY9YdQIi/fvBRen4x+Q5Wx0gupbS6nqknCzG7hwdjhSVQ2j2K+3hqkR8zyAkhasxJCQA\n7i5Nf6DZ/QQSR2Drh8Cx8xVYvjUXZ0qkDYmDgzzxbHK4VYdwyDmINTUwffoRhM8/aezpUiQkwuWF\neVD0CrX45zlDQyhWVTUEwI0Q9+y6MgAm3ibNARw1hgHwKvSV9Xh1fTZOXqoCANw9qAumD+vZ5uMr\n9XU6aHVp0OpScLIy1+yel4s3YoKkIWBnCYDNOUMdILqWshpD4xzAI2fLzAKgu4sS8b0CkRSuQUyL\nANic3cNgWVkZfvrpJ+Tl5cHNzQ1hYWG455574GHl8z2bs9VDoN4oYPW+AvxwoKk3cHJ0N/w5Phhu\nLuwNpCbi6VPS0PHe3dIFFxcoH3oUqpmzLLrxsaM2hGJ1FYTfd0pzAHf/fmUATBgqBcDRY6Dw87df\nQZ1ITb0Jb248Du3pUgDA0NAg/OP2CHi4tt44FF8OgPpU5FXkmN3zcvFGdFAc4jSJiPLv73QBsDlH\nrQNE11JWY0BKQwA83EoAjOvZFACvVsebs2sYPHLkCB555BEEBgYiKioKgiAgKysLBoMBH3/8MSIj\nIy1esNbY4iFw4kIF3tmSi8KG3sDugVJvYJ/O7A2k1omiCHHbFhiXvAGclzYeR+fOcHnuBSiSb7fI\n0LEjNYRidRWEXb83BcC6uqabLi5QJCRKi0BGj4HCP8B+BXViJkHEyp0n8dvRCwCAPp18MO+uSAR4\nSefAF9fpsV+fBq0uFbkVJ8xe66nyapgDmIgo/wFOHQCbc6Q6QHQtZTUGpJ4sxu5cHTLPmAdAt4YA\nODxcjZiQwDYFwObsGgbvuecexMXF4aWXXmps2EwmExYsWIATJ07g22+/tXjBWmPNh4DBJOC/+wqx\nNuNsY2/gPYO74i8JPdgbSG0i1lTD9NGHEL78rHGVrGLoMLi88DIUIT1v6b3t3RCKNdVSD+DmjVIA\nrK1tXriGHsDxUI5OZgC0EFEU8b8DRfh8r3TqR6fAetyRUI4T1fuRW3Hc7Gc9VV6IVsciTj0UfQPa\nTwBszt51gOhaymsM0hzAqwXAkEAMC1cjrueNB8Dm7BoGBw4ciHXr1qFnz55m10+ePIl77rkHmZmZ\nFi9Ya6z1EMi5UIl3tuagoFjqDewW4IFnkyMQ2YW9gXTjxFP5ML6xGGJainTB1RXKh6dBNeNxKDw9\nb+o97dEQijXVEHf9DmHzRgi7dl4ZAOMTpUUgo5OhCAy0SZnkpqSuGGuObcPu83vh6lNkds9T5Yno\noDjEahLRN2AAXJX227DaFhgGydGU1xiQml+MPbl6HCwsNQ+AKiViQgIwPEKD2JBAeLpZZpW+Xc8m\njouLw7Zt2zB9+nSz63v37sWgQYMsXihbMZgEfJN+Bt/vPwNBBBQA/jC4K6YmBl918ibR9Sh69oLL\nyo8hbt4I49J/AxcvQPhkFYQNP8Pl+RehGJ3ssGcdizU1EHc3BMDfdwK1NU03VSooYuOlOYBjxjIA\nWklpfUnDKuBU5JYfhwgRrg3PfsHkBkN5KO7sORL3901q9wGQyNFU1hqRelLaB/DQmTKYmiVAV5UC\nsSHSHMC4npYLgLZw1TC4bNmyxv/fsWNHLF26FPv27cOgQYOgUqlw7NgxbNq0CVOnTrVJQS0t92Il\n3tmSi9PF1QCArv4eeGZsOPp24SpHunUKhQKKcRPgmjQcpg8/gPD1l8C5czD+42kokkbAZe5LUAT3\nsHcxAUibaot7dkHY9BuEnTvMA6BSCUVcvDQHcMxYKIIst/cdNSmrL20MgDnlxyA222nMQ+WJwUEx\n6OUxBN/sVEFXZsJ/TwFudRdw75BuDvuHBVF7UVlrRGq+NAR8sPDKABgTEoikcDXiegbBy4kCYHNX\nHSZ+6KGH2vYGCgW+/PJLixbqaiwxPGAwCfhOewbfaZt6A+8e1AVTE3vc0jg+0bWIebnS0LF2n3TB\nzQ3KRx+DavpfoWjDinxLD5GJtbUQ9+5uCIDbgZoWATA2rqkHMEh9y59HV5IC4D5odak4UZ5tFgDd\nlR4YHBSDOM1Q9A8cCFeltHCktLoei9cfw/ELlQCAO/p3wuMjQtu89Ywz4zAx2VJlnRFpJ5sCoLFZ\nAHRRNgXA+F6B8HKz3Rxdu28t4whu9SFw8lIV3tmag3yd1BvYxd8DzySHo19X9gaS9YmiCOG3DTAt\nexO4dEm62K07XOa+BOWIUdd8rSUaQrGurqEHcCOE37cD1dVNN5VKKGLipEUgY8ZCodbc1GfQtZXX\nlyFDvw/p+lQcL8tqEQDdMTgoBrGaoegfMAhuKrdW36PWYMKyzTlIOVkMAIgNCcCc8X2cakjqZjAM\nkrVV1RmRll+MXTnSHMArA2AAhoVrEN8zEN7u9lmkZfcwmJOTgy+//BKnTp3C0qVLsXnzZvTq1QvD\nhg2zeKGu5mYfAkaTgDX7z+Jb7ZnG7t1JA7vg4aHsDSTbEysrYfpwBYTVXwEmEwBAMXI0XOa8CEW3\n7q2+5mYbQrGurqkH8PcdQFVV002FQgqAt4+HMnksFJoOt/K16CoqDOXYr9+HdF1KqwFwUFAM4jSJ\n6B8w+KoBsCWTIOLTPaew7tA5AEBoB2/8864oqH3a9npnxDBI1nA5AO7J1SOj4MoAGN0jAEnhaiT0\nCrJbAGzOrmEwJSUFs2bNwtixY7Fp0yZs2LABa9aswSeffIIlS5bgzjvvtHjBWnMzD4F8XRXe2ZKL\nkzqpEezs546nk8MxoBs3wCX7EnJOwPTGIogZ+6UL7u5QPTYTykemQ+HubvazN9IQivX1UgDcvBHC\njm1XBsAhMdIcwLG3MwBaSYWhXOoB1KXiWNlRswDopnTHoKAh0hBwwCC4q9yv8U7Xtu7QOXy8Kx8i\nAI2PGxZMikKI2rrnZNsLwyBZSnW9EfvyS7A7V4f9p68MgIODAzA8Qo34XkHwcYAA2Jxdw+D999+P\nP/zhD5g6dSqio6Oxbt06BAcH4/PPP8eaNWuwfv16ixesNTfyEDCaBHyfcRbfpp9p/A89cUBnPHJb\nCHsDyWGIoghhw88wLVsC6PXSxeBguMx9GcqkEY0/d72GUKyvh5i6V+oB3LENqKxsuqlQQBE9RJoD\nmDwOig4MgNYgBcB0aBsCoACh8Z6b0h2DAqMRq0nEgMDoWwqALaWc1GPpphzUGwV4uanw0h19MCi4\n/e31yDBIt6K63oR9+cXYnatHRkEJDM1+h1RKBaKD/ZEUrkFCqOMFwObsGgYHDx6Mn3/+GcHBwWZh\nsLCwEHfddZfD7TN4Wl+Ft7fkIq/hfM+Ovu54JjkcA7uzN5Ack1heDtMH70H4djUgSCFCMWYsXJ6b\nC0XXbq02hKKhHmJKSrMAWGH2nmYBsGNHm38nOag0VEgBUJ+K7NIjLQKgGwYERiNOMxQDAwfDuw+r\nXQAAIABJREFUXWW9oztPXKjAol+OobTGAJVSgadGhyE5qn39N2cYpBtVXW9C+ikpAO4/fWUAHNwQ\nABN7BcHHw3EDYHN23WewU6dOOH78OIKDg82up6amokuXLhYv1M0yCSK+zziLb/YVNvYG3tG/E6bd\n1rPdT64m56bw84PL3Jcg3PNHmF5fBPHQAYjbtsCwdzdUMx6Hcpq0x6doqIewZ6+0CGT71isD4OAh\n0iKQ5HFQdOpkj6/S7lUaKnGgWOoBzCo9bBYAXZWuGNgYAKOtGgCb693JF0vuG4AFP2fjbGkN3tma\ni4sVdZgS151bz5Cs1NSbkH6qaQi43tRUP1VKBQZ198fwcDUSQoPg68F9Oi9rUxicOXMmXnnlFRQU\nFEAQBPz+++84e/YsVq9ejZdfftnaZWyT0/pqvLM1B7kXm3oDnx4T1i6HS6j9UvaJhOKz/0D4+SeY\n3nkLKCmG6b3lEH75CSVxsaj9bRNQUW72GsWgaGkRyO3joOjU2U4lb9+qjJU4oNciXZeC7LIjMImm\nxnuuSlepB1CdiIFBQ+BhowDYUmd/Dyy5rz9e23AcR4vKsXpfIc6X1+Lvo8PgquKRmtR+1dSboD0t\nBUDtKfMAqFQAg4MDMCxcjcReQfDzZABsTZtXE+/cuRMfffQRcnNzYTKZEBYWhhkzZmDs2LHWLmOj\n1oYHTIKI/x04i9VpTb2BE/p1wrRhPZ1280ciABDLy2Ba8S6ENd80Dh1fphg4SFoEcvs4KDo7Tu98\ne3I5AGr1Ug9g8wDoonDFwMDBiG3oAfR0ubljBq3BYBLwzpZc/J6jAwAM7O6PF+/o49DzoNqCw8TU\nXK2hIQDm6JF+ugT1RvMAOLB7wxBwaBD821EAtPmcwby8PISFhVn8A29Fy4dAYXE13tmaixMNG7Bq\nfNzw9JhwRPdgbyC1H0J2FoSV78GlthrC8NFQJN8ORZeu9i5Wu1RtrMKBYi3SdanIKs28IgAOCByM\nWE0CBgXGOFQAbEkQRXyVWoA1+88CAHoEeWL+pL7o6Gu5hSu2xjBItQYT9p8uwa5cPbSnSlAnkwDY\nnM3DYGRkJDQaDRISEhr/FxISYvEC3IjLDwGTIOLHg0X4Oq2gcULouL4d8VhST5vuBE5kK2wIrafa\nWI2DxdIQ8NErAqAL+gcOQpx6KAYFDYGni5cdS3rjfjtyHh/sPAlBBAK9XPHPiVEI72j5hsQWWAfk\nSQqApdidq0N6KwFwQDd/JIWrMTRM3W4DYHM2D4PHjx/HgQMHGv9XUFCATp06mYXD7t1b3yDXWoqL\nK3FKV4XlW3Ibj2PS+LjhqdFhGBISaNOyENkSG0LLuhwAtbo0HC09BKNobLznonBBv4BBiNMkYlBQ\nDLycLAC2pD1dgjd/O44agwAPVyXmju+D2J7O97xkHZCPOqMUAPfk6rHvVDFqDeYBsP/lABgahACv\n9rvRemvsfgKJXq9HRkYGDhw4gEOHDiErKwuBgYFITEzE66+/bvGCtWQSRHy27QS+2Hu6sTfw9iip\nN9ARdgUnsiY2hLeuxliNQ8UZSNen4EiJeQBUKVToHzAIsZpEDA6KdfoA2NLJS1VY+Es2iqvqoVQA\ns0aG4o7+zrXYiHWgfaszmpBxuhS7c/VIP1WMmpYBsKsfkiKkIeBAmQXA5uweBgGgvr4emZmZ2L9/\nP44ePYpdu3bBzc0NaWlpFi9YS3/9OA2HC0sBAEHebnhqTBhi2RtIMsGG8ObUGGtwqGQ/0nWpDQHQ\n0HhPpVChX8BAxGmGYnBQDLxc2ufJHZddqqjDwp+zcbpYOpP63iFd8fDQECidZOsZ1oH2p94oIKNA\nGgLel28eABUA+nfzw7BwNW4LVSPQW74BsDm7hEFBEJCZmYmUlBSkpqbi4MGDcHV1RWxsbONQcVRU\nlE32sUqcvxEAkBzZATOG93L6lXFEN4INYdvVGGuQWZKBdF0qDpccvCIA9g0YiDhNIgYHxcDbxTnn\nz92sqjoj/vXbcRwsLAMADI9Q49nkCLi5OP7WM6wD7UO9UcCBwlLsztEhLb8ENYamOboKAH27+mF4\nuBq3hTEAtsbmYXDWrFnQarUwmUwYMmQIEhISkJiYiP79+0OptP2DY+LSHfj76FDE9GBvIMkPG8Jr\nqzXV4lBxBrS6FBwuPQiD0DIADkCsWhoC9nGVVwBsyWgS8N72PGw9dgkA0LeLL16+M9Lh919jHXBe\nBpOAAwWl2JWrR9rJ4lYDYFJDAAxiALwmu6wm7ty5M/7yl79g+PDhiIyMtPiH34jKWgPqq+v4ECBZ\nYkN4pVpTLTKLM6DVpyKz5MAVATDKvz9iNYmIDoqTfQBsSRRFfKs9g6/TCgEA3QI8MH9SX3Txt8+G\n2W3BOuBcLgfA3bl6pOUXo7reZHa/bxdfJIVrcFuYGmofBsC2snkYzMrKQmpqKlJSUqDVauHu7o74\n+HgkJiYiISHBLnsQ8iFAcsWGUFJnqkVmyUGk61JwuOQA6oX6xntKKBEV0B9xjQHQ144ldQ7bjl3E\nu9vyYBRE+Hu6YN5dUYjs7Jj/3lgHHJ/BJOBgYUMAPFmMqhYBMKohAA4LC4Lax3n3vLQnuy4gMRqN\nOHjwIFJTU5GamopDhw4hICAACQkJGDp0KO69916LF6w1fAiQXMm5Iawz1eFwyQGk66QewHqhrvGe\nEkpEBvRDnHoootWx8HX1s2NJndOhM2V4Y8MxVNWb4KZS4rlxERgaprZ3sa4g5zrgyAwmAYfOlGF3\njg6p+cWoqmsRADv7Yli4GsPC1dAwAN4yh1hNfFlWVha+/fZbrFu3DrW1tcjOzrZ4wVrDhwDJldwa\nQikAHoRWl4JDLQKgAorGIeAh6jgGQAs4ra/Gwl+ycKmiHgoAjyX1xB8GO9YpN3KrA47MeDkA5uqR\nclJ/RQDs08kHSREaDAtTo4MTn3rjiOwWBvV6PQ4dOoRDhw4hMzMThw8fhslkwqBBgxAXF4f4+HjE\nxcVZvGCt4UOA5EoODWG9qR6HS6Uh4MziDNS1CICR/v0Qp0nEEHU8A6AVFFfV49VfspF3qQoAMGlg\nFzyW1BMqpWNsPSOHOuDIjCYBmY0BsBiVdUaz+306+UhzAMPVTn3soaOzeRicPXs2Dh06hHPnzsHT\n0xPR0dGNwW/AgAFwdbX9yjM+BEiu2mtDWG+qx5HSg9DqUnGweP8VAbCPf1/EqaUA6Ofmb8eSykNN\nvQlvbjwB7ekSAEBCryA8Ny4CHq4qO5es/dYBR2Y0Ccg8W47duTqk5hWjokUA7N3JB0nhagwLU6Oj\nn+MuPmpPbB4GH3/88caev379+kGlsv/DgA8Bkqv21BAahHocLjnULADWNt5TQIHeflGNPYD+bgF2\nLKk8mQQRH/5+Er8euQAAiOjog1cmRtr91If2VAccmUkQkXmmDHty9dh7Uo+KWvMAGNGxIQCGq9GJ\nAdDmHGrOoL3wIUBy5ewNoUGox9GSTKTrpQBYa6ppvCcFwEjEaoYihgHQIYiiiB8OFOGzvacBAJ38\n3DF/UhSCA+13TJ+z1wFHZhJEHD7bMAScp0d5iwAY3tFbWgUcrkZnBkC7YhgEwyDJlzM2hAbBgKOl\nmUjXpbQaACP8Iht7AAPcuJm8I9qdq8OyzTkwmET4uLvg5Tv7oH83+wzXO2MdcGQmQcSRonLsztFh\nb2sBsIM3hoWrkRSuQWcH3n9SbqwVBnmmGxFZjEEwIKs0E+m6VBws1qKmRQAM9+sjBcCgeAS6B9mx\npNQWSeEaBHm7YfH6Y6ioNeKVn7Lw7NhwjOzdwd5Fo5tgEkQcLZLmAO7N06OsxjwAhnbwRlJDAHTk\nDcjJ8tgzSOQEHLlXxCgYcbQ0E1pdKg4Ua1Fjqja7H+HXB7HqRMSoExgAnVRRaQ0W/JyNc2XS/M6H\nE3vgvphuNjmX/jJHrgOOzCSIyCoqx65cHVJOFqO02mB2P1Tj3TgHsGuAp51KSW3FYWIwDJJ8OVpD\naBSMyCo9DK0+FQf0WlSbqszuh/v2QawmATHqBAS5O94GxnTjymoMWLz+GI6drwAAjO/bCX8bFWqz\nrWccrQ44MpMgIutcOfbk6rEnT39FAOyl8UJSuAZJDIBOh2EQDIMkX47QEBoFI7LLjiBdl4oD+vQr\nAmCYbwTiNEMZANuxOqMJyzbnYG9eMQBgSI8AzJ3QB15u1t9twhHqgCMzCSKymwXAkhYBsKfaC0kR\nGiSFqdEtkAHQWTEMgmGQ5MteDaFRMOJY2VGk61KQUZyOaqN5AAz1jUCcOhGxmgQEuWtsVi6yH0EU\n8dme0/jxYBEAaZjxnxMjrX7WLMPglQRRRPa5CmkOYK4exa0EwMtHwdlzJThZDsMgGAZJvmzZEF4O\ngFpdKjKK01FlrDS7H+oTjljNUMRqEqBmAJSt9ZnnsGpXPgQR0Pi4Yf7EKPTUeFvt8xgGJYIo4tj5\nCuzOkXoAi6vqze6HBHk1rAJWIziIAbC9YRgEwyDJl7UbQpNoaugBlIaAK40VZvd7+YQhVpOIWHUC\nNB4dLf755Jz25RfjzY0nUGcU4Omqwot39EF0D+vsEynnMCiIIo6fr8DuXD325OqhbxEAg4M8Mbxh\nH8AeDIDtGsMgGAZJvqzREJpEE46XZUGrS8V+/b7WA6A6ETGaBHRgAKSryLlQiVfXZ6O02gCVUoG/\njwrF2L6dLP45cguDgijixPlK7M7VYU+eHrrKFgEw0LNhFbAGIWoGQLlgGATDIMmXpRrCpgCYhv36\ntCsCYIh3KOI0iYjVJDIAUptdKK/Fwp+zUVgi7Sv5YFx3/CU+2KJbz8ghDIqiiOMXKrEnV4fduVcG\nwG4BnhgeIQ0B9wjysunWPuQYGAbBMEjydSsNoSAKOFGWjXR9Cvbr96HCUG52P8S7F2I1iYjTJKKD\nh+V7dEgeKmuNeG3DMRwpkn6/RvfpgKfGhMFVpbTI+7fXMCiKInIuVmJXjh578nS4VNEyAHo0bgMT\nomYAlDuGQTAMknzdaEMoiAJOlGcjXZeKDP0+lBvKzO738O6JOM1QxKoT0NGzs7WKTTJjMAn4v625\n2HFCBwAY2M0PL94ZCR/3Wz/sqj2FwcsB8PIcwIsVdWb3u/p7SNvAhKvRkwGQmmEYBMMgyVdbGkJB\nFJBTfgzpulTs16ddEQCDvXtKQ8DqRHRiACQrEUURX6cV4lvtGQDS4oYFE6PQ0e/Wjjdz9jAoiiJy\nL1Zhd8MQcMsA2MXfA0nhagyP0DAA0lW1izCo1Wrx73//GydPnkRgYCBmzJiBKVOmtPn1zvoQILpV\nV2sIpQB4HFqdNARcZig1e12wdwhiG/YB7OzZ1dbFJhnblHUBK7bnQRCBQC9X/HNiFMI73nwj5oxh\nUBRF5F2qwu5cPXbn6nChvPUAmBSuQS8NAyBdn7XC4K333bdRWVkZnnjiCcybNw8TJ05EdnY2pk2b\nhh49euC2226zVTGInJ4gCsgtPw6tPg1aXRrKDCVm97t79ZDmAKoT0dmLAZDsY1zfTtD4uONfvx5H\nSbUBL/zvCOaM7434Xu37fOrLAXBPQwA83yIAdvZzR1LDNjBhHbwZAMkh2CwMFhUVYeTIkbj77rsB\nAP369UNCQgIyMjIYBomuQxAFZOmPYmvedqTrUlFabx4Au3kFNw4Bd/HqZqdSEpkb0iMA/763Pxb+\nnA19VT1e23AMj48IxZ0D2tc0BVEUka+rbhwCPldWa3a/U0MATGIAJAdltzmDZWVlmDBhAhYtWoSx\nY8de9+fv/vEuG5SKyHl08+qO+A5DEdchEV29utu7OERXpauow/x1WcjXVQMA7h3SFdOSekJ5A6FI\nqVQgIMAbpaVVEAT7DxNfDoC7cnTYdUKHotYCYIQGwyPUiOjowwBIFnG5HliaXcJgRUUFZs6cCW9v\nb6xatQpK5fW3HmAYJAKCfYOR1G0EhnVNQg+/HvYuDlGbVdUa8dJ3B5GWpwcAJPfrhH9OHgB3V5Wd\nS9Z2oigi90Ilth49j21Hz6NAX212v7O/B5L7dUZy/86I6urHAEhOw+ZhsLCwELNmzUJwcDDeeecd\neHi0bYXZ/gtaVFXWQXCexc9EFqNUKNCrYzB8TWqH6BUhuhlGk4D3tudh09GLAIC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(\n", " style='dark',\n", " context='talk',\n", " palette='Set1'\n", ")\n", "example_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seaborn styles\n", "\n", "You can change the style used by matplotlib by calling `seaborn.set_style`:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/rgLg5KhkfLcABt5vm27g39GoVcwbFMKy3afYdPAiv5xJZ+za33hvaBje7n//\nyDshhCgLafmpLDuylKNpliDnrnZnbKvxtK/X4R/fU3TlKvroaPIjoyiMjS0xpvD0QNuzpyUAPvSQ\nBMAyUuXC4J80XR6m1oN7yfngQ3KWL8eUlkbGhInkbdhguXTcrJmtSxSV3M+n03h7ezxpOZZZcC0b\neDKjXzANqle8pVxUSgWTHm1GHS8ti3clcPpaDiNXx7BwWBj+te59DS8hhLid2Wxmz8VvWRO3qrgb\n+GDdhxjbajyeTn+d4Gm8eg1dtKUDaDh8uMSYwsMDbc8elnsA2z+EQq22ytdgT6psGARQaDS4T56E\n82P9yXr9DfR79mI4GENq9564jvgPblMmo3STX4Ti38nRFbJ4VwLRR292Ax2UjO3ahEEP+Fb4x8A9\n8YAvtT00zPrqGClZekav+Y23B4fQplF1W5cmhKgi0nXpLDuyhCOplq6em9qdsS3H0b5ehxJX5ozX\nrqGL3mEJgIcOldiGwt39VgDs0F4CYDmr0mHwTw6+vlT/ZC26b/eQNet1jJcvk7tyFfnffIPHrJlo\n+/aVS8eiVH45k8b87fGkZVu6gS3qW7qBvpVoYedOgbVY8UwbXtxwhIw8A5M+P8xrfYPoHVLP1qUJ\nISoxs9nM3kt7WHN8FflF+QA8UKcd41o9h5fGstapMTnZEgCjojD89nuJ9yvc3dF0745zxM0A6CRP\nULIWuwiDf9J2fwRNh/bkvL+CnBUfYEpJJeO5F8hbvxHPubNxDAiwdYmigsrVF7Jk1ykij1wBQO2g\nZEyXJgxuV/G7gX8nyMeT1SPbMmV9LBfT85i9NY5rGTpGdPaXEyMhxL92XZfO8qPLOJxi6fC5Obox\nuuVYOvp0wpSaSu7GT9BFRloCoNlc/D6Fmxua7t3RRoSj6dhBAqCN2FUYBFBotbi/OBXnxx8jc9br\nFOz/DsMvv5D6SA9cR4/CbdJElC6Vp8sjyl9MYjpzv4knNduyJlaQjwcz+wXT0NvVxpXdm3rVnFk5\n4n5e2XSUIxczWP39Wa5l6nglIghHB1l6RghxZ2azmf2X97H62EryivIAaFv7Acb4DEaz92fSI5dj\niPmtZAB0db0VADt1lABYAVg9DKanpxMREcG8efN4+OGHrb37Yg5+flT/7FP0u3eTNesNjFeukLvi\nA/K/3ornG6+jCe8tHRI7l6cvYum3p/jmcBJg6QaOergxQx9sWCm7gX/Hw1nNkqdaM2fbcb49nkz0\n0aukZOu6cUZgAAAgAElEQVR5+4kQXDUyS08I8c+u667z/tFlHEqxXO51dXDhqaxgwv77BwUHV1Fw\newB0cUHT488OYEcUGlnJoCKxehicPn06mZmZ1t7t31IoFGh79sSpY0dyli4j98OPMCUnc2PsOJw6\ndsBj9mwcG/vbukxhA7+dvc68b+JIzrJ0A5vXs3QD/WpW7m7g31E7KHnjsZbU8dTy6Y/nOXTuBqPX\n/MbCYWHU9iz7ZygLISo3s9nM95e/Y+XxD8krtHQDWyWpGPzBYTwzf6Xw5t9TuLig6f4I2vDeaDp1\nQqGV40lFZdUwuHHjRrRaLXXqVKxnpCqdnfF45WWcBw4ka8YMCg78SMGBH0nt9giuY0bjNnECSmfb\nLh4srCOvoIjl355i6yFLN9BRpSjuBlblp3YolQrGdQugjqeWBdEnOZeay8jVMbw3LIymdWSxdiGE\nxQ39Dd7/7T1+v2F5Aog238igLVdo+1smCkDh7HwrAHbuLAGwkrBaGLxw4QJr165l8+bNPPbYY9ba\n7b/i6N+I6hvWo9+xk6zX38B47Rq5y99Ht3UbHm++jqZnT7l0XIX9fu46c7+JIznT0g1sVtedWf1b\n0KgKdgP/Sb/W9anpoWHG5j9Izylg7Me/MXdgKx4M8LZ1aUIIGypKT2ff3g/5RPEreTdv8QuOy2bY\nhiS8DI5o+kSgjYhA87AEwMrIKmGwqKiIadOmMX36dDw9/7rYZGkZDAb0en0ZVvb3FF274PFAW/Lf\nX4F+zccYr1zhxsjROHbsiMusmaj8GpZ7DcJ68g1GVn53jm2xlnUDHZQKnungy+AHGuCgVFjlZ+5O\nCgoKSvy7PIXVd2PJ8BBe3Xyc9FwDL26IZVKPJvQJrVvu+xbin1jzMyAsTDduYPh2D2n7o/jMP5k/\nWlmuEmh0RgZ9k0ZHt/twmjcV9W2XgAsAKsAxs6oyGAzlsl2rhMEVK1YQGBhIp06d7mk7Fy9eJD8/\nv4yqKoXevVC1bIH7RytxOnacwgMHyOj5KHmP9Sd34ACQGVCV3ul0A+uO5nI93wRAfQ8VT4a6Uc89\nl1MnT9i4ur9KTEy02r4mtXNhxUEjV3OMLNx1huOJSfQJdEYp3XFhQ9b8DNgjRXY2moMxaH76Ccdj\nxzkc6sYXg+qR52oJgs2uquhr7oz2hQe5/OckkHPnbFixfUlLSyuX7SrM5tum+5STnj17kpaWVnyJ\nNTc3F61Wy7hx4xg9evQd35+UlETXrl3Ztm0bfn5+5V3uX5jNZgzRO8ibNx9zSgoASh8fXGbOQN2t\nq9XrEfdOZzCy8vtzbD18qxv41EO+DG1Xv0LeG1hQUEBiYiKNGzfGyYonIbn6Il7fGs/hC5ZJX10C\nvXk5vBlOsvSMsDJbfQbsgSkjA8OevRh27KDwl1/BaCTbVcXGwT4cDfUAQGN25OmAp+jS6FG5XcqG\nzp8/T79+/di3bx8+Pj5ltl2rdAZ37dpV4r+7dOnCzJkz//XSMmq1Go2NpqNrBzyOW88e5CxcRO7q\nNZiSksgZMxZNt254vPUGDr6+NqlL/HtHLtxgzrY4rmRYnpcZUNuNmf1b0KR2xX80oZOTk1U/AxoN\nLHmqDfO3xxN99Cr7T6ZxPa+Qd4eE4uEsj4cS1mftz0BVZcrIQLd7N7rIKAp++hmKiorHDretwaYn\nfMh1slwxCfEO5YXQCXg717RVueImdTk9ls/uFp2+F0pXVzxmzcR50EAyZ8zE8OtB9Hv3ov/xR9ye\nfw638eNk7aQKTGco4oO9Z9gccwkAlVLBsx0b8UzHRhWyG1hROKiUzOgXTD0vZ1Z+l8gflzIZtTqG\nRcPvo141mWUvRGVhysy0BMCoaAoO/FgiAKJxwtCjIxu7u3CQc4AJrYOW/wSPpLtvD+kGVnE2CYP7\n9++3xW7LjGOzZtTYshnd1m1kzZ6DKTWVnPcWkv/ll3jOno2maxdblyj+x9GLGczZFkfSDcs9p41r\nuTKrfwsCZNmUUlEoFPynsz91vLTM/SaOS9fzGbk6hgVDQwn2uftJYUKI8mXKykK3+1tLB/DHH6Gw\n8NagkxOahzujjQgntoUbH51aQ5bBcitUK+9WvBA6iZrSDbQL0hm8SwqFAufH+qPp1pXs9xaSt/YT\njBcvcf2pp9H06I7Hm2/gUL++rcu0e3qDkQ/3n+GLgxcxmy3dwKc7+PFsR3955NpdeLRVXbzdnHjl\ni6Nk5Bl47pPfefPxlnQOrGXr0oQQN5mystB/u4f8yCgKDhwoGQDV6uIAqOnWjVy1ifePfciPxw8A\noFFpeDZ4BD0byr2B9kTC4D1Survj+eYbuAwaROb0GRh+/x397m8p+OEAbhNewHXsGHnuoo0cu5TB\n7G1xXL5u6Qb613JlZr8WNKsr3cB70bpRdVaOaMuUdYdJztLz6hdHmdijKYPbNbR1aULYLVN2Nvpv\n96CLjEL/ww9/DYCdO1nWAXykG0o3y/3Rv179hRV/vE9WgWWCWMsarXghdCK1XOTkzt5IGCwjjkHN\nqbH1K3RffkXWnLmY0tPJfncBeVu+xHPOW2g6d7Z1iXZDX2hk5f5ENv56obgb+GR7P/7TyR+1dAPL\nRKOarqwe9QBT18dy6lo2i3ed4mqGjok9m1WZ5zYLUdGZcnJuBsBI9D8cgNvXoFOr0XTqiDY8HE33\nR1C63zoJzjZks/LYhxxI+gGwdAOfCXqWnn69UCrkGGmPJAyWIYVCgfPAAWi6P0L2gv+S9+lnGM+f\n5/qwJ9H06oXHG7NwqFfP1mVWaXGXM5m9LY6L6ZbnZfp5uzCrfwsC63nYuLKqp4abEx8824aZXx7j\n59NpbI65REqWnjcfb4lGrbJ1eUJUSaacHPR79qKLikL//Q9w+yLcjo44deyIc8TNAOjx1+PewWu/\nsuLocjJvdgODq7dgQthEartUrMfECuuSMFgOlB4eeM6ZjfPgJ8h8dTqFsbHod+yg4LvvcJs0EdfR\no1CU0/Rwe1VQaGTVd4ls+OUCJjMoFfBkez9GdG4s3cBy5OzkwDuDQ1i4M4Gvf7/MDwmpjP/kd/47\nNJRqrnJ7hBBlwZSbi37vXssl4O++/2sA7NABbUQ42h7d/zYAAuQYclh17CO+T/oOACeVE08HPUsv\nv97SDRQSBsuTOjgY72+2kr95M9lz52O6cYPs+W+Tv3kLHnPnoOnQ3tYlVgnxSZZu4IU0SzewobcL\nM/sFEySzXK3CQaVkWu9A6npqWb7nNCeuZDHy5tIzvjVcbF2eEJWSKS/vtgD4HehvC4AODjh17IA2\n/GYAvMNjXn+7FsP7R5eRUZABQPPqQUwMm0wd6QaKmyQMljOFUonL4MFoe/Sw3EP4+TqKzp7l+uAh\naCPC8Xh9Fqo68oG8G4YiE6u/S2Tdz+eLu4HDHvJjZGd/nBzlMqU1KRQKhrf3o7anlre2Hudqho5R\nqw/y7pAwQny9bF2eEJWCJQDus1wC3r//rwGwQ3tLB7B7d5Red/5c5RpyWHV8Fd9d3geAWuXEU82f\nJrxRhHQDRQkSBq1E6eWF5/x5lkvHr02n8OgfljO+fftxmzoZ1xEjUDg62rrMSuPElSxmbz3O+Zvd\nQN8alm5gcH3pBtpSt+DaeLs78dLGI2TlF/LCp78zq38LHmkhJzxC/B1Tfr4lAEZGUbB/P2a9/tag\nSnUrAPboUaoA+KdDyb+z/OgybuivAxBYrTkTwyZR11XuWxd/JWHQytStWuEduZ38jZvImjcfc2Ym\n2bPnkv/FFjznzsHpwXa2LrFCMxSZWPP9Wdb9fB6jyYxCAUPbNWRUl8ZopBtYIbRq4MWqkZalZ5Ju\n6Jj55TGuZep4sr2frFsmBJYAWLBvP7qoaPR79/41ALZ/yDILuGcPVNWq/att5xpyWRO3mn2X9gCg\nVqp5svlThPv3QaWQY6T4exIGbUChVOIybCiaR3uS/fY75G/YSNHp06QPHIS2fz88Zs5AVUvWefpf\nCVezmL01jrOpuQA0qO7MjH7BtGwglyErmgbVXVg18gGmbYglLimLFXvPcDVDx4u9A+XRf8IumXS6\nmwEwCv3efZh1uluDKhVODz5oWQj60Z7/OgD+6XDKIZYfWcr1m93AZtWaMSF0Mj5uPmXxJYgqTMKg\nDamqVcPr3XdwGTzYcun4+HF0W7eh37MX96lTcPnPsygc5H9RYZGJj384y2c/3eoGDn7AlzFdm0g3\nsALzclGz/Jk2vPn1cb47kcK2w0kkZ+mZO6gVLk7ycy2qPrNOh/677y3rAO7ZWzIAKpUlA2D16ne9\nn7zCPD6OW82ei98C4Kh0ZHjgk/Rp3E+6gaJU5IhcAajDQvGOjiRv3Xqy33kXc1YWWW++Rd7mzZZL\nx23b2rpEmzl1LZvZW4+TmGLpBvpUs3QDZVJC5aBxVDF3YCuW7znNhl8ucDAxnXEf/8Z/h4VR011j\n6/KEKHNmnQ79999b7gnfsxdzfv6tQaUSp3btbgXAGjXueX9HUmNZdmQJ6bp0AAK8mjIpbDI+bvI4\nVFF6EgYrCIVKhevTT6EN7032vPnkb/qCopMJpD82AO2AAXjMeA2Vt7ety7SawiITn/x4jk8OnCvu\nBg5q24BxXQNkQeNKRqlUMKFHU+p6alm48ySnk3MYuSqGhcPDaFzLzdblCXHPzHp9yQCYl3drUKlE\n/cADloWgH+1ZZsfx/MJ8Po5bzbcXdwOWbuDQwOH0a9xfuoHiX5MwWMGoqlfH673/4jx4MFmvTafw\nxAl0X36Jfvdu3F+ahstTT1b5S8dnkrOZvTWO08k5ANTz0jKjXzChDe/uPhpRMQxo24BanhpmbjlG\narae0WtimP9ECG397707IoS1mfV69D/8cCsA5ubeGlQoUD/wgGUWcK9Hy/xE/mjqEZYdWUKaLg2A\nJp4BTAybTAP3BmW6H2E/qnaqqMSc2rTGe2c0eZ99Tva7CzDn5JA1cxb5m77AY+4cnNq0tnWJZa7I\naOLTH8/x8Q+WbiDAwLYNGN+tCVq1/KhWBR2a1uSDZ9swdUMsN3INTFkXy6t9gggPleUuRMVnLii4\nGQCj0X/77V8DYNv7bwbAXqhq1izz/ecX5vNJ/MfsurATAAelA0ObDaN/48dRKaUbKO5eqX/Dmkwm\nzGYzKpWKa9euERMTQ/PmzQkICCjP+uyawsEB1/88izYinKw589B9+SWF8fGk9+uP8xODcH/t1TK5\n56QiSEzJ4a2txzl9zdINrOulZXrfYO7zk25gVRNYz4PVIx9gyvrDXEjLY862OK5m5DPq4cay9Iyo\ncMwFBegP/GjpAH77LeacnFuDCgXq+9ugjYiwdADLcRWIP9L+YFnsYlJ1qQA09mzMxLDJ+Lo3LLd9\nCvtRqjB46NAhJkyYwHvvvYe/vz8DBw6koKAAnU7Hu+++S69evcq7Trum8vam2pJFFAwdTOb0GRSd\nTCD/i83odu3G/eWXcBk+DIWqcp4VFhlNfP7Tedb8cJYio6UbOOD++ozvFoCzzDitsup6aVk5oi0v\nbzrCkQsZfPzDOa5l6nmtTxCO8ixpYWNmg4GCAz+S/2cAzM4uMV4iANauXa616Ip0fBq/lh3nowFw\nUDgwuNlQHm8yQLqBosyU6rftO++8Q69evQgJCWHt2rWo1Wr2799PVFQUy5cvlzBoJU5t21Jz107y\n1n5C9n/fs8w6fm06+Rs34TlvLuqwUFuX+K+cTclh9rY4Eq5aDrS1PTXM6BtM60Z3v8SCqDzctY4s\nebI1c7+JY/exa+z84yqp2XrefiIEN608jUdYl9lgoODHn9BFRqLb/TcBsE2bW/cAWukRonHpx1kS\nu4iU/BQA/D38mRg2hYYeDa2yf2E/ShUGT506xZIlS9Bqtezfv59u3bqhVqtp27Ytb7zxRjmXKG6n\ncHDAddRItH0iyJo9B93WbRQeP05aRB+chw7B/dVX7nrBUmspMppY//MFVn+fSOHNbmD/1vV5vnuA\nrD9nZ9QOSt54rAV1PbWsPXCOw+dvMHpNDAuH30cdT62tyxNVnNlgoOCnn28FwKysEuPq1q3RhvdG\n27s3qrrWe6SivkjPp/FriT4fBYBKoeKJpkMYEDAQB6UcI0XZK9VPlZeXF1euXMFoNBIfH8/kyZMB\nOHbsGDXL4SZZcWeqWrWotnwZBUOHWi4dnz5N/oaN6HbsxOPVV3AeOgSFsuJdbjufmsvsbcc5ceVm\nN9BDw2t9g7nfX7qB9kqhUDCmaxPqeGp5J+oE59PyGLnqIO8NC6NZXQ9blyeqGHNhIQU//YQuKhrd\nrl2YM/8nAN53H9rw3mh698ahXl2r1xeXHsfS2EUk5ycD4OfRiElhk/HzaGT1WoT9KFUYHDBgAOPH\nj8fR0ZGmTZvSrl07Pv/8cxYsWMC0adPKu0bx/3B6sB01v91F7po15Ly3CHNmJpkvv0Lexo2WS8et\nWtm6RMDSDdzwywVWfXerG9jvPh9e6N4UF42c6Qroc58PtTw0vLr5KNdzDYz9+HfmDGxJ+6Zywinu\njbmwkIKff7YEwJ27MGdmlhh3DA21XAIO741DPdvMbC8o0vPZic+IOrcdM2ZUChWDmg5mYMAg6QaK\ncleqn7AXXniBwMBAkpKS6NOnD0qlkgYNGrB06VI6d+5cziWKO1E4OuI2dizOffqSNXs2uu2RFB79\ng7TeEbgMH4b7yy+h9LLdEzsupOUye1sc8UmWM/BaHhpe6xNE28ZVYya0KDttG9fgo//cz5T1saRl\nF/DSxiNM7RXI4/fL+mni3zEXFVHwyy/oIqPQ7dj5NwEwBG34zQDoY9tn9564Hs+S2MVcy7sKQEN3\nPyaFTaaRp79N6xL2o9SnG926dSMlJYXTp08TEhJCUFAQNarIsiZVhapuHap9sAL90KFkzZhJUWIi\neZ+vQxe9A/fpr+I8aJBVLx0bTWY2/XqBj/YnYigyARARVo+JPZriqpEJAuLvNantzpqbS88kpuSy\nIPokVzN0PPdIAEqlLD0j/pklAP6KLioK/Y6dmDIySow7hrSydAB798ahvu0f11ZQpGfdyc/ZfvYb\nzJhRKpQMDBjEoKaDcVTKMVJYT6nCYH5+PtOnT2fnzp0olUp2797N/PnzyczMZPny5VSr4BMW7I2m\nQ3uc9uwmd9VqchYtxnTjBplTp5G3fiOe8+eiDg4u9xouplvWjzt+2XI27u3uxKt9gniwif08Uk/c\nvZoeGj76T1te23yUmLPXWf/LBZKzdMzq3wInR1lOQ9xiLiqi4NeDlnUAd+7EdONGiXHHVi0ty8D0\n7oVDg4rTYT55/QRLYhdx9WY30Nfdl4lhk2ns2cTGlQl7VKo20YIFC0hOTmbnzp04OTkBMHXqVAoK\nCpg3b165FijujkKtxu258dT84Ts0N5f+KYyNJe3R3mTOmInpf2bNlRWjycyGXy7w1Ae/FAfB8NB6\nbBj/kARB8a+4aBx4b1gYEWGWe7j2xafw/KeHyMwz2LgyYWvmoiIKfvqZjJdfJTmsNdcHDyF//fri\nIOjYsgXur71KrV9+ouaOaNzGja0wQbDAWMDauDW88uNLXM27ilKhZFDAEyzstESCoLCZUnUG9+3b\nx/Lly/Hz8yt+zd/fnzfffJMRI0aUW3Hi3jnUq0f1VR+h//57MmfMwnj+PHlrP0EXGYX79NdwHjig\nzJ76cOm6pRt47NLNbqDbzW5ggIRAcXccVEpe6xNEXU8tH+1P5PjlTEatiWHhsDDqV3exdXnCisxG\nI+rjx8n9YjMZu7/FlJ5eYtyxRQvLMjDhvXFo2NA2Rd5Bwo0ElsQu4kpuEgD13RowKWwKTbwkBArb\nKlUYzM3NxdXV9S+vK5VKioqKyrwoUfY0nTtTa98ecj9aSc6SpZjS08mcPIX8jRvxnDsXx+aBd71t\nk8nMlphLrNh3moJCy72BvVrVZdKjzXCXxYPFPVIoFDzbyZ86XlrmbIvj8vV8Rq2OYcHQMFrU97R1\neaIcmY1GDDG/oYuKIj96B9XS0ym4bdwxKOjWLODbmhUVjcFoYEPCOrad2YoJE0qUPBYwgCFNh+Ko\nkmOksL1ShcH27dvz4YcfMn/+/OLXMjIyWLBgAQ899FC5FSfKlsLJCbcJL6Dt34+sN95Ev2s3ht9+\nJ7Xno7g88wzuL05B6e7+r7Z5+Xoec7+J5+hFy43aNdyceDmiOR1kORBRxnq2rIu3m4ZXNh0hM7+Q\n5z/5ndcfb0GX5uX7ODBhXWajEcPvv1tmAUfvwJSWVmJcFdgMlz590IaH49Co4gbAP53OOMWS2EVc\nzrkMgI+rD5Pum0KAV1MbVybELQqz2Wy+019KTU3l+eef58KFC+Tk5NCgQQNSUlJo1KgRH3zwAbXK\n8eHcAElJSXTt2pUdO3bg7y9T7cuKfu8+MmfNwnjxEgDKmjXxmDkDbf9+d7x0bDKZ+fK3S7y/91Y3\nsGfLOkx+tBkezupyr93e6PV64uPjCQoKQqPR2LocmzqflsuUdbFcy9ShUMAL3ZsypJ1vmd3uIKzP\nbDLdCoA7dmBKSS0x7hAYiOOjPbnUpDHNunevFJ+BQmMhGxLWs/XMV8XdwH5N+jO02XDUKjlGirtz\n9uxZevXqxb59+/ApwyWRStUZrFmzJps3b+bXX3/l3LlzFBUV4e/vz0MPPSQH4EpM060rtdo/RM4H\nH5KzfDmm1FQyXphA3vr1eM6dg2OzZn/7vis38pnzTRxHLli6gdVc1bwSEUTHZtINFOXPz9uV1SPb\n8uKGWE5ezWbp7lNczdAx+dFmqGTpmUrDbDJhOHToVgBMTikx7hDY7OY6gOE4NvZHr9djjI+3UbX/\nzpmMMyyJXcSlnIsA1HP1YWLYZJpV+/tjqhC29q+WNW/Xrh2tW7fmz2ZiYWEhAGq1nOVUVgqNBvfJ\nk3B+rD+ZM1+nYN8+DAdjSO3eE9eRI3CbMhnlzftFTSYzX/9+mff3nkZnMALQvUUdpvaSbqCwrupu\nTqx4tg0zvzzGT6fS+PK3S6Rk6XhrQEu0anlaQ0VlNpkwHD6MLjIaXXTUXwNgs6bFC0E7Nql8kyoK\njYV8cWojX57ZgslsQoGCfo37MzRwOE4qJ1uXJ8Q/KtVR8+TJk8yYMYOEhARMJlPx62azGYVCwcmT\nJ8utQGEdDr6+1PjsE3Tf7iFr1usYL18m96OV5H/zDR6zZpLRoRvztp/g8HnL0g1eLmpejmhO58Dy\nvUVAiH+iVTvwzuBQFu1M4MvfLvHjqTTGr/2d/w4No7qb/OKtKCwBMBZdVBS6qGhMycklxh0CAoon\ngTgGBNioynt3NjORxbELuZht6QbWdanLxLDJBFZvbuPKhLizUoXB6dOn4+LiwpIlS3D/lxMMROWi\n7f4ITh3ak7v8fXJWfEBRciobl33J54dU6G+uiN8tuDYv9grE00W6gcK2VEoFU3s1o66XlmXfnuLk\n1WxGro5h4fAw/Lz/ugKCsA6z2Uxh7BHyIyPRR0VjvHatxLhDkya3AmDTyj2RotBUyOZTm9hyenNx\nN7CPf1+GBz6Jk0PFv7dRCChlGExMTGT79u00rKBrN4mypdRqcZ/2Itk9+zDns1/4w7kOAO66bCa4\npdGrV3uUEgRFBaFQKBj6YENqe2p486vjXMvUMXp1DO8MCSWsoTwdyVrMZjOFR46ii4xEFxWN8erV\nEuMO/v5o+0RYloFp2rRK3G9+LvMsi2MXcSH7PAB1XOoyMWwSzasH2bgyIf6dUoXBxo0bc+XKFQmD\ndsJsNvPN4SSW7r5E/s0g+OC1OEbuW42HPpfUbz7B443X0fTuVSUO6KJq6NK8Nt5uGqZtiCUzv5AJ\nnx1iRr9gerasa+vSqiyz2Uzh0aOWSSBR0RivXCkx7tCokaUDGBGOQ7NmVeZ4UWQqYsvpzWw+tQmj\n2YgCBeGN+vBU86ekGygqpX8Mgz/99FPxn7t06cIrr7zC2LFj8fHxQaUq+WzQ9u3bl1+FwqqSM3XM\n2x7Pb2evA+Dh7Mi03s3p0qgDOUuLyP3wI4zXrnFjzFicOnXEY/ZsHP0b2bhqISxa1Pdk1ci2TF4X\nS9KNfN746jjXMnQ807FRlQkitmY2myn8449bATApqcS4ys8P54hwtBEROARWnQD4p/NZ51gcu4jz\nWecAqO1cmwlhkwmuUf7PfBeivPxjGBw5cuRfXps9e/ZfXpMJJFWD2Wxme+wVluxOIL/AMlP44ea1\nmNY7kGqulpvxPV55GecBA8iaOZOCAz9S8MMBUrt2w3XsGNwmvIDS2dmWX4IQANSv7sLqkW2ZtvEI\nxy9n8tH+RK5l6ngpvDkOqlI9jl38D7PZTOGxY+iiotFFRmG8fLnEuKphQ7QR4ThHRODQPLDKBUCw\ndAO/PL2FL05txGi2HCPDG0XwVPNn0Eg3UFRy/xgGExISrFmHsKHULD3ztsdxMNHSDXTXOjKtdyDd\ngmv/5aDu2Nif6hvWo4/eQebrb2BKTiZ32XJ0X2/F483X0fTsWSV/EYjKxdNFzbKnWzN763H2xaew\nPfYKqdl65g4MwUUjS8+UhtlspjAuztIBjIzCeOlSiXFVQ1/LMjARETgGNa/Sn/sLWRdYEruQs1ln\nAajlXIsJoZNo4d3SxpUJUTZKfVTcvXs3arWahx9+GICZM2fSqVMnunXrVm7FifJlNpuJPnqVRTsT\nyCuwPGO6U7OavBTe/P9dmkOhUKAN743Tw53JWbyE3JWrMF65wo2Ro3Hq8jCeb71ZoZ8TKuyDxlHF\n7AGtqO15mvU/X+Bg4nXGfBzDwmH3UdNDOjl/x2w2UxgffzMARhY/nehPKt8GaCMsk0Acg4OrdAAE\nMJqMfHVmC5sSNlJkthwje/mF83TQM2gdtDauToiyU6owuHbtWpYuXcqsWbOKX3N3d+fll19m2rRp\nDB48uNwKFOUjNVvP29vj+eVMOgDuWgem9gqke4s6pT7AK11c8Jj+Gs6DBpL52gwMv/xCwf7vSPnp\nZ9zGj8Pt+edQaOWAKWxHqVTwQvem1PHUsnDHSRJTchmx+iALh91Hk9puti6vQrAEwBO3ZgFfuFBi\nXLskhBIAACAASURBVNWgAdrw3mgjwnFs0aLKB8A/Xcq+yOLYRSRmngGgprYmL4RNopV3KxtXJkTZ\nK1UY/Pzzz1m0aBGdO3cufm3atGmEhobyzjvvSBisRMxmMzv+sHQDc/WWM932Tb15JSKIGne5UK9j\nkybU2LwJ3fbtZL35FqaUVHIWLyH/q6/xeOtNtN0fKcsvQYh/bcD9DajtoWHGlmOkZRcw5uMY5g8K\noW3jGrYu7f/Yu++4ps7Fj+PfhJGEvacbFwREQEUFi4rV1lWtrdra5SxtbXtrd91Vu7TW3t4utbW/\nDltba2udVcEBKC5EZSiiuICwNySBJL8/gmhQa7QkAfJ9v1735ZVjkifaEz4855znmIRGo0F9egZq\nrgVgdrbOdov27a8HYK9eZhOAgHY2cFPW7/j5zE+oV2s/Ix/oNBLPSKfCxornRVPbpFcMlpaWokOH\nDjd9vWvXrigoKLjFI6glKqyQ44Mt6UjMLAQA2IstMWekPx7opf9s4O0IBALYPPQQxEOHonLlJ6j6\n5luorlxBydRpEA8bBscli2F5i/+GiIwlsocHvprWF6/+lIziKiXm/JSMt8YEYExo893svSXTaDSo\nzzijvRPIlq2ov3BBZ7uFr2/jMjBWwcFmFYDXXK64jE+TP8G5skwAgLvEHS+GvIzeHiEmHhmRYekV\ng8HBwfjmm2/w7rvvNi4ro9Fo8P333yMggLfaaek0Gg12nsrDyu0ZqGyYDYzo7o63xgTA3aF5z50S\n2tvDceEC2EyaiLK586BMOgz5nj2QJ8TDfvZs2D8XA4GY52uRafT0ccTamf0x58fjyC6sxrLNacgp\nrcWzQ7u2yfjRaDSoP3Om8Srg+vPndbZb+PhcD8Devdvk34E+VBoV/sz6A+szfkSdug4AMKLTA5gq\nnc7ZQDILesXgW2+9hWeeeQYJCQnw9/cHAJw9exZKpRKrV6826ADp3ymuVOCDLWmIP6udDbQTW+KV\nB3tiZLCPQT/4rXr2hNvG31C76Q+UL1kKdWEhKld8jJqNG+G0ZAnEQ4cY7LWJ/om3kwSrp4fjrQ0p\nOJ5dgu8OXEBeWS3mPhQIa8u2sfRM3dmzjVcB12dl6Wyz8PHRHgIePRpWoSFmG4DXXK28gk+TV+Fs\nqXYFDTeJO14MeQkhHqEmHhmR8egVgz179sSOHTuwfft2nD9/HlZWVoiKisKYMWNgZ8f7f7ZEGo0G\nu07n4ePtZ1BRq/1Jd0A3N7w9VgqPZp4NvB2BQACbCQ9DfP8wVKxYiep166C6eAnFTz4F8QMj4Lh4\nESzbmcchOmpZ7CVWWPVEGN77Kw07Tubi71N52tMoJofAQWJl6uHdk7rMzMaFoOszM3W2WXh7Q9wQ\ngNahIRAI20b0/hsqjQp/Zf2JHzN+aJwNvL/jcEwLnAFbK1sTj47IuPSKwYkTJ2Lp0qWYMmWKocdD\nzaC4SoGPtqRj/xnt+Zy2Ikv854EeGB3ia5JZAKGDA5zeXQTba4eOjx6FfOffUOzbD/uXX4Lds7Mg\nEN3bxStE98rKUogF4wPh7STGt/svIPliKWZ9o116xse5dVwFX3fuXMMh4C2oP6sbgEIvL0hGaS8C\nsQ4LZQDeIKcqB58mr8SZEu1soKvYFbNDXkKYZx8Tj4zINPSKwatXr8LSkgu1tnQajQZ7UmVYsT0D\n5TXan3T7d3XF22Ol8HQ0/Tc3K2kA3DZtRM3G31GxdBnUxcWo+PAjVP/6G5yWLYE4KsrUQyQzIxAI\nMGtoN3g7SfDBlnRcLKzGjLVJ+PjxUPj7Opp6eLdUl5XVMAO4FfVnzupsE3p6NCwEPRrWYWEMwCZU\nGhW2nv8LP6R/D6VaCQCI7nA/pgfOgJ01j3KR+dKr8CZPnowXXngBkyZNQrt27SBucgEA701seiVV\nCizfloG96fkAABuRBV4e0RNjQ00zG3g7AqEQthMfhWTEcFR8tBzV3/8AVXY2ih9/AuKRI+G4aCEs\nfX1MPUwyM2NC28HDUYy3N6SgpEqJ59YdxZJHe2FQDw9TDw0AUJd1XnsV8NatqM/QvTuU0NPj+gxg\nnz4MwNvIrcrBp8mrkFGSDgBwEbtidu8X0cerr4lHRmR6esXgF198AQD44IMPbtrGexObXmyaDMu3\npqOsYTawbxdXzH1ICi8n088G3o7Q0RFOy5bCZvIklL0zD3XJyZBv3w7F3r2wf+U/sJs5AwJra1MP\nk8xIuJ8bVk8Px5wfk1FQIcebP5/AnAf98Ui4aZZEqjt/AfKtW1GzZSvqm3zGCj08IBk1EpLRo2Dd\nty8EDas80M3UGjW2XtiC79P/D0qVAgAwpH00ZgbNhJ01Fx4nAvSMQd6nuGUqrVZixbZ0xKY1zAZa\nW+ClET3wUFi7FjUb+E+sg4LgvvkP1Pz6KyqWvQ91SQkq3nsfNb/+BselSyAexFlnMp6unvZYOzMc\nr/6UjHOySqzYnoHcslrMvr87hELD71P1F7IbZgC3oS4tTWeb0N39egD268cA1ENuVS7+e2IV0ou1\nf5fOIme80PtF9PMON/HIiFoWvU8EVCqVkMlkUKlUALTnpymVSqSlpWHChAkGGyDdWly6DMu3ZqC0\nWnveS58uLnhnbGCrOfH9RgKhELaTJ0MyYoT2HMIff0J9VhaKJz8GydgxcFwwHxbe3qYeJpkJDwcx\nvprWD3N/PYmkrCKsP3gReWW1WPhwEMRWzR9g9dnZ2otAtm5DXWqqzjahmxskIx+EZMwYWIczAPWl\n1qix/cJW/F/6d1A0zAYObjcEM3s9C3vOBhLdRK8Y3LlzJxYsWIDKykoA2hC8NvPk6enJGDSismol\nVmzPwJ5UGQBAYm2BF4f3wPg+rWc28HaEzs5w+uD9hkPHc1F38hRq/9oCeWwc7Oe8Arvp0yCwap3L\nflDrYiuyxIrHQ7B8WwY2H7+Kven5KKpU4KPHQuBs++9PX6i/dKlxIei606d1tgldXa8HYP9wBuBd\nklXn4b/JnyK1WPv36iRywvO9Z6O/9wATj4yo5dIrBletWoUHHngA06dPx8SJE7FmzRqUlpZi8eLF\nePHFFw09RmqwLyMfH25Jb5wNDOvsgrkPSeHj3LZWyLfu3RvuW/5Czc+/oPz9D6ApK0PFkqWo2fAr\nnJYthWggP9TJ8CwthHhrTAB8nCT4MvYcTl8pw8y1SVj5RBg6uN79OnT1ly83LgNTd6pJALq4QDxy\nJGzGjNYGIFdvuGtqjRo7s7fju7R1kKvkAICodoMxs9ezcLB2MPHoiFo2vZeW+frrr9GxY0cEBASg\nsLAQ0dHRWLhwIT7++GOMHz/e0OM0a+U1Sny8/Qx2nc4DAIitLDD7/u54uG97o5zHZAoCCwvYPjEF\n4pEPouL9D1Cz/mfUZ2ai6NGJkDw8Ho7z5sLC09PUw6Q2TiAQ4On7usDLSYylf6biakktZq49jI8e\nC0FwB+c7Pr7+ypXrAXjylM42obMzxCNHQjJmNEQD+jMA/4X86nz898QqnC7S/h07ipzwfPALGOAz\n0MQjI2od9Pr0sbW1RX299p62nTt3xtmzZxEdHY1u3brhypUrBh2guTtwpgAfbElDSZV2NjCkozPm\njgtEO5e2NRt4OxYuLnBe/hFsJ09G2dx5qDt9GrWb/oB81244vPYqbKc+w2+iZHAjevnAw0GMN385\ngfKaOrz4f8ew8OEgREu9bvqz9VevXr8I5ESKzjZtAD4IyehREA0cyP92/yWNRoOdF3fgu7RvUVtf\nCwAY5Hsfnu0VAwdRy1wnkqgl0uuTaODAgfjwww+xaNEihIaG4quvvsKECROwc+dOODvf+afja7Zv\n347PPvsMMpkMPj4+eOWVVzBs2LB7HnxbVl6jxCc7zmDnKe1soMhKiBeGdccj/Tq02dnAf2IdFgr3\nbVtQ/cOPqPhoOTTl5ShftBjVGzbA6b1lEPXrZ+ohUhsX0skFq6eH45Ufk7X3Mv71JPLur8WUiE5Q\n5eY23gqu7sQJnccJnJwgefAB7QzgwIE877WZFNQU4LMTn+JkoTa4Ha0dERP8PCJ8uQIB0d3SKwbf\neecdvPHGG4iLi8PkyZPx66+/IioqCpaWlli8eLFeL5SdnY133nkH3377LUJDQ3Hw4EHMmjULBw4c\ngIuLy796E21NwtkCfLAlHUWV2qvggjs4Yd64QLS/h/OU2hKBhQXsnnkaktGjtMvPbPgV9RlnUDR+\nAiSPPALHee/Awt3d1MOkNqyTux3WzgzH6+uTkZ5Tgf/tzsT59Zsw9a//wkKjbvxzAidHSB5oCMCI\nCAZgM9JoNPj74k58m7q2cTYwwicSMcHPw5GzgUT3RK8YdHd3x7p16xp///333yMrKwv29vbw1PO8\nrc6dOyMxMRG2traorq5GQUEBbG1tYc2FhRtV1tbhk51nsD0lF4B2NvC56G6YGN7RLGcDb8fCzQ3O\nKz+GzWOTUf7OPNSlp6N240bId+2Cwxuvw/bJJ3j4jQxClZsH0bZtWLx9Jz5y7IOjnUKwwz0QBfe/\ngDnHfoHL/UOuByA/25pdeX0Z3ju2BCeLTwIA7K0d8Fzw84j0HWTikRG1bnp/xywuLsZvv/2G7Oxs\nvPHGG8jMzETXrl31jkFAe+7hlStXMHz4cGg0GixatAh2dvrfD1KpVEIul+v951uTpKxirNiRiaKG\ncwMDfR3w5qgeaO9qA6VSYeLRtVBBQbD/43fIf1qP2pWfQFNRgfJ581G1fj1sFy+GVWiIqUfYbBQK\nhc6vZDwqmQzKHTuh3L4D9cnJAAAhgNcFR/B/g57Etu734XiHYCzqMxAfTAqCxE4EhVoNtNHPKmPT\naDTIrshGQk48dsv+hkKj3Qf6eYZjRsAsOImc2uz3BaKmlEqlQZ5XoNFoNHf6Q+np6Xj66afh5+eH\n1NRU7NixA6tXr8Zff/2Fr776CgMG6L/UR319PTQaDY4dO4bnn38eX3zxxR0ff/XqVURHR+PTTz+F\nexs7DFhTp8bvqdVIuqL9gLMSAmP8bTGkixjCVr5uoDEJS0th/93/QbJ3X+PXaoZFo/Lpp6Bx5KEj\nujvC4hKIDx6EOCER1k1uBae2tYEiPBzyiAgoegcj7nI9NqVVQwPAWSLE8+EO8HHgzPS/odFoIKuT\nIb0mFWm1aSitL2ncJhFKMNJ5NKSSwFa/tirR3SosLMTLL7+M2NhYtGvXrtmeV69PrPfffx9PPfUU\nXnzxRYSEaGdblixZAkdHR6xYsQK///67/i/YcPhuwIABGD58OGJjY/WOyY4dO6Jz5856v1ZLd/h8\nCZbvPYuiSm3pB/jY463RPdHB1TyuFG52kZGoO3IE1QsXQ5WZCZs9sbA9chQ2r82BaPLkVr14r0Kh\nQFZWFrp27QqRSGTq4bRJ6vx8KHb+DeWOHag/dhy44edkgZ0drO+/H9YjH4BVRAQEN/wbSHsDvXsU\nYclfGSitVWPVoUosnSBFSEf9L64jbQBeqryEQ7JEHJIdhKxGprPdTeyO7lY98FjQ4/B04LJSZJ6y\ns7MN8rx6xWBaWhqWLl1609cnTZqEH3/8Ua8X2r9/P9atW4fvvvuu8Wt1dXWwt9f/1kDW1tYQi8V6\n//mWqkpeh0//PostyTkAAGtLIZ4d2hWTB3SCBc8N/FfE990Hu107Ub3uO1R8vBKaigpUL1gE5cbf\n4fTeMliHtO5DxyKRqE3sAy2FqqAAtdu3o3bLVigPH7kpAMXDh0MyZjTEUffpBGBT9we3g7erHV5f\nfwKl1Uq8