{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Customizing Figures\n", "This notebook demonstrates how to customize some aspects of your matplotlib figures to optimize them for presentations or publications.\n", "\n", "Resources:\n", "\n", " * http://xarray.pydata.org\n", " * http://matplotlib.org/users/customizing\n", " * http://matplotlib.org/users/gridspec\n", "\n", "First, we'll import a few basic libraries.\n", "\n", "`Xarray` is a special library that loads and organizes nefCDF data into easy-to-use python objects. One huge advantage of using `xarray` is lazy loading so you can load and slice your dataset without importing data into memory. We only bring data into memory when we do something to it (e.g., operations, saving new data objects, plotting, etc.)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Making a research plot\n", "Okay, let's make a some research plots that we might want to include in a paper or talk. We'll use nowcast results from the Salish Sea NEMO model (SalishSeaCast) obtainable from our ERDDAP server (https://salishsea.eos.ubc.ca/erddap).\n", "\n", "We'll be using `xarray` to manage our data from the loading stage to the plotting stage. This example will work for other netCDF libraries or ASCII data, but you will need different syntax and you might have to do additional processing (e.g., turning datestrings into date objects, etc.)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coordinates:\n", " * time (time) datetime64[ns] 2014-09-24T00:30:00 2014-09-24T01:30:00 ...\n", " * depth (depth) float32 0.5 1.5 2.50001 3.50003 4.50007 5.50015 6.50031 ...\n", " * gridY (gridY) int16 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n", " * gridX (gridX) int16 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n", "Data variables:\n", " salinity (time, depth, gridY, gridX) float64 ...\n", " temperature (time, depth, gridY, gridX) float64 ...\n", "Frozen(SortedKeysDict({'gridX': 398, 'time': 18048, 'depth': 40, 'gridY': 898}))\n" ] } ], "source": [ "# Load Salish Sea model results from ERDDAP server\n", "NEMO = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSn3DTracerFields1hV1')\n", "print(NEMO.coords) # Coordinates of the xarray object\n", "print(NEMO.data_vars) # Variables in the xarray object\n", "print(NEMO.dims) # Dimensions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For our plot, we'll look at the Ocean Networks Canada central and east node locations (http://www.oceannetworks.ca/installations/observatories/venus-salish-sea) for the first half of September 2016. We'll define our ONC locations as a dictionary to make plotting easier. Notice the `xarray`-specific slicing notation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Extract ONC location profiles from results object into dict\n", "timeslice = slice('2016 Sep 1 00:00', '2016 Sep 15 00:00')\n", "ONC = {} # Empty dict\n", "ONC['central'] = NEMO.sel(time=timeslice).isel(gridX=266, gridY=424) # (266, 424) model grid location for central node\n", "ONC['east'] = NEMO.sel(time=timeslice).isel(gridX=283, gridY=417) # (283, 417) model grid location for east node" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll make our figure. Multiple timeseries subplots that share a time axis is a common figure format that I use. Since each plot will be roughly the same, we can predefine some attributes of our results objects to reduce harcoding later." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Predefine attributes as dictionaries\n", "depth = {'central': 294, 'east': 164} # Bottom depth at each location\n", "ylim = {'salinity': [29.9, 31], 'temperature': [10.2, 12]} # Ranges we would like to plot\n", "ylabel = {'salinity': 'Salinity [PSU]', 'temperature': 'Temperature [$^\\circ$C]'}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can make timeseries subplots using a loop." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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f5s8//6RTp04lHP2pCjKPcg7nXFXgH8AtwFpgBnAlMAwI91ZwIiIiUvSUKBeP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\nc4Tu4UqiPAa4kwtbxAGcBv7l9ohERETEI5Qoe1fjxo3573/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xdb/vxMREZs+ezfz589m2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define lists that specify which quantities appear in each plot\n", "nodes = ['central', 'central', 'east', 'east']\n", "qtys = ['salinity', 'temperature', 'salinity', 'temperature']\n", "\n", "# Make figure window and subplots\n", "fig, axs = plt.subplots(4, 1, figsize=(10, 10))\n", "\n", "# Loop through subplot lists together using zip()\n", "for ax, node, qty in zip(axs, nodes, qtys):\n", " \n", " # Generic code for each subplot\n", " ax.plot(ONC[node]['time'], ONC[node][qty].sel(depth=depth[node], method='nearest'), 'k-')\n", " ax.set_ylim(ylim[qty])\n", " ax.set_ylabel(ylabel[qty])\n", " ax.text(.8, .9, 'ONC {} node'.format(node), transform=ax.transAxes)\n", "\n", "# Special function that links timeseries axes to bottom axis\n", "fig.autofmt_xdate()\n", "\n", "# Reduce whitespace around figure for saving\n", "fig.tight_layout()\n", "\n", "# Save figure\n", "fig.savefig('/home/bmoorema/Desktop/myfig.eps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Customizing your figure\n", "Okay, so we've got our figure. It clearly shows some interesting warm, salty intrusions near the ONC nodes in the model around September 10th! Now we want to use it in a talk. The first thing we need to think about is text size. Need to make it bigger.