vuE05j4UiAeDfYzxNlotjUaDixUXkZgTj4SceORW5+ps95B4IMI3EpG+g9BO3B7p6enw\ndPDkPkBmy1DXWegVg46OjsjNzUXHjh11vp6Wlqb3lcABAQFITU3Fn3/+ibFjxyI+Ph779+/Hr7/+\nevejbsUOZxXhvb/SkF+uPcclwNcR88cHorO7/udO0j8TWFnBbtZMSMaOQfnSZaj940/UnTqNwjEP\nwebxx+Dw1luwcOGsjbnSBuAO1G7dCmXSYd0AtLWFeERDAN53HwR3ER2B7ZywZkY45vx4HJeLa7B4\n02nkldZialQXHs68gUajwaWKS0jIiUdibgJyqq7qbHeTuCOyIQC7OXVv/LvjeYFEhqNXDD722GNY\nsGABXnvtNQDA2bNnceDAAXz22WeYOnWqXi/k7u6Or776Cu+99x7effdddOrUCZ9//jn8/PzuffSt\nSLW8Hv/ddRabj2s/+KwsBJg5pCseH9gJlhZCE4+ubbLw8oLL/z6D4rHHUDZ3HurPnUPNT+tRu207\nHN95GzaPTYZAyL97c6AqLNQG4JatUB4+DKhvWAbG1hbi4fc3zABG3VUANtXOxQZrZoTjjZ9P4OTl\nMqzem4Xcslq8NSbA7Pfzyw0BmJATj6u3CMAIn0hE+Eaih3MPxjORkekVg7NmzYKtrS0++OAD1NbW\nYvbs2XBzc0NMTAyefvppvV+sT58+2LRp0z0PtrU6cr4Y721OhaxxNtAB88cFobMHZwONQRQxEB67\ndqLq229R+fEn0JSVoeyNN1H988/aQ8e9epl6iGQAqqIiyLfvQM2WrVAmJekGoI2NNgBHj4J48GAI\nJJJme11HG2v896k+WPJnKvakyrD1RA7yy+V4f1Iw7MTmtd6gNgATkJgbjyuVunercpO4NQZgd+ce\nEArMO5aJTEnvS96mTJmCKVOmoKamBmq1+q6WhDFX1Yp6/G9XJv44pv0QtLQQYObgrpgSwdlAYxNY\nW8M+JgY2Yx9C+bvvonbLVtSdSEHhyNGwffIJOLzxOoR3cTcdaplUxcWQb9+B2q3boDh48OYAvH8Y\nJKNHQzykeQOwKZGVBd6d0AveThL8kJCNoxeK8ey3R7BySig8HQ33ui3BlcrLSMhJQEJOPK5UXtbZ\n5ip2xUCfSET6RqKHS08GIFELoXcMxsXFISgoCO7u7tiwYQO2b9+OwMBAvPzyy1w4+haOZxdj6Z9p\nyCvTrpDf08cB88cFws9T/wtmqPlZ+HjD5asvIX/8cZTPm4/68+dR/f0PqN26DQ5z34bNxIk8dNzK\nqEpKIN+xE7VbtmoDUKVq3CaQSCAeFg3JmDEQDR0CoQEDsCmhUIAX7u8OHycJlm9Lx/n8KsxYcxgf\nTwlFd28Ho43DGK5WXmk8B/BSxSWdbS5iV0T4RCDCdxB6MgCJWiS9YvDzzz/H2rVrsW7dOmRnZ2Px\n4sV49NFHsW/fPtTU1GDhwoWGHmerUaOox+e7M/H70euzgdOi/PBUZGfOBrYg4vsGQbT7b1StWYvK\nVZ9CXVKCsldfR836X+D43jJYB0pNPUT6B6qSUsh37kTtli1QJDYJQLEY4mHDtHcCiR5q1AC8lfF9\n28PTUYy5v51EYaUCMd8ewbKJwRjQrXWvmXq18uoNAXhRZ5uL2AUDfSIQ6TsIPV38GYBELZxeMbhx\n40asWrUKvXv3xrx58xAWFobFixfj1KlTmDVrFmOwQfLFEiz9MxW5pdrZwO7e9pg/LgjdvDgb2BIJ\nRCLYz34BkvHjUL7oXci3b4fy+HEUPjgSts88DYfXXoWQC1a3GKqSUsj//lsbgAmJNwWgKDoaNtcC\n0KZlrdU5sLs7vpzaD6+tT0ZRpQKvrT+B10f5Y1yf9qYe2l3JqcppWAYmARcrdNc7cxY5Nwagv2sA\nA5CoFdErBktKStC9e3cAwL59+xqvIHZ0dDTYrVFak1plPb7Ycw6/HdaeH2MhFGBaVBc8PagLZwNb\nAUtfX7iu+RryvXtRNm8BVBcvovrbdaj9awsc582F5JEJvLrRRNSlpaj9+2/tIeCERKC+/vpGsQji\nodHai0CGRUNoa2u6geqhp48D1s4Ix5yfknGhoAofbElHXlktnh3arUXfezy3Kkd7EUhOPLKbBKCT\nyKnxHEB/1wBYCFrvwu5E5kyvGPTz88Nvv/0GV1dXFBUVITo6GnK5HGvWrIFUat6H01IulWLpn6dx\ntUQ7G9jNyx7zxwW2uXOCzIF4yBB4xu1B5ZdfofKzz6AuKkLpf15B9fr1cFq2DFYB/qYeollQl5Vd\nD8D4hJsDcMgQ7TIww4a1+ABsystJgtXT++GtDSk4dqEE/xefjbyyWswbFwRry5bzg2NuVS4Sc7UX\ngWSXX9DZ5ihy0p4D6BOJADcpA5CoDdArBt9++23Mnj0b5eXlePbZZ9GpUycsXrwY+/fvx+rVqw09\nxhZJrlThy9hM/Hr4MjQa7WzgM/d1wTODusCqBX2o090RiERw+M/LsJnwMMoXLoL8711QHjmKggce\nhO3UZ7SHju/irjmkH3V5OWr/3tUQgPFAXd31jSIRxEMGXw/AVr6SgZ3YCp9MCcP7W9KwPSUXu07L\nUFihwAeTe8PRxnQX4+VV5zUeAr5Qfl5nm6O1Iwb4RCDSNxJSt0AGIJGRFVbIsTc9H7sPnzXI8ws0\nmhuW3/8HarUalZWVcGw4h6qoqAhOTk6N9xo2pKtXryI6Ohrbt29vEYtUa2cDU3G1pAYA4OdphwXj\ng9CDs4FtjnxPLMoWLIDqkvYUAKGHBxwXzINk3DijHjqWy+VIS0uDVCptM7fiUpeXQ75rN2q2bIXi\nwAHdALS21g3ANhjgGo0G3+w7j7X7tOHV0c0WK6eEwtfFeOc7yqrzkJiTgMTcBGSVZelsc7B2wMCG\nq4ADXQNhITRtALbFfYDonxRVKrA3XYbYtHycvFwKjQZQVRWjYutixMbGol27ds32WnqXnFAobAxB\nAHBzc2u2QbQW8joVvo49h1+SLjXOBj49qDOm3ufH2cA2SjwsGp4RA7WHjv/3OdQFBSid/RKqf1oP\np2VLYdWjh6mH2KqoKyog37UbtVu2Qr5//80BODgKkjFjIL6/bQbgjQQCAWYM6QpvZwne25yGS0XV\nmLH2MFY8HgJpOyeDva6sWobE3AQk5iQgq+yczjZ7awcM9BmISN9BCHQNMnkAEpmb4koF9qbnIzZN\nhpSGALzGxtoCwd1csd0Ar2v4ab024vSVMiz54zQuF2tnA7t42GHB+ED09OHVpm2dQCKBw5xXYPPw\neJTNXwhFXByUh5JQMPwB2E2fBvs5r7T6Q5eGpK6sbAjALZDvPwDceNGZtTXEUfddD0AH85tdH9Xb\nFx4OYrz1SwpKq5V4/rujWPJIMO7r6dFsr1FQU9B4CPhcWabONntrBwzwHoBI30EIcuvFACQysuKq\nGwLw0s0BGNnDA9FST4R3dUPO5YvY/knzj4ExeAfyOhXWxGXh50MXodYAQgHwZGQXTB/s16JO+CbD\ns+zUCa7ffwf57t0on78QqqtXUfX1atRs3gzHBQsgGTuGVx03UFdWQr57z/UAVCiub7SygjgqSnsV\n8PD7uXwPgL5dXLF6ej/M+SkZ+eVyvPnLCfzngZ6Y1L/jPT+nNgC1t4LLLG0SgFb2GOAzEBG+kQhy\n6wVLIb8VEBlTSZUC+zIKEJsmw4mLJVDfEIASawtEdndHdKAX+nd1g9jK8D+g8RPgH6ReKcOSP1Nx\nqagaANDZ3RbzxwchwJffvMyVQCCAZPhwiAYNQtVn/0Pll19BLctH6fMvoGb9z3BctgRWXbuaepgm\noa6qgnz3btRu3Qb53n03BaBo0CBIxoyGZMRwBuAt+HnaY+2McLy6PhmZeZX4ZMcZ5JXW4sURPWCh\n59IzhTUFSMxNREJOPDJLdU80t7Oy0wagTyR6uQczAImMrLRaiX0NM4DJTQJQbGWByB7uiJZ6YUA3\n4wTgjfT+NCgvL8fmzZtx/vx5WFtbw8/PD+PGjWuTJ/Iq6lRYszcL6w9enw2cEtEZMwb7QWTkfyBq\nmYQSCRzeeB02jzyCsvnzodi3H4qEBBQMGw67WTNh/5+XW9zCx4agrq6GfM8e7TmAcXt1A9DSEqL7\nBkEyuiEAnQx3Hlxb4e4gxldT+2Hebydx8FwRfkm6hLzyWix+uBfE1rf+7CmsKcTBXO1FIGdKzuhs\ns7OyQ7j3AET6RiLYvTcDkMjISquV2J+Rjz1pMiRn3xyAEd3dER3oiYFd3W+7jxuDXp8MqampePrp\np+Hs7Ax/f3+o1Wrs2bMH//vf/7B27Vr07NnT0OM0mvSccrz7x2lcLNTOBnZ0s8X88YEINOAJ3dR6\nWXbpDNcff4B8x06UL1wEVW4uqj7/ArV//AnHRQshHvlgmzt0rA3AWNRu3Qp5XBwgbxKAgyK1M4DD\nh0Po7Gy6gbZSNiJLfPRYCD7enoE/jl3F/owCvPB/R7H8sRC42IkAAEW1RY1XAZ8pydB5vK2lLfr7\naM8B7OUeDCuhlSneBpHZKqtWYl9GPmLT8pF8sQSqGwpQZCXUHgJumAGUWLeMH9D0GsW8efPw8MMP\n45133mn8xqZSqbBo0SIsXLgQGzZsMOggjUFZr8Y3+7LwQ0J242zgYwM7YdaQrpwNpH8kEAggGfkg\nRIOjUPnpf1H19WqocnNRMutZiKLug+OSJbDy62LqYf4r6poabQBu2QpFXBw0cvn1jRYW1wNwxAgG\nYDOwtBDijdEB8HG2wee7M5F2tRwz1u3BuKgapJUdQUZJus6ft7W0Rbh3f0T6DkKwR28GIJGRldco\nG88BPJ59cwBGdHPHUKkXIrq3nAC8kV4junDhAlatWqUzw2FhYYGpU6di3LhxBhucsWTklGPJn6m4\nUFAFAOjgaoP544MQ1J6zgaQ/oY0NHN9+CzaPPoryefOhiI+HYv8BFAy7H3bPzoL9yy9BKJGYeph6\nU9fUQBEbpz0HcM+emwMwMgKS0aMhfmAELFxcTDfQNkogEGBkmAPyUYjYS/tRb5uLjTfcDMTG0qbx\nEHBv9xBYWTAAiYypvEaJ/RkFiEuX4eiFJgFoKcSAbm6IDvRCRDd32IhaXgDeSK/R9e3bF3FxcZg2\nbZrO1w8ePIjg4GCDDMwYlPVqfLv/PH5IyIZKrYFAADw2oBNmDe1q9JM3qe2w6uoH159/gnzrNpQt\nWgy1TIaqz/6H2k1/wPHdRRCPGNFiDx2ra2sbAnAr5Htioamtvb7RwgKigQO1C0E/+AAD0EBKcv3G\nKQAAIABJREFU5CU42HARSEZxOjTQwKrhrntqlTXqK/zwcEA0pvYZxgAkMrKK2jocOFOAPakyHL1Q\nrBOA1g0BOEzqhYjuLT8Ab3Tbka5cubLx/3t4eGDFihU4cuQIgoODYWFhgTNnzmDXrl144oknjDLQ\n5nYmtwJL/jiN8w2zge1dbTBvXCCCO/AQF/17AoEAkjGjIRo6BJWfrELVmrVQ5eSgZPpMiIYOhdOS\nxbDs1MnUwwQAaGprId+7T7sMzO49ugEoFOoGoKur6QbahpXKS3Aw9yAScuKRXpwGDa5/g5FYShDu\n1R/d7fvi250qFJXU4duLgFh5BU9Gdm6xP1gQtRXXAjA2TYYj528RgF0bZgC7u8O2FQXgjW476hMn\nTuj8PiwsDNXV1Th48GDj10JCQpCent70oS1aXb0a3x24gO/iLzTOBk7q3xExQ7uZ9EoeapuEtrZw\nnDcXNhMfRdk786A8dAiKuDjkJybC/vnnYP/C8xCY4NCxprYW8n37tFcB794DTU3NDYMWQjRgwPUA\nNMO7DRlDqbwUh3ITkZibgNSi1JsCsJ9XOCJ8IxHqEQZrC+09iwf6KvD6zyeQdrUcX+w5h7wyOV4d\n2ROWFlzzlKg5VdbW4cDZAsSmynDkQjHqVdf3TysLAQZ0c0e01BOR3T1gK26dAXij276DH374wZjj\nMIrMvAos+TMV52SVAIB2LhLMGxeE3h05G0iGZdW9O9x+24DazZtR/u4SqPMLUPnJKtT8vgmO7y6G\n5P5hBh+DRi7XDcDq6usbhUJY9+8Pm2sB6O5u8PGYozJFGQ41zACmFaVCDXXjNrGFGP28wxHpMwgh\nnqEQWYhueryLnQifP90XCzedwv6MAvxx7Aryy2ux9NHgVnVIiqglqpJfmwHMx+HzRTcFYP+ubhgq\n9cKgHu6wE7etUzT0/vQ4d+4cvv/+e1y8eBErVqzA7t270blzZ0RERBhyfM2iXqWdDVx34ELj9O7E\n8A54bli3FnlVD7VNAoEANuPGQRwdjcqVn6Dqm2+hunwZJc9Mhfj+YXB8dzEsO3Ro1tfUyOWQ799/\nPQCrqm4cEKz794dk9ChIRj4IC4/mu/0ZXVeuKG8MwNSi0zcFYF+vfoj0HYRQz7BbBmBTYmsLvDex\nNz77+yx+SbqEg+eKELPuCD5+PBTuDm1v3VciQ6qS1yH+bCFi02Q4nFWEuhsC0NJCgHA/NwwLbJsB\neCO9SujQoUOIiYnBsGHDkJKSAqVSiYKCArz//vtYvnw5Ro4caehx3rNzsgos+SMVmQ2zgb7OEswd\nF4jQTjz5nUxDaG8Px4ULtIeO586D8vARyHfvgTw+HvazZ8P+uRgI/sVi7hqFoiEAt0G+a9fNARje\nT7sMzMiRDEADKVeU41DeQSTmxON0oW4AiixEjYeAwzzCILK8+39rC6EA/3mwJ7ydJVi18wwy8yox\nY+1hrJwSCj9P++Z8K0RtTrW8HvGZ2kPASbcJwGipJwb18IC9pO0G4I30isGVK1fi9ddfxxNPPIGQ\nkBAAwJw5c+Di4oLPP/+8RcZgvUqN7+Oz8e2B841TvY/064AX7udsILUMVv7+cPt9I2o3/YHyJUuh\nLixE5YqPUbNxI5yWLIF46BC9n0ujUEB+IF47A7hrFzSVldc3CgSw7tcXkjFjtDOAnp4GeDdUoSjH\nobxDSMiJx+miU1BrdAOwr1c/RPhEoo9nn3sKwFuZ1L8jvBzFWPD7KeSXyzHrmyP4YHJv9O3CC32I\nblStqEfCWe0h4KSsIijrr++fFkIBwv1cER3ohfvMKABvpFcVnTt3DlFRUTd9PTo6Wueq45bifH4l\n3v0jFWfzKgAA3k4SzBsnRVhnfkBSyyIQCGAz4WGIh0Wj4uOVqF73HVQXL6H4yacgfvABOC5aCMt2\n7W75WI1SCcWBeNRcC8CKCp3tOgHo5WWMt2N2KpQVSMo9hMTcBJwsTNEJQGsLEfp49kGk7yD08ewL\ncTMFYFNR/p744pm+eG39CZRWK/GfH47jnYekGNXb1yCvR9RaVCvqkZhZiNhUGQ7dIgD7+bkiWuqF\n+3p6wMEMA/BGesWgp6cnzp49i/bt2+t8PSkpCd7e3gYZ2L2oV6nxQ0I2vtl/fTbw4b7tMfv+7jy5\nmlo0oaMjnN5dDNtJk1D2zlwojx2DfMdOKPbug/3LL8Hy6acAaANQnngQtVu2oPbvWwRg374Nh4Af\nhEUL2jfbkkplJZIaZgBvCkChNfp49TV4ADYlbeeEtTPCMeenZFwqqsaSP1KRV1qL6YP9uPQMmZWa\nhgDckyZD0rkiKJoEYN8uro3nADraWJtwpC2LXoU0a9YszJ8/H5cvX4ZarcaBAweQk5OD9evXY+7c\nuYYeo14uFFRhyR+nkZGr/ebo5STG3IcCebiEWhUraQDc/vgdNb9tRMWy96AuLkbFhx9B+OtvcOzc\nCaXHjt8cgH36aC8CGTUKFj4MQEOoUlYiKS+pMQBVGlXjNmuhNcKuzQB69YXE0jR3mfF1scHq6f3w\n1i8pOHGpFGv3nUduWS3eHiOFlSWXnqG2q0ZRj8RzhYhLy8fBzMJbBKALhgZ4IcrfgwF4G3rF4IQJ\nE+Dm5oY1a9ZAIpFg1apV8PPzw4oVKzBsmOGXxPgn9So11h+8iDV7sxpPAh3fpx1mD+/Rahd/JPMm\nEAphO2kiJCOGo2L5ClR//wPU2dmQZGc3rkRnFRqqXQZm1ChY+vqYdLxtVZWyEofzkpCQm4CUghM6\nAWgltLoegJ59YWNlY8KRXudoY41Pn+qDpX+exq7TMmxPyUVBuRzvT+ptludBUdtVq6zHwXNFiE2V\nIfFcIRR1ugEY1tkF0VIvRPX0gJMtA/BObltL58+fh5+fX+Pvo6KibnneoCllF1ZhyR+pSM8pBwB4\nOorxzkNShPtxkVxq/YROTnBathQ2kyeh7KPlqJblw2ncQ7Af9xAsfXk+mCFUKatwWJaExJx4pBSk\noF5T37jtWgBG+ESir1e/FhOATVlbCrHo4V7wdpLg/+KzcSy7BM9+ewQrp4TCy6n13BubqCm5UoWD\n57TLwCRmFkFed/0HNAuhAKGdXBAt9cRgf08G4F26bQyOGjUKbm5uCA8Pb/xfx44djTm221KpNY2z\ngddOCB0b6ouXR/RsEyuBE93IOigIDmtW40paGrylUlj+i2Vn6GbVddXaGcCceKQUnNAJQEuhJUI9\nwhDpOwj9vMJbbAA2JRQK8Nyw7vB2kmD5tgxcKKjC9DVJ+HhKGHr6OJh6eER6kytVOJhViNjUfCRm\nFuoEoFAAhHZ2wTCpF6L8PeHMALxnty2nzZs348SJEzhx4gTWrl2LBQsWwNPTUycO293mKkdDulhY\nhaV/piL1qnY20MNBOxvYvytnA4lIP9V11TiSdxiJufFILkhGvbppAIYioiEAba1sTTjSf2dcn/bw\ncBRj3q8nUVylxHPrjmDZo8EY2J13mKGWS16nwqFzRYhLkyEhsxC1yiYB2KnhELC/B1zs7rxQO93Z\nbWOwR48e6NGjByZPngwAKC4uRnJyMk6cOIFNmzZh6dKlcHZ2Rv/+/fHee+8ZZbBbU/Lwe/qFxtnA\nMSG+ePmBHm16VXAiah41dTU4IjuMhJx4JBcc1w1AgSVCPEK1M4DerTsAmxrYzR1fTeuHV39KRmGl\nAq+tT8ZrowLwcN/2d34wkZHI61RIymoIwLOFqGkSgCE3BKArA7DZ6X1M1dXVFVFRUXB2doajoyNc\nXV0RHx+P2NhYQ45Px48HL8PCzhXu9iK8/ZAUA7vxp1siur2auhoclR1pDMA6dV3jNkuBJXp7hDQe\nAraztjPhSA2ru7cD1s4Mx5wfk3G+oAofbU1HbmkNnh/WHUIhl54h01DUqXD4fDH2pMqQcLZAJwAF\nAiCkozOGSr0wxN8TrvYMQEP6xxhUq9U4deoUDh06hKSkJKSkpMDKygp9+vRBeHg4YmJi4O/vb6yx\nAgBG9fbBfx7oySvjiOiWaupqcDT/CBJzEnA8/5hOAFoILBDiEYII30EI9wqHnbX53LrN01GCr6f3\nw9sbTuLohWL8mHgRsnI55o8LhMjKwtTDIzNxLQBj02SIP1uAGoVuAPbu4IxoqReGBDAAjem2MRgT\nE4Njx45BpVIhNDQUERERePXVVxEYGAih0DRrVr0xqgceHRpkktcmopartr72+gxg/nEo1crGbRYC\nC/T2CEGETyTCvfvD3owCsCk7sRU+eSIU7/+Vhm0pudiTKkNhhRwfPRbC9dfIYJT1ahw+r10G5sAt\nAjC4gzOipZ4YEuAFNwagSdw2Bvft2wcvLy9MmTIFgwYNQs+ePY05rlsK7ehk6iEQUQtRW1+LY7Kj\nSMxNwDHZ0ZsCsJd7MCJ9B6G/9wCzDsCmLC2EmDcuEL7ONli9NwsnL5dh5trDWPlEGNq5tI6rpanl\nU9arceR8EWLT8nHgTAGqFfU624M7ODXOALo7cIUEU7ttDG7atAlJSUk4dOgQvvjiC4hEIvTr1w/9\n+/dHeHi4zhqERETGIK+X41j+USTkxONY/jEoVYrGbUKBEMHuvRHhE4n+PgPgYM0lVG5HIBBg2mA/\neDtLsGxzKi4X12Dm2sNY/lgIAtvzh266N3X1ahy5oD0EfOBMAarkugHY64YA9GAAtii3jcGAgAAE\nBARg2rRpqK+vR0pKCpKSkrB9+3a8//77cHJyQnh4OAYMGIAJEyYYc8xEZEYU9XIcyz/WEIBHoWgS\ngL3crs0A9oeDyNGEI219Hgz2gbu9CG9tSEFptRIvfHcUix/phcH+nqYeGrUSdfVqHM0u1h4CPlOA\nyiYBGNTeCdFSTwwN8IKHIwOwpdLramJLS0v06dMHffr0wezZs5Geno4NGzbgr7/+wrZt2xiDRNSs\nFPVyHM8/joTceByVHdENQAgR5N4Lkb6DMMB7AAPwX+rTxRWrp4djzo/HISuX4+0NKXh5RA9MHtDJ\n1EOjFqpepcbRC8WITcvH/oz8mwIwsJ0joqVeGCr1hKcj73rTGtwxBouLi3Hy5EmcPHkSp06dwunT\np6FSqRAcHIwZM2agX79+xhgnEbVxCpUCx/OPITEnAUdlRyBXyRu3aQMwCBG+gzDAeyAcGYDNqouH\nHdbO7I9Xf0rG2bwKrNp5FrmltXj5gZ6w4NIzBG0AHssuQWyqDPvP5KOiVjcApdcCMMCTtz1shW4b\ng6+88gpOnjyJvLw8SCQShISEoH///njxxRcRFBQEKysu7UJE/45CpUBy/nEk5ibgSN7hmwIw0C0I\nEb6RGOAzEE4instmSG72Inw5tS/mbzyFxMxC/Hr4MmTlcrw7oRfE1lx6xhzVq9Q4nl2CPWky7M8o\nQEVtnc72AN/rM4DeDMBW7bYxWFNTg8cffxz9+vWDVCqFhQU/DIjo31OqlNcDUHYYtfW1jdsEECDQ\nLbBxBtBZ7GzCkZofG5ElPpzcGyt3nMGmo1dw4EwBnv/uCJY/Hsq7PpiJepUaxy+WIC4tH/sy8lFe\n0zQAHRouAvGCjzMDsK24bQx+/fXXxhwHEbVhSpUSJwqSkZATf8sAlLoGIrJhBtBZ7GLCkZKlhRCv\nj/KHj5ME/9udifScCu3SM1NC0cm97d6lxZzVq9RIvliKuDQZ9mXko6xJAPr7OGCo1AvRUk/4OHP5\nobZI79vRERHdjTpVXWMAHpYl3RSAAa5S7UUgPgPhwgBsUQQCAZ6I7AxvZwkWbzqN3NJazPrmMD6c\nHIKQTvy3agvqVWqkXCpFbJoMe9NvDsCePg4YGuCJaKkXfLn+ZJvHGCSiZlOnqkNK4QltAOYloaa+\npnGbAAL4uwY0XAU8EK4SVxOOlPQRLdXeEeKNn0+gvKYOL31/DPPHB2F4kLeph0b3QKXWIOVSCfak\nag8Bl1YrdbZ397bHMKkXhkq9uAC5mWEMEtG/UqeuQ0rBCSTkJOBIXhKq66t1tge4ShHhE4mBPgPh\nKnEz0SjpXgV3cMaaGdqlZ66W1GLBxlPIK63FU4M6QyDglcYtnTYAtTOA+zLyUVLVJAC97BsvAmnv\namuiUZKpMQaJ6K7VqetwsiAFibkJSMo7hOo63QD0dwlAhG8kBvpEwI0B2Op1cLXFmhn98cbPJ3D6\nShm+jD2H3LJavD7KH5YWprlXPd2eSq3BycvacwDj0m8OwG43BGAHBiCBMUhEeqpX1+NkYQoSchKQ\nlHfwpgDs6dITET6DEOEbyQBsg5xtrfHZ032weNNp7E3Px+bjV5FfLseyicGwFfFbiamp1BqculyK\n2LR87E2XobhJAHb1tEO01AvRUi90cGMAki7uwUR0W/XqepwqPImEnHgk5R1CVV2VzvYezj0R6RuJ\ngT6RcLdxN9EoyVjEVhZY9mgw/rc7E+sPXkRSVhGe+/YIVkwJ5b1mTUCt1uDUlbLGi0CKKhU62/08\n7RAdoJ0B5JXg9E8Yg0Sko15dj9NFp7QBmHsIlXWVOtu7O/dApO8gRPhEwN3Gw0SjJFMRCgV4aUQP\n+DhJsHJHBjJllZix5jBWPhGKrp72ph5em6dWa3D6ahliU7UBWNg0AD3sMFTqiaFSL3RmAJKeGINE\nBJVahVNFp5CYE49DeYdQqazQ2d7duXvDRSCR8LT1NNEoqSV5JLwDPJ3EmP/bKRRUyDHrm8N4f1Jv\nhPvxFIHmplZrkHpVOwMYl56PwgrdAOzsbtt4CLizBwOQ7h5jkMhMqdQqnC46hcTcBBzKPYiKJgHY\nzal740UgXrZeJholtWSDenjgy6l98er6ZJRUKTHnx2S8PVaK0SG+ph5aq6dWa5CWU64NwLR8FFTI\ndbZ3uiEAuzAA6V9iDBKZEZVahdTi00jMScDB3MSbArCrU1dE+A5ChE8kA5D04u/riLUz+mPOT8dx\nsbAaS/9MRW5pDWYO6cqlZ+6SRqNB2tXyxhnA/HLdAOzoZtuwDqAnunjY8e+Xmg1jkKiNU2lUSCtK\nRUJOAg7lJqJcWa6z3c/RT3sOoG8kvGy5mDDdPR9nCVZPD8ebv5zAiYul+Hb/BeSVyfHOWCmsLLn0\nzD/RaDRIzylHbFo+4tJkkDUJwA6uNtoZwEAv+DEAyUAYg0RtkEqjQnpRGhJy43Ew9yDKFWU627s4\n+iHSNxIRvoPgzQCkZuAgscKnT/bBss2p+PtUHnaczEVBhRwfTOoNe4mVqYfXomg0GmTkViA2VYbY\ndBlkZboB2P5aAEq90NWTAUiGxxgkaiNUGhUyitORkBOPg7mJKGsSgJ0duzRcBRwJHzsfE42S2jJr\nSyEWPRwEHycJ1h24gOPZJZj1zWGsfCIM3k4SUw/PpDQaDc7kVmBPwzmAeWW1OtvbuWgDcFigJ7p6\n2jMAyaiMGoPHjh3Dhx9+iAsXLsDZ2RkzZszA5MmTjTkEojZFG4AZSMiJx6HcRJQqSnW2d3bojIiG\nGUBfO57UT4YnEAjwbHQ3eDtJ8OHWdGQXVmPGmiR8PCUUPX0cTT08o9JoNDibV4HYtHzEpsmQW9o0\nACWNM4DdvBiAZDpGi8Hy8nI8//zzmDdvHkaPHo2MjAxMnToVHTp0wMCBA401DKJWT61RI6M4HYm5\n2otASuQlOts7XQtAn0i0s29nolGSuRsb1g6ejmK8/WsKiquUiPn2KJY+2guRPdr22pTaAKxEXJoM\nsWky5DQJQF9nScOt4LzQw5sBSC2D0WIwNzcXUVFRGDt2LABAKpUiPDwcycnJjEGiO1Br1LisuIQj\nGUk4nH8YJfJine0dHToiwmcQIn0j0c6+vYlGSaQrvKsbvp7WD3N+SkZhhQJv/HwCr470x4R+HUw9\ntGal0WhwTlaJ2IYAvFqiG4A+ztdmAD3Rw9uBAUgtjtFi0N/fH8uXL2/8fXl5OY4dO4aHHnpI7+eY\nvf85WJ3michEANDerj0GeA1Ef6+BaGd3fQZQLpf/w6OIjKu9kzU+fzIEb/92GucLqrF8WwYuF1Xi\n2SFdILyLKFIoFDq/mppGo8H5gmrsO1OIvRmFN80AejmKMbinGwb7e6CH1/WLQFrK+Kl1UiqVd/5D\n98AkF5BUVlYiJiYGUqkUQ4cONcUQiFolN0t3SG0CIbWRwt3KA1AA5ZfKUY7yOz+YyISeCxPhm2NK\nZBTWYcPhq8i8UoCnQ+xhZXF3s2RZWVkGGuGdaTQa5FaokJyrQHKuEgXVKp3tzhIhQn1ECPOxRgcn\nSwgEcqhKLiO95DZPSHSXCgsLDfK8Ro/BK1euICYmBu3bt8eqVasgFOq/BtUs/xh4t+MyGGR+6urq\nUF1QgwH+AyASiUw9HKJ70jtIjZV/n8P2kzKcyFWiTlCHpY8Ewsnmzkd8FAoFsrKy0LVrV6PuAxqN\nBtmF1dibUYh9ZwpxpckhYA8HEQb3dMcQf3f05DmAZGDZ2dkGeV6jxmBaWhpmzJiBsWPH4s0337yr\nEASAXh7B8GvvZ6DREbVccrkcaaVpEIlEEIvFph4O0T2bP74X2rva4eu4LKTmVODFH1Owckoo2rva\n6vV4Y+0DFwqqEJsqw540GS4VVets83QUY2iAJ6KlXpC2c2QAktFYW1sb5HmNFoNFRUWYMWMGpk6d\nilmzZhnrZYmIqAURCASYGuUHb2cJlv6ZiivFNZi59jCWPx6KoPZOJh1bdkEV9jRcBHKxUDcAPRzE\nGCptCEBfRwiFDEBqO4wWgxs3bkRJSQm+/PJLfPnll41ff+qpp/DKK68YaxhERNQCPNDLB+72Yrz1\nywmU1dRh9ndHsXBCEIYGGPee2NmF2hnAuPR8XCio0tnm7iBqnAEMbOfEAKQ2y2gxGBMTg5iYGGO9\nHBERtXBhnV2wekY45vyYjLyyWsz99SReHC7HYwM6GvTQ68XCKsQ23AnkfNMAtBdhSIAnogO9EMQA\nJDPB29EREZHJdHa3w9oZ4XhtfTIycivw37/PIre0Fq882BMWzRhil4qqG9cBPJ+vG4Bu1wJQ6oVe\n7RmAZH4Yg0REZFKu9iJ8MbUv5m88hYSzhdh45DJk5bVY8kgvSKzv/dvU5RsCMKtJALraWWNIgBeG\nBTIAiRiDRERkchJrS3w4OQSf7DiDjUcuI+FsIZ5fdxQrHg+Fq73+S8lcLq5GXMO9gM/JKnW2udhZ\nY2iAJ4ZKvRDcwblZZx6JWjPGIBERtQgWQgFeHdkTPs4SfLbrLDJyKzB9bRI+eSIM3va3/3Z15YYA\nzGwSgM621wOwd0cGINGtMAaJiKjFEAgEeHxgJ3g5ibH499OQlckxa+1hvPuwFDeusHa1pAZxaTLE\npuXjbF6FznM421pjsL8nhgV6ondHFwYg0R0wBomIqMUZGuAFd3sxXl+fjLKaOrz+yylMkNrgVOVl\n7D9bjDO5ugHoZGPVeBFI747OsLS4u5saEJkzxiAREbVIQe2dsGZGOF75MRlXS2qw4XQ1gOu343K0\nscIQf+0yMCEMQKJ7xhgkIqIWq72rbcPSM8eRerUCDhJLDAnwQrTUC6GdGIBEzYExSERELZqTrTVW\nTemNuKRTGBoeBDtbG1MPiahN4Y9URETU4lkKBfB1tORMIJEBcK8iIiIiMmOMQSIiIiIzxhgkIiIi\nMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgk\nIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIz\nxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIi\nIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOM\nQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIi\nMmOMQSIiIiIzxhgkIiIiMmOMQSIiIiIzxhgkIiIiMmMmicFTp04hMjLSFC9NRERERDcwagxqNBps\n3LgR06ZNQ11dnTFfmoiIiIhuwagx+NVXX+H7779HTEyMMV+WiIiIiG7D0pgvNmHCBMTExODIkSP3\n9HilUgm5XN7MoyJq+RQKhc6vROaG+wCRtoMMwagx6OHh8a8ef+nSJdTU1DTTaIhan6ysLFMPgcik\nuA+QOSssLDTI8xo1Bv+tjh07onPnzqYeBpHRKRQKZGVloWvXrhCJRKYeDpHRcR8gArKzsw3yvK0q\nBq2trSEWi009DCKTEYlE3AfIrHEfIHNmbW1tkOflOoNEREREZowxSERERGTGTBKD4eHhOHz4sCle\nmoiIiIhuwJlBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIi\nIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xB\nIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIy\nY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQi\nIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPG\nGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIi\nIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xB\nIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY4xBIiIiIjPGGCQiIiIyY5amHoA+VCoVACA/Px8i\nkcjEoyEyPoVCgcLCQuTk5HAfILPEfYBI20HA9S5qLq0iBgsLCwEAU6dONfFIiIiIiEwMRLRhAAAJ\nGUlEQVSrsLAQHTt2bLbnE2g0Gk2zPZuByOVypKamwt3dHRYWFqYeDhEREZHRqVQqFBYWIjAwEGKx\nuNmet1XEIBEREREZBi8gISIiIjJjjEEiIiIiM8YYJCIiIjJjjEEiIiIiM8YYJCIiIjJjjEEiIiIi\nM2aSGDx27BgeffRRhIWFYdiwYfjll18AAOXl5XjhhRcQFhaGwYMH47fffrvpsQqFAhMnTsTevXt1\nvv7FF19g8ODB6NOnD5588klkZmYa5b0Q3Yvm3geUSiUWLVqE/v37IywsDM8991zjSvVELZEhvg9c\ns3HjRoSHhxt0/ETNwRD7wahRoxAcHIyQkBCEhIRg1KhRdx6IxsjKyso0ffv21WzevFmjUqk0qamp\nmr59+2oSExM1L774oua1117TyOVyzcmTJzX9+vXTZGRkND727NmzmokTJ2q6d++uiYuLa/z677//\nrhk+fLjm8uXLmrq6Os3nn3+uGTx4sEalUhn77RHdkSH2gZUrV2qeeOIJTWlpqUahUGjeeustzQsv\nvGCKt0d0R4bYB665fPmyJiwsTNOvXz9jviWiu2aI/aC2tlbj7++vKS4uvquxGH1mMDc3F1FRURg7\ndiyEQiGkUinCw8ORnJyMPXv24KWXXoJIJEKvXr0wevToxhrOycnBk08+iREjRsDHx0fnOUtLSxET\nE4P27dvD0tISTz31FHJzcyGTyYz99ojuyBD7wEsvvYQ1a9bAyckJxcXFqK6uhrOzsyneHtEdGWIf\nALR3Z3jjjTcwceJEY78lortmiP0gMzMTbm5ucHFxuauxGD0G/f39sXz58sbfl5eX49ixYwAAS0tL\ntG/fvnFb586dce7cOQCAs7Mz9uzZg2nTpkEgEOg85/Tp0zF+/PjG38fFxcHJyQleXl6GfCtE98QQ\n+4CFhQXEYjE+++wzDBkyBCkpKZg1a5YR3g3R3TPEPgAAq1evRrdu3RAVFWXgd0D07xliP0hPT4el\npSUmTZqE/v37Y9q0aTh//vwdx2LSC0gqKysRExPTWMNN77MnFoshl8sBADY2NrC3t7/jcx49ehQL\nFy7EvHnzIBTy+hhq2Zp7H5g1axZSUlIwfPhwTJ8+HXV1dQYbO1FzaK59IDU1FZs3b8abb75p8DET\nNbfm/F4QFBSEjz/+GPv27UNgYCBmzpzZ+NjbMVktXblyBf/f3v2FNNXHcRz/DALXCgddFEKxMBFB\nsKwVxcwoDexi0B+rdRMFFmIXEaTLIiQ3KWoKg6YpzJBoEbbsQoKC6i4KVlRkdVEMShSkDEFxpXPP\nxUMD66GnHjdnz3m/7s7vnPPb93fx43x2zvlxXC6XrFarLl68KIvF8kOxsVhMFovll/u8deuWDh8+\nrNOnT8vpdKa6ZCCl0jEHsrKyZDabVVdXp4GBARZSYU5L1RyIxWI6ceKEvF6vFixYkM6SgZRL5bXA\n5XLJ7/dr6dKlMpvNOnbsmEZGRvT69eufnpeRMNjX16c9e/aopKREra2tMpvNstlsmpyc1MDAQPK4\naDSqvLy8X+ozEAjo7Nmzam1t1c6dO9NVOpASqZ4D9fX1CoVCye14PK6pqSllZ2enpX5gplI5B16+\nfKkPHz6ourpadrtd1dXVGhkZkd1un9YXMNek+lpw/fp1PXz4MLkdj8c1OTmprKysn54362Hw48eP\nqqqq0sGDB1VfX598lLtw4UKVlZWpublZ4+PjevHihXp7e3/pDl84HFZXV5dCoZA2bNiQ7iEAM5KO\nOVBUVKTOzk719/drfHxcTU1NWrNmzbR3ToC5ItVzwG636/nz54pEIopEIrp06ZKsVqsikcg/LjQB\n5oJ0XAuGhobU1NSkwcFBxWIxnTt3Trm5uSooKPjpefNSMqLfcOPGDQ0PD6utrU1tbW3J9v3798vj\n8aihoUGbNm2SxWJRbW2tVq5c+a99dnR0aGxsTJWVlT/81ooVK1I+BmAm0jEHXC6XPn36pH379mli\nYkIOh0N+vz+dwwD+s3TMAeBPk455UF1drdHRUe3evVtjY2Nau3atAoHAv66hMCUSicSMRwQAAIA/\nEsttAQAADIwwCAAAYGCEQQAAAAMjDAIAABgYYRAAAMDACIMAAAAGRhgEYChut1vr1q3T8PDwD/ta\nWlpkt9s1NDSUgcoAIDMIgwAMxe12y2QyyefzTWuPRqPq7OyU2+3W4sWLM1QdAMw+wiAAQ1m0aJGO\nHz+umzdv6tmzZ8l2j8ej4uLiH75kBAD/d4RBAIZTWVmp1atXy+PxKJFI6M6dO3ry5Im8Xq9MJpMk\nqbu7W1u3btWqVatUWVmpR48eJc8fHR3VqVOn5HA4VFhYqC1btigUCiX3l5aWyufzaePGjSovL1cs\nFpv1MQLAr5r1bxMDQKaZTCY1NjZq+/bt6unpUSAQ0JEjR2Sz2SRJ9+7dU3Nzszwej/Lz8/XgwQMd\nOnRIPT09ysvLk9fr1bt379Te3q7s7GyFw2F5vV6VlZVpyZIlkqRwOKxgMKhEIiGz2ZzJ4QLAT/Ft\nYgCG1dLSomAwqPz8fHV3d2vevL//H7tcLlVUVOjAgQPJY48ePSqr1arGxkaFw2EVFhaqoKBAkvTl\nyxcVFRWpq6tL69evV2lpqSoqKnTy5MlMDAsAfgt3BgEYVk1Njdrb21VTU5MMgpL09u1btbS0yO/3\nJ9smJiZUXFwsSdqxY4fu37+vcDisaDSqV69eSZKmpqaSxy9btmyWRgEAM0MYBGBY3x7fZmVlTWuP\nx+Nyu90qKSmZ1v7tuLq6Oj19+lROp1O7du1SQ0ODysvL/7FvAJjrCIMA8J3c3FwNDg4m3yGUJJ/P\np5ycHDmdTvX29uratWvJO4Vv3ryRJPHWDYA/EauJAeA7VVVVunLlirq7u/X+/XtdvnxZwWBQy5cv\nl9ls1vz583X37l319/fr8ePHqq2tlSR9/fo1w5UDwO/jziAAfGfbtm36/PmzOjo6dObMGdlsNvl8\nPjkcDknShQsXdP78eV29elU5OTnau3evbt++rb6+Pm3evDnD1QPA72E1MQAAgIHxmBgAAMDACIMA\nAAAGRhgEAAAwMMIgAACAgREGAQAADIwwCAAAYGCEQQAAAAMjDAIAABgYYRAAAMDA/gK5B77a6b3t\nmQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('white')\n", "example_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some styles can benefit from removing the top and right axes spines, which are not needed. It’s impossible to do this through the matplotlib parameters, but you can call the Seaborn function `despine()` to remove them:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jKl8f9N262QLgQw9JACwm5S4M/kXX8WGqPriLzA8+JHPJEqzXrpE6dhzZa9fa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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "example_plot()\n", "sns.despine()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some plots benefit from offsetting the spines away from the data, which can also be done when calling `despine()`. When the ticks don’t cover the whole range of the axis, the `trim` parameter will limit the range of the surviving spines." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2/felCoUQojDcyExgydHFHLthDXyuWldGNR9D65pt7vqcnKvXMIaFkRkSiiki\nIt+Yyt0Nfdeu1qD45JMSFAtJuQ2Nf9N1eIqqT+wl7dPPSFu6FMuNGySNHUfG+vXWU9aNG9u6RFHK\n/XbmBh9sj+RGmvWuv2a13Znay4/aFUveFDcatYrxzzSmuoeehbuiOXM9jeErw5n/fCBeVR9+DjQh\nhLiToijsufQDq06uyO0uPlHjSUY1H4O7wz9vVDVfu44hzNpRzD5yJN+Yys0Nfdcu1msUWz+JSqst\nlt+hPCn3oRFApdPhOmE8jn16k/Luexj37CX7UDgJnbviPOw/uEycgNpFPjDF/UkzmFi4K5qwY7e7\ni3ZqRnVsSP/H65T45fuee7wO1dx0TP/2OPEpRkas+oMPBvjTon5FW5cmhCgjEg2JLDm6iKMJ1i6h\ni9aVUc1G07pmm3xn+szXr2MI22ENiocP53sNlatrXlBs01qCYhGT0HgHuzp1qPjlagw/7CFl+ruY\nr1whffkKMr//Hrfp09D37CmnrMU9OXj2BnO3R3Ij1dpdbFrL2l2sU4om0G7nU5VlQ1vw+vqjJGVk\nM37NEd7p6Ut3/5q2Lk0IUYopisLey3tYdWIFmTmZADxevRWjm7+Ch846V6w5Ls4aFENDyf7jz3zP\nV7m6ouvcGcfg20HRQVa0Ki4SGv+FvvPT6Nq0Ju2TZaQt+xRLfAJJr7xGxroNuM+eib23t61LFCVU\nutHEol2nCTl6FQCtnZqRHRoyoFXJ7y7+G19Pd1YOb8nEdRFcSsxg5taTXE8yMKy9l3yBEkLct5uG\nRJYeW8KReGvH0MXehRHNRtHWsx2WhATSN3yJISTEGhQVJfd5KhcXdJ07ow8OQte2jQRFG5HQeBcq\nvR7X1yfh+Gwfkqe/S9b+H8k+eJCEp7vgPOJlXMaPQ+1UerpGouiFxyQy+/tIElKtc4r5eroxrZcf\ndSs727iyh1OzgiPLhz3GWxuPcfRSEit/Osf1ZANvBftibydT8gghCqYoCvuv7GPl8eVk5GQA0LLa\n44z0HIBu728khiwlO/yP/EHR2TkvKLZrK0GxBCj20JiYmEhwcDBz5szhqaeeKu7N3ze7evWo+PVX\nGHfvJmX6e5ivXiV92adkfrcV9/feRRfUXTou5VyGMYfFP5zm+yOxgLW7+PJTDRj0RN1S2V38N26O\nWha9+Ciztp3ghxNxhB27RnyqkQ+e88dZJ3clCiHu7qbhJp8cW8LheOtpZmc7J15M8SPwv3+RdWgF\nWXcGRSfitGCQAAAgAElEQVQndF3+7ii2RaWTmRtKkmIPjVOmTCE5Obm4N/tQVCoV+q5dcWjblrTF\nS0j/7HMscXHcGjUah7ZtcJs5E/sGXrYuU9jAH+duMuf7k8SlWLuLTWpau4v1qpTu7uK/0dqpea9P\nM6q76/nqlwscPn+LEav+YP7zgVRzL/w1soUQpZuiKPx05UeWn/iMDJO1u9g8VsOAT4/gnvw7pts/\np3JyQtf5afRB3dG1a4dKL8eTkqpYQ+OGDRvQ6/VUr14617ZVOzri9tabOPbrR8rUqWQd+IWsA7+Q\n0OlpnEeOwGXcWNSOtp2kWRSPjKwclv5wmq2Hrd1Fe40qt7tYlldRUatVjO7kTXV3PfPCojifkM7w\nleF8/HwgjarLpPhCCKtbxlt88sfH/HnLuiKLPtNM/81XaflHMipA5eiYFxTbt5egWEoUW2i8ePEi\nq1evZtOmTfTp06e4Nlsk7L3qU3H9Oow7dpLy7nuYr18nfeknGLZuw+39d9F17SqnrMuwP8/fZPb3\nJ4lLtnYXG9dwZXrvptQvg93Fu+n1aC2quOmYuukvEtOyGPXFH8zu15wnvCvbujQhhA3lJCayb+9n\nfKn6nYzblyD6nUzl+fWxeGTbo+sRjD44GN1TEhRLo2IJjTk5OUyePJkpU6bg7v7PyToLW1ZWVpFv\nA0DVsQNuj7ck85NlGFd9gfnqVW4NH4F927Y4TZ+Gpl7dYqlDFI/MbDPLfzzPtgjrvIt2ahVD29Rh\nwOO1sVOrMBqNNq4w72+/OPaBwFouLBrsz9ubTpCYns3r6yMY36UhPQJqFPm2hbib4twHhJXl1i2y\nf9jDjf2hfO0Vx1/NrWcddAYz/b+/QVuXR3CYMwntHaeeswBKwDGzrCqqv/9iCY3Lli3Dx8eHdu3a\nFel2LBYLADExMUW6nX/o3g1Ns6a4fr4ch+MnMB04QFLXZ8jo05v0fn1B7vgq9c4kZrP2WDo3M61/\nY7XcNLwQ4EJN13ROR52ycXX/VJz7wPhWTiw7ZOZampn5u85yIiaWHj6OqKXbLmyo2D8HyhlVaiq6\nQ+Hofv0V++MnOBLgwjf9a5LhbA2Mja9p6Km0R//aE1z5+2aW8+dtWHH59HcuKiwqRbnjtqUi0rVr\nV27cuJF7yjY9PR29Xs/o0aMZMWJEgc+PjY2lY8eO7Nu3D09Pz7v+nNFoJDIykgYNGuBgg6CmKArZ\nYTvImDMXJT4eALWnJ07TpqLt1LHY6xEPz5BtZvlP59l6JK+7+OKTdRjUqlaJvHYxKyuLmJiYYt8H\n0o05vLs1kiMXrTe5dfCpzJtBjXGQKXlEMbPVPlAeWJKSyN6zl+wdOzAd/B3MZlKdNWwY4MmxADcA\ndIo9Q7xfpEP9Z+QyLRv6ez/w9fVFV4h3oBdLp3HXrl35/n+HDh2YNm1akU254+DgUKhv0v3Q930W\nl65dSJu/gPSVq7DExpI2chS6Tp1wm/EednXq2KQucf+OXrzFrG0nuZpkXQ/Vu5oL03o3pWG1kr+k\nZHHvAzodLHqxBXO3RxJ27Br7o25wM8PERwMDcHOUZb1E8bPl50BZYklKwrB7N4aQULJ+/Q1ycnLH\njrSsxMbnPEl3sHaz/CsH8FrAWCo7VrFVuaKIyeTeRUDt7Izb9Gk49u9H8tRpZP9+COPevRh/+QWX\nV1/BZcxomXuqBDNk5/Dp3rNsCr8MgEat4qW29Rnatn6J7C6WFHYaNVN7+VHTw5HlP8bw1+VkXl4Z\nzoLBj1CzgswqIERpYUlOtgbF0DCyDvySLyiicyC7S1s2dHbiEOcBC3o7Pf/xG07nOl2ku1jG2SQ0\n7t+/3xabLXb2jRtTafMmDFu3kTJzFpaEBNI+nk/mli24z5yJrmMHW5co/sexS0nM2naS2FvW9VAb\nVHVmeu+meMt0MvdEpVLxn/ZeVPfQM/v7k1y+mcnwleHMGxSAn2fR3wQnhHgwlpQUDLt/sHYUf/kF\nTKa8QQcHdE+1Rx8cRERTFz4/vYqUbOslWM0rN+e1gPFUke5iuSCdxiKmUqlw7NMbXaeOpH48n4zV\nX2K+dJmbLw5B16Uzbu+/h12tWrYus9wzZpv5bP9Zvjl0CUWxdheHtKnHS229ZKm8B/BM8xpUdnHg\nrW+OkZSRzStf/sn7zzajvU9VW5cmhLjNkpKC8Yc9ZIaEknXgQP6gqNXmBkVdp06kay18cvwzfjlx\nAACdRsdLfsPoWleuXSxPJDQWE7WrK+7vv4dT//4kT5lK9p9/Ytz9A1k/H8Bl7Gs4jxop62rayPHL\nSczcdpIrN63dRa+qzkzr1ZTGNaS7+DAerV+R5cNaMnHtEeJSjLz9zTHGdWnEgFZ1bV2aEOWWJTUV\n4w97MISEYvz5538GxfbtrPMoPt0JtYv1+u3frx1k2V+fkJJlvdGtWaXmvBYwjqpO8iWwvJHQWMzs\nfZtQaeu3GLZ8S8qs2VgSE0n9aB4Zm7fgPmsGuvbtbV1iuWE0mVm+P4YNv1/M7S6+0Loe/2nnhVa6\ni4WifhVnVr78OJPWRXD6eioLd53mWpKBcV0bl5l1uYUo6SxpabeDYgjGnw9AdnbeoFaLrl1b9EFB\n6Do/jdo178tyanYqy49/xoHYnwFrd3Go70t0rdcNtUqOkeWRhEYbUKlUOPbri67z06TO+y8ZX32N\n+cIFbj7/Arpu3XB7bzp2NWvauswy7eSVZGZuO8mlROt6qPUqOzG9d1N8arrZuLKyp5KLA5++1IJp\nW47z25kbbAq/THyKkfefbYZOq7F1eUKUSZa0NIx79mIIDcX4089w52TP9vY4tG2LY/DtoOj2z+Pe\noeu/s+zYUpJvdxf9KjZlbOA4qjmVzmWAReGQ0GhDajc33GfNxHHAcyS/PQVTRATGHTvI+vFHXMaP\nw3nEy6i0Ml1JYcoymVnxYwzrD17EooBaBS+0rsew9g2ku1iEHB3s+HCAP/N3RvPdn1f4OTqBMV/+\nyX8HBVDBWS7LEKIwWNLTMe7daz31/ONP/wyKbdqgDw5C36XzvwZFgLTsNFYc/5yfYn8EwEHjwBDf\nl+hWr7t0F4WExpJA6+dH5e+3krlpE6mz52K5dYvUuR+QuWkzbrNnoWvT2tYllgmRsdbu4sUb1u5i\n3cpOTOvlh6/c1Vss7DRqJnf3oYa7nqV7znDqagrDb0/JU6eSk63LE6JUsmRk3BEUfwTjHUHRzg6H\ntm3QB90OigUs4/vH9XA+ObaEpKwkAJpU9GVc4ASqS3dR3CahsYRQqdU4DRiAvksX6zWOa9aSc+4c\nNwcMRB8chNu709FUlx33QWTnWFj5Ywxrf7uQ2118/sl6DG/vhYO9nB4tTiqVisGt61HNXc+MrSe4\nlmTg5ZWH+GhgIP51PGxdnhClgjUo7rOeet6//59BsU1ra0exc2fUHgXvV+nZaaw4sYIfr+wDQKtx\n4MUmQwiqHyzdRZGPhMYSRu3hgfvcOdZT1u9MwXTsL+s3yH37cZk0Aedhw1DZ29u6zFLj1NUUZm49\nwYXb3cU6lazdRb9a0l20pU5+1ajs6sAbG46Skmnita/+ZHrvpjzdVL4YCfFvLJmZ1qAYEkrW/v0o\nRmPeoEaTFxS7dLmnoPi3w3F/svTYEm4ZbwLgU6EJ4wLHU8NZrqsX/yShsYTSNm9O5ZDtZG7YSMqc\nuSjJyaTOnE3mN5txnz0Lhyda2brEEi07x8Kqn86x9rcLmC0KKhUMalWXlzs0QCfdxRKheW0PVgy3\nTskTe8vAtC3HuZ5s4IXW9WTeNyGwBsWsffsxhIZh3Lv3n0Gx9ZPWu567dkFTocJ9vXZ6djqrTq5k\n3+U9AGjVWl5o8iJBXj3QqOQYKf6dhMYSTKVW4/T8IHTPdCX1gw/JXL+BnDNnSOzXH33vXrhNm4qm\nqsyT9b+ir6Uwc+tJziWkA1C7oiNTe/nRrLac/ixpald0YsXwx5m8PoKTsSks23uWa0kGXu/uI0s2\ninLJYjDcDoqhGPfuQzEY8gY1GhyeeMI64fYzXe87KP7tSPxhlh5dzM3b3cXGFRozNmACni6ehfEr\niDJMQmMpoKlQAY+PPsRpwADrKesTJzBs3YZxz15cJ03E6T8vobKT/5SmHAtf/HyOr3/N6y4OeLwO\nIzs2lO5iCebhpGXp0Ba8/90JfjwVz7YjscSlGJndvzlODvJ3Lco+xWDA+ONP1nkU9+zNHxTV6vxB\nsWLFB95OhimDL06uZM+lHwCwV9sz2OcFejToJd1FcU/kiFyKaAMDqBwWQsbadaR++BFKSgop788g\nY9Mm6ynrli1tXaLNnL6eysytJ4iJt3YXPStYu4tyc0XpoLPXMLtfc5buOcP6gxc5FJPI6C/+4L/P\nB1LFVWfr8oQodIrBgPGnn6zXrO/Zi5KZmTeoVuPQqlVeUKxU6aG3dzQhgiVHF5FoSATA26MR4wMn\n4Okiy9iKeyehsZRRaTQ4D3kRfVB3UufMJXPjN+RERZPYpy/6vn1xm/oOmsqVbV1msTHlWPjyl/N8\neeB8bnexf8vajO7oLRNHlzJqtYqxXRpRw13P/J1RnIlLY/iKcOYPDqRBVRdblyfEQ1OMxvxBMSMj\nb1CtRvv449YJt5/pWmjH8UxTJl+cXMkPl3YD1u7iIJ/B9GrQW7qL4r5JaCylNBUr4vHxf3EcMICU\nd6ZgOnUKw5YtGHfvxvWNyTi9+EKZP2V9Ni6VmVtPciYuDYCaHnqm9vIjoO6DXecjSoa+LWtT1V3H\ntM3HSUg1MmJVOHOf86el18N3W4QoborRiPHnn/OCYnp63qBKhfbxx613PXd7ptC/8B9LOMqSo4u4\nYbgBQEN3b8YFTqC2a+1C3Y4oP8p2qigHHFo8SuWdYWR8vYbUj+ahpKWRMm06mRu/wW32LBxaPGrr\nEgtdjtnCV7+c54ufrd1FgH4tazOmU0P0WvmTLgvaNKrCpy+1YNL6CG6lZzNxbQRv9/AlKECmAREl\nn5KVdTsohmH84Yd/BsWWj90Oit3QVKlS6NvPNGXyZeQX7Lq4EwA7tR2DGj9P7wbPolFLd1E8uHv+\nhLVYLCiKgkaj4fr164SHh9OkSRO8vb2Lsj5xD1R2djj/5yX0wUGkzJqDYcsWTJGRJPbqjeNz/XF9\n5+1CuSamJIiJT2PG1hOcuW7tLtbw0DOlpx+P1JPuYlnjU9ONlcMfZ+K6I1y8kcGsbSe5lpTJy081\nkCl5RImjZGVhPPCLtaP4ww8oaWl5gyoV2sdaoA8OtnYUi3DWi79u/MWSiIUkGBIAaODegHGBE6jj\nWrfItinKj3sKjYcPH2bs2LF8/PHHeHl50a9fP7KysjAYDHz00Ud069atqOsU90BTuTIVFi0ga9AA\nkqdMJScqmsxvNmHYtRvXN9/AafDzqDSl81tmjtnCml8vsOrnc+SYrd3Fvo/VYkwnbxzlDtsyq4aH\nnuXDWvLmxqMcvZjEFz+f53qykXd6+GIva4ULG1Oys8k68AuZfwfF1NR84/mCYrVqRVqLIcfAV5Gr\n2XEhDAA7lR0DGg/i2YZ9pbsoCs09fdp++OGHdOvWDX9/f1avXo1Wq2X//v2EhoaydOlSCY0ljEPL\nllTZtZOM1V+S+t+PrXdZvzOFzA0bcZ8zG21ggK1LvC/n4tOYue0k0desB+Rq7jqm9vTj0foPPvWE\nKD1c9fYseuFRZn9/kt3Hr7Pzr2skpBr54Dl/XPSyOpIoXkp2Nlm//IohJATD7n8Jii1a5F2jWExL\nv55MPMGiiAXEZ8YD4OXmxbjAidR1q1ss2xflxz2FxtOnT7No0SL0ej379++nU6dOaLVaWrZsyXvv\nvVfEJYoHobKzw/nl4eh7BJMycxaGrdswnTjBjeAeOA4aiOvbbz3wxLDFJcdsYd1vF1n5Uwym293F\n3o/W4tXO3jJ/XzmjtVPzXp+m1HDXs/rAeY5cuMWIVeHMH/wI1d31ti5PlHFKdjZZv/6WFxRTUvKN\nax99FH1Qd/Tdu6OpUXxLYRpzjHwVuZqwC6EAaFQanms0kL7e/bBTyzFSFL57+qvy8PDg6tWrmM1m\nIiMjmTBhAgDHjx+nShFcxCsKj6ZqVSosXULWoEHWU9ZnzpC5fgOGHTtxe/stHAcNRKUueaf5LiSk\nM3PbCU5dvd1ddNPxTk8/HvOS7mJ5pVKpGNmxIdXd9XwYeooLNzIYvuIQHz8fSOMabrYuT5QxislE\n1q+/YggNw7BrF0ry/wTFRx5BH9QdXffu2NWsUez1nUw8yeKIBcRlxgFQz60+4wMnUM+tfrHXIsqP\newqNffv2ZcyYMdjb29OoUSNatWrFmjVrmDdvHpMnTy7qGkUhcHiiFVV+2EX6qlWkfbwAJTmZ5Dff\nImPDBusp6+bNbV0iYO0urj94kRU/5nUXez3iyWudG+Gkk2/OAno84klVNx1vbzrGzfRsRn3xJ7P6\nNaN1I/kCKx6OYjKR9dtv1qC4cxdKcnK+cfuAAOup56Du2NW0zZ38WTlGvj71NaHnt6OgoFFp6N9o\nAP28+0t3URS5e/oLe+211/Dx8SE2NpYePXqgVqupXbs2ixcvpn379kVcoigsKnt7XEaNwrFHT1Jm\nzsSwPQTTsb+40T0Yp8HP4/rmG6g9bLeCysUb6czcdpLIWOs3+qpuOt7p4UvLBmXjzm9ReFo2qMTn\n/3mMiesiuJGaxRsbjjKpmw/PPibzz4n7o+TkkHXwIIaQUAw7dv5LUPRHH3Q7KHradm3mUzcjWRSx\nkOsZ1wCo61qP8YETqO/uZdO6RPlxz19LOnXqRHx8PGfOnMHf3x9fX18qlZFpXMobTY3qVPh0GcZB\ng0iZOo2cmBgy1qzFELYD1ylv49i/f7GesjZbFDb+fpHP98eQnWMBIDiwJuO6NMJZJzc6iH/XsJor\nq25PyRMTn868sCiuJRl45Wlv1GqZkkfcnTUo/o4hNBTjjp1YkpLyjdv7N7d2FLt3x66W7ZfZy8ox\nsjZqDdvPfY+Cglqlpp93f/o3GoC9Wo6RovjcU2jMzMxkypQp7Ny5E7Vaze7du5k7dy7JycksXbqU\nCiX8hgrx73RtWuOwZzfpK1aStmAhllu3SJ40mYx1G3CfOxutn1+R13Ap0Tr/3okr1m/3lV0deLuH\nL080LD9LIYoHV8VNx+f/ack7m44Rfu4m6w5eJC7FwPTeTXGwl2lGRB4lJ4es3w9Z51HcuRPLrVv5\nxu2bN7NOj9O9G3a1S07HOurmKRZFLODa7e5iHdc6jAucQAP3hjauTJRH99ROmjdvHnFxcezcuRMH\nBwcAJk2aRFZWFnPmzCnSAkXRUmm1uLwyhio//4ju9tRJpogIbjzTneSp07D8z12ChcVsUVh/8CIv\nfnowNzAGBdRk/ZgnJTCK++Kks+Pj5wMJDrReY7YvMp5XvzpMcka2jSsTtqbk5JD1628kvfk2cYGP\ncnPAQDLXrcsNjPbNmuL6zttUPfgrVXaE4TJ6VIkJjFnmLFafXMVbv7zBtYxrqFVq+ns/x/x2iyQw\nCpu5p07jvn37WLp0KfXq1ct9zMvLi/fff59hw4YVWXGi+NjVrEnFFZ9j/OknkqdOx3zhAhmrv8QQ\nEorrlHdw7Ne30FbhuHzT2l08fvl2d9HldnfRW8KieDB2GjXv9PClhruez/fHcOJKMi+vCmf+84HU\nquhk6/JEMVLMZrQnTpD+zSaSdv+AJTEx37h906bW6XGCumNXt65tiixA9K1oFkUs4Gp6LAC1XGoz\nPnAiDT0kLArbuqfQmJ6ejrOz8z8eV6vV5OTkFHpRwnZ07dtTdd8e0j9fTtqixVgSE0meMJHMDRtw\nnz0b+yY+D/zaFovC5vDLLNt3hiyT9drFbs1rMP6ZxrjKJM3iIalUKl5q50V1Dz2ztp3kys1MXl4Z\nzrxBgTSt5W7r8kQRUsxmssP/wBAaSmbYDiokJpJ1x7i9r2/eXc93ND9KmmxzNuuj17Lt7FYsWFCj\npo93XwY2GoS9Ro6RwvbuKTS2bt2azz77jLlz5+Y+lpSUxLx583jyySeLrDhhGyoHB1zGvoa+dy9S\n3nsf467dZP/xJwldn8Fp6FBcX5+I2tX1vl7zys0MZn8fybFL1gvOK7k48GZwE9rINCmikHVtVoPK\nLjre2niU5EwTr375J+8+25QOTYp2GTdRvBSzmew//7Te9Ry2A8uNG/nGNT6NcerRA31QEHb1S25Q\n/NuZpNMsiljAlbQrAHg6ezL+kYl4ezSycWVC5FEpiqIU9EMJCQm8+uqrXLx4kbS0NGrXrk18fDz1\n69fn008/pWoRLr4OEBsbS8eOHdm3bx+e/8+UB0ajkcjISHx9fdHpdEVaU3li3LuP5OnTMV+6DIC6\nShXcpk1F37tXgaesLRaFLX9c5pO9ed3Frs2qM+GZxrg5aou89vJG9oE8F26kM3FtBNeTDahU8Frn\nRgxsVafQLrMQxU+xWPKC4o4dWOIT8o3b+fhg/0xXLjdsQOPOnUvFPmAym1gfvY6tZ7/N7S72atib\nQY0Ho9XIMVI8mKL6LLinTmOVKlXYtGkTv//+O+fPnycnJwcvLy+efPJJOQCXA7pOHana+knSPv2M\ntKVLsSQkkPTaWDLWrcN99izsGzf+1+ddvZXJrO9PcvSitbtYwVnLW8G+tG0s3UVR9OpVdmbl8Ja8\nvj6CqGupLN59mmtJBiY80xiNTMlTaigWC9mHD+cFxbj4fON2Po1vz6MYhH0DL4xGI+bISBtVe3/O\nJp1lUcQCLqddAqCmsyfjAifQuMK/H1OFsLX7mj6+VatWPProo/zdnDSZTABotfJtqKxT6XS4ThiP\nY5/eJE97l6x9+8g+FE5C5644Dx+Gy8QJqG9f92qxKHz35xU+2XsGQ7YZgM5NqzOpm3QXRfGq6OLA\nspdaMG3LcX49fYMtf1wmPsXAjL7N0Gtl9YySSrFYyD5yBENIGIaw0H8GxcaNcifctm9Y+m4OMZlN\nfHN6A1vObsaiWFCholeD3gzyGYyDxsHW5QlxV/d01IyKimLq1KlER0djsVhyH1cUBZVKRVRUVJEV\nKEoWuzp1qPT1lxh+2EPK9HcxX7lC+ufLyfz+e9ymTyOpTSfmbD/FkQvWKS08nLS8GdyE9j5FewmD\nEHej19rx4YAAFuyMZssfl/nl9A3GrP6T/w4KpKKLfECXFNagGIEhNBRDaBiWuLh843be3rk3s9h7\ne9uoyod3LjmGhRHzuZRq7S7WcKrBuMAJ+FRsYuPKhCjYPYXGKVOm4OTkxKJFi3C9zxsgRNmk7/w0\nDm1ak770E9KWfUpOXAIblmxhzWENxtsrFHTyq8br3Xxwd5LuorAtjVrFpG6NqeGhZ8kPp4m6lsrw\nleHMHxxIvcr/nBlCFA9FUTBFHCUzJARjaBjm69fzjds1bJgXFBuV7htCTBYTm05vZPOZTbndxR5e\nPRns8wIOdiX/2ksh4B5DY0xMDNu3b6duCZ3TStiGWq/HdfLrpHbtwayvD/KXY3UAXA2pjHW5Qbdu\nrVFLYBQlhEqlYtATdanmruP9b09wPdnAiJXhfDgwgMC6sqpVcVEUBdPRYxhCQjCEhmG+di3fuJ2X\nF/oewdbpcRo1KhPXzZ9PPsfCiAVcTL0AQHWnGowLHE+Tir42rkyI+3NPobFBgwZcvXpVQqPIR1EU\nvj8Sy+Ldl8m8HRifuH6S4ftW4mZMJ+H7L3F771103buViQO/KBs6NKlGZRcdk9dHkJxpYuzXh5na\ny4+uzWrYurQyS1EUTMeOWW9mCQ3DfPVqvnG7+vWtHcXgIOwaNy4zx4scSw6bz2xi0+mNmBUzKlQE\n1e/Bi01elO6iKJXuGhp//fXX3H936NCBt956i1GjRuHp6YlGk39N19atWxddhaJEiks2MGd7JH+c\nuwmAm6M9k7s3oUP9NqQtziH9s88xX7/OrZGjcGjXFreZM7H3qm/jqoWwalrLnRXDWzJhbQSxtzJ5\n79sTXE8yMLRt/TITWGxNURRMf/2VFxRjY/ONa+rVwzE4CH1wMHY+ZSco/u1CynkWRizgQsp5AKo5\nVmNs4AT8KvnZuDIhHtxdQ+Pw4cP/8djMmTP/8ZjcCFO+KIrC9oirLNodTWaW9c7op5pUZXJ3Hyo4\nW28qcHvrTRz79iVl2jSyDvxC1s8HSOjYCedRI3EZ+xpqR0db/gpCAFCrohMrh7dk8oajnLiSzOf7\nY7iebOCNoCbYadS2Lq9UUhQF0/HjGELDMISEYr5yJd+4pm5d9MFBOAYHY9fEp8wFRbB2F7ec2cw3\npzdgVqzHyKD6wbzYZCg66S6KUu6uoTE6Oro46xClQEKKkTnbT3IoxtpddNXbM7m7D538qv3j4G/f\nwIuK69dhDNtB8rvvYYmLI33JUgzfbcXt/XfRde1aJj8wROni7qRlyZBHmbn1BPsi49kecZWEVCOz\n+/njpJMpee6FoiiYTp60dhRDQjFfvpxvXFO3jnV6nOBg7H2blOn9/mLKRRZFzOdcyjkAqjpWZWzA\neJpWbmbjyoQoHPd8VNy9ezdarZannnoKgGnTptGuXTs6depUZMWJkkFRFMKOXWPBzmgysqxrjbdr\nXIU3gpr8v1OWqFQq9EHdcXiqPWkLF5G+fAXmq1e5NXwEDh2ewn3G+yV6HVhRPujsNczs25xq7mdY\n99tFDsXcZOQX4cx//hGquEln6N8oioIpMvJ2UAzJXS3qb5o6tdEHW29msffzK9NBEcBsMfPt2c1s\njN5AjmI9RnarF8QQ36Ho7fQ2rk6IwnNPoXH16tUsXryY6dOn5z7m6urKm2++yeTJkxkwYECRFShs\nKyHVyAfbIzl4NhEAV70dk7r50Llp9Xv+IFA7OeE25R0c+/cj+Z2pZB88SNb+H4n/9TdcxozG5dVX\nUOnlwCpsR61W8VrnRlR31zN/RxQx8ekMW3mI+c8/QsNqLrYur0SwBsVTeXc9X7yYb1xTuzb6oO7o\ng4Owb9q0zAfFv11OvcTCiAXEJJ8FoIq+Cq8Fjqd55eY2rkyIwndPoXHNmjUsWLCA9u3b5z42efJk\nAnNXc8YAACAASURBVAIC+PDDDyU0lkGKorDjL2t3Md1o/ebculFl3gr2pdIDTohs37AhlTZtxLB9\nOynvz8ASn0DawkVkfvsdbjPeR9/56cL8FYS4b30fq001Nx1TNx/nRmoWI78IZ25/f1o2qGTr0mxC\nURRyTkWR+XdQvHAh37imVq28oNisWbkJimDtLn4X8y0boteRY7EeI7vW7cZQ35dwtJfrtv+PvfsO\na+ps+Dj+SwIkYe/pBgcERUBFBYuK1dZVra3aaoejlu6ndjxt3VW7tNa+3Wprnw5bWzussyo4AMWF\niyGI4gLC3pCEjPePIBqsDSohjN/nut7rfeRAcsd6ki/3Oec+1DY1KhpLSkrQqVOnm77u5+eH/Pz8\nf/gJas0KyhV4b0sqEjIKAAB2EgvMHe2P+/o0fnbxVgQCAawfeACS4cNRseojVH79DTRXrqB4xkxI\nRoyAw9IlsPiHf2tEzSWipzu+nNkfr/yYhKJKFeb+mIQ3xgVgXEgHcw+tWeh0OqjTzurvzLJlK9QX\nLhhsF/n41C+PYxkU1K5C8ZrL5ZfxcdJHOFeaAQBwk7rhheCX0Nc92MwjIzKtRkVjUFAQvv76a7z9\n9tv1y+3odDp89913CAjgrY/aCp1Oh52nc7Fqexoq6mYXw3u44Y1xAXCzb9pzu4R2dnBYtBDWUyaj\ndN58qBIPQ7FnDxTxcbB7/nnYPRMNgYTnk5F59PJ2wLqnBmLuD8eRVVCF5ZtTkF1Sg6eH+7XJSNLp\ndFCfPVt/1bP6/HmD7SJv7+uh2Ldvm/w7aAyNToM/M//AhrQfUKutBQCM6nIfZshmcXaR2oVGReMb\nb7yBJ598EvHx8fD39wcApKenQ6VSYc2aNSYdIDWPogol3tuSgrh0/eyircQCL9/fC6ODvE36AWHZ\nqxdcN/2Kmt//QNnSZdAWFKBi5Yeo3rQJjkuXQjJ8mMmem+jfeDlKsWZWGN7YeBLHs4rx7YELyC2t\nwbwHAmFl0TaW5KlNT6+/6lmdmWmwTeTtrT/0PHYsLEOC220oXnO14go+TlqN9BL9yiKuUje8EPwi\ngt1DzDwyoubTqGjs1asXduzYge3bt+P8+fOwtLREZGQkxo0bB1tb3re1NdPpdNh1Jhcfbj+L8hr9\nb86DurvizfEyuDfx7OKtCAQCWE96EJJ7R6B85SpUrV8PzcVLKHrscUjuGwWHJYth0aF9HBqklsVO\naonV00Pxzl8p2HEqB3+fztWfvjE1GPZSS3MP747UZmTUL7itzsgw2Cby8oKkLhStQoIhELaNOL4b\nGp0Gf2X+iR/Svq+fXby380jMDJwNG0sbM4+OqHk1KhonT56MZcuWYdq0aaYeDzWjokolPtiSiv1n\n9eel2ogt8J/7emJssI9ZZhWE9vZwfHsxbK4dsj56FIqdf0O5bz/sXnoRtk/PgUB8ZxfhEN0pSwsh\nFk4MhJejBN/sv4CkiyWY87V+SR5vp9Zx1X/tuXN1h563QJ1uGIpCT09Ix+gvZrEKDWEo3iC7Mhsf\nJ63C2WL97KKLxAXPB7+IUI9+Zh4ZkXk0KhqvXr0KCwsudNtW6HQ67EmWY+X2NJRV639zHujngjfH\ny+DhYP4PQUtZAFx/34TqTb+hfNlyaIuKUP7+B6j65Vc4Ll8KSWSkuYdI7YxAIMCc4d3h5SjFe1tS\ncbGgCrPXJeLDR0Pg7+Ng7uH9o9rMzLoZxa1Qn0032Cb0cK9bcHssrEJDGYoNaHQabD3/F75P/Q4q\nrQoAENXpXswKnA1bKx5do/arUSU4depUPPfcc5gyZQo6dOgASYMLFHjv6dajuFKJFdvSsDc1DwBg\nLRbhpVG9MD7EPLOLtyIQCmEz+WFIR41E+QcrUPXd99BkZaHo0emQjB4Nh8WLYOHjbe5hUjszLqQD\n3B0keHPjSRRXqvDM+qNY+nAfDOnpbu6hAQBqM8/rr3reuhXqNMO7egk93K/PKPbrx1C8hZzKbHyc\ntBppxakAAGeJC57v+wL6efY388iIzK9R0fj5558DAN57772btvHe061HTIocK7amorRudrF/NxfM\ne0AGT0fzzy7eitDBAY7Ll8F66hSUvjUftUlJUGzfDuXevbB7+T+wfWo2BFZW5h4mtSNhvq5YMysM\nc39IQn65Av/96QTm3u+Ph8LMs1RU7fkLUGzdiuotW6Fu8F4sdHeHdMxoSMeOgVX//hDUrX5BN9Pq\ntNh6YQu+S/0fVBolAGBYxyg81fsp2FpxgXcioJHRyPtQt24lVSqs3JaKmJS62UUrEV4c1RMPhHZo\nUbOL/8aqd2+4bf4D1b/8gvLl70JbXIzyd95F9S+/wmHZUkiGcLabmo+fhx3WPRWGV35Mwjl5BVZu\nT0NOaQ2ev7cHhELT71PqC1l1M4rbUJuSYrBN6OZ2PRQHDGAoNkJOZQ7+78RqpBbp/y6dxE54ru8L\nGOAVZuaREbUsjT5RUaVSQS6XQ6PRANCfF6dSqZCSkoJJkyaZbIB0d2JT5VixNQ0lVfrzcvp1c8Zb\n4wNbzQn8NxIIhbCZOhXSUaP05zj+8CPUmZkomvoIpOPHwWHhAoi8vMw9TGon3O0l+HLmAMz75RQS\nMwux4eBF5JbWYNGDvSGxbPpQU2dl6S9m2boNtcnJBtuErq6Qjr4f0nHjYBXGUGwsrU6L7Re24n+p\n30JZN7s4tMMwPNXnadhxdpHoJo2Kxp07d2LhwoWoqKgAoA/GazNUHh4ejMYWqLRKhZXb07AnWQ4A\nkFqJ8MLInpjYr/XMLt6K0MkJju+9W3fIeh5qT51GzV9boIiJhd3cl2E7ayYElq1zORRqXWzEFlj5\naDBWbEvD5uNXsTc1D4UVSnzwSDCcbO7+tAn1pUv1C27XnjljsE3o4nI9FAeGMRRvk7wqF/+X9DGS\ni/R/r45iRzzb93kM9Bpk5pERtVyNisbVq1fjvvvuw6xZszB58mSsXbsWJSUlWLJkCV544QVTj5Fu\n0760PLy/JbV+djG0qzPmPSCDt1PbumOBVd++cNvyF6p/+hll774HXWkpypcuQ/XGX+C4fBnEg/nm\nT6ZnIRLijXEB8HaU4ouYczhzpRRPrUvEqumh6ORy++v4qS9frl8ep/Z0g1B0doZk9GhYjxurD0Wu\nanHbtDotdmZtx7cp66HQKAAAkR2G4qk+T8Peyt7MoyNq2Rq95M5XX32Fzp07IyAgAAUFBYiKisKi\nRYvw4YcfYuLEiaYeJzVCWbUKH24/i11ncgEAEksRnr+3Bx7s37FZzrMyB4FIBJvp0yAZfT/K330P\n1Rt+gjojA4UPT4b0wYlwmD8PIg8Pcw+T2jiBQIAn7ukGT0cJlv2ZjKvFNXhq3WF88Egwgjo5Gf15\n9ZUr10Px1GmDbUInJ0hGj4Z03FiIBw1kKN6FvKo8/N+J1ThTqP87dhA74tmg5zDIe7CZR0bUOjTq\n3cfGxgZqtf5exF27dkV6ejqioqLQvXt3XLlyxaQDpMY5cDYf721JQXGlfnYxuLMT5k0IRAfntjW7\neCsiZ2c4rfgANlOnonTefNSeOYOa3/+AYtdu2L/6CmxmPMkPWzK5UX284W4vwX9/PoGy6lq88L9j\nWPRgb0TJPG/6XvXVq9cvZjlx0mCbPhTvh3TsGIgHD+a/3buk0+mw8+IOfJvyDWrUNQCAIT734Ok+\n0bAXt8x1Nolaoka9Ew0ePBjvv/8+Fi9ejJCQEHz55ZeYNGkSdu7cCScn479FX7N9+3Z88sknkMvl\n8Pb2xssvv4wRI0bc8eBJP7v40Y6z2HlaP7sothTiuRE98NCATm12dvHfWIWGwG3bFlR9/wPKP1gB\nXVkZyhYvQdXGjXB8ZznEAwaYe4jUxgV3ccaaWWF4+Yck/b2qfzmF3HtrMC28CzQ5OfW38Ks9ccLg\n5wSOjpDef59+RnHwYJ6X20Tyq/PxyYmPcapAH+YOVg6IDnoW4T5ccYHodjUqGt966y28/vrriI2N\nxdSpU/HLL78gMjISFhYWWLJkSaOeKCsrC2+99Ra++eYbhISE4ODBg5gzZw4OHDgAZ2fnu3oR7VV8\nej7e25KKwgr9VX9BnRwxf0IgOt7BeVRtiUAkgu2TT0A6dox+WZ6Nv0CddhaFEydB+tBDcJj/FkRu\nbuYeJrVhXdxsse6pMLy2IQmp2eX4dHcGzm/4HTP++j+IdNr67xM4OkB6X10ohoczFJuQTqfD3xd3\n4pvkdfWzi+HeEYgOehYOnF0kuiONikY3NzesX7++/s/fffcdMjMzYWdnB49Gni/WtWtXJCQkwMbG\nBlVVVcjPz4eNjQ2suDDzbauoqcVHO89i+8kcAPrZxWeiumNyWOd2Obt4KyJXVzit+hDWj0xF2Vvz\nUZuaippNm6DYtQv2r78Gm8em87AfmYQmJxfibduwZPtOfODQD0e7BGOHWyDy730Oc4/9DOd7h10P\nRb4HNrkydSneObYUp4pOAQDsrOzxTNCziPAZYuaREbVujf7ELCoqwq+//oqsrCy8/vrryMjIgJ+f\nX6OjEdCfG3nlyhWMHDkSOp0Oixcvhq1t09/HU6lUNvljthSJmUVYuSMDhXXnLgb62OO/Y3qio4s1\nVKq2+7rvSu/esPvjNyh+3ICaVR9BV16OsvkLULlhA2yWLIFlSLC5R9hkrv3bb8v7QEulkcuh2rET\nqu07oE5KAgAIAbwmOIL/DXkM23rcg+OdgrC432C8N6U3pLZiKLVaQKEw78DbCJ1Oh6zyLMRnx2G3\n/G8odfp9YIBHGGYHzIGj2BEK/l1TO2GqzwCBTqfTGfum1NRUPPHEE/D19UVycjJ27NiBNWvW4K+/\n/sKXX36JQYMav7SJWq2GTqfDsWPH8Oyzz+Lzzz83+vNXr15FVFQUYmJi0KFDh1t+X3V1dZu9pWF1\nrRa/JVch8Yr+H4KlEBjnb4Nh3SQQtvJ1F5uTsKQEdt/+D9K9++q/Vj0iChVPPA6dAw9Z0e0RFhVD\ncvAgJPEJsGrw3qO1sYYyLAyK8HAo+wYh9rIav6dUQQfASSrEs2H28LbnTPfd0Ol0kNfKkVqdjJSa\nFJSoi+u3SYVSjHYaC5k0sNWvTUt0p/z9/WFt3XQXxDbqHevdd9/F448/jhdeeAHBwfpZmaVLl8LB\nwQErV67Eb7/91vgnrDscOGjQIIwcORIxMTG3FZ3/RigUAgD8/PwgFoub5DFbgsPni7FibzoKK/Sz\niwHednhjbC90cmkfV0Y3uYgI1B45gqpFS6DJyID1nhjYHDkK61fnQjx1aqteJFmpVCIzM7PN7QMt\niTYvD8qdf0O1YwfUx44DN/zeLbC1hdW998Jq9H2wDA+H4Ib/BrK+QN+ehVj6VxpKarRYfagCyybJ\nENy58RcTkj4UL1VcwiF5Ag7JD0JeLTfY7ipxQw/Lnnik96PwsOdyW9Q+XfssuNZFTaVR0ZiSkoJl\ny5bd9PUpU6bghx9+aNQT7d+/H+vXr8e3335b/7Xa2lrY2TX9rZrEYjEkEkmTP25zq1TU4uO/07El\nKRsAYGUhxNPD/TB1UBeIeO7iXZHccw9sd+1E1fpvUf7hKujKy1G1cDFUm36D4zvLYRXcug9Zt5V9\noKXQ5OejZvt21GzZCtXhIzeFomTkSEjHjYUk8h6DUGzo3qAO8HKxxWsbTqCkSoXXNp7BvAcCcX+Q\nd3O8jFZLp9PhYvlFJGTHIT47DjlVOQbb3aXuCPeJQITPEHSQdERqaio87D24DxA1sUZFo4ODA3Jy\nctC5c2eDr6ekpDT6yueAgAAkJyfjzz//xPjx4xEXF4f9+/fjl19+uf1RtwOHMwvxzl8pyCvTn4MT\n4OOABRMD0dWt6c8Bba8ElpawnfMUpOPHoWzZctT88SdqT59BwbgHYP3oI7B/4w2InDkL1F7pQ3EH\narZuhSrxsGEo2thAMqouFO+5B4LbiJPADo5YOzsMc384jstF1Vjy+xnkltRgRmQ3Hka9gU6nw6Xy\nS4jPjkNCTjyyK68abHeVuiGiLhS7O/ao/7vjeYtEptOoaHzkkUewcOFCvPrqqwCA9PR0HDhwAJ98\n8glmzJjRqCdyc3PDl19+iXfeeQdvv/02unTpgs8++wy+vr53Pvo2qEqhxv/tSsfm4/o3SEuRAE8N\n88Ojg7vAQtS008ykJ/L0hPOnn0D5yCMonTcf6nPnUP3jBtRs2w6Ht96E9SNTIWjiKX5qmTQFBfpQ\n3LIVqsOHAe0Ny+PY2EAy8t66GcXI2wrFhjo4W2Pt7DC8/tMJnLpcijV7M5FTWoM3xgW0+/38cl0o\nxmfH4eo/hGK4dwTCfSLQ06knI5uomTXqQhgA+PHHH7Fu3Trk5uoXkXZ1dcXs2bPxxBNPmHzHbeyF\nMAqFAikpKZDJZK3ysMSR80V4Z3My5PWzi/ZYMKE3urpzdrG56FQqVH7zDSo+/Ai66moAgGVwX/0h\n6z59zDw641r7PmAOmsJCKLbvQPWWrVAlJhqGorW1PhTHjoFk6FAIpNImfW5lrQZL/0zGnmT9eXn9\nu7ng3SlBsJW0r/Ua9aEYj4ScOFypMLzLmKvUtT4Uezj1hFDw71HNfYDIdPtBoy/dmzZtGqZNm4bq\n6mpotVqTLJXTXlUp1fh0Vwb+OKZ/s7QQCfDUUD9MC+fsYnMTWFnBLjoa1uMfQNnbb6Nmy1bUnjiJ\ngtFjYfPYdNi//hqEt3EXJGqZNEVFUGzfgZqt26A8ePDmULx3BKRjx0IyrOlD8UZiSxHentQHXo5S\nfB+fhaMXivD0N0ewaloIPBxM97wtwZWKy4jPjkd8dhyuVFw22OYiccFg7whE+ESgp3Mvo6FIRM2j\n0dEYGxuL3r17w83NDRs3bsT27dsRGBiIl156iQt034XjWUVY9mcKckv1dyzo5W2PBRMC4evR9BcI\nUeOJvL3g/OUXUDz6KMrmL4D6/HlUffc9arZug/28N2E9eTIPWbcymuJiKHbsRM2WrfpQ1Gjqtwmk\nUkhGREE6bhzEw4dBaMJQbEgoFOC5e3vA21GKFdtScT6vErPXHsaH00LQw8u+2cbRHK5WXKk/R/FS\n+SWDbc4SF4R7hyPcZwh6MRSJWqRGReNnn32GdevWYf369cjKysKSJUvw8MMPY9++faiursaiRYtM\nPc42p1qpxme7M/Db0euzizMjffF4RFfOLrYgknuGQLz7b1SuXYeK1R9DW1yM0ldeQ/WGn+HwznJY\nBcrMPUT6F5riEih27kTNli1QJjQIRYkEkhEj9HdmiRrerKH4Tyb27wgPBwnm/XoKBRVKRH9zBMsn\nB2FQ99Z9y8urFVdvCMWLBtucJc4Y7B2OCJ8h6OXsz1AkauEaFY2bNm3C6tWr0bdvX8yfPx+hoaFY\nsmQJTp8+jTlz5jAab1PSxWIs+zMZOSX62cUeXnZYMKE3untydrElEojFsHv+OUgnTkDZ4reh2L4d\nquPHUXD/aNg8+QTsX30FQi4M3mJoikug+PtvfSjGJ9wUiuKoKFhfC8UmXPS2KQzu4YYvZgzAqxuS\nUFihxKsbTuC1Mf6Y0K+juYd2W7Irs+uWx4nHxfIsg21OYqf6UPR3CWAoErUijYrG4uJi9OjRAwCw\nb9+++iumHRwcoFKpTDe6NqZGpcbne87h18P683dEQgFmRnbDE0O6cXaxFbDw8YHL2q+g2LsXpfMX\nQnPxIqq+WY+av7bAYf48SB+axKs5zURbUoKav//WH3qOTwDU6usbJWJIhkfpL2YZEQWhjY35BtoI\nvbztsW52GOb+mIQL+ZV4b0sqcktr8PTw7i363vI5ldn6i1my45DVIBQdxY715yj6uwRAJGi9C+gT\ntWeNikZfX1/8+uuvcHFxQWFhIaKioqBQKLB27VrIZDw81xgnL5Vg2Z9ncLVYP7vY3dMOCyYEtrlz\nltoDybBh8Ijdg4ovvkTFJ59AW1iIkv+8jKoNG+C4fDksA/zNPcR2QVtaej0U4+JvDsVhw/TL44wY\n0eJDsSFPRynWzBqANzaexLELxfhfXBZyS2swf0JvWFm0nF8wcypzkJCjv5glq+yCwTYHsaP+HEXv\nCAS4yhiKRG1Ao6LxzTffxPPPP4+ysjI8/fTT6NKlC5YsWYL9+/djzZo1ph5jq6ZQafBFTAZ+OXwZ\nOp1+dvHJe7rhySHdYNmC3vzp9gjEYtj/5yVYT3oQZYsWQ/H3LqiOHEX+fffDZsaT+kPWJrjbUXun\nLStDzd+76kIxDqitvb5RLIZk2NDrodjKV3iwlVjio2mheHdLCrafzMGuM3IUlCvx3tS+cLA238WH\nuVW59YeeL5SdN9jmYOWAQd7hiPCJgMw1kKFI1MwKyhXYm5qHhPR8PB7Y9I3R6HUatVotKioq4FB3\n7lZhYSEcHR3r7yVtSq11nUb97GIyrhbr1/vz9bDFwom90ZOzi22OYk8MShcuhOaS/tQDobs7HBbO\nh3TChGY9ZN3S9oGmoC0rg2LXblRv2QrlgQOGoWhlZRiKbTDUdTodvt53Huv26QOts6sNVk0LgY9z\n852PKa/KRUJ2PBJy4pFZmmmwzd7KHoPrrnoOdAmESGjeUGyL+wDRvymsUGJvqhwxKXk4dbmk/uZV\nn413Nd86jUKhsD4YAf3i3vTPFLUafBVzDj8nXqqfXXxiSFfMuMeXs4ttlGREFDzCB+sPWX/6GbT5\n+Sh5/kVU/bgBjsuXwbJnT3MPsVXRlpdDsWs3arZshWL//ptDcWgkpOPGQXJv2wzFGwkEAswe5gcv\nJyne2ZyCS4VVmL3uMFY+GgxZB0eTPa+8So6EnHgkZMcjs/ScwTY7K3sM9h6MCJ8hCHTpbfZQJGpv\niiqU2Juah5gUOU7eEIoAYG0lwmA/FwDaW/78nTL9NGE7c+ZKKZb+cQaXi/Szi93cbbFwYiB6efPq\n2rZOIJXCfu7LsH5wIkoXLIIyNhaqQ4nIH3kfbGfNhN3cl1v9IVNT0lZU1IXiFij2HwBuvMjOygqS\nyHuuh6J9+5utH9PXB+72Erzx80mUVKnw7LdHsfShINzTy73JniO/Or/+0PO50gyDbXZW9hjkNQgR\nPkPQ27UPQ5GomRVV3hCKl24OxYie7oiSeSDMzxXQ1CIlJaXJx8BobCKKWg3Wxmbip0MXodUBQgHw\nWEQ3zBrq26JOXCfTs+jSBS7ffQvF7t0oW7AImqtXUfnVGlRv3gyHhQshHT+OV1nX0VZUQLF7z/VQ\nVCqvb7S0hCQyUn/V88h7uawR9LcZXDNrAOb+mIS8MgX++/MJ/Oe+XpgysPMdP6Y+FPW38MsoaRCK\nlnYY5D0Y4T4R6O3aBxZCfmQQNafiSiX2peUjJkWOExeLob0hFKVWIkT0cENUoCcG+rlCYnn9FzmF\npvYfHu3u8R2gCSRfKcXSP5NxqbAKANDVzQYLJvZGgA8/5NorgUAA6ciREA8ZgspPPkXFF19CK89D\nybPPoXrDT3BYvhSWfn7mHqZZaCsrodi