\n", "\n", "The `matplotlib rcParams` control plotting features like font size. We can access the `rcParams` several ways; one simple way is to use `plt.rcParams` which is a dictionary." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10.0\n" ] } ], "source": [ "# Print current font size\n", "print(plt.rcParams['font.size'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the font size easily be redefining it." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14.0\n" ] } ], "source": [ "plt.rcParams['font.size'] = 14.0\n", "print(plt.rcParams['font.size'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have a variety of different controls over text size, so if this result is not satisfactory, we can get a look at all the different `rcParams`. Use `matplotlib_fname()` to find the path to your sample `matplotlibrc` file." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'/home/bmoorema/anaconda3/lib/python3.5/site-packages/matplotlib/mpl-data/matplotlibrc'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from matplotlib import matplotlib_fname\n", "matplotlib_fname()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `matplotlibrc` file contains instructions for customizing." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "### MATPLOTLIBRC FORMAT\r\n", "\r\n", "# This is a sample matplotlib configuration file - you can find a copy\r\n", "# of it on your system in\r\n", "# site-packages/matplotlib/mpl-data/matplotlibrc. If you edit it\r\n", "# there, please note that it will be overwritten in your next install.\r\n", "# If you want to keep a permanent local copy that will not be\r\n", "# overwritten, place it in the following location:\r\n", "# unix/linux:\r\n", "# $HOME/.config/matplotlib/matplotlibrc or\r\n", "# $XDG_CONFIG_HOME/matplotlib/matplotlibrc (if $XDG_CONFIG_HOME is set)\r\n", "# other platforms:\r\n", "# $HOME/.matplotlib/matplotlibrc\r\n", "#\r\n", "# See http://matplotlib.org/users/customizing.html#the-matplotlibrc-file for\r\n", "# more details on the paths which are checked for the configuration file.\r\n", "#\r\n", "# This file is best viewed in a editor which supports python mode\r\n", "# syntax highlighting. Blank lines, or lines starting with a comment\r\n", "# symbol, are ignored, as are trailing comments. Other lines must\r\n", "# have the format\r\n", "# key : val # optional comment\r\n", "#\r\n", "# Colors: for the color values below, you can either use - a\r\n", "# matplotlib color string, such as r, k, or b - an rgb tuple, such as\r\n", "# (1.0, 0.5, 0.0) - a hex string, such as ff00ff or #ff00ff - a scalar\r\n", "# grayscale intensity such as 0.75 - a legal html color name, e.g., red,\r\n", "# blue, darkslategray\r\n", "\r\n", "#### CONFIGURATION BEGINS HERE\r\n" ] } ], "source": [ "!head -30 /home/bmoorema/anaconda3/lib/python3.5/site-packages/matplotlib/mpl-data/matplotlibrc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Attributes are divided into sections, for instance, FONT." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "### FONT\r\n", "#\r\n", "# font properties used by text.Text. See\r\n", "# http://matplotlib.org/api/font_manager_api.html for more\r\n", "# information on font properties. The 6 font properties used for font\r\n", "# matching are given below with their default values.\r\n", "#\r\n", "# The font.family property has five values: 'serif' (e.g., Times),\r\n", "# 'sans-serif' (e.g., Helvetica), 'cursive' (e.g., Zapf-Chancery),\r\n", "# 'fantasy' (e.g., Western), and 'monospace' (e.g., Courier). Each of\r\n", "# these font families has a default list of font names in decreasing\r\n", "# order of priority associated with them. When text.usetex is False,\r\n", "# font.family may also be one or more concrete font names.\r\n", "#\r\n", "# The font.style property has three values: normal (or roman), italic\r\n", "# or oblique. The oblique style will be used for italic, if it is not\r\n", "# present.\r\n", "#\r\n", "# The font.variant property has two values: normal or small-caps. For\r\n", "# TrueType fonts, which are scalable fonts, small-caps is equivalent\r\n", "# to using a font size of 'smaller', or about 83% of the current font\r\n", "# size.\r\n", "#\r\n", "# The font.weight property has effectively 13 values: normal, bold,\r\n", "# bolder, lighter, 100, 200, 300, ..., 900. Normal is the same as\r\n", "# 400, and bold is 700. bolder and lighter are relative values with\r\n", "# respect to the current weight.\r\n", "#\r\n", "# The font.stretch property has 11 values: ultra-condensed,\r\n", "# extra-condensed, condensed, semi-condensed, normal, semi-expanded,\r\n", "# expanded, extra-expanded, ultra-expanded, wider, and narrower. This\r\n", "# property is not currently implemented.\r\n", "#\r\n", "# The font.size property is the default font size for text, given in pts.\r\n", "# 12pt is the standard value.\r\n", "#\r\n", "#font.family : sans-serif\r\n", "#font.style : normal\r\n", "#font.variant : normal\r\n", "#font.weight : medium\r\n", "#font.stretch : normal\r\n", "# note that font.size controls default text sizes. To configure\r\n", "# special text sizes tick labels, axes, labels, title, etc, see the rc\r\n", "# settings for axes and ticks. Special text sizes can be defined\r\n", "# relative to font.size, using the following values: xx-small, x-small,\r\n", "# small, medium, large, x-large, xx-large, larger, or smaller\r\n", "#font.size : 12.0\r\n", "#font.serif : Bitstream Vera Serif, New Century Schoolbook, Century Schoolbook L, Utopia, ITC Bookman, Bookman, Nimbus Roman No9 L, Times New Roman, Times, Palatino, Charter, serif\r\n", "#font.sans-serif : Bitstream Vera Sans, Lucida Grande, Verdana, Geneva, Lucid, Arial, Helvetica, Avant Garde, sans-serif\r\n", "#font.cursive : Apple Chancery, Textile, Zapf Chancery, Sand, Script MT, Felipa, cursive\r\n", "#font.fantasy : Comic Sans MS, Chicago, Charcoal, Impact, Western, Humor Sans, fantasy\r\n", "#font.monospace : Bitstream Vera Sans Mono, Andale Mono, Nimbus Mono L, Courier New, Courier, Fixed, Terminal, monospace\r\n" ] } ], "source": [ "!head -156 /home/bmoorema/anaconda3/lib/python3.5/site-packages/matplotlib/mpl-data/matplotlibrc | tail -52" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Setting up your own config file is possible, but tricky because the matplotlib inline environment uses different parameters than the regular python environment. I haven't fully figured this out yet, so I just modify my params in the notebook as I need to." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "###Publication figures\n", "Journals can have pretty specific requirements for figures. AGU, for instance, has 3 accepted figure sizes:\n", " \n", " 1. 9.5cm x 11.5cm (1/4 page)\n", " 2. 19cm x 11.5cm (1/2 page)\n", " 3. 19cm x 23cm (full page)\n", "\n", "And they require 8 point font.\n", "\n", "https://publications.agu.org/author-resource-center/\n", "\n", "We can prepare our timeseries plot for publication easily." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RUVHuyJEjAY0nNTXVTZo0yTVo0MCVLVvWvfbaa27Tpk3nlTl16pTr27evq1y5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\nKUJDQ/Haa69JvYYyhYaWlhbMzc1x7do1p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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Font size\n", "plt.rcParams['font.size'] = 8.0\n", "\n", "# Figure size\n", "fig, axs = plt.subplots(4, 1, figsize=(7.5, 9)) # 19x23 converted to inches\n", "\n", "# Timeseries figure code\n", "# ----------------------\n", "for ax, node, qty in zip(axs, nodes, qtys):\n", " ax.plot(ONC[node]['time'], ONC[node][qty].sel(depth=depth[node], method='nearest'), 'k-')\n", " ax.set_ylim(ylim[qty])\n", " ax.set_ylabel(ylabel[qty])\n", " ax.text(.8, .9, 'ONC {} node'.format(node), transform=ax.transAxes)\n", "fig.autofmt_xdate()\n", "fig.tight_layout()\n", "fig.savefig('/home/bmoorema/Desktop/myfig_pub.eps')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "###Subplots\n", "Since figures=publication_units=money, it's advantageous to try and combine figures as much as possible (without confusing the reader!) In that spirit, say we want to add T and S profiles along side our timeseries plots. `plt.subplots` works okay for this, but we can get a lot more flexibility using matplotlib's `gridspec`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from matplotlib import gridspec" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To set up our subplots, we create a `gridspec` object that can be sliced just like an array." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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gbW3t9fFkMslkMrnOMgFYdtPpNNPp9KDLAIAhVHdvvUHVZ5I8193fqKpPJHln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\nIQ0AAIDrN/eM2q534F0RAHZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make figure\n", "fig = plt.figure(figsize=(15, 10))\n", "\n", "# Define gridspec object (4 rows for timeseries, timeseries span 2 columns, profiles in cols 3 and 4)\n", "gs = gridspec.GridSpec(4, 4)\n", "\n", "# Populate the rows of the first 2 columns with our timeseries\n", "tss = [plt.subplot(gs[ax, :2]) for ax in range(4)]\n", "\n", "# Populate last 2 columns with profiles\n", "pfs = [plt.subplot(gs[:, 2:3]), plt.subplot(gs[:, 3:])]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now add code for timeseries and profile plots.\n", "\n", "(This is just a quick example. `gridspec` has a lot more customization options.)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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I7Y6vlOKff/5h6dKlzJ49m7CwMLp06YKdnR1vv/02AEWKFOHOnTsvFCqcnJxi70+aNIkd\nO3YQGRlJuXLlEnz/8uXLxx7z3LlznD9/PvY41apVw8fHhxIlSsReja9WrRoHDhzgwoULHD16lMaN\nG6O1ttjkXiJjs7GxoXr16lSvXj32uYiICP7555/YYse6desIDAzEycmJ5s2b07x5c6pWrSr/zQkh\nRDrl7+/P5MmT2bFjBx4eHvTr1y/ND3OVf3GEEEJkKC4uLvz+++88fvwYgKlTp9K2bVuA2ELDkCFD\nmD59OgDFixfnxo0bnDlzBojpIXHkyJHY4xUsWJDLly/z5MmT2GOULVuWUaNGsXPnTvbt28egQYOA\nZ+e20FqTLVs2IiMjY597eqL3dHiKr68vX3/9dbw9NZ56/pilSpXC398fiPnhUapUKUqWLBmb+fDh\nwwCULFmSmjVrsnPnTnbt2sXWrVuT9kUKkYBs2bJRqVIlevXqxU8//cRff/3FjRs3GDNmDDdv3qR7\n9+4UKlSIbt26sXjxYkJCQoyOLIQQ4hUiIyPx9vamYcOGtG/fntq1axMUFET//v3TfFEDpMeGEEKI\nDKZgwYJ89tlnNG/eHCsrK6pWrcqoUaOA/y8SVKtWjQIFCsTuM3fuXIYMGcKDBw9QSjFlypTY15RS\nfPbZZzg7O2Nra8u4cePo378//fv3Z+bMmQB4eHg8k+Hp+9SuXZtevXpx4sQJOnToEPt6vnz5yJ07\nN+++++4zw2YS88OhWrVq5MiRgwYNGmBnZ8eyZcuws7Pjl19+oWnTpjg6OlK8eHFee+01WrZsibOz\nM1mzZqVx48Z88cUXSf06hUiUnDlz4uLigouLCxAzP8yWLVvYsGEDQ4YMoXbt2nTq1Im2bduSP39+\ng9MKIYSAmAsmhw8fZsmSJSxfvpxixYoxdOhQOnbsGNvbNb2Q5V6FEEIIYXaylKN46uHDh2zcuJGV\nK1eybds23nnnHTp16kT79u1lXo5MTNoIIYxz9uxZVq1axZIlSwgPD6dbt25069aNMmXKGB0tVlLb\nCClsCCGEEMLs5KRFxOf+/ft4e3uzfPlyfH19cXV1xc3NjSZNmmBlZWV0PJGKpI0QIvVorQkMDGTd\nunWsX7+e4OBg2rdvT/fu3aldu3aaHGoihQ0hhBBCGE5OWsSrBAcHs2LFChYvXsy///5L165d6dWr\nFxUqVDA6mkgF0kYIYVnR0dEcPHiQdevWsW7dOqKioujQoUPs/BlpfYJnKWwIIYQQwnBy0iKS4uTJ\nkyxevJjff/+dokWL0rt3b7p06ULevHmNjiYsRNoIIcwvMjKSPXv2sHbtWtavX0/evHlp3749HTp0\noHLlymmyZ0ZCpLAhhBBCCMPJSYtIjsjISLZt28bChQvZunUrLi4uDBgwgIYNG6arH+Ti1aSNEMI8\noqKi2LVrFytWrOCPP/7A0dGRDh060K5dO8qWLWt0vGSTwoYQQgghDCcnLSKlbt++zdKlS5kzZw7h\n4eEMGDCAXr16PbOikUi/pI0QIvm01vj7+7Ns2TJWrFjB66+/TpcuXejQoQOOjo5GxzMLKWwIIYQQ\nwnBy0iLMRWvN/v37mTVrFp6enrRq1Yrhw4fj5ORkdDSRAtJGCJF0V65c4bfffuP3339Ha023bt3o\n0qVLmlrNxFzSbGFDKVUBmANEAue01n2VUiOB1sBFoJfWOirO9uWAuYAGdmqtx8VzTGlshBBCiDRI\nTlqEJdy6dYsFCxbw008/Ubp0aUaMGIGLi0uanwRPvEjaCCESJzw8HC8vL+bNm8fBgwfp1KkTvXr1\nokaNGhl6iF5aLmxYPS1cKKXmA7OBsVprV1OB44LWem2c7acDq7TWfymltgLva63vPXdMaWyEEEKI\nNEhOWoQlRUREsGrVKn744QfCwsL48ssv6dSpkywZm45IGyHEy50/f57Zs2ezaNEiypUrR9++fenQ\noQM5c+Y0OlqqSGobkWrl7bi9MYBw4E3Ax/R4B1DnuV1OAfmUUlbE9Np4YumMQgghhBAi7cuWLRvd\nunXj0KFDTJ8+nZ9//plKlSqxevVqoqOjjY4nhBDJEhUVhZeXFy4uLtSuXZvo6Gj27t2Lj48PPXr0\nyDRFjeRI1Tk2lFKtgInAGWADkENrPUcp9Sbwmda6X5xtSwNbiBm6skxr7R7P8aSKKoQQQqRBcjVW\npCatNX/++Sdjx44lMjKSn3/+mXr16hkdS7yEtBFC/L87d+4wd+5cfv75Z4oUKcKgQYP44IMPyJEj\nh9HRDJNme2wAaK29tNYVgWtAFGBneskOuPPc5t8QM/zkLaCSUqp46iUVQgghhBDphVIKFxcXDh48\nyOjRo+nYsSO9e/fm5s2bRkcTQogEnT17lsGDB/PGG28QGBjIunXr2L9/P25ubpm6qJEcWVPrjZRS\n1lrrcNPDe8QUVZyBKcC7wIF4dgs1/XkXyB3fcd3d3WPvN2zYkIYNG5onsBBCCCESzcfHBx8fH6Nj\niExOKUXnzp1p2bIl7u7uvP3228ydO5c2bdoYHU0IIWIdO3YMd3d3fH19GTBgAMePH6dIkSJGx0rX\nUnPy0NbAJ8TMl3FWaz1AKTUKaAVcImZVlEil1HSt9VCllBMwg5ihKP9orT+M55jSPUwIIYRIg6Sb\nuUgLDhw4QMeOHenWrRvffPMNWbOm2jU98QrSRojM6Pjx44wfP549e/YwcuRIBg0aJPNmJCDNropi\nCdLYCCGEEGmTnLSItCI4OJiuXbuSPXt21q1bh7W1tdGRBNJGiMwlJCSEUaNGsXHjRj799FM++ugj\ncuXKZXSsNC1Nz7EhhBBCCCFEaipYsCCbN28ma9asuLm5ERUV9eqdhBDCDLTW/Pbbb1SoUIE8efJw\n7tw5Ro4cKUUNC5AeG0IIIYQwO7kaK9KasLAwXFxcqFq1Kj/++KPRcTI9aSNERnf9+nW6d+/O3bt3\nmTNnDk5OTkZHSlekx4YQQgghhBDPsbGxYf369axdu5YtW7YYHUcIkYHt3buX6tWr06BBA/z8/KSo\nkQqkx4YQQgghzE6uxoq0aufOnbi5uXH06FEKFChgdJxMS9oIkVHNmDGDb7/9lt9++w0XFxej46Rb\nMnmoEEIIIczuv//+w8HBAaUS9xtDTlpEWvbxxx+TNWtWpk+fbnSUTEvaCJHRaK0ZPXo0GzduxNvb\nm5IlSxodKV2ToShCCCGEMKvAwECKFy9Oo0aN+Oeff4yOI0SKjR07liVLlhAUFGR0FCFEBhAVFUX/\n/v3x9fVlz549UtQwgBQ2hBBCiDTk8uXLdOrUiY4dO3L37l2j4xAeHo6bmxu//vorbdu2pXXr1jx8\n+NDoWEKkiIODA4MHD2bEiBGySooQIkX+/fdfOnTowKVLl9i+fTv58+c3OlKmJIUNIYQQIo0ICQmh\nZs2alC9fHnt7e+rWrUtYWJihmb799luKFStGnz59GDZsGLVr12bMmDGGZhLCHEaNGsX9+/dp3bo1\n9+/fNzqOECKdefDgAePGjaNixYqUKVMGb29vbG1tjY6VackcG0IIIUQaMWDAAHLkyBE77r9p06b0\n7duXzp07G5LH39+f9957jyNHjlC4cGEAQkNDKVWqFAEBATg6Oia4r4yfF+lBREQEgwcPZv/+/Xh7\ne1O8eHGjI2Ua0kaI9CoyMpKFCxcybtw4GjduzIQJE17676FIHpljQwghhEhnIiMjWbRoEV5eXowf\nPz72+b59+zJ//vxUzxMVFcWiRYto3749U6dOjS1qAOTLl48PPviApUuXpnouIcwtW7ZszJo1i169\nelGnTh0OHjxodCQhRBqltWbTpk1UrlyZpUuX4unpyZIlS6SokUZIjw0hhBDCQKGhoTRq1Ag7Ozu+\n++476tatG/taWFgYr7/+Ov7+/pQoUSLVMn366afs3r2b7777jiZNmrzw+r59++jbty8nT55McJUU\nuRor0htPT0/69u3L0qVLadasmdFxMjxpI0R6EhERQb9+/fDz8+P777+nVatWiV4lTCSP9NgQQggh\n0oknT57Qrl07GjdujK+v7zNFDQAbGxs6d+7M77//nmqZNm/ezMqVK/nzzz/jLWoA1KlTh4iICPz9\n/VMtlxCW1rp1azZs2ED37t35888/jY4jhEgj7t+/j6urK6GhoQQEBNC6dWspaqRBUtgQQgghDLJp\n0yYiIiKYMmVKgtu0a9cOb2/vVMv0+eefM3v2bAoUKJDgNkopunXrxvLly1MtlxCpoV69evzxxx+4\nubmxceNGo+MIIQx248YNGjVqhKOjI+vWrSNnzpxGRxIJkMKGEEIIYZDjx4/ToEEDsmRJ+J/j+vXr\nc/r0aW7evGnxPPfv3+fMmTO8++67r9z2/fffZ926dUg3bZHR1KlTBy8vL3r37o2np6fRcYQQBjl7\n9ix169alVatWzJ49m6xZsxodSbyEFDaEEEIIgxw/fpy33377pdtYW1vTpEkTNm/ebPE8Bw8epEqV\nKlhbW79y27fffhtra2sOHTpk8VxCpLZatWqxceNG+vfvz/r1642OI4RIZQcPHqRBgwaMGTOGcePG\nydCTdEAKG0IIIYRBTpw4QYUKFV653XvvvZcq3eIPHDhAnTp1ErWtUooOHTqwdu1aC6cSwhg1atRg\n8+bNDBo0KFUKi0KItGHVqlW4uroyZ84c+vfvb3QckUiyKooQQghhgPDwcPLkyUNoaCg2NjYv3fa/\n//6jXLly3Lx5k2zZslksk6urK71796ZDhw6J2t7f359OnTpx+vTpF7royooHIqP466+/aNeuHbt3\n76ZcuXJGx8kwpI0QaU14eDgjR47E29ub1atX4+TkZHSkTE1WRRFCCCHSgbNnz1K8ePFXFjUAChUq\nxJtvvslff/1lsTxa6yT12ACoVq0ajo6OzJkzx2K5hDBavXr1mDx5Mq1ateLWrVtGxxFCWMDly5dp\n0KABFy9exN/fX4oa6VCiCxtKKd8EbnuUUissGVIIIYTIaBI7DOUpSw9HOXfuHLly5aJIkSKJ3kcp\nxfTp03F3d2ffvn2pMsGpEEbo2bMn7du35/333yc8PNzoOEIIM9qyZQs1a9akffv2bNiwgXz58hkd\nSSRDUnps3NVaN4jnVh/I9aqdlVIVlFJ/KaV2K6Xmm54baSqM/K6Usnpue6WUmqyU2qqUWpm0jyWE\nEEKkbSdOnHjlxKFxtWzZkk2bNlksz4ULFyhTpkyS96tYsSIjRoxg8ODBVKhQgcuXL1sgnRDG8/Dw\nwNbWliFDhshqQEJkAFFRUbi7u9OnTx9WrlzJqFGjZJLQdCzRhQ2tdavkvBbHKa11Pa21M4BSqibg\nbCqMBAJtn9v+feCk1rqZ1rpTYnMKIYQQ6UFSe2zUqFGD4OBgLl68aJE8ISEhvPbaa8nad/To0QQE\nBDB8+HB69+5NdHS0mdMJYTwrKyuWLVvGvn37mDFjhtFxhBApEBwcTMuWLdm9ezeHDh3C2dnZ6Egi\nhZIyFGXsc7eRSimXxO6vtY6K8zAceBPwMT3eATw/qNcVeFsptUsp1S+x7yOEEML8Dh06xPz58+Uq\npRldu3aNYsWKJXr7LFmy4OLiYrHhKMHBwRQsWDBFxxg1ahT3799n9erVZkolRNqSO3duvLy88PDw\nYMuWLUbHEUIkw/79+6lWrRpOTk5s27aNQoUKGR1JmEFShqLsfu4WCNRVSs1K7AGUUq2UUscAeyAr\ncM/00l0g73ObOwD/AE2AbkqplP3aEkIIkWwTJ07k888/p0WLFpw7d87oOBnC7du3kzyO15LzbJij\nsJE1a1aGDh3KokWLzJRKiLSnRIkSrF69mh49enDq1Cmj4wghEklrzfTp02nbti0zZ87Ew8PjhRW9\nRPqV6L9JrfXueJ7eopTamYRjeAFeSqmfgCjAzvSSHXDnuc3vALu11tFKqf1AKSD4+WO6u7vH3m/Y\nsCENGzZMbBwhhBCJEBoayvbt2zl//jzz5s2jdu3aNGrUCCcnJ6pWrUqtWrVkoq1kCA0NJX/+/Ena\np1mzZvTr149Hjx6RM2dOs+YJCQmhatWqyd7fx8cHHx8fwsPD2bkz0T8NhEiX3nnnHTw8POjUqRMB\nAQFYWVm9eichhGGioqIYNGgQ/v7+HDhwgJIlSxodSZiZSkm3YqVUHsBLa90gEdtaa63DTfe/BU4B\nnbTWrZTccU1jAAAgAElEQVRSI4EgrfWaONv/D/hXa71GKeUFDNRa//vcMWVtaSGEsLA5c+awfft2\nVq1aBcCNGzfYvn07AQEBBAQE4O/vT8WKFenatStubm7Y2dm94ohCa421tTUPHz7E2to6Sfs2bNiQ\nTz/9FFdXV7Nmat++Pd26daNDhw4pPlavXr1YtGhRktafN4L8jhApobXmnXfe4cMPP6RHjx5Gx0l3\nlFLSRohUER4eTo8ePQgJCeGPP/7A1tbW6EgiEZLaRiRljo09zy/1CqwHxiTyEC2UUj5KqV2AvdZ6\nCbBHKbUHqAxsML3PdNP2C4Auptf9ni9qCCGESB1Lly6le/fusY8dHBzo1q0bP/zwA7t27SIkJISx\nY8eyd+9eypQpI8MQEuHBgwdkz549yUUNsNxwFHMMRXnKzc3NLMcRIi1TSjFp0iS++uornjx5YnQc\nIUQ8Hj16RNu2bXny5AkbN26UokYGlqIeG0aTKqoQQlhegQIFOH36dKJWzDh06BDdu3enefPm/PDD\nD9I9OwGXL1+mXr16XLlyJcn7njp1isaNGxMUFET27NnNlqlcuXKsXbuW8uXLp/hY0dHRWFlZydVY\nkSm0atWKJk2aMGzYMKOjpCvSY0NY2r1793B1dcXR0ZEFCxaQLVs2oyOJJLBkj433lFJ2pvullVLL\nlVIrlFJvJyeoEEKItC86Opq7d++SN+/z8zvHr1q1auzbt4+DBw/y448/Wjhd+nX79u0kz6/xVNmy\nZalatSrz5883ayZz9tjIkiUpc5MLkb55eHjg4eHB3bt3jY4ihDAJCQmhcePGVKxYkUWLFklRIxNI\nyi+PL7TWT1cx+R2YBnwByELeQgiRQd2/f5+cOXMmadbwfPnysXjxYiZNmsTVq1ctmC79Cg0NTdGE\nq+7u7nh4eBAWFmaWPFFRUdy5cyfZxRYhMrO3334bFxcXpkyZYnQUIQQxy6k3aNCA5s2b8/PPP0ux\nPZNIyt/y04k/iwBZtNZ+WuvzloklhBAiLUjuCXipUqUYPHgwI0aMSNH737t3j8R2A3748CFeXl6M\nHTuWMWPGsHt3fIt5pQ0p6bEBUKNGDapVq8ZXX31ltjx58+aVoUNCJNPXX3/NL7/8wvXr142OIkSm\ndu7cOd555x169erFhAkTUCpNj3YSZpSUwsY1pdR4YDawGEAplQNI+sxnQggh0oWU9CwYNWoUe/bs\nISAgIFn7T58+nQIFCvDaa6+xadOml27722+/UapUKaZNmwZAzpw5cXNz46OPPnphW601O3fupE2b\nNrRo0YKmTZtSsWJFSpUqhZubG6GhocnKmxQp7bEBMG/ePNavX8+CBQtSnMecw1CEyIyKFy9Or169\n+Oabb4yOIkSmdezYMZydnRkzZgyjRo0yOo5IZYnvWwxuQAtgl9bax/RcXiBll+OEEEKkWSk5Ac+Z\nMyeff/45X3755SsLE8/bv38/EydO5MyZM1y+fJmOHTuyf/9+3njjjRe2nTx5MgsWLMDT05MaNWrE\nPj9ixAjKly+Pn58ftWrVin1+3bp1fPLJJ4wbN44iRYqglKJw4cLkyJGDGTNm4OTkxKFDhyw6LCOl\nPTYAXnvtNby8vHjnnXdo1apVigoTUtgQIuU+//xzypQpw/DhwyldurTRcYTIVPz8/GjdujXTpk2j\nS5cuRscRBkhKj40awGBgrFJqrVKqjNb6utb6gIWyCSGEMFhoaGiiJw6NT//+/Tlz5gx9+/bl8OHD\nBAcHEx0d/dJ9Hj9+TI8ePZg9ezYlS5bE2dmZL774gg4dOvD48eNntl22bBkzZ85k27ZtzxQ1AHLl\nysWoUaOYMGHCM8+vXr2asWPH0qdPH1q0aEHz5s2pVKkSpUuX5qeffqJVq1Z8+umnyf7MiWGOHhsQ\ns5JJ165d8fDwSNFxQkJCErXqjRAiYQUKFOCTTz7hyy+/NDqKEJnKrl27cHV1Zf78+VLUyMSSUtiY\nCvTVWjcmZtLQqZaJJIQQIq1I6Ql49uzZ+fvvv3FwcKB79+6UK1cOGxsbihYtSs2aNRk8eDB79+59\nZp+JEyfi5ORE27ZtY58bMmQI5cqV4+OPP46dc+PEiRMMHToULy8vXn/99Xjfv0+fPvz9998cP34c\ngPDwcLZs2YKrq2uCmSdMmMCOHTvYtWtXsj/3q5ijx8ZTX3zxBYsWLUrRRK3SY0MI8xg6dCh79+7F\n39/f6ChCZAqenp506tSJ1atXv/TfdpHxJaWw8Uhr/S+A1voUkN0ykYQQQqQV5uhZkC9fPiZOnMiJ\nEycICQnhwYMH+Pn5MW3aNBwdHenevTutWrVi06ZNTJo0iVmzZjF16rO1c6UUc+bM4fDhw/Tr14/N\nmzfTunVrJk+eTMWKFRN87xw5ctCpUye8vb0B8PX1pWzZsjg4OCS4T+7cuZk0aRJffvlloicuTSpz\n9dgAKFSoEF27dmXu3LnJPoYUNoQwj1y5cjF27FhGjx5tsfZDCBFj6dKlDBgwgI0bN9KwYUOj4wiD\nJaWwUVQp5Wu67TE93qOU8rVUOCGEEMYy5wn4U9bW1rz++uvUrVuXkSNHcurUKd577z2+/fZbDh8+\nzJ49eyhatOgL+9na2rJnzx4ePXrEiBEjmDRpEr169Xrl+zVo0ABf35h/qjw9PWnduvUr9/nggw8I\nDg622Moqt2/fNuv32rdvXxYuXEhUVFSy9pehKEKYT58+fbh69SpbtmwxOooQGVJERATu7u6MHj2a\nHTt2vDAUVWROiZ48VGtd1pJBhBBCpD2hoaHxFhnMycbGhg8//JAPP/zwldva2tqyfPnyJB2/fv36\n9O7dm7CwMNasWcPOnTtfuY+VlRVjxoxhwoQJFrkKFBoaatbJSatUqYK9vT3bt2+nefPmSd4/ODiY\nmjVrmi2PEJlZtmzZmDJlCsOHD6dJkyZky5bN6EhCZBgnT57Ezc2NggUL4ufnZ/HfKCL9SHSPDaXU\nkOS8JoQQIv2yRI+N1FawYEGKFi3KhAkTePPNNylbNnF1+u7du3PmzBn8/PzMnsncPTYgptfG7Nmz\nk7XvuXPnKFGihFnzCJGZubq64ujoyM8//2x0FCEyhKioKH744QecnZ0ZMGAAmzZtkqKGeEZSlnv9\nQikVXz8fBVQGZpgnkhBCiLTizp076b6wATHDUb777jsWLlyY6H2sra1jV1Xx9PQ0ax5z99gAcHNz\n45tvvuHw4cNUrVo10ftFRkZy4sQJKlWqZNY8QmRmSimmTZtG/fr16datG/b29kZHEiLdunDhQuzQ\nUz8/v3iXfhciKXNs1AK+iuf2JeBi/mhCCCGMlhF6bAA4OzuTO3du3n///STt93RVlcDAQLNliYqK\n4sGDB+TJk8dsx4SYSQs///zzJC81efbsWQoXLkzu3LnNmkeIzK5s2bK4ubnxxRdfGB1FiHRJa83s\n2bOpWbMmbdq0YdeuXVLUEAlKdGFDa33pJbdrlgwphBDCGBmlsNG+fXt27tyJjY1NkvbLkSMHn3zy\nCd99953Zsty5cwc7OzuyZEnKtYXE6d+/PydPnkzSUrVHjx6lSpUqZs8ihICxY8fi7e3NoUOHjI4i\nRLpy7do1WrZsyZw5c9i9ezcjRozAysrK6FgiDTP/ryohhBAZRkYpbGTPnj3ZJ+8DBw5k69atXLhw\nwSxZLPmdZs+enR9//JHBgwcTERGRqH2OHDlC5cqVLZJHiMwuT548fPvtt/zvf/+T5V+FSAStNcuW\nLaNq1arUqlWLAwcOUKFCBaNjiXQgyYUNpVQ7pZS1JcIIIYRIO7TWGWaOjZSws7Nj4MCBTJkyxSzH\nu3nzJgULFjTLseLTtm1bihcvztSpUxO1/ZEjR6THhhAW1Lt3b548ecKyZcuMjiJEmhYSEkLHjh2Z\nMGECmzdvxt3dXVYVEomWnB4bxQFPpdQCpVQzpZT0+hBCiAzowYMHZM+eXX5UAEOHDmXFihX8999/\nKT5WUFCQRVcgUUoxc+ZMJk+ezLFjxwB49OgREyZMoFu3bqxcufKZ7Y8ePSo9NoSwoCxZsvDTTz8x\nevRoHjx4YHQcIdIkLy8vKlWqhKOjI4cOHaJatWpGRxLpTJKLElrr6VrrFsB4oB9wXSn1k1KqlNnT\nCSGEMExGGYZiDvb29nTt2pXp06en+FhBQUGULFnSDKkS9sYbbzBp0iS6dOnCr7/+St26dQkMDKRR\no0YMHz6cdevWAXDx4kWePHlCsWLFLJpHiMyubt26NGrUCA8PD6OjCJGm3L17l969e8deQJgyZUqS\n58MSApK23CsASqnyQBdiVkn5G3A3vbQIqGe2ZEIIIQwlhY1njRgxgurVqzNmzJgUrWgSFBRErVq1\nzJgsfr179+bhw4ccOXKEjz76iP79+6OUwsnJiRYtWhAeHs7MmTMZPnw4SimL5xEis5s0aRKVKlWi\nT58+vPnmm0bHEcJwO3fupHfv3ri4uBAYGIitra3RkUQ6ppI6kZFSaiawTGv913PPv6O13vuS/SoA\nc4BI4JzWuq9SaiTQGrgI9NJaR8Wz3wYgUGs9Np7XtEzEJIQQluHj48O4cePYvXu30VHSjL59+2Jr\na5uinhuNGzfms88+o2nTpmZMljRHjhyhWbNmVK9eHW9vb4us0KKUQmudpism8jtCpDYPDw/8/PzY\nsGGD0VEMJ21E5vXo0SPGjBnDunXrmDdvHi1atDA6kkiDktpGJOeXjF3cooZSajrAy4oaJqe01vW0\n1s6m/WoCzlrr+kAg0Pb5HZRSFQHpiySEEAaQHhsvmjx5MqtXr2bv3lf9k5ewixcvWnSOjcSoUqUK\nx44dY82aNRYpaggh4jd8+HCOHTvGtm3bjI4ihCEOHDhAlSpVuHXrFoGBgVLUEGaT6F8zSqmqSqm+\nQHWlVB/TbQBQNTH7P9cbIxx4E/AxPd4B1Ilnt/8BvyQ2oxBCCPO5desW+fPnNzpGmpI/f35+/fVX\nOnfuzKFDh5K8f2RkJNeuXaN48eIWSJc0Dg4O5MyZ0+gYQmQqNjY2TJ06laFDhyZ6SWYhMoLw8HA+\n//xz2rZty8SJE1m6dKn8xhBmlZQ5NqKJGUZy2/SnAsKAXok9gFKqFTAROGN673uml+4CeZ/btgxw\nE7iThIxCCCHMJCQkxKLLkqZXbdq0ISoqihYtWuDs7IyjoyOPHj2ic+fOODs7v3Tfq1evYm9vT/bs\n2VMprRAirWnVqhUzZ87kl19+YejQoUbHEcLiAgMD6dGjB46Ojhw5coRChQoZHUlkQEkpbNzUWi9S\nSu0FkjXYTGvtBXgppX4CogA700t2vFjA+AT4CihHTBElXu7u7rH3GzZsSMOGDZMTTQghxHOCg4Mp\nXLiw0THSpPbt21OzZk18fX25evUqWbJkoW/fvlSvXp1FixYlWLhIjRVRjOLj44OPj4/RMYRI85RS\nTJs2jQYNGtC1a1cpIIsMKzIyksmTJ/Pjjz8yefJkevbsKZNVC4tJ9OShSqlRWuvvlVILn3tJa637\nJGJ/a611uOn+t8ApoJPWupVpEtEgrfWaONtvJqaAUgDID/TRWu957pgyoY8QQlhIz549adSoEb16\n9TI6Srrw5MkTunXrxr1791i5cmW885MsXLiQXbt2sXjxYgMSpi6ZGFCIlxs+fDgPHz5kzpw5Rkcx\nhLQRGduZM2fo2bMnOXPmZOHChWliCKZIXyw2eajW+nvTn72fu72yqGHSQinlo5TaBdhrrZcAe5RS\ne4DKwAbTB3g6GamL1rolMBJY/nxRQwghhGUFBwfLlcQkyJ49OytWrKB8+fJUqVKFOXPmsGvXLjZu\n3Mjff/9NREREhu6xIYRImnHjxuHp6UlAQIDRUYQwm+joaGbMmEHdunXp2rUr27Ztk6KGSBXJWe71\nK6Al8JiYISJaa93YAtkSk0WqqEIIYSE1a9ZkxowZ1KpVy+go6c7mzZtZsWIFFy5cwNbWlmvXrnH2\n7FmyZMnCrFmz6NGjh9ERLU6uxgrxavPmzeO3335jz549ma6LvrQRGc/Vq1fp2bMnDx8+ZPHixbz1\n1ltGRxLpWFLbiOQUNvaYlmg1nDQ2QghhOSVLlmTHjh288cYbRkfJEMLCwrh69SqOjo5ky5bN6DgW\nJyctQrxaVFQU5cuXZ/HixZmuiCxtRMZy48YN6tatS8+ePfn888/JmjUpUzkK8SKLDUWJ47hSqo1S\n6k2l1BtKKfnFK4QQGVBISAivvfaa0TEyDBsbG0qVKpUpihpCiMSxsrLC1dWVLVu2GB1FiGR78OAB\nrq6udO/enbFjx0pRQxgiOT02kjV5qCVIFVUIISwjLCyMPHnyEBYWlum6RwvzkKuxQiTOtm3bcHd3\n56+//jI6SqqSNiJjiIyMpE2bNhQqVIh58+bJbwZhNhYfipKWSGMjhBCWcfXqVWrVqsW1a9eMjiLS\nKTlpESJxwsLCsLe35/Lly+TNm9foOKlG2oj0T2tN//79uXbtGp6entIjUZiVxYaiPF2tRCm1Rynl\na7rtUUr5JieoEEKItEtWRBFCiNRhY2NDvXr12LFjh9FRhEiS8ePHc+TIEVavXi1FDWG4RA+A0loP\nNf2ZJiYOFUIIYTkyv4YQQqSe5s2bs2XLFjp06GB0FCESZd68eSxevJj9+/dja2trdBwhEl/YUEr9\nDsTbF0tr7Wa2REIIIQwnPTZEeqOUcgT8gJNAuNa6hVJqJNAauAj00lpHGRhRiAQ1b96cqVOnorWW\nOQpEmrdp0ya+/PJLfH19cXBwMDqOEEASChvAlxZLIYQQIk2RHhsindr69GKLUqog4Ky1rm8qcLQF\n1hqaTogElC1bFq01p06doly5ckbHESJBf//9Nz179sTLy4u33nrL6DhCxEr0HBta60ta60vAZaAU\n0ABwNt2EEMJwWmsOHz7Mrl27uHLlitFxYt26dYvw8HCjY/D48WOWL19Oy5YtqVmzJj179uTYsWPx\nbhscHCyFDZEeNVZK7VZKDQOqAz6m53cAdQxLJcQrKKVih6MIkVadP3+eNm3aMH/+fGrXrm10HCGe\nkejCRhyrgIbAZ8BbQFNzBhJCiKSIjo5m3759jBgxgjfeeIMPPviA8ePHU7VqVUaPHk1YWJghuW7d\nusW0adOoWrUqJUuWxNbWFldXV06dOpWqOe7du8eCBQvo2rUrRYsWZdGiRfTo0YPp06dTsWJFmjZt\nysiRI4mMjHxmv5CQEBmKItKbf4HSQCPgXaAacM/02l0g8yw3IdKlFi1aSGFDpFnBwcG0aNGCsWPH\n0rp1a6PjCPGC5BQ2CmqtvwJuaq2/BPKYOZMQIp2Ijo7m9OnTnDhxItV7JGitWbVqFSVLlmTAgAHY\n2tryxx9/cPbsWXx8fDhx4gSnT5+mZcuW3L9/P9Vy7d+/n27duvHmm29y6NAhfvjhB+7cucP9+/dp\n3Lgx9evXZ82aNRbPER4ezrhx43B0dMTb25smTZpw7Ngx/vzzT7p06UKdOnX49NNPOXnyJIGBgbRs\n2ZJHjx7F7i89NkR6o7WO0Fo/1lpHA97AecDO9LIdcMewcEIkQpMmTfjrr78MK8gLkZCHDx/i6upK\nx44d+fDDD42OI0S8kjLHxlORSqnswDWl1FigqJkzCSHSuFu3bjFjxgwWLFiAlZUVVlZWWFtbM2/e\nPOrWrWvx94+MjKRfv374+/uzZMkS6td/cbEmBwcH1q5dy4cffkizZs3YtGkT+fLls1imkydP8tFH\nH3H58mWGDh3KjBkzyJ8/f+zr2bNn55NPPqFRo0a0bt2a8+fPM2rUKItMEnf+/Hk6dOhA8eLFCQwM\npFixYglumz9/fjZt2kTv3r1p27Ytnp6e2NjYSI8Nke4opWy11g9MD+sBPwFdgSnE9OA4EN9+7u7u\nsfcbNmxIw4YNLZpTiITkzZuXihUrsmfPHpo2zXgdon18fPDx8TE6RpJl9jYiMjKSzp07U7ZsWb79\n9luj44gMLKVthNI63oVOEt5Bqaxa60ilVC6gOeCntb6W7AQpoJTSSc0vhEg+rTULFy5k1KhRtGvX\njiFDhlCpUiW01qxZs4aPP/6YmTNn8sEHH1gsQ1hYGF26dCEsLIy1a9eSM2fOV2b+5JNP8PHxYdOm\nTRQuXNjsmWbPns2XX37J119/Tf/+/cma9eU146tXr+Lq6kqNGjX45ZdfzLr2+7Zt2+jevTtjx47l\no48+SnThJDIykl69enHhwgU6dOjA999/z5EjRyzyfYnMQSmF1jrVlndQSrkA3wBhwB6t9WdKqVFA\nK+ASMauiRD63j/yOEGnK119/zb1795gyZYrRUSwutduI5MjsbYTWmg8//JCgoCC8vb2xtrY2OpLI\nRJLaRiS6sKGUcgJOa60fKqXsgWHEDGX5SWv9b7LSplBmb2xE5nPt2jUeP35MsWLFyJ49e6q+d1RU\nFAMHDsTPz4/ly5fz9ttvv7DNkSNHcHFxYeLEifTu3dvsGe7fv0/btm0pUKAAS5YsSfQ/sFprPDw8\nmDFjBrNmzaJ169Zm6SmhteaLL75gzZo1bNq0iVKlSiV63/v379OlSxeePHnC0qVLsbe3T3GWH3/8\nkSlTprBixQqcnZM+r3N0dDTu7u54enqyevVqSpcunaJMInOTkxYhks7Pz49+/folOLFzRiJtRNr3\n7bffsnbtWnx9fcmdO7fRcUQmY8nCxj7gHa11tFJqKzAfCAZGa62bJyttCmX2xkZkDuHh4fz+++9M\nmzaN69evY2dnx507dxg7diyDBw9+Ze8Ac4iIiKBHjx4EBwfzxx9/YGtrm+C2p0+fpmnTpvzvf//j\nk08+IUuW5Ezl86Lbt2/j4uJCpUqVmDVrFlZWVkk+xu7du/noo4/IkSMHffr0oV27dsnukRAeHk7/\n/v05ffo0Xl5eyRq2ERkZyVdffcW8efMYMWIE/fv3p0CBAkk+zqNHjxg4cCAnTpxgw4YNFC9ePMnH\nEMLc5KRFiKSLiorC3t6eo0eP8vrrrxsdx6KkjUjbfvvtN8aPH8++ffuk96YwRFLbiKSccTwxFTUK\nAIW01iu11jsB8/WhFkI84+zZs9SqVYulS5fy008/cePGDS5cuMC+ffvw9PSkcePG/PuvZTtMhYWF\n0aFDBx48eMDGjRtfWtQAKFOmDHv27GH16tU0a9aMHTt2vLDiRlL5+PhQu3ZtGjRowJw5c5JV1ABw\ndnbm2LFjsf9Qly9fnvr16zN+/Hh27dr1zOSZLxMUFET9+vW5d+8eO3fuTPZcFFmzZsXDwwNfX19O\nnjzJm2++yXvvvccvv/zChQsXSMyPKT8/P5ycnFBKsXfvXilqCCFEOmZlZcW7777L1q1bjY4iMrEt\nW7YwZswYNm/eLEUNkW4kpceGN7CWmHXgr2itv1FKZQX2aq0NWcg4M1dRRca3YsUKhgwZwvjx4xk0\naNALQyeio6OZOHEiM2bM4IcffqBbt26vHF5x584dgoODyZYtG6+//vore3tcuHCBjh07Urp0aRYt\nWpSksZWRkZH8+uuvLF68mICAAGxtbcmTJ0+ibo8ePeLGjRv8+++//PXXX9y5c4dp06bRrl27RL9/\nYjx58oSdO3fi4+ODr68vgYGBVKlShZo1a1K+fHkqVKhAiRIlKFCgAI8fP+bw4cOsXLmSVatW8dVX\nXzFs2DCzTv4ZGhrKtm3b2LhxI1u3buXRo0eULVuWMmXK4OjoSLFixShcuDBKKc6dO4e3tzenTp1i\nypQpdO7c2Ww5hDAHuRorRPIsXLiQP//8k5UrVxodxaKkjUibAgICaNGiBevXr6devXpGxxGZmCWH\nouQG3IBHwO+mCUSLA1W01p7JSptClm5srl27xvr169m+fTv//vsvDg4O1K1bl86dO1OyZEmLva9I\nO7TWREREkC1btiSfwEZHR3Ps2DHOnj1LREQEhQsXpmbNmq+c7PLx48cMGzaMnTt3smrVKqpWrfrS\n7f39/enXrx/W1taMGDGCpk2bkj9/foKDgwkICHjmdvPmTRwcHAgPD+fmzZuUL1+e2rVrU7t2bUqX\nLk2BAgWIjo7m3LlzeHl5sXr1atzd3RkyZEiKTuCjoqK4d+8ed+/ejff2/Gs5cuTAwcGBQoUKUaNG\nDWrUqJEqQ24ePnzIgQMHCAgI4OTJk5w4cYJLly5x+/ZtcuTIQYUKFXBxcWHQoEGpsmLIrVu3OHXq\nFKdPn+bKlStcuXKF//77j+joaEqUKIGzszPt2rWTybxEmiQnLUIkz7Vr16hUqRI3b95Mdg/F9EDa\niLQnKCiId955h59//tnsF5OESCqLFTZSSilVAZgDRALntNZ9lVIjgdbARWJmK4+Ks31/oA+ggRla\n6+XxHPOFxkZrzYULF2JP5K5fv054eDj58uWjQIEC2Nvb4+joiKOjIyVKlMDOzu6Zfc+cOYO3tzdr\n167l9OnTuLq60rJlSxwdHbl27VrsyWa9evUYO3YsTk5O5v+yEnD37l02b96Mn58fDx8+xN7enubN\nm1O3bl3D/uG7efMmZ86c4fHjx5QuXRpHR8cUnQA/efKEJ0+ePPP3khSPHz/m4sWL5MqVi6JFiybr\nezl+/DjLli1j27ZtHD16lOjoaAoVKsS7775Lnz59qF+//ks/471795g2bRpz584lZ86clC9fHmtr\na65cuUJgYCANGjSgc+fOtGnThjx58sTup7Vm69atfPLJJ1SqVInZs2cn+nuIjo5m3bp1LFiwAF9f\nXx4+fEiePHlwcnKKvVWrVo1SpUrFfiePHz/m6NGj7N+/nwMHDnDx4kVu376NUoqSJUtSv359+vfv\nj4ODQ5K/QyGEkJMWIZKvYsWKzJs3j1q1ahkdxWKkjUhbQkJCqFevHkOGDGHw4MFGxxEiTRc2rJ4W\nLpRS84HZwFittaupwHFBa702zvbFtdaXTcNdDmitq8dzTD1v3jzCwsI4d+4cAQEBHDlyhDx58lCt\nWjWqVq1KsWLFyJYtG6Ghody+fZv//vuPS5cuxd6yZctGiRIlyJo1KxcuXCB37tw0bdqU999/n0aN\nGrxqWCkAACAASURBVMV7JfTx48fMnTuXSZMmUa1aNcaNG0e1atXi/dyPHz/G39+fffv2sX//fk6d\nOkWOHDnInTs3r732GpUrV6ZKlSpUr16dokWLvrB/dHQ0O3fuZOHChWzcuJF33nmH+vXrky9fPi5f\nvoynpycPHz5kyJAhDBw4kBw5crzy7yI6OhofHx/Wrl3LP//8Q1hYGPnz56dmzZrUrVuXWrVqvXTm\n40ePHrFs2TLmz5/PP//8Q7ly5bCxseHUqVPky5ePfv360aNHj0Rf0Q4MDOSXX35h8+bNXL9+nWzZ\nspE/f36aNm1Kx44dadKkyUuXw4yIiGDFihXMnft/7N13eFRl+sbx70PoJUAAgSBVRBQEpBeBCEEU\nQUFRdFVEZRXXVdwVsSO6roqrIluk2cGCsKCgsEoxlISuoCCISpNmBKWGQMr7+yNDfhACySSZOZPJ\n/bmuuTJz5pQ7Rz1OnnnO+05k1apVnHvuuRw5coSUlBSuvfZa7rvvPpo0aZJjjl9++YXhw4czd+5c\nbr31Vnr37k3r1q0pXbo0P/30E7NmzWLixImkp6dz1113MXDgQKpWrZq5/ZEjRxg7diwvvvgiV1xx\nBcOHDz9t5pBDhw7x6aef8uGHHxIXF0fTpk1p1KgRKSkpLFu2jOLFi/Pcc8/Rr1+/fN/i4Jwr0Nsk\nRET8oT9aRPJu2LBhREZGMmLECK+jBIyuEaEjKSmJ2NhYOnfuzKhRo7yOIwKEcGHjlIOajQUWAbWc\ncy/5ppL9g3Nu2BnWX+qc65DNcnfbbbdRtmxZ6tatS8uWLbnkkktO+WPzbJxz7Nu3j61bt5KSkkL9\n+vWpUaNGrn+P5OTkzAJHgwYN6NGjBzVq1CApKYkffviB5cuX891339GkSRM6duxIhw4daNq0KceO\nHePw4cPs2bOHNWvW8PXXX7NixQoqV65MTEwMTZs2pVixYmzcuJFPP/2UatWqMWjQIG666abTfjfn\nHCtWrOD5559n9erVjBgxgkGDBmVbCNixYwfvvvsub7zxBuXKlePWW2+lRYsWlCtXjsTERJYuXUpC\nQgJr166lS5cuXHfddVxxxRXUqFGDtLQ0Vq5cyUcffcSkSZPo0KED99xzD7GxsZnFH+ccS5Ys4fXX\nX+eTTz7hhhtu4IknnjjjYIYJCQmZuf/85z/Tr18/GjdunNl1M2vWLKZMmcJPP/1Ev379uOGGG4iJ\nicm8JWH//v28++67jB49mgYNGnDfffdx5ZVXZk6DunnzZiZPnsxrr73GJZdcwoMPPkj37t1P+2M/\nJSWFCRMm8PTTTzNo0CBGjBhxxgEynXMkJCQwYcIEPvnkE5o1a0ajRo3Yt28fX375JbGxsTz99NO5\nKqQcPHiQ1atXs3nzZiIiImjZsiUXX3yxihEiEhb0R4tI3s2dO5ennnqKhIQEr6MEjK4RoSEtLY3+\n/ftTrlw53n333QKbzU4kv0K6sGFmfYDngE3Ax0AZ59wEMzsPeNQ5NzibbYYAlZxzL2TzXkhcbJKT\nk5k/fz6LFi1i3759lCpVivPOO4+2bdvSqlWrXHdRrF+/noULF7Jp0ybS0tJo1KgRl112Gc2aNctV\njuXLl/PYY4/xww8/MGjQIDp27EhkZCSbNm3igw8+YOXKlVx//fUMHjyY1q1bn/EP6AMHDvDZZ5/x\n3//+l7i4OI4fP05ycjIXXHAB1157LbfffnuOY4zs27ePl156iQkTJnDjjTcycOBAmjdvzqFDh5g3\nbx7jxo1j+/btDB8+nNtvv53SpUufcV9bt25l2rRpTJkyha1bt1K/fn2OHj3K5s2b6dOnD0OHDqVD\nh9PqXpmSk5N5//33eeWVV4iIiGDgwIF06tSJ1NRUFi1axOuvv855553H6NGjT+uwOJtDhw6xdOlS\ntm7dSsWKFenWrVtQxl0QESkM9EeLSN4lJydTrVo1tm/fTuXKlb2OExC6RnjPOcef//xnvv/+e2bP\nnq0xuySkhHRhI/OgZv8ElgHRvo6NS4Cbs3ZsmFk74DGgb3ZXlXC/2OTVmjVrmDx5MmvWrOHw4cPU\nrVuXfv36cc011+SqyJLV/v37KV++fJ4Gb0xMTGTMmDHMnDmT77//nrJly3LppZdy0003MWDAAL/3\nuWPHDnbu3EnJkiUzb4HJLecc8+bN46OPPmLNmjVERETQrl07brjhBo36LCJSwPRHi0j+9OrVizvu\nuIP+/ft7HSUgdI3w3gsvvMAHH3zAokWLThn3TSQUhGxhw8xKOueO+54/C2wEBjjn+vjG2NjinJt2\n0vq1gA+BPs65/WfYp3vqqacyX8fExBATExPA30JERESyExcXR1xcXObrp59+Wn+0iOTDmDFjWLdu\nHRMnTvQ6SkCosOGtSZMm8eSTT5KQkEB0dLTXcUROE8qFjauBv5Ixy8kPzrm7zGw40AfYRsasKKlm\nNsY5N9TMxgGXAbt821zpnDuWZZ9he7EREREpzPRHi0j+bNy4kcsvv5xt27aF5fhbukZ4Z+7cudxy\nyy18+eWXXHTRRV7HEclWyBY2AiFcLzYiIiKFnf5oEckf5xz16tXjf//7HxdeeKHXcQqcrhHeWLNm\nDZdffjnTpk2jS5cuXscROSN/rxEa9lZEREREJMSYGT169GD+/PleR5EwcfToUfr06cN//vMfFTUk\n7KiwISIiIiISgurXr8/u3bu9jiFh4qOPPuLiiy/m+uuv9zqKSIFTYUNEREREJARVrlyZ3377zesY\nEibGjRvHkCFDvI4hEhAqbIiIiIiIhKCoqCh+//13r2NIGFizZg07d+7kqquu8jqKSECosCEiIiIi\nEoLUsSEFZdy4cfzxj38kIiLC6ygiAVHc6wAiIiIiInK6qKgoFTYk3w4dOsSUKVNYv36911FEAkYd\nGyIiIiIiIahy5cq6FUXybfLkyXTv3p3o6Givo4gEjAobIiIiIiIhSB0bkl/OOcaOHatBQyXsqbAh\nIiIiIhKCKlasyKFDh0hLS/M6ihRSS5cuJTk5mW7dunkdRSSgVNgQEREREQlBERERVKhQgQMHDngd\nRQqpcePGcffdd1OsmP7sk/Cmf8NFREREREKUpnyVvNq3bx8zZ85k0KBBXkcRCTgVNkREREREQpSm\nfJW8evvtt7n66qupUqWK11FEAk7TvYqIiIiIhCgNICp5kZ6ezvjx43nnnXe8jiISFOrYEBEREREJ\nUZryVfJiwYIFlClThvbt23sdRSQoVNgQEREREQlR6tiQvBg3bhxDhgzBzLyOIhIUKmyIiIiIiIQo\ndWyIv3bt2sX8+fO55ZZbvI4iEjQqbIiIiIiIhCh1bIi/3njjDQYMGECFChW8jiISNBo8VEREREQk\nREVFRfHdd995HUMKidTUVCZOnMisWbO8jiISVOrYEBEREREJUZruVfwxe/ZsatWqRfPmzb2OIhJU\nQStsmFkTM4s3s4Vm9oZv2UNmttjMJplZRJb1y5vZTN/7twYrp4iIiIhIqNCtKOKPcePGcc8993gd\nQyTogtmxsdE518k51xXAzNoCXZ1znYFvgL5Z1v8j8AHQBRhsZrptRkRERESKFA0eKrm1ZcsWVqxY\nwfXXX+91FJGgC1phwzmXdtLL48B5QJzv9XygQ5ZN2gNznXMOWAM0DnRGEREREZFQoo4Nya0JEyYw\ncOBAypQp43UUkaALaheEmfUBngM2+Y590PfWAaBSltUrnfT+wWzeFxEREREJa+rYkNw4fvw4b775\nJosWLfI6iogngjp4qHNulnPuYmAnkAZE+t6KBPZnWX1/Du+LiIiIiIS1smXLkpaWxtGjR72OIiFs\n+vTpNG3alAsuuMDrKCKeCFrHhpmVdM4d9708SEZRpSvwEhALLMuyyVIg1symAs2Bjdntd+TIkZnP\nY2JiiImJKdDcIiIikrO4uDji4uK8jiESdswss2tDtxjImYwbN44///nPXscQ8YxlDGERhAOZXQ38\nFXDAD865u8xsONAH2AYMcs6lmtkY59xQM6sAvA9UBiY4597NZp8uWPlFREQk98wM55x5neNs9DlC\nCouLLrqIqVOn0qRJE6+jFBhdIwrOhg0b6N69O9u2baNEiRJexxEpEP5eI4LWseGcmwnMzLLsReDF\nLMuG+n4eIqPoISIiIiJSZGkAUTmbcePGceedd6qoIUWaplAVEREREQlhGkBUziQpKYnJkyfz9ddf\nex1FxFNBHTxURERERET8o44NOZMPP/yQTp06UadOHa+jiHhKhQ0RERERkRCmjg05k3HjxjFkyBCv\nY4h4ToUNEREREZEQpo4Nyc7q1atJTEykZ8+eXkcR8ZwKGyIiIiIiIaxy5coqbMhpxo0bx913301E\nRITXUUQ8p8FDRURERERCWFRUlG5FkVMcOHCAadOmsXHjRq+jiIQEdWyEmbi4OK8jhCydm+zpvGRP\n5yV7Oi/Z03kRkUDSrSiS1aRJk+jZsyfVq1f3OopISFBhI8zow/WZ6dxkT+clezov2dN5yZ7Oi4gE\nkm5FkazGjx+vQUNFTqLChoiIiIhICDv//PP5/vvvSU9P9zqKhICdO3eye/duunbt6nUUkZChwoaI\niIiISAirUqUKVatWZdOmTV5HkRAQHx9Px44dMTOvo4iEDHPOeZ0hz8ys8IYXEREJc865kP7UbWau\nMH8OkqJlwIAB9O7dm1tvvdXrKAXCzHSNyKOhQ4cSHR3Nww8/7HUUkYDx9xpRqGdFCfWLoYiIiIhI\nQWjTpg0rV64Mm8KG5F18fDyvvvqq1zFEQopuRRERERERCXEnChtStB0+fJgNGzbQunVrr6OIhBQV\nNkREREREQlzLli355ptvSElJ8TqKeGjFihW0aNGC0qVLex1FJKSosBFEZlbBzD41sy/NLMHMWuZx\nP+XNbKaZLTazW3zLevheJ5jZ37LZZpyZLTGzRWbW1LesppnN9y3v5lt2hZltMLNFWbYfbmZzzWxB\nXjLn8PsE8rx0NbOtZrbAzN7OZpuiel5u8+33SzP7zcyaZdmmqJ2XW33LIs1slu/fl/uz2aYonJfT\nsptZCzP7xsw2n2GbonpeCu11V0QKnwoVKlC3bl3Wr1/vdRTxUHx8PJ06dfI6hkjocc7pEaQHcC9w\nu+95MaBcHvfzF+AmwICFZIyVEnHS+wuAKlm2qev7eR4wzfd8DNAeKAt86VtWESgBLDpp2zbA04X0\nvHQFnjnLNkXyvJz0XgTwlc5L5r8vw4ABvvenAVFF8Lxkl70cUObkZTovGf/9nPS8UF139cg8z06k\nMBk4cKCbMGGC1zEKhO+/P8+vA2d7hOI1omfPnu7jjz/2OoZIwPl7jVDHRnAlAR3MrIpzLt05dwTA\nzJ70fZs4z8zqmFld37d5n/i+CaybZT/tgbm+f+BrgMbOuTTfviKA3cDBkzdwzm3zPU31PQAuds4t\nc84lAQfNrLxz7oBzLmuPY2+gmu9b7CcL6FycLGDnxbf8D2a20MxuzHrgIn5eALoAi7KsX1TPy4VA\nA+Ab3/vfkfHHZaaicF6yy+6cO+KcO3qmAxfh81KYr7siUghpnI2iLS0tjaVLl9KxY0evo4iEHBU2\ngmsS8DPwpZl9YWbnmNnFQC3n3GXAn4HHfOtWBvoCQ4FHsuynEv//Afqg7zVm9kdgI7Avmw/JJzxP\nxjeGkPFt/QmZ+/E5ecaZ6sBvzrluwEVm1iI3v6wfAnleVgIXAFcC95tZlTNkKGrn5YRrgRlnyVCU\nzktFMv77iTGzYmQUfSqRvXA+L/lR5M5LIb7uikghpMJG0bZu3Tpq1KhBtWrVvI4iEnJU2Agi51yq\nc+5vzrlmwBtktMI3JuMPqQXAa0B53+rf+r5JXktGG/PJ9gORvueRvtc45yY6584HaptZ86zHN7Oh\nwHrn3FLforST3s7cz4m4Jz0/QEarPsCXZHyzXWACeV6cc0nOuTTft6OLgPOzHr8onpeT3ruUbDo2\noMiel9eBDsBsYCfwS9bjF4HzkidF9bwU1uuuiBROzZs35/vvv+fo0TM20UkY0/gaImemwkYQ+dqd\ni/te/krGt3PfA58757r5vpm7zfd+U9+3xi2An7LsaikQ62t/bg5sNLOSJ71/BDjl/3hmdjnQ0Tn3\n95MWf2Nm7c2sHFDBOXf45E1Oep4AnBhcsgWwJfe/dc4CfF4q+I4RQcZtBVuzHLtInhff/tsAq31/\nyGU9dpE8L75C2ECgFxnXx6Unb1BEzkt22c+2rMiel8J83RWRwql06dI0btyYtWvXeh1