9GzVbt0Gxd99NoSgeMgTScWMhHTWSofgPfD3ssG52GF7Z\nkISM3Ap8tOMscktq8MKonhA1ckmegup8JOQkID47Dhkl6QbbbC1t9aHoHYE+bkEMRaJmVlKlwr66\nGcWkBqEosRQhoqcbomSeGNTdMBSbQ6PfDcrKyrB582acP38eVlZW8PX1xYQJE9r1icbKWg3W7s3E\nhoPXZxenhXfF7KG+EDfzf0hqmYRSKexffw3WDz2E0gULoNy3H8r4eOSPGAnbOU/B7j8vtbgFpk1B\nW1UFxZ49+nMUY/cahqKFBcT3DIF0bF0oOpruPL22ws1egi9nDMD8X0/h4LlC/Jx4CbllNVjyYB9I\nrP75vaegugAHc/QXs5wtPmuwzdbSFmFegxDhE4Egt74MRaJmVlKlwv60POxJkSMp6+ZQDO/hhqhA\nDwz2c7vlPt4cGvXOkJycjCeeeAJOTk7w9/eHVqvFnj178Omnn2LdunXo1auXqcfZ4qRml+HtP87g\nYoF+drGzqw0WTAxEoAlPTKfWy6JbV7j88D0UO3aibNFiaHJyUPnZ56j54084LF4Eyej729wha30o\nxqBm61YoYmMBRYNQHBKhn1EcORJCJyfzDbSVshZb4INHgvHh9jT8cewq9qfl47n/HcWKR4LhbCsG\nABTWFNZf9Xy2OM3g520sbDDQW3+OYh+3IFgKLc3xMojardIqFfal5SEmJQ9JF4uhuaEUxZZC/aHn\nuhlFqVXL+EWuUaOYP38+HnzwQbz11lv1H2wajQaLFy/GokWLsHHjRpMOsiVRqbX4el8mvo/Pqp9d\nfGRwF8wZ5sfZRfpXAoEA0tH3Qzw0EhUf/x8qv1oDTU4Oiuc8DXHkPXBYuhSWvt3MPcy7oq2u1ofi\nlq1QxsZCp1Bc3ygSXQ/FUaMYik3AQiTE62MD4O1kjc92ZyDlahlmr9+DCZHVSCk9grTiVIPvt7Gw\nQZjXQET4DEGQe1+GIlEzK6tW1Z+jeDzr5lAM7+6G4TJPhPdoOaF4o0aN6MKFC1i9erXBTIhIJMKM\nGTMwYcIEkw2upUnLLsPSP5NxIb8SANDJxRoLJvZG746cXaTGE1pbw+HNN2D98MMom78Ayrg4KPcf\nQP6Ie2H79BzYvfQihFKpuYfZaNrqaihjYvXnKO7Zc3MoRoRDOnYsJPeNgsjZ2XwDbaMEAgFGh9oj\nDwWIubQfapscbLrh5izWFtb1h577ugXDUsRQJGpOZdUq7E/LR2yqHEcvNAhFCyEGdXdFVKAnwru7\nwVrc8kLxRo0aXf/+/REbG4uZM2cafP3gwYMICgoyycBaEpVai2/2n8f38VnQaHUQCIBHBnXBnOF+\nzX4SKrUdln6+cPnpRyi2bkPp4iXQyuWo/ORT1Pz+BxzeXgzJqFEt9pC1tqamLhS3QrEnBrqamusb\nRSKIBw/WL7h9/30MRRMpVhTjYN3FLGlFqdBBB8u6uyVqNVZQl/viwYAozOg3gqFI1MzKa2px4Gw+\n9iTLcfRCkUEoWtWF4giZJ8J7tPxQvNEtR7pq1ar6/+3u7o6VK1fiyJEjCAoKgkgkwtmzZ7FrUHGa\n+AAAIABJREFU1y5Mnz69WQZqLmdzyrH0jzM4Xze72NHFGvMnBCKoEw+t0d0TCASQjhsL8fBhqPho\nNSrXroMmOxvFs56CePhwOC5dAosuXcw9TACArqYGir379Mvj7N5jGIpCoWEouriYb6BtWImiGAdz\nDiI+Ow6pRSnQ4foHkdRCijDPgehh1x/f7NSgsLgW31wEJKoreCyia4v9BYSorbgWijEpchw5/w+h\n6Fc3o9jDDTatKBRvdMtRnzhxwuDPoaGhqKqqwsGDB+u/FhwcjNTU1IY/2ibUqrX49sAFfBt3oX52\nccrAzoge3t2sVy5R2yS0sYHD/HmwnvwwSt+aD9WhQ1DGxiIvIQF2zz4Du+eehcAMh6x1NTVQ7Nun\nv+p59x7oqqtvGLQQ4kGDroci7xJlEiWKEhzKSUBCTjySC5NvCsUBnmEI94lAiHsorET6e1IP9lHi\ntZ9OIOVqGT7fcw65pQq8MroXLERcM5aoKVXU1OJAej5ikuU4cqEIas31/dNSJMCg7m6Iknkgooc7\nbCStMxRvdMtX8P333zfnOFqUjNxyLP0zGefkFQCADs5SzJ/QG307c3aRTMuyRw+4/roRNZs3o+zt\npdDm5aPio9Wo/u13OLy9BNJ7R5h8DDqFwjAUq6qubxQKYTVwIKyvhaKbm8nH0x6VKktxqG5GMaUw\nGdobbgcmEUkwwCsMEd5DEOwRArFIfNPPO9uK8dkT/bHo99PYn5aPP45dQV5ZDZY9HNSqDoURtUSV\nimszink4fL7wplAc6OeK4TJPDOnpBltJ2zo1pNHvHufOncN3332HixcvYuXKldi9eze6du2K8PBw\nU46vWak1+tnF9Qcu1E8rTw7rhGdGdG+RVzFR2yQQCGA9YQIkUVGoWPURKr/+BprLl1H85AxI7h0B\nh7eXwKJTpyZ9Tp1CAcX+/ddDsbLyxgHBauBASMeOgXT0/RC5N91t6+i6MmVZfSgmF565KRT7ew5A\nhM8QhHiE/mMoNiSxEuGdyX3xyd/p+DnxEg6eK0T0+iP48NEQuNm33/V1ie5EpaIWcekFiEmR43Bm\nIWpvCEULkQBhvq4YEdg2Q/FGjSqhQ4cOITo6GiNGjMDJkyehUqmQn5+Pd999FytWrMDo0aNNPU6T\nOycvx9I/kpFRN7vo4yTFvAmBCOnCk/jJPIR2dnBYtFB/yHrefKgOH4Fi9x4o4uJg9/zzsHsmGoK7\nWFxfp1TWheI2KHbtujkUwwbol8cZPZqhaCJlyjIcyj2IhOw4nCkwDEWxSFx/6DnUPRRii9v/by0S\nCvCf+3vBy0mK1TvPIiO3ArPXHcaqaSHw9bBrypdC1OZUKdSIy9Afek68RShGyTwwpKc77KRtNxRv\n1KhoXLVqFV577TVMnz4dwcHBAIC5c+fC2dkZn332WauORrVGi+/isvDNgfP1U8wPDeiE5+7l7CK1\nDJb+/nD9bRNqfv8DZUuXQVtQgIqVH6J60yY4Ll0KyfBhjX4snVIJxYE4/Yzirl3QVVRc3ygQwGpA\nf0jHjdPPKHp4mODVULmyDIdyDyE+Ow5nCk9DqzMMxf6eAxDuHYF+Hv3uKBT/yZSBneHpIMHC304j\nr0yBOV8fwXtT+6J/N16wRHSjKqUa8en6Q8+JmYVQqa/vnyKhAGG+LogK9MQ97SgUb9SoKjp37hwi\nIyNv+npUVJTBVdatzfm8Crz9RzLSc8sBAF6OUsyfIENoV76RUssiEAhgPelBSEZEofzDVaha/y00\nFy+h6LHHIbn/PjgsXgSLDh3+8Wd1KhWUB+JQfS0Uy8sNthuEoqdnc7ycdqdcVY7EnENIyInHqYKT\nBqFoJRKjn0c/RPgMQT+P/pA0USg2FOnvgc+f7I9XN5xASZUK//n+ON56QIYxfX1M8nxErUWVUo2E\njALEJMtx6B9CcYCvC6Jknrinlzvs22Eo3qhR0ejh4YH09HR07NjR4OuJiYnw8vIyycBMSa3R4vv4\nLHy9//rs4oP9O+L5e3vwJHFq0YQODnB8ewlspkxB6VvzoDp2DIodO6Hcuw92L70IiyceB6APRUXC\nQdRs2YKav/8hFPv3rzv0fD9ErXAfbg0qVBVIrJtRvCkUhVbo59nf5KHYkKyDI9bNDsPcH5NwqbAK\nS/9IRm5JDWYN9eWSPNSuVNeF4p4UORLPFULZIBT7d3OpP0fRwdrKjCNtWRpVSHPmzMGCBQtw+fJl\naLVaHDhwANnZ2diwYQPmzZtn6jE2qQv5lVj6xxmk5eg/RD0dJZj3QCAP01CrYikLgOsfv6H6100o\nX/4OtEVFKH//Awh/+RUOXbug5Njxm0OxXz/9xSxjxkDkzVA0hUpVBRJzE+tDUaPT1G+zEloh9NqM\nomd/SC3Mc9cfH2drrJk1AG/8fBInLpVg3b7zyCmtwZvjZLC04JI81HZVK9VIOFeA2JQ8HMwo+IdQ\ndMbwAE9E+rszFG+hUdE4adIkuLq6Yu3atZBKpVi9ejV8fX2xcuVKjBhh+iVAmoJao8WGgxexdm9m\n/cmsE/t1wPMje7baRTapfRMIhbCZMhnSUSNRvmIlqr77HtqsLEizsupX8rMMCdEvjzNmDCx8vM06\n3raqUlWBw7mJiM+Jx8n8EwahaCm0vB6KHv1hbWltxpFe52BthY8f74dlf57BrjNybD+Zg/wyBd6d\n0rddnqdFbVeNSo2D5woRkyxHwrkCKGsNQzG0qzOiZJ6I7OUORxuGojG3rKXz58/D19e3/s+RkZH/\neF5ja5BVUImlfyQjNbsMAODhIMFbD8gQ5svFiKn1Ezo6wnH5MlhPnYLSD1agSp4HxwkPwG7CA7Dw\n4flqplCpqsRheSISsuNwMv8k1Dp1/bZroRjuHYH+ngNaTCg2ZGUhxOIH+8DLUYr/xWXhWFYxnv7m\nCFZNC4GnY+u59zlRQwqVBgfP6ZfHScgohKL2+i9yIqEAIV2cESXzwFB/D4bibbplNI4ZMwaurq4I\nCwur/7/OnTs359jumkarq59dvHZi6/gQH7w0qlebWJmd6EZWvXvDfu0aXElJgZdMBou7WI6HblZV\nW6WfUcyOw8n8EwahaCG0QIh7KCJ8hmCAZ1iLDcWGhEIBnhnRA16OUqzYloYL+ZWYtTYRH04LRS9v\ne3MPj6jRFCoNDmYWICY5DwkZBQahKBQAIV2dMULmiUh/DzgxFO/YLctp8+bNOHHiBE6cOIF169Zh\n4cKF8PDwMIjIDre4WrMluFhQiWV/JiP5qn520d1eP7s40I+zi0TUOFW1VTiSexgJOXFIyk+CWtsw\nFEMQXheKNpY2Zhzp3ZnQryPcHSSY/8spFFWq8Mz6I1j+cBAG9+Adf6jlUtRqcOhcIWJT5IjPKECN\nqkEodqk79OzvDmdb4wvik3G3jMaePXuiZ8+emDp1KgCgqKgISUlJOHHiBH7//XcsW7YMTk5OGDhw\nIN55551mG7AxWp0OGw9fwdcHLtbPLo4L9sFL9/Vs06u0E1HTqK6txhH5YcRnxyEp/7hhKAosEOwe\nop9R9GrdodjQ4O5u+HLmALzyYxIKKpR4dUMSXh0TgAf7dzT+w0TNRFGrQWJmXSimF6C6QSgG3xCK\nLgzFJtfoY7QuLi6IjIyEk5MTHBwc4OLigri4OMTExJhyfLfto/gyXCgpAgC42Ynx5gMyDO7O35aJ\n6Naqa6txVH6kPhRrtbX12ywEFujrHlx/6NnWytaMIzWtHl72WPdUGOb+kITz+ZX4YGsqckqq8eyI\nHhAKuSQPmYeyVoPD54uwJ1mO+PR8g1AUCIDgzk4YLvPEMH8PuNgxFE3pX6NRq9Xi9OnTOHToEBIT\nE3Hy5ElYWlqiX79+CAsLQ3R0NPz9/ZtrrI1yoUQ/KzCmrzf+c18vXglIRP+ourYaR/OOICE7Hsfz\njhmEokggQrB7MMJ9hiDMMwy2Vu3nlnseDlJ8NWsA3tx4CkcvFOGHhIuQlymwYEIgxJYicw+P2olr\noRiTIkdcej6qlYah2LeTE6JknhgWwFBsTreMxujoaBw7dgwajQYhISEIDw/HK6+8gsDAQAiFLXct\nLwexEG+MD8CwQF41SkSGatQ112cU845DpVXVbxMJROjrHoxw7wiEeQ2EXTsKxYZsJZb4aHoI3v0r\nBdtO5mBPshwF5Qp88Egw168jk1GptTh8Xr88zoF/CMWgTk6IknlgWIAnXBmKZnHLaNy3bx88PT0x\nbdo0DBkyBL169WrOcd2xBcMd0c+PC3UTkV6NugbH5EeRkBOPY/KjN4ViH7cgRPgMwUCvQe06FBuy\nEAkxf0IgfJyssWZvJk5dLsVT6w5j1fRQdHBuHVeHU8unUmtx5HwhYlLycOBsPqqUaoPtQZ0c62cU\n3ey5IoS53TIaf//9dyQmJuLQoUP4/PPPIRaLMWDAAAwcOBBhYWEGazi2JFLLljsLSkTNQ6FW4Fje\nUcRnx+FY3jGoNMr6bUKBEEFufRHuHYGB3oNgb8WlZW5FIBBg5lBfeDlJsXxzMi4XVeOpdYex4pFg\nBHZ0NPfwqJWqVWtx5IL+0POBs/moVBiGYp8bQtGdodii3DIaAwICEBAQgJkzZ0KtVuPkyZNITEzE\n9u3b8e6778LR0RFhYWEYNGgQJk2a1JxjJiK6iVKtwLG8Y3WheBTKBqHYx/XajOJA2IsdzDjS1uf+\nIG+42YnxxsaTKKlS4blvj2LJQ30w1N/D3EOjVqJWrcXRrCL9oeez+ahoEIq9OzoiSuaB4QGecHdg\nKLZUjbp62sLCAv369UO/fv3w/PPPIzU1FRs3bsRff/2Fbdu2MRqJyCyUagWO5x1HfE4cjsqPGIYi\nhOjt1gcRPkMwyGsQQ/Eu9evmgjWzwjD3h+OQlynw5saTeGlUT0wd1MXcQ6MWSq3R4uiFIsSk5GF/\nWt5NoRjYwQFRMk8Ml3nAw4F3IWoNjEZjUVERTp06hVOnTuH06dM4c+YMNBoNgoKCMHv2bAwYMKA5\nxklEBABQapQ4nncMCdnxOCo/AoVGUb9NH4q9Ee4zBIO8BsOBodikurnbYt1TA/HKj0lIzy3H6p3p\nyCmpwUv39YKIS/IQ9KF4LKsYMcly7D+bh/Iaw1CUXQvFAA/errIVumU0vvzyyzh16hRyc3MhlUoR\nHByMgQMH4oUXXkDv3r1hacmlbIioeSg1SiTlHUdCTjyO5B6+KRQDXXsj3CcCg7wHw1HMc+1MydVO\njC9m9MeCTaeRkFGAXw5fhrxMgbcn9YHEikvytEdqjRbHs4qxJ0WO/Wn5KK+pNdge4HN9RtGLodiq\n3TIaq6ur8eijj2LAgAGQyWQQifhmQETNR6VRXQ9F+WHUqGvqtwkgQKBrYP2MopPEyYwjbX+sxRZ4\nf2pfrNpxFr8fvYIDZ/Px7LdHsOLREN6Fo51Qa7Q4frEYsSl52JeWh7LqhqFoX3cxiye8nRiKbcUt\no/Grr75qznEQEUGlUeFEfhLis+P+MRRlLoGIqJtRdJI4m3GkZCES4rUx/vB2lOLT3RlIzS7XL8kz\nLQRd3NruXXPaM7VGi6SLJYhNkWNfWh5KG4Siv7c9hss8ESXzgLcTl2Vqixp9G0EiIlOo1dTWh+Jh\neeJNoRjgItNfzOI9GM4MxRZFIBBgekRXeDlJseT3M8gpqcGcrw/j/anBCO7C/1ZtgVqjxclLJYhJ\nkWNv6s2h2MvbHsMDPBAl84QP1+9s8xiNRNTsajW1OFlwQh+KuYmoVlfXbxNAAH+XgLqrngfDRcrF\n+lu6KJn+Dh2v/3QCZdW1ePG7Y1gwsTdG9vYy99DoDmi0Opy8VIw9yfpDzyVVKoPtPbzsMELmieEy\nTy703s4wGomoWdRqa3Ey/wTis+NxJDcRVeoqg+0BLjKEe0dgsPdguEhdzTRKulNBnZywdrZ+SZ6r\nxTVYuOk0cktq8PiQrhAIeGV1S6cPRf2M4r60PBRXNghFT7v6i1k6utiYaZRkboxGIjKZWm0tTuWf\nREJOPBJzD6Gq1jAU/Z0DEO4TgcHe4XBlKLZ6nVxssHb2QLz+0wmcuVKKL2LOIae0Bq+N8YeFiHfr\namk0Wh1OXdafoxibenModr8hFDsxFAmMRiJqYmqtGqcKTiI+Ox6JuQdvCsVezr0Q7j0E4T4RDMU2\nyMnGCp880Q9Lfj+Dval52Hz8KvLKFFg+OQg2Yn7kmJtGq8PpyyWIScnD3lQ5ihqEop+HLaJknoiS\neaKTK0ORDHEPJqK7ptaqcbrgFOKz45CYewiVtZUG23s69UKETwQGe0fAzdrNTKOk5iKxFGH5w0H4\ndHcGNhy8iMTMQjzzzRGsnBbCewmbgVarw+krpfUXsxRWKA22+3rYIipAP6PIK9/p3zAaieiOqLVq\nnCk8rQ/FnEOoqK0w2N7DqScifIYg3DscbtbuZholmYtQKMCLo3rC21GKVTvSkCGvwOy1h7Fqegj8\nPOzMPbw2T6vV4czVUsQk60OxoGEouttiuMwDw2We6MpQpEZiNBJRo2m0GpwuPI2E7Dgcyj2EClW5\nwfYeTj3qLmaJgIeNh5lGSS3JQ2Gd4OEowYJfTyO/XIE5Xx/Gu1P6IsyXpyY0Na1Wh+Sr+hnF2NQ8\nFJQbhmJXN5v6Q89d3RmKdPsYjUT0rzRaDc4UnkZCTjwO5RxEeYNQ7O7Yo/5iFk8bTzONklqyIT3d\n8cWM/nhlQxKKK1WY+0MS3hwvw9hgH3MPrdXTanVIyS7Th2JKHvLLFQbbu9wQit0YinSXGI1EdBON\nVoPkojNIyI7HwZyEm0LRz9EP4T5DEO4dwVCkRvH3ccC62QMx98fjuFhQhWV/JiOnpBpPDfPjkjy3\nSafTIeVqWf2MYl6ZYSh2drWpW0fRA93cbfn3S02G0UhEAACNToOUwmTEZ8fjUE4CylRlBtt9HXz1\n5yj6RMDThos20+3zdpJizaww/PfnEzhxsQTf7L+A3FIF3hovg6UFl+T5NzqdDqnZZYhJyUNsihzy\nBqHYycVaP6MY6AlfhiKZCKORqB3T6DRILUxBfE4cDuYcRJmy1GB7NwdfRPhEINxnCLwYitQE7KWW\n+Pixfli+ORl/n87FjlM5yC9X4L0pfWEntTT38FoUnU6HtJxyxCTLEZMqh7zUMBQ7XgtFmSf8PBiK\nZHqMRqJ2RqPTIK0oFfHZcTiYk4DSBqHY1aFb3VXPEfC29TbTKKkts7IQYvGDveHtKMX6AxdwPKsY\nc74+jFXTQ+HlKDX38MxKp9PhbE459tSdo5hbWmOwvYOzPhRHBHrAz8OOoUjNqlmj8dixY3j//fdx\n4cIFODk5Yfbs2Zg6dWpzDoGoXdKHYhris+NwKCcBJcoSg+1d7bsivG5G0ceWFyeQ6QkEAjwd1R1e\njlK8vzUVWQVVmL02ER9OC0EvbwdzD69Z6XQ6pOeWIyYlDzEpcuSUNAxFaf2MYndPhiKZT7NFY1lZ\nGZ599lnMnz8fY8eORVpaGmbMmIFOnTph8ODBzTUMonZDq9MirSgVCTn6i1mKFcUG27tcC0XvCHSw\n62CmUVJ7Nz60AzwcJHjzl5MoqlQh+pujWPZwH0T0bNtre+pDsQKxKXLEpMiR3SAUfZykdbfw80RP\nL4YitQzNFo05OTmIjIzE+PHjAQAymQxhYWFISkpiNBI1Ea1Oi8vKSziSlojDeYdRrCgy2N7ZvjPC\nvYcgwicCHew6mmmURIbC/Fzx1cwBmPtjEgrKlXj9pxN4ZbQ/Jg3oZO6hNSmdTodz8grE1IXi1WLD\nUPR2ujaj6IGeXvYMRWpxmi0a/f39sWLFivo/l5WV4dixY3jggQea9HmWXFkIXGnShyRq1TradsQg\nz8EY6DkYHWyvzygqFIp/+Smi5tXR0QqfPRaMN389g/P5VVixLQ2XCyvw9LBuEN5GPCmVSoP/b246\nnQ7n86uw72wB9qYV3DSj6OkgwdBerhjq746entcvZmkp46fWyVT/fsxyIUxFRQWio6Mhk8kwfPjw\nJntcrVbbZI9F1Jq5WrhBZh0ImbUMbpbugBIou1SGMpQZ/2EiM3omVIyvj6mQVlCLjYevIuNKPp4I\ntoOl6PZm3TIzM000QuN0Oh1yyjVIylEiKUeF/CqNwXYnqRAh3mKEeluhk6MFBAIFNMWXkVp8iwck\nukNN3UXNHo1XrlxBdHQ0OnbsiNWrV0MobLq1uYRCIaa5PgZvb29YWnLpBmp/amtrUZVfjUH+gyAW\ni809HKI70re3Fqv+Poftp+Q4kaNCraAWyx4KhKO18fd1pVKJzMxM+Pn5Nes+oNPpkFVQhb1pBdh3\ntgBXGhx6drcXY2gvNwzzd0MvnqNIJnZtP2jKxgKaORpTUlIwe/ZsjB8/Hv/973+b/MUAgJ+0O2Te\nMkgkkiZ/bKKWTqFQIKUkBWKxmPsAtWoLJvZBRxdbfBWbieTscrzww0msmhaCji42jfr55toHLuRX\nIiZZjj0pclwqrDLY5uEgwfAAD0TJPCHr4MBQpFav2aKxsLAQs2fPxowZMzBnzpzmeloiImqFBAIB\nZkT6wstJimV/JuNKUTWeWncYKx4NQe+OjmYdW1Z+JfbUXcxyscAwFN3tJRguqwtFHwcIhQxFajua\nLRo3bdqE4uJifPHFF/jiiy/qv/7444/j5Zdfbq5hEBFRK3JfH2+42Unwxs8nUFpdi+e/PYpFk3pj\neEDz3vM8q0A/oxibmocL+ZUG29zsxfUzioEdHBmK1GY1WzRGR0cjOjq6uZ6OiIjaiNCuzlgzOwxz\nf0hCbmkN5v1yCi+MVOCRQZ1Nesj3YkElYuruzHK+YSjaiTEswANRgZ7ozVCkdoK3ESQiohavq5st\n1s0Ow6sbkpCWU47/+zsdOSU1ePn+XhA1YbBdKqyqX0fxfJ5hKLpeC0WZJ/p0ZChS+8NoJCKiVsHF\nTozPZ/THgk2nEZ9egE1HLkNeVoOlD/WB1OrOP84u3xCKmQ1C0cXWCsMCPDEikKFIxGgkIqJWQ2pl\ngfenBuOjHWex6chlxKcX4Nn1R7Hy0RC42DV+iZ3LRVWIrbvX8zl5hcE2Z1srDA/wwHCZJ4I6OTXp\nTCZRa8ZoJCKiVkUkFOCV0b3g7STFJ7vSkZZTjlnrEvHR9FB42d36Y+3KDaGY0SAUnWyuh2LfzgxF\non/CaCQiolZHIBDg0cFd4OkowZLfzkBeqsCcdYfx9oMyWN3wfVeLqxGbIkdMSh7Sc8sNHsPJxgpD\n/T0wItADfTs7MxSJjGA0EhFRqzU8wBNudhK8tiEJpdW1eO3n05gks8bpisvYn16EszmGoehobVl/\nMUvfzk6wEDX9TSaI2ipGIxERtWq9Ozpi7ewwvPxDEq4WV2PjmSoAWfXbHawtMcxfvzxOMEOR6I4x\nGomIqNXr6GJTtyTPcSRfLYe91ALDAjwRJfNESBeGIlFTYDQSEVGb4GhjhdXT+iI28TSGh/WGrY21\nuYdE1KbwVy8iImozLIQC+DhYcGaRyAS4VxERERGRUYxGIiIiIjKK0UhERERERjEaiYiIiMgoRiMR\nERERGcVoJCIiIiKjGI1EREREZBSjkYiIiIiMYjQSERERkVGMRiIiIiIyitFIREREREYxGomIiIjI\nKEYjERERERnFaCQiIiIioxiNRERERGQUo5GIiIiIjGI0EhEREZFRjEYiIiIiMorRSERERERGMRqJ\niIiIyChGIxEREREZxWgkIiIiIqMYjURERERkFKORiIiIiIxiNBIRERGRUYxGIiIiIjKK0UhERERE\nRjEaiYiIiMgoRiMRERERGcVoJCIiIiKjGI1EREREZBSjkYiIiIiMYjQSERERkVGMRiIiIiIyitFI\nREREREYxGomIiIjIKEYjERERERnFaCQiIiIioxiNRERERGQUo5GIiIiIjGI0EhEREZFRjEYiIiIi\nMorRSERERERGMRqJiIiIyChGIxEREREZZZZoPH36NCIiIszx1ERERER0B5o1GnU6HTZt2oSZM2ei\ntra2OZ+aiIiIiO5Cs0bjl19+ie+++w7R0dHN+bREREREdJcsmvPJJk2ahOjoaBw5csSkz6NUKk36\n+EQt1bV/+9wHqL3iPkBkun//zRqN7u7uJn18rVYLAMjMzDTp8xC1dNwHqL3jPkB0vYuaSrNG453y\n9PRETEwMPD09//X7hEL90XY/Pz+IxeLmGBpRi6JUKpGZmcl9gNot7gNE1/eDa13UVFpFNFpYWKBD\nhw6N/n6xWAyJRGLCERG1bNwHqL3jPkDU9LhOIxEREREZxWgkIiIiIqPMEo1hYWE4fPiwOZ6aiIiI\niO4AZxqJiIiIyChGIxEREREZxWgkIiIiIqMYjURERERkFKORiIiIiIxiNBIRERGRUYxGIiIiIjKK\n0UhERERERjEaiYiIiMgoRiMRERERGcVoJCIiIiKjGI1EREREZBSjkYiIiIiMYjQSERERkVGMRiIi\nIiIyitFIREREREYxGomIiIjIKEYjERERERnFaCQiIiIioxiNRERERGQUo5GIiIiIjGI0EhEREZFR\njEYiIiIiMorRSERERERGMRqJiIiIyChGIxEREREZxWgkIiIiIqMYjURERERkFKORiIiIiIxiNBIR\nERGRUYxGIiIiIjKK0UhERERERjEaiYiIiMgoRiMRERERGcVoJCIiIiKjGI1EREREZBSjkYiIiIiM\nYjQSERERkVGMRiIiIiIyitFIREREREYxGomIiIjIKEYjERERERnFaCQiIiIioxiNRERERGQUo5GI\niIiIjGI0EhEREZFRjEYiIiIiMorRSERERERGMRqJiIiIyChGIxEREREZxWgkIiIiIqMYjURERERk\nFKORiIiIiIxiNBIRERGRUYxGIiIiIjKK0UhERERERjEaiYiIiMgoRiMRERERGcVoJCIiIiKj2lQ0\nikQiCAQCiEQicw+FyCy4D1B7x32AyHT7gUCn0+ma9BHNTKPR8M2C2jXuA9TecR8gMs1+0OaikYiI\niIiaXps6PE1EREREpsFoJCIiIiKjGI1EREREZBSjkYiIiIiMYjQSERERkVGMRiIiIiJB5Xb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "example_plot()\n", "sns.despine(offset=10, trim=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to `mpl.style.context`, you can set a Seaborn style for a specific code block using a context manager created by `axes_style`:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eaJ7u+yVWwiDnHgZPUYcOYnn1JdSGdcYBsxnTjTdjnnQXWoDtf6miYSsqt/De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\nFf3LL7C+9QYUGntDagmtMT/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i+fk7uHXuxVkvhM5kc+oxXluVQoVVx9/bzGPD2tKxRWNH\nN8ttKKVQO2sFwMN/CoAxrYwK4OAktLj4c77f3Bn7wIGiTN5PmcmhEmMNzDCfCMYnTCahUVsHt0w0\nVA5dZzA+Pp6srCyHh0FhH0opVuw6wtzNuZRWBcFLs3dy59r3aFxWROV3H+Hx4MNoAwfLDE7hNHrF\nN6WpvxfPLk3mZJmFJ7/Zzb0D4unbJtTRTWuwjAD4B/qqqgCYk1P3CS1jagJgfEKD+byw6BaWHvov\nSw99jVVZ0dAY0CyJ0S2vl2qgcElnrAx+//331f+9fft2PvvsMyZPnkxkZCRmc90btHv37l2/razi\nTN8IG6qjheW8tTaV7QdPABDo48GUPrH0jvTD+t4c9PlzoWqhce3SXnj88zGXWOvL1TljVcRZZReU\n8tS3yeScKAPg5p7RjL2oRYMJIo6mlELt2llTAczJrvuE6JY1ATChtc1+787SBw4W7+f9lFkcLM4E\nINQnjNvjp9CmcaLD2iTch92Hidu2Pbsyt0wgaRiUUqzcfZT3v8+ktNIKwGVxwUzpE0uQX83N+Coz\nA8tLz6N+3GIc8PDAdNt4zHdMRPOVe7Tqi7NcCF3FidJKnl+6h+TDxtaIg9uFMaVPLB5mk4Nb5pqU\nUqjdu4xJICuX10wwOyUquiYAtm5TL8Hb0X3AoltYlvUN3x78CqsyPiMHNEvimpbX4232sXt7hHty\nmqVlHEkuhPUjr6ict9amse1AAQCB3h5M7hPL5QlNT/uhrpRCrV6J5dWXamYGNmuGx0OPoPUbIBWY\neuDoC6ErKrdYeX11KptTjR0sukUH8XBSa/y8ZIvEs6GUQu1JNiqAK5dD1qG6T4iKMiaBDE5Ca9O2\n3vu9I/vAoeIDzE2Zxf7iDABCvMO4PWESbRu3t2s7hHB4GFyxYgVeXl7069cPgCeeeII+ffowcOBA\nmzfqTORCaFtKKdYkH+Xd7zMpqTC+6faMDeb/+sSe1dIcqqQY65zZ6Avm1wwd97ocj4cfdep9Ql2R\nhMHzoyvF/C37+eo3Yygzpqkf/xqRSEiA3Nd1Okop1N5TAXBFze5Ep0RGYRo8BNOgJLS2iXb94ueI\nPmBVVpYdWszig4uqq4H9IwZzTcyN+Eg1UDiAQ8PgvHnzmD59Ok8++SSjRo0C4NVXX+XTTz/loYce\n4vrrr7d5w05HLoS2c6yonBnr0vhlv1ENDPD2YNIVrejTOuScP+BVehqWF59D/bzVOODpien2OzCP\nvxPNRz4wbUHC4IVZ+kcOczZmoCto6u/Fv0Yk0ipEZsTDqQC4p+YewIMH6j6hRaSxBMzgJLTEdg6r\n/Nu7D2SVHGRuyiwyi9IBaOodwu3xk0kM6lDv5xbiTBwaBvv378+TTz5J37596xxfvXo1L7/8MqtW\nrbJ5w05HLoQXTinF2j25vLspg+KqauDFMU24q18cwRewUK9SCn3FMqz/eblmX9HmLfB4+FFMffrZ\nouluTcLghfspI59XVuyj3KLj62nmn0Pb0C06yNHNcgilFGrf3poAeGB/3Sc0b1ETANu1d4pbP+zV\nB6zKyvKsb1l8YBEWZYx49I0YyLUtb8LXw7fezivE2XBoGOzatStffvklsbGxdY5nZmYycuRIfv/9\nd5s37HTkQnhhjhVVVFUDje27/L3NTLy8Ff3ahNrsw14VFWF95230jxeA1Qib2hV9jaHjFpE2OYc7\nkjBoG6lHi3hmSTLHSyoxaTC1XxyD2oU7ull2oZRCpeyrmQSyP7PuE5o1q7kHsH0HpwiAtdmjD2SX\nHGJuyiwyitIACPYO4fb4SbQL6lgv5xPiXDk0DI4bN44WLVrwzDPPVC8ro5Ti2WefJTk5mU8++cTm\nDTsduRCeH6UU6/bmMmdTBsXlRkDrEdOEu/rG0TSgfrbt0lNTsL74LOrXX4wD3t6Yx9+JadwENG+5\nX+tcSRi0naMny3hqSTIH80sBGNs9kpsviXK68GMLSilUakpNAMzMqPuEiIiqreCS0Dp0dOrfQX32\nAV3prMhawn8PfIFFVQLQJ3wAY2JuwtdDVkkQzsOhYXDPnj2MGzcOb29vEhONtZT27t1LRUUFc+bM\noX17+8yokgvhuTteXMHb69PYmlFVDfQyc+flrejf1nbVwDNRSqF/9y3W116FY8aMTqKi8Hj4MUy9\nr6jXczc0EgZtq6jcwovf7anea7tv6xDuGRCPZwNZekZPTakZAs5Ir/tgRIQxBDwoCa1jJ6cOgLXV\nVx/IKclibups0gtTAAj2aspt8RPp0KSzzc4hhK04fDbx8ePH+e6770hLS8PT05OYmBhGjBhBQIDt\nG3UmciE8e0opNuzLY87GDArLjfteLmoZxN394mhq55mUqrAQ66wZ6J8uBF0HQOs3AI+H/onWvIVd\n2+KqJAzaXqVV5621aazba9zj2rFFIx4d2pYAH9dcekalpWJduRy1agUqPa3ug+GnAuAQIwCaXC/0\n2iyQbOMAACAASURBVLoP6EpnZfZSvt7/eXU18PKwfoxtdQt+Ug0UTsqhYXDs2LE899xztG7d2uYN\nOBdyITw7x0sqmLk+nR/T8wHw8zJzR+8YBiaGObQKoO/dg/XF51DbtxkHfHww3zEJ0623o3nVz3B1\nQyFhsH4opVj400E++9lYQy+qiS//GpFIeCPXmAWv0tOqh4BVWmrdB8PCMQ0cbNwD2KmzSwbA2mzZ\nBw6XZjM3ZRZpVdXAJl7B3BZ/Jx2bdLVFU4WoNw4Ng5dddhkLFiz4ywQSe5ML4d9TSrEp5RizN6ZT\nWGZUA7tFBzG1Xxyhgc5xn57SdfQli7G+/m84boRVolvi8c/HMV3Wy7GNc2ISBuvXqt1HeHt9OlZd\nEeTnyZPDE0kIt9+ox7lQGek1ATA1pe6DoaGYBlbNAu7cxeUDYG226AO60lmdvYyvDnxKpW5UA3uF\n9eX6Vrfg5yFLDQnn59AwOH36dJYtW8Z1111HZGQkPn9aO072Jna8gpIKZm1IZ0uaEbB8Pc1M6B3D\n4HaOrQaeiTp5Euvb09G/+LRm6HjgYDwefBgtopmDW+d8JAzWv98OFPDisr2UVlrx9jAxbUhrLm4V\n7OhmAcY2kNUBMGVf3QdDQ2sqgJ27NqgAWNuF9oEjpTnMTZlNauFeAIK8mnBb3EQ6BUs1ULgOh4bB\nv9unWPYmdrzvU/OYtT6dk1XVwC5Rjbm7fzxhTlIN/Dt68m5j1vGOquWJfHwxT5qC6eZb0Txl6PgU\nCYP2kZlXzNNLkskrqsCkwcTLWzG8k2O+nKj9mdWTQNS+vXUfDAkxAuCgJLQuXdGqVnloyM63D+hK\nZ03Ocr7a/ykVegUAl4VewfWxt+Lv4ZzVXyHOxOETSJyBXAjrOlFayawN6dV7r/p6mhjfK4Yh7cOd\nshp4JkrX0Rd/jfXN1+C4MeuZVrF4/PMxTJdc6tjGOQkJg/ZzrKicp5ckk5FXAsDVXZpze6+WmOzQ\np9T+TKMCuGoFau+eug82bWoMAQ8agta1m1sEwNrOpw8cKT3MvNTZpJw0fpeNPYO4Nf5OugRfVJ9N\nFaLeODwMVlRUcPjwYaxVCwkrpaioqGDXrl1cc801Nm/Y6ciFsMbm1GPM2pDGiVKjGtg5sjF3949z\nmRvfT0edKMA64030RZ9D1Z+lachQzA9MQwt3j4WBz0TCoH2VVFh5efleth0wtmu8LC6YBwYl4O1h\n+wCmDuyvCYB7/jTKEtwU04BBxhBwt4vcLgDWdi59QFc663JWsmj/J1To5QD0DO3NDa3GEeAp1UDh\nuhwaBpcvX86TTz5JYWEhYATBU5Wn8PBw1q9fb/OGnY5cCI1q4Dsb09mUYlQDfaqqgUkuVg38O/rO\nP7C+8Cxq987/b+++w6OqEveBvzOT3pMZOiGQAgk9pCKhBgEVXFkbu4sFZJHVtbA/BQsuIKi7gihf\nRRG7q6yKrIqC0kFKEjIECJAASQgkENpMep+Ze39/3JBkQoAAU3Pfz/Ps86z3ZmbOaM49b06VLnh5\nQTXrSSj/NBUKV1f7Fs5OGAZtz2gSsHJnPjZmXQAARHb2xby7IuHveeu/g+KZwqY5gNlZ5jcDg6Ac\nezkAxso6ADbX1jpwqfYCPstZiePlUrD2c/XHw2F/RbQ61lZFJbIau4bBCRMmID4+Ho899hgeeOAB\nfPTRRygpKcHChQvx1FNPYfLkyRYvWGvk3hCm5Onx/o6TKK2RVsEN7OaHp5LD0dmJewOvRjSZIPyw\nFqZ33wbKygAAitAwqF58Bcq4eDuXzvYYBu1DFEV8v/8svkwtAAB08ffAgklR6Bpw42fUimfPQNi0\nEcLm3yBmHTW/GRjYrAcwFgoX59zr0JquVwcEUcCO81vw/amvUdfQG5igGYY/hz4KH1dfWxeXyCrs\nGgb79++P9evXIyQkBNOmTcPUqVORnJyMnTt34q233sK6dessXrDWyLUhLK8xYNWufOw8oQMAuLso\nMe22ENwxoLNN5jHZk1hSAtP/vQ3hh+8brynvnAjV7Oeh6NDBjiWzLYZB+9px/BKWb82FURDh6+GC\neXdFom8Xv+u+Tjx7FsLm3yBs2tjU031ZQEBTAIyJYwC8jmvVAV3tRXyW+yGOlUkh28/VHw+FPYYh\navn94Ujtm7XCYJuePt7e3jAapblpvXr1wvHjx5GcnIyIiAgUFhZavFDUJPVkMVbsyENptdQb2K+r\nH55JDkcX//bXG9gaRWAgXOa/CmHyvdKq4+wsCBt+gbBzO1R/ewrKKX9mI0pWN6pPB2h83PDahuOo\nqDVi3o9H8Y/bI5AUrrniZ8Wis01zAI8cNr8ZEADlmNulRSBx8fzdvUWiKGLn+S347tTXqBNqAQBx\nmqH4S+g0+LpeP6wTkaRNPYOzZ89GVVUVFixYgIyMDKxcuRKffPIJ1q9fj6+++grbtm1r04dt2LAB\n7777Ls6fP4+uXbti9uzZGDt2bJsLK6dekYpaA1btOoUdDUdlubko8ejQENw1sP33Bl6NaDJB+P47\nmN5bDlRIZ8oqInpD9dIrUEa379WB7Bl0DIUl1ViwLhsXK6RhyGm3hWBydFfg/LmmAHg40/xF/v5Q\njhkrbQMTFy/bea+3qmUd0NVewhe5q5BVJgVuX1c/TA2djlhNop1LSmQ9dh0mvnTpEubMmYPk5GRM\nmTIF06dPx759++Di4oKFCxe2aTVxfn4+Jk+ejE8//RRDhgzB3r17MXPmTPz+++8ICmrbxq5yaQj3\n5RdjxfY8FDf0Bvbt4otnksNvap5SeyQW62FavgzCTz80XlNO/ANUs/8fFOore2raA4ZBx1FSXY9F\nvxxDzsVKAMD4C5l47Jf3oBKFph/y85MC4LgJUMQlMABawOU6oNdXYHvRVnx36ivUmmoAALHqREwN\nm87eQGr37L61TEu5ubnw9fVFpxvY8qOqqgre3t6oqqrC5s2b8cYbb2Dr1q3w8WnbF2vvDWFlnREf\n7crHtmNNvYEPJ/bApEFdZNsbeC3CgQxp6Pjyhrw+vlD9/Wko73uw3Q2/MQw6BvHCeQibN6F6yxa8\nrUlAek/p9IqYgkOYnf5feI8YLgXA+ARumm5hKpUCJo9qvJ3+No6USL2vPi6+mBo2HXEa7kdK8mD3\nMKjX67FmzRrk5+djzpw5SEtLQ3h4OHr37n1DH1hYWIhx48ZBFEUsWLAAU6ZMafNrS0urIAjtsyFM\nzy/G/23Ng75K2iE/qosvZt8ege6B7A28FtFohOnbb2B4bzlQKfXUKCKj4PryK1ANbj/HTCmVCgQE\neLfrOuCoxAsXYNq8EaaNv0E4eKDxukmhwOfDH8KG3iMAAGEdvLDwD/0Q5M0QaEmiKOJ0ZT60+jRs\nK9qEaqO0GXiMJh4Phz8Gf7cAO5eQyHYutwWW1qYwmJWVhUceeQRhYWE4cuQIfv31V6xatQrr1q3D\nypUrMXRo2/8qMxqNEEURWq0WTzzxBN5///0ben17U1FjwPKNx/HLgbMApJXCjydH4MHEEKiU7A1s\nK9PFiyhb/Dpq1q5tvOY15UH4vfQiVGq1HUtGzsh0/jxq1m9Azc+/oD493eyews8PnuPHwXPiRLiP\nGI5v9xdh+cbjEEWgs78Hlk2NQWhHbmx8K0RRxMmyk9hTtBu7z+7C+apzjfd8XX3x+KC/YXi3Ee1m\nb1Uie2tTGHzooYcQHx+Pp556CtHR0Vi3bh2Cg4OxdOlSpKSkYG2zBvhGzJ07F76+vpg3b16bfr69\n9YpoT5Vg+dZc6Cul3sDIzr74x7hwdA/0snPJnJdJmw7Da4sg5uZIF3z94PrMs1Dd94BTb97LnkHr\nEy9ehGnzJpg2/QbhQEbjKTgAAB8fqMYkQzVuPJRDh0HhZt77tzdXjzd/O4F6kwBvNxXmTYzEoGD2\nWN0IURRRWHUa+y6lIv1SCi7Unje7r/HogBHBIzBKMx5+rv52KiWRfVmrZ7BNE6uOHj2KxYsXX3H9\nwQcfxFdffdWmD9q5cyc+++wzfP75543XDAYDfH3bvhmoIIjtYr5UVZ0Rn+w5hc1ZFwEArioFpib0\nwB8Gd4VKqWgX39FuomPh8t/vIXyzGqaV7wEV5TAsfhXG/62VNqweMNDeJbwl7aUOOApRdwnCls3S\nRtAZ+80DoLc3lKPGSHMAmwVAAQBa/DdI6BWE1yf3w6L12SirMeKVH7Pw1JgwjInsaLPv4oxEUcSZ\n6gKk61Kh1V0ZANXuGsSqExGnGYow/zCo1b6cN0tkBW0Kg/7+/igqKkJISIjZ9aNHj7Z5JXDfvn1x\n5MgR/Pjjj7j77ruxa9cu7Ny5E999992Nl9qJZRSU4t1tudA19Ab27uSDZ5PDERzE3kBLUbi6QvXQ\nI1COvwOmt5dA+HU9xKyjMD78Jygn3wfV07OhCGCvjVyJuksQtm6RjoLL0JoHQC8vmAVAd/c2v2+f\nzr5Yct9ALPw5C2dLa/H2llxcrKjDg7HdOZzZjCiKOFtdiHRdCrT6NJyvKTK7H+SmRqxGCoC9fMIa\n/93x3yGR9bRpmHjVqlVYs2YNnnvuObzwwgtYsmQJLly4gHfffRfTpk3D448/3qYP02q1eP3113Hq\n1Cn07NkTc+bMQWJi2/eEcua/CKvrjfh09+nGc05dlAr8JSEYk6O7cW6glQnpaTC+sQg4eVK64O8P\n1dP/gHLyvVAolfYtXBtxNfGtEfU68wAoNNsGxssLypGjpQB4W9INBcDWlNcY8NqGY8g6J53lPjaq\nI54cFQoXlXP8rlmLFAClHsBzVwmAsZpEhPqEtxr8WAeIHGA18ddff42PP/4Y585JE3k1Gg1mzJiB\nRx55xGZ/sTnrQ+BgYSn+b1suLlVIvYERHX3w7Nhw9GBvoM2IhnoIq7+CaeUKoEbam0zRfwBUL/0T\nyr797Fy662NDeOPEYj2ErZulo+D2p5sHQE9PKEeOgXLceCkAelj2RJ96o4B3tuZgV44eADA42B8v\nTOgDb/f2teXR9ZytLoRWl4p0XSrO1Zw1uxfoFiQFQHUiQn3DoVRcOyyzDhA5QBi8rLq6GoIgtHlv\nQEtytodAdb0Jn+89hV+PNPUG/jk+GH8cwt5AexEvnIfprTchbPpNuqBQQHnfg1D9/Wko/B136JgN\nYduIxcUQtm2WTgJJ39dKABwtHQU3bLjFA2BLgijiy5QCrM2QQlBPtRf+OTEKHXxvrefR0RVVn5WG\ngHWpKKo5Y3Yv0C0IMeoExGkSEeobcd0A2BzrAJEDhMFt27ZhwIAB6NChA7799lts2LAB/fv3xzPP\nPAM3N9vsq+VMD4HMM2VYvjW38diq8A7eeHZsOELUll8FRDdOSN0L479eA07lSxcCA6F65h9Q3j3Z\nIYeO2RBenVhSAmFbwxCwdh9gMjXd9PCEcsRIaQh42HAoPG2/b+evR85j5c6TEEQgyNsN8ydGIbRD\n+3oOnKs+Kw0B61Nxttr8vPoAt8CGADgUYTcYAJtjHSCycxhcsWIFPv74Y3z22Weor6/Ho48+ivvv\nvx9arRbx8fGYP3++xQvWGmd4CNTUm/B5ymlsOCytinNRKjAlrjvuHdJN9nOGHI1YXw/hqy9gWrUS\nqG0YOh44WDrrODLKzqUzx4bQnFha2hQA09NaBEAPKIc3BMCkEXYJgC1pT5Xg3xuPo9YgwNNVibkT\n+iAmJNDexbol56uLkK5PgVaXhjPVBWb3/F0DEauRegDDfHvfdABsjnWAyM5hcPTo0ViwYAFGjhyJ\nefPm4fTp0/jPf/6DzMxMzJw5E6mpqRYvWGsc/SFw+KzUG3ihXOoNDO3gjWeTw9FL0756Adob8VwR\njG+9CXHLJumCUgnlg3+C6m9PQeHnGGedsiFsCIDbt0oBcF/qFQFQkTQCqnEToBg+AgpPx5uPm3ux\nEot+yUZxtQFKBfDEqDCM79f24zwdwfmaImh1aUjXpbQSAAMQo0lAnDoR4X59LBIAm2MdILJeGGzT\nbObi4uLGY+d27NiBadOmAZC2nKmvr7d4oZxNrcGEL1JO45dMqTdQpVTgwdjuuD+GvYHOQNGlK1yX\nvgNhzy5p6LiwAMJ/v4aw8TeoZj8H5cS7ua2FnYhllwPgRikAGo1NN93doRg+Esrbx0M5fAQUXo79\nR1d4Rx8suV/aeqaguAbvbc/DhfJaTE3s4dBnj1+oOSctAtGnorDqtNk9P1d/xKoTEKtJRIRfpMUD\nIBHZRpvCYFhYGNasWQO1Wg2dTofk5GTU1tbio48+Qr9+jr8S05qOFpVj+dZcnCurBQD00njh2eSI\ndjcnSA6Uw4bDde06CF98CtPHHwLFepheeRHC/9ZIG1b37mPvIsqCWF4GYdtWaSPotFYC4LDhUI6b\nAOWIkQ4fAFvq6OuON+8dgDd+PY5DZ8qwZv9ZXCivw7Njw+HqQH84Xqg5D61eWgVcWHXK7J6fqz9i\n1AmI1SSgt18UAyBRO9CmYeL09HT8/e9/R1lZGR5//HHMnj0bCxcuxJYtW7Bq1SpERdlmfpUjDQ/U\nGkz4T2oBfj50DiKk3sAHYrrh/tjuDvVQp5sjnj0L45I3IO7YJl1QqaCc8heo/vZ3KOywkr69D5GJ\n5eUQdmyThoBT95oHQDe3ZgFwFBTezhUAW2MwCXhvex62HbsEAOjX1Q8v39kHvh6udivTxZrz0Oql\nIeCCFgHQ19UPMep4xKmHore/fQJge68DRNeir6zH3jw9MgpK8d70eIu/f5tXEwuCgIqKCvj7S2dC\n6nQ6BAQEwMXFdvtmOcpDoGVvYE+1F54dG46wDjycvr0Rft8J45uvA2caVkhqNFD9Yw6Ud9xl06Hj\n9tgQiuXlEHZulwJgyh7zAOjqah4A7RDArU0URXyTfgar90m/W90CPLFgUhQ6+1t3y5vmLtVeaNgI\nOg2nq06a3fNx8W3cBqa3fxRUCvue7d0e6wDRtRRXSQFwd64eWUXluPxbn7pwvMU/64b3GbQnez8E\n6owmfJVagJ8OSr2BSgVwf2x3PMjewHZNrK2F8PknMH36EdAwR1YREwfVi/OgDI+wSRnaS0MoVlQ0\nBcC9u1sJgElQ3j4BypGj22UAbM3W7It4d3seTIKIAE9XvDIxEr07tf3M9ht1qfYitA3bwJyqbC0A\nxiNWk4g+/n3tHgCbay91gOhaShoC4K4WARAAPF2VSAgNwr/+HGPxz2UYbKNj5yrwztYcnC2VegN7\nBHli9tgIhHeUR4NFgFhYAOO/X4e4+3fpgosLlH+eCtXjT1p96NKZG0KxshLCzm3SIpC9uwGDoemm\nqysUtyVBOW48lCNGQ+FrvRDkyA4VluL1X4+jut4ENxclnh/XG4mhbTv3vS10tZeg1adCq0tFfmWe\n2T0fF18MUcchTjPU4QJgc85cB4iupaS6oQcwR4+jrQTA+F5BGBauxpAeAfByd3GME0jsyR4PgTqj\nCV+nFeKng0UQRKk38N4h3fCn+GD2BsqQKIoQd26H8d+vA+cazlft0BGq5+ZK+9pZaejY2RpCKQBu\nlxaB7N3T2KMKAHBxkQLg7eOlHkAH2b7H3k7rq7Dg52zoKuuhADBjeC/cPajLTb+frvYS9jfMAWwZ\nAL1dfDBEHY9YdQIi/fvBRen4x+Q5Wx0gupbS6nqknCzG7hwdjhSVQ2j2K+3hqkR8zyAkhasxJCQA\n7i5Nf6DZ/QQSR2Drh8Cx8xVYvjUXZ0qkDYmDgzzxbHK4VYdwyDmINTUwffoRhM8/aezpUiQkwuWF\neVD0CrX45zlDQyhWVTUEwI0Q9+y6MgAm3ibNARw1hgHwKvSV9Xh1fTZOXqoCANw9qAumD+vZ5uMr\n9XU6aHVp0OpScLIy1+yel4s3YoKkIWBnCYDNOUMdILqWshpD4xzAI2fLzAKgu4sS8b0CkRSuQUyL\nANic3cNgWVkZfvrpJ+Tl5cHNzQ1hYWG455574GHl8z2bs9VDoN4oYPW+AvxwoKk3cHJ0N/w5Phhu\nLuwNpCbi6VPS0PHe3dIFFxcoH3oUqpmzLLrxsaM2hGJ1FYTfd0pzAHf/fmUATBgqBcDRY6Dw87df\nQZ1ITb0Jb248Du3pUgDA0NAg/OP2CHi4tt44FF8OgPpU5FXkmN3zcvFGdFAc4jSJiPLv73QBsDlH\nrQNE11JWY0BKQwA83EoAjOvZFACvVsebs2sYPHLkCB555BEEBgYiKioKgiAgKysLBoMBH3/8MSIj\nIy1esNbY4iFw4kIF3tmSi8KG3sDugVJvYJ/O7A2k1omiCHHbFhiXvAGclzYeR+fOcHnuBSiSb7fI\n0LEjNYRidRWEXb83BcC6uqabLi5QJCRKi0BGj4HCP8B+BXViJkHEyp0n8dvRCwCAPp18MO+uSAR4\nSefAF9fpsV+fBq0uFbkVJ8xe66nyapgDmIgo/wFOHQCbc6Q6QHQtZTUGpJ4sxu5cHTLPmAdAt4YA\nODxcjZiQwDYFwObsGgbvuecexMXF4aWXXmps2EwmExYsWIATJ07g22+/tXjBWmPNh4DBJOC/+wqx\nNuNsY2/gPYO74i8JPdgbSG0i1lTD9NGHEL78rHGVrGLoMLi88DIUIT1v6b3t3RCKNdVSD+DmjVIA\nrK1tXriGHsDxUI5OZgC0EFEU8b8DRfh8r3TqR6fAetyRUI4T1fuRW3Hc7Gc9VV6IVsciTj0UfQPa\nTwBszt51gOhaymsM0hzAqwXAkEAMC1cjrueNB8Dm7BoGBw4ciHXr1qFnz55m10+ePIl77rkHmZmZ\nFi9Ya6z1EMi5UIl3tuagoFjqDewW4IFnkyMQ2YW9gXTjxFP5ML6xGGJainTB1RXKh6dBNeNxKDw9\nb+o97dEQijXVEHf9DmHzRgi7dl4ZAOMTpUUgo5OhCAy0SZnkpqSuGGuObcPu83vh6lNkds9T5Yno\noDjEahLRN2AAXJX227DaFhgGydGU1xiQml+MPbl6HCwsNQ+AKiViQgIwPEKD2JBAeLpZZpW+Xc8m\njouLw7Zt2zB9+nSz63v37sWgQYMsXihbMZgEfJN+Bt/vPwNBBBQA/jC4K6YmBl918ibR9Sh69oLL\nyo8hbt4I49J/AxcvQPhkFYQNP8Pl+RehGJ3ssGcdizU1EHc3BMDfdwK1NU03VSooYuOlOYBjxjIA\nWklpfUnDKuBU5JYfhwgRrg3PfsHkBkN5KO7sORL3901q9wGQyNFU1hqRelLaB/DQmTKYmiVAV5UC\nsSHSHMC4npYLgLZw1TC4bNmyxv/fsWNHLF26FPv27cOgQYOgUqlw7NgxbNq0CVOnTrVJQS0t92Il\n3tmSi9PF1QCArv4eeGZsOPp24SpHunUKhQKKcRPgmjQcpg8/gPD1l8C5czD+42kokkbAZe5LUAT3\nsHcxAUibaot7dkHY9BuEnTvMA6BSCUVcvDQHcMxYKIIst/cdNSmrL20MgDnlxyA222nMQ+WJwUEx\n6OUxBN/sVEFXZsJ/TwFudRdw75BuDvuHBVF7UVlrRGq+NAR8sPDKABgTEoikcDXiegbBy4kCYHNX\nHSZ+6KGH2vYGCgW+/PJLixbqaiwxPGAwCfhOewbfaZt6A+8e1AVTE3vc0jg+0bWIebnS0LF2n3TB\nzQ3KRx+DavpfoWjDinxLD5GJtbUQ9+5uCIDbgZoWATA2rqkHMEh9y59HV5IC4D5odak4UZ5tFgDd\nlR4YHBSDOM1Q9A8cCFeltHCktLoei9cfw/ELlQCAO/p3wuMjQtu89Ywz4zAx2VJlnRFpJ5sCoLFZ\nAHRRNgXA+F6B8HKz3Rxdu28t4whu9SFw8lIV3tmag3yd1BvYxd8DzySHo19X9gaS9YmiCOG3DTAt\nexO4dEm62K07XOa+BOWIUdd8rSUaQrGurqEHcCOE37cD1dVNN5VKKGLipEUgY8ZCodbc1GfQtZXX\nlyFDvw/p+lQcL8tqEQDdMTgoBrGaoegfMAhuKrdW36PWYMKyzTlIOVkMAIgNCcCc8X2cakjqZjAM\nkrVV1RmRll+MXTnSHMArA2AAhoVrEN8zEN7u9lmkZfcwmJOTgy+//BKnTp3C0qVLsXnzZvTq1QvD\nhg2zeKGu5mYfAkaTgDX7z+Jb7ZnG7t1JA7vg4aHsDSTbEysrYfpwBYTVXwEmEwBAMXI0XOa8CEW3\n7q2+5mYbQrGurqkH8PcdQFVV002FQgqAt4+HMnksFJoOt/K16CoqDOXYr9+HdF1KqwFwUFAM4jSJ\n6B8w+KoBsCWTIOLTPaew7tA5AEBoB2/8864oqH3a9npnxDBI1nA5AO7J1SOj4MoAGN0jAEnhaiT0\nCrJbAGzOrmEwJSUFs2bNwtixY7Fp0yZs2LABa9aswSeffIIlS5bgzjvvtHjBWnMzD4F8XRXe2ZKL\nkzqpEezs546nk8MxoBs3wCX7EnJOwPTGIogZ+6UL7u5QPTYTykemQ+HubvazN9IQivX1UgDcvBHC\njm1XBsAhMdIcwLG3MwBaSYWhXOoB1KXiWNlRswDopnTHoKAh0hBwwCC4q9yv8U7Xtu7QOXy8Kx8i\nAI2PGxZMikKI2rrnZNsLwyBZSnW9EfvyS7A7V4f9p68MgIODAzA8Qo34XkHwcYAA2Jxdw+D999+P\nP/zhD5g6dSqio6Oxbt06BAcH4/PPP8eaNWuwfv16ixesNTfyEDCaBHyfcRbfpp9p/A89cUBnPHJb\nCHsDyWGIoghhw88wLVsC6PXSxeBguMx9GcqkEY0/d72GUKyvh5i6V+oB3LENqKxsuqlQQBE9RJoD\nmDwOig4MgNYgBcB0aBsCoACh8Z6b0h2DAqMRq0nEgMDoWwqALaWc1GPpphzUGwV4uanw0h19MCi4\n/e31yDBIt6K63oR9+cXYnatHRkEJDM1+h1RKBaKD/ZEUrkFCqOMFwObsGgYHDx6Mn3/+GcHBwWZh\nsLCwEHfddZfD7TN4Wl+Ft7fkIq/hfM+Ovu54JjkcA7uzN5Ack1heDtMH70H4djUgSCFCMWYsXJ6b\nC0XXbq02hKKhHmJKSrMAWGH2nmYBsGNHm38nOag0VEgBUJ+K7NIjLQKgGwYERiNOMxQDAwfDuw+r\nXQAAIABJREFUXWW9oztPXKjAol+OobTGAJVSgadGhyE5qn39N2cYpBtVXW9C+ikpAO4/fWUAHNwQ\nABN7BcHHw3EDYHN23WewU6dOOH78OIKDg82up6amokuXLhYv1M0yCSK+zziLb/YVNvYG3tG/E6bd\n1rPdT64m56bw84PL3Jcg3PNHmF5fBPHQAYjbtsCwdzdUMx6Hcpq0x6doqIewZ6+0CGT71isD4OAh\n0iKQ5HFQdOpkj6/S7lUaKnGgWOoBzCo9bBYAXZWuGNgYAKOtGgCb693JF0vuG4AFP2fjbGkN3tma\ni4sVdZgS151bz5Cs1NSbkH6qaQi43tRUP1VKBQZ198fwcDUSQoPg68F9Oi9rUxicOXMmXnnlFRQU\nFEAQBPz+++84e/YsVq9ejZdfftnaZWyT0/pqvLM1B7kXm3oDnx4T1i6HS6j9UvaJhOKz/0D4+SeY\n3nkLKCmG6b3lEH75CSVxsaj9bRNQUW72GsWgaGkRyO3joOjU2U4lb9+qjJU4oNciXZeC7LIjMImm\nxnuuSlepB1CdiIFBQ+BhowDYUmd/Dyy5rz9e23AcR4vKsXpfIc6X1+Lvo8PgquKRmtR+1dSboD0t\nBUDtKfMAqFQAg4MDMCxcjcReQfDzZABsTZtXE+/cuRMfffQRcnNzYTKZEBYWhhkzZmDs2LHWLmOj\n1oYHTIKI/x04i9VpTb2BE/p1wrRhPZ1280ciABDLy2Ba8S6ENd80Dh1fphg4SFoEcvs4KDo7Tu98\ne3I5AGr1Ug9g8wDoonDFwMDBiG3oAfR0ubljBq3BYBLwzpZc/J6jAwAM7O6PF+/o49DzoNqCw8TU\nXK2hIQDm6JF+ugT1RvMAOLB7wxBwaBD821EAtPmcwby8PISFhVn8A29Fy4dAYXE13tmaixMNG7Bq\nfNzw9JhwRPdgbyC1H0J2FoSV78GlthrC8NFQJN8ORZeu9i5Wu1RtrMKBYi3SdanIKs28IgAOCByM\nWE0CBgXGOFQAbEkQRXyVWoA1+88CAHoEeWL+pL7o6Gu5hSu2xjBItQYT9p8uwa5cPbSnSlAnkwDY\nnM3DYGRkJDQaDRISEhr/FxISYvEC3IjLDwGTIOLHg0X4Oq2gcULouL4d8VhST5vuBE5kK2wIrafa\nWI2DxdIQ8NErAqAL+gcOQpx6KAYFDYGni5cdS3rjfjtyHh/sPAlBBAK9XPHPiVEI72j5hsQWWAfk\nSQqApdidq0N6KwFwQDd/JIWrMTRM3W4DYHM2D4PHjx/HgQMHGv9XUFCATp06mYXD7t1b3yDXWoqL\nK3FKV4XlW3Ibj2PS+LjhqdFhGBISaNOyENkSG0LLuhwAtbo0HC09BKNobLznonBBv4BBiNMkYlBQ\nDLycLAC2pD1dgjd/O44agwAPVyXmju+D2J7O97xkHZCPOqMUAPfk6rHvVDFqDeYBsP/lABgahACv\n9rvRemvsfgKJXq9HRkYGDhw4gEOHDiErKwuBgYFITEzE66+/bvGCtWQSRHy27QS+2Hu6sTfw9iip\nN9ARdgUnsiY2hLeuxliNQ8UZSNen4EiJeQBUKVToHzAIsZpEDA6KdfoA2NLJS1VY+Es2iqvqoVQA\ns0aG4o7+zrXYiHWgfaszmpBxuhS7c/VIP1WMmpYBsKsfkiKkIeBAmQXA5uweBgGgvr4emZmZ2L9/\nP44ePYpdu3bBzc0NaWlpFi9YS3/9OA2HC0sBAEHebnhqTBhi2RtIMsGG8ObUGGtwqGQ/0nWpDQHQ\n0HhPpVChX8BAxGmGYnBQDLxc2ufJHZddqqjDwp+zcbpYOpP63iFd8fDQECidZOsZ1oH2p94oIKNA\nGgLel28eABUA+nfzw7BwNW4LVSPQW74BsDm7hEFBEJCZmYmUlBSkpqbi4MGDcHV1RWxsbONQcVRU\nlE32sUqcvxEAkBzZATOG93L6lXFEN4INYdvVGGuQWZKBdF0qDpccvCIA9g0YiDhNIgYHxcDbxTnn\nz92sqjoj/vXbcRwsLAMADI9Q49nkCLi5OP7WM6wD7UO9UcCBwlLsztEhLb8ENYamOboKAH27+mF4\nuBq3hTEAtsbmYXDWrFnQarUwmUwYMmQIEhISkJiYiP79+0OptP2DY+LSHfj76FDE9GBvIMkPG8Jr\nqzXV4lBxBrS6FBwuPQiD0DIADkCsWhoC9nGVVwBsyWgS8N72PGw9dgkA0LeLL16+M9Lh919jHXBe\nBpOAAwWl2JWrR9rJ4lYDYFJDAAxiALwmu6wm7ty5M/7yl79g+PDhiIyMtPiH34jKWgPqq+v4ECBZ\nYkN4pVpTLTKLM6DVpyKz5MAVATDKvz9iNYmIDoqTfQBsSRRFfKs9g6/TCgEA3QI8MH9SX3Txt8+G\n2W3BOuBcLgfA3bl6pOUXo7reZHa/bxdfJIVrcFuYGmofBsC2snkYzMrKQmpqKlJSUqDVauHu7o74\n+HgkJiYiISHBLnsQ8iFAcsWGUFJnqkVmyUGk61JwuOQA6oX6xntKKBEV0B9xjQHQ144ldQ7bjl3E\nu9vyYBRE+Hu6YN5dUYjs7Jj/3lgHHJ/BJOBgYUMAPFmMqhYBMKohAA4LC4Lax3n3vLQnuy4gMRqN\nOHjwIFJTU5GamopDhw4hICAACQkJGDp0KO69916LF6w1fAiQXMm5Iawz1eFwyQGk66QewHqhrvGe\nEkpEBvRDnHoootWx8HX1s2NJndOhM2V4Y8MxVNWb4KZS4rlxERgaprZ3sa4g5zrgyAwmAYfOlGF3\njg6p+cWoqmsRADv7Yli4GsPC1dAwAN4yh1hNfFlWVha+/fZbrFu3DrW1tcjOzrZ4wVrDhwDJldwa\nQikAHoRWl4JDLQKgAorGIeAh6jgGQAs4ra/Gwl+ycKmiHgoAjyX1xB8GO9YpN3KrA47MeDkA5uqR\nclJ/RQDs08kHSREaDAtTo4MTn3rjiOwWBvV6PQ4dOoRDhw4hMzMThw8fhslkwqBBgxAXF4f4+HjE\nxcVZvGCt4UOA5EoODWG9qR6HS6Uh4MziDNS1CICR/v0Qp0nEEHU8A6AVFFfV49VfspF3qQoAMGlg\nFzyW1BMqpWNsPSOHOuDIjCYBmY0BsBiVdUaz+306+UhzAMPVTn3soaOzeRicPXs2Dh06hHPnzsHT\n0xPR0dGNwW/AgAFwdbX9yjM+BEiu2mtDWG+qx5HSg9DqUnGweP8VAbCPf1/EqaUA6Ofmb8eSykNN\nvQlvbjwB7ekSAEBCryA8Ny4CHq4qO5es/dYBR2Y0Ccg8W47duTqk5hWjokUA7N3JB0nhagwLU6Oj\nn+MuPmpPbB4GH3/88caev379+kGlsv/DgA8Bkqv21BAahHocLjnULADWNt5TQIHeflGNPYD+bgF2\nLKk8mQQRH/5+Er8euQAAiOjog1cmRtr91If2VAccmUkQkXmmDHty9dh7Uo+KWvMAGNGxIQCGq9GJ\nAdDmHGrOoL3wIUBy5ewNoUGox9GSTKTrpQBYa6ppvCcFwEjEaoYihgHQIYiiiB8OFOGzvacBAJ38\n3DF/UhSCA+13TJ+z1wFHZhJEHD7bMAScp0d5iwAY3tFbWgUcrkZnBkC7YhgEwyDJlzM2hAbBgKOl\nmUjXpbQaACP8Iht7AAPcuJm8I9qdq8OyzTkwmET4uLvg5Tv7oH83+wzXO2MdcGQmQcSRonLsztFh\nb2sBsIM3hoWrkRSuQWcH3n9SbqwVBnmmGxFZjEEwIKs0E+m6VBws1qKmRQAM9+sjBcCgeAS6B9mx\npNQWSeEaBHm7YfH6Y6ioNeKVn7Lw7NhwjOzdwd5Fo5tgEkQcLZLmAO7N06OsxjwAhnbwRlJDAHTk\nDcjJ8tgzSOQEHLlXxCgYcbQ0E1pdKg4Ua1Fjqja7H+HXB7HqRMSoExgAnVRRaQ0W/JyNc2XS/M6H\nE3vgvphuNjmX/jJHrgOOzCSIyCoqx65cHVJOFqO02mB2P1Tj3TgHsGuAp51KSW3FYWIwDJJ8OVpD\naBSMyCo9DK0+FQf0WlSbqszuh/v2QawmATHqBAS5O94GxnTjymoMWLz+GI6drwAAjO/bCX8bFWqz\nrWccrQ44MpMgIutcOfbk6rEnT39FAOyl8UJSuAZJDIBOh2EQDIMkX47QEBoFI7LLjiBdl4oD+vQr\nAmCYbwTiNEMZANuxOqMJyzbnYG9eMQBgSI8AzJ3QB15u1t9twhHqgCMzCSKymwXAkhYBsKfaC0kR\nGiSFqdEtkAHQWTEMgmGQ5MteDaFRMOJY2VGk61KQUZyOaqN5AAz1jUCcOhGxmgQEuWtsVi6yH0EU\n8dme0/jxYBEAaZjxnxMjrX7WLMPglQRRRPa5CmkOYK4exa0EwMtHwdlzJThZDsMgGAZJvmzZEF4O\ngFpdKjKK01FlrDS7H+oTjljNUMRqEqBmAJSt9ZnnsGpXPgQR0Pi4Yf7EKPTUeFvt8xgGJYIo4tj5\nCuzOkXoAi6vqze6HBHk1rAJWIziIAbC9YRgEwyDJl7UbQpNoaugBlIaAK40VZvd7+YQhVpOIWHUC\nNB4dLf755Jz25RfjzY0nUGcU4Omqwot39EF0D+vsEynnMCiIIo6fr8DuXD325OqhbxEAg4M8Mbxh\nH8AeDIDtGsMgGAZJvqzREJpEE46XZUGrS8V+/b7WA6A6ETGaBHRgAKSryLlQiVfXZ6O02gCVUoG/\njwrF2L6dLP45cguDgijixPlK7M7VYU+eHrrKFgEw0LNhFbAGIWoGQLlgGATDIMmXpRrCpgCYhv36\ntCsCYIh3KOI0iYjVJDIAUptdKK/Fwp+zUVgi7Sv5YFx3/CU+2KJbz8ghDIqiiOMXKrEnV4fduVcG\nwG4BnhgeIQ0B9wjysunWPuQYGAbBMEjydSsNoSAKOFGWjXR9Cvbr96HCUG52P8S7F2I1iYjTJKKD\nh+V7dEgeKmuNeG3DMRwpkn6/RvfpgKfGhMFVpbTI+7fXMCiKInIuVmJXjh578nS4VNEyAHo0bgMT\nomYAlDuGQTAMknzdaEMoiAJOlGcjXZeKDP0+lBvKzO738O6JOM1QxKoT0NGzs7WKTTJjMAn4v625\n2HFCBwAY2M0PL94ZCR/3Wz/sqj2FwcsB8PIcwIsVdWb3u/p7SNvAhKvRkwGQmmEYBMMgyVdbGkJB\nFJBTfgzpulTs16ddEQCDvXtKQ8DqRHRiACQrEUURX6cV4lvtGQDS4oYFE6PQ0e/Wjjdz9jAoiiJy\nL1Zhd8MQcMsA2MXfA0nhagyP0DAA0lW1izCo1Wrx73//GydPnkRgYCBmzJiBKVOmtPn1zvoQILpV\nV2sIpQB4HFqdNARcZig1e12wdwhiG/YB7OzZ1dbFJhnblHUBK7bnQRCBQC9X/HNiFMI73nwj5oxh\nUBRF5F2qwu5cPXbn6nChvPUAmBSuQS8NAyBdn7XC4K333bdRWVkZnnjiCcybNw8TJ05EdnY2pk2b\nhh49euC2226zVTGInJ4gCsgtPw6tPg1aXRrKDCVm97t79ZDmAKoT0dmLAZDsY1zfTtD4uONfvx5H\nSbUBL/zvCOaM7434Xu37fOrLAXBPQwA83yIAdvZzR1LDNjBhHbwZAMkh2CwMFhUVYeTIkbj77rsB\nAP369UNCQgIyMjIYBomuQxAFZOmPYmvedqTrUlFabx4Au3kFNw4Bd/HqZqdSEpkb0iMA/763Pxb+\nnA19VT1e23AMj48IxZ0D2tc0BVEUka+rbhwCPldWa3a/U0MATGIAJAdltzmDZWVlmDBhAhYtWoSx\nY8de9+fv/vEuG5SKyHl08+qO+A5DEdchEV29utu7OERXpauow/x1WcjXVQMA7h3SFdOSekJ5A6FI\nqVQgIMAbpaVVEAT7DxNfDoC7cnTYdUKHotYCYIQGwyPUiOjowwBIFnG5HliaXcJgRUUFZs6cCW9v\nb6xatQpK5fW3HmAYJAKCfYOR1G0EhnVNQg+/HvYuDlGbVdUa8dJ3B5GWpwcAJPfrhH9OHgB3V5Wd\nS9Z2oigi90Ilth49j21Hz6NAX212v7O/B5L7dUZy/86I6urHAEhOw+ZhsLCwELNmzUJwcDDeeecd\neHi0bYXZ/gtaVFXWQXCexc9EFqNUKNCrYzB8TWqH6BUhuhlGk4D3tudh09GLAICoLr7456Qo+Hu6\nXve19uoZFEURp/RSD+DuHD3ONGysfVkHHzcM763B8AgNendiDyBZV7voGTx69ChmzJiBu+++G3Pn\nzm1Tj2BzzrSKjMiSnHElJVFrRFHEd/vP4qvUAgDSnnrzJ0Wha4DnNV9n6zpwWt80B7BlANT4uDUe\nBdeHAZBsyOm3ltHpdJg0aRKmTZuGmTNn3tR7sCEkuWIYpPZmx/FLWL41F0ZBhJ+HC165KwqRXXyv\n+vO2qAMFxdXYnSMFwMJWAuCwMGkbmN6dfW5oviORpTh9GFy5ciXefvtteHmZH6j98MMPY/bs2W16\nDzaEJFcMg9QeHT5Thtd+PYaqOhPcVEr84/YIDAtXt/qz1qoDhcXVjfsAFhSbB0C1txuGhUtnAffp\n7MsASHbn9GHQEtgQklwxDFJ7VVhcjQU/Z+NiRR0UAKYP64k/DO5yxdCrJetAYUk1dudIR8GdLjZf\nBBLk3dADGKFGJAMgORiGQTAMknwxDFJ7VlJVj1fXZyP3YhUAYOKAzpgxvBdUyqYgdqt14ExJDfY0\nzAE81WIVcJCXK25rOAkkqgsDIDkuhkEwDJJ8MQxSe1drMGHJxhPYd0raUD2+ZyCeH98bHg1bz9xM\nHThbUoPdeXrsztFdEQADvVwbegAZAMl5MAyCYZDki2GQ5MAkiPh4Vz5+OXweABDe0Rv/vCsKgd5u\nba4DRaU1jXMAL29yfVlAQwAcFq5G3y5+Zj2PRM6AYRAMgyRfDIMkF6Io4qeD5/DpnlMQAXT0dceC\nSVHo2cH7qnWgqLSm4SxgPU7qqszuBXg2DAGHqdG3KwMgOTeGQTAMknwxDJLc7MnVY9nmHNSbBHi7\nq/DKxCiMGtitsQ6cK6vF7lwd9uTqkXfJPAD6e7rgtoZtYPoxAFI7Yq0w6GLxdyQiIrpFw8LVUHu7\nYdH6bJTXGjHvh6N4ttYEfWk1dp3QIbdFAPTzaAiAERr0ZwAkuiHsGSRyAuwZJLkqKq3Bgp+zca6s\n9op7vg0BcHi4Gv27+TMAUrvHYWIwDJJ8MQySnJXVGPD6hmPIOlcBPw8XDA2V9gEcwABIMsMwCIZB\nki+GQZI9BVBqBPxVIhRgACR5slYYVFr8HYmIiCxMpVQgorMvXFRstogsjbWKiIiISMYYBomIiIhk\njGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomI\niIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMYY\nBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiI\nSMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQ\niIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhk\njGGQiIiISMYYBomIiIhkjGGQiIiISMYYBomIiIhkjGGQiIiISMbsEgYzMzORlJRkj48mIiIiomZs\nGgZFUcT333+P6dOnw2Aw2PKjiYiIiKgVNg2DK1euxJdffolZs2bZ8mOJiIiI6CpcbPlh9957L2bN\nmoV9+/bd1OuVSoWFS0TkHC7/7rMOkFyxDhBZ7/ffpmGwY8eOt/T6gABvC5WEyDmxDpDcsQ4QWZ5N\nw+CtKi2tgiCI9i4Gkc0plQoEBHizDpBssQ4QNdUDS3OqMCgIIkwmPgRIvlgHSO5YB4gsj/sMEhER\nEckYwyARERGRjNklDCYkJCAtLc0eH01EREREzbBnkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiI\nZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJ\niIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjG\nGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiI\niEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxh\nkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiI\nZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJ\niIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjGGAaJiIiIZIxhkIiIiEjG\nGAaJiIiIZIxhkIiIiEjGFKIoivYuBBERERHZB3sGiYiIiGSMYZCIiIhIxhgGiYiIiGSMYZCIiIhI\nxhgGiYiIiGSMYZCIiIhIxhgGiYiIiGSMYZCIiIhIxuwSBrVaLe6//37ExMRg7Nix+OabbwAAZWVl\nePLJJxETE4NRo0ZhzZo1V7y2rq4ODzzwALZv3252/f3338eoUaMQGxuLhx56CCdOnLDJdyG6GZau\nA/X19ViwYAESExMRExODv/3tb7hw4YLNvg/RjbJGO3DZ999/j4SEBKuWn8gSrFEP7rrrLgwaNAjR\n0dGIjo7GXXfddf2CiDZWWloqxsXFiT/99JNoMpnEI0eOiHFxceKePXvEp556SnzuuefE2tpa8dCh\nQ2J8fLyYnZ3d+Nrjx4+LDzzwgNi7d29x27ZtjdfXrl0rjhs3TiwoKBANBoO4YsUKcdSoUaLJZLL1\n1yO6LmvUgWXLlolTp04VS0pKxLq6OvGFF14Qn3zySXt8PaLrskYduKygoECMiYkR4+PjbfmViG6Y\nNepBTU2NGBUVJer1+hsqi817BouKijBy5EjcfffdUCqV6NevHxISEpCRkYEtW7bg6aefhru7OwYO\nHIiJEyc2puGzZ8/ioYcewvjx49G1a1ez9ywpKcGsWbMQHBwMFxcXPPzwwygqKsL58+dt/fWIrssa\ndeDpp5/GRx99hICAAOj1elRVVSEwMNAeX4/ouqxRBwDAZDJhzpw5eOCBB2z9lYhumDXqwYkTJ6DR\naBAUFHRDZbF5GIyKisKSJUsa/7msrAxarRYA4OLiguDg4MZ7vXr1Qk5ODgAgMDAQW7ZswfTp06FQ\nKMze87HHHsPkyZMb/3nbtm0ICAhA586drflViG6KNeqASqWCh4cH3n33XYwePRoHDx7EzJkzbfBt\niG6cNeoAAKxatQoREREYOXKklb8B0a2zRj3IysqCi4sLHnzwQSQmJmL69OnIy8u7blnsuoCkoqIC\ns2bNakzDHh4eZvc9PDxQW1sLAPDy8oKvr+913zM9PR3z58/HvHnzoFRyfQw5NkvXgZkzZ+LgwYMY\nN24cHnvsMRgMBquVncgSLFUHjhw5gp9++glz5861epmJLM2SbcGAAQPw1ltvYceOHejfvz/++te/\nNr72auyWlgoLCzFlyhT4+/vjvffeg5eX1xWFra2thZeXV5vf88cff8TMmTPxyiuvYNKkSZYuMpFF\nWaMOuLu7w8PDA3PmzEFRUREXUpFDs1QdqK2txQsvvIDFixfD29vbmkUmsjhLtgVTpkzB8uXL0b17\nd3h4eGD27NkoKytDdnb2NV9nlzB49OhRPPDAA0hKSsL7778PDw8PhISEwGg0oqioqPHn8vPzER4e\n3qb3XLFiBd544w28//77+OMf/2itohNZhKXrwIsvvojVq1c3/rPJZIIgCPDz87NK+YlulSXrwJEj\nR1BYWIhZs2YhNjYWs2bNQllZGWJjY83ei8jRWLot+Pbbb7F3797GfzaZTDAajXB3d7/m62weBnU6\nHWbMmIFp06bhxRdfbBzK9fHxQXJyMt566y3U1NQgMzMTv/zyS5t6+NauXYsvvvgCq1evxtChQ639\nFYhuiTXqwMCBA/Hpp5/izJkzqKmpwWuvvYaYmBizOSdEjsLSdSA2NhaHDh2CVquFVqvFypUr4e/v\nD61W2+pCEyJHYI224OLFi3jttddw7tw51NbW4l//+hdCQ0MRGRl5zde5WOQb3YDvv/8excXF+OCD\nD/DBBx80Xn/44YexaNEizJ8/HyNHjoSXlxeef/55DBo06LrvuWrVKlRVVeG+++674rPCwsIs/h2I\nboU16sCUKVOg1+vxpz/9CQaDAcOGDcPy5cut+TWIbpo16gCRs7FGPZg1axYqKytx//33o6qqCnFx\ncVixYsV111AoRFEUb/kbEREREZFT4nJbIiIiIhljGCQiIiKSMYZBIiIiIhljGCQiIiKSMYZBIiIi\nIhljGCQiIiKSMYZBIpKVuXPnIj4+HsXFxVfcW7ZsGWJjY3Hx4kU7lIyIyD4YBolIVubOnQuFQoGl\nS5eaXc/Pz8enn36KuXPnomPHjnYqHRGR7TEMEpGsBAUF4bnnnsP//vc/HDx4sPH6okWLEB0dfcVJ\nRkRE7R3DIBHJzn333YchQ4Zg0aJFEEURGzduxP79+7F48WIoFAoAwJo1a3D77bdj8ODBuO+++5Ca\nmtr4+srKSrz88ssYNmwY+vXrhzFjxmD16tWN90eMGIGlS5di+PDhGDt2LGpra23+HYmI2srmZxMT\nEdmbQqHAq6++invuuQc//PADVqxYgSeffBIhISEAgK1bt+Ktt97CokWL0Lt3b2zfvh1//etf8cMP\nPyA8PByLFy9GXl4ePvzwQ/j5+WHt2rVYvHgxkpOT0alTJwDA2rVr8cknn0AURXh4eNiHN9rNAAAB\n9klEQVTz6xIRXRPPJiYi2Vq2bBk++eQT9O7dG2vWrIGLi/T38ZQpUzBhwgQ8+uijjT/7zDPPwN/f\nH6+++irWrl2Lfv36ITIyEgBQV1eHgQMH4osvvkBiYiJGjBiBCRMm4KWXXrLH1yIiuiHsGSQi2Xri\niSfw4Ycf4oknnmgMggCQm5uLZcuWYfny5Y3XDAYDoqOjAQCTJ0/Gtm3bsHbtWuTn5yMrKwsAIAhC\n488HBwfb6FsQEd0ahkEikq3Lw7fu7u5m100mE+bOnYukpCSz65d/bs6cOcjIyMCkSZNw7733Yv78\n+Rg7dmyr701E5OgYBomIWggNDcW5c+ca5xACwNKlS9GlSxdMmjQJv/zyC/773/829hQeO3YMAMBZ\nN0TkjLiamIiohRkzZuA///kP1qxZg4KCAnz22Wf45JNP0LNnT3h4eMDT0xObNm3CmTNnkJaWhuef\nfx4AUF9fb+eSExHdOPYMEhG1cMcdd6CkpASrVq3CwoULERISgqVLl2LYsGEAgCVLluDNN9/E119/\njS5duuDBBx/Ehg0bcPToUYwePdrOpSciujFcTUxEREQkYxwmJiIiIpIxhkEiIiIiGWMYJCIiIpIx\nhkEiIiIiGWMYJCIiIpIxhkEiIiIiGWMYJCIiIpIxhkEiIiIiGWMYJCIiIpKx/w9QQT9UBos1yAAA\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sns.axes_style(\"darkgrid\"):\n", " example_plot()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/rgLg5KhkfLcABt5vm27g39GoVcwbFMKy3afYdPAiv5xJZ+za33hvaBje7n//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\nmQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "example_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seaborn color palettes\n", "\n", "Seaborn has many [color palettes](http://stanford.edu/~mwaskom/software/seaborn/tutorial/color_palettes.html) to choose from, including the famous [Colorbrewer](http://colorbrewer2.org/) palettes and Seaborn's own palettes.\n", "\n", "You can plot a color palette to see the colors using `sns.palplot`:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"display_data" } ], "source": [ "sns.set_palette('Greens')\n", "sns.palplot(sns.color_palette())" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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k0YA5UwC0GmzYJQBmVU6FQUhc4O80F2I3JkbHITVAWA3RHGggz+ikwOSS0bE4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "example_plot()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"source": [ "sns.set_palette('dark')\n", "sns.palplot(sns.color_palette())" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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u2C1YRo6C/3vFg8dhEWz/NAcw8FLKAmiQVy+5ADasbSIF8AdkmzL4t5JG+fhr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "example_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seaborn Contexts\n", "\n", "Seaborn's contexts automatically control the scaling and proportions according to the target of the plot - `notebook`, `talk`, `paper`. `poster`. In addition, you can scale the font size and set any `rcParam` you want:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jn8Y6nQ5X1ys7DY1GQ1OTuvn/77//PjqdjoceeuiqROo8Ic4e/O+Am9hTdIY1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\n2gMax9r/cZF0UZDdGsP4f58CFVbc2Z0/BePnc02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g4GAun0FERDZXY0h98skntqyDiIjo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\niIhItf4/Crt6srGDQNAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_palette(sns.color_palette('Set2'))\n", "sns.set_context('paper', font_scale=2, rc={'lines.linewidth': 8})\n", "example_plot()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Exercise\n", "\n", "Use Seaborn styles and contexts and plot the example plot." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# References\n", "\n", "- [Data visualization in Python](https://github.com/rhiever/python-data-visualization-course/blob/master/Section%203%20-%20Data%20visualization%20in%20Python%20-%20matplotlib/matplotlib%20styles.ipynb) by [Randy Olson](https://github.com/rhiever)\n", "- [Matplotlib: Using style sheets](http://matplotlib.org/users/customizing.html#dynamic-rc-settings)\n", "- [Repository for Matplotlib Styles (matplotlibrc)](https://github.com/ctokheim/matplotlibrc)\n", "- [Seaborn figure aesthetics](http://stanford.edu/~mwaskom/software/seaborn/tutorial/aesthetics.html)\n", "- [Seaborn color palettes](http://stanford.edu/~mwaskom/software/seaborn/tutorial/color_palettes.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Colophon\n", "This notebook was written by [Yoav Ram](http://python.yoavram.com) and is part of the [_Python for Engineers_](https://github.com/yoavram/Py4Eng) course.\n", "\n", "The notebook was written using [Python](http://python.org/) 3.6.1.\n", "Dependencies listed in [environment.yml](../environment.yml), full versions in [environment_full.yml](../environment_full.yml).\n", "\n", "This work is licensed under a CC BY-NC-SA 4.0 International License.\n", "\n", "![Python logo](https://www.python.org/static/community_logos/python-logo.png)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 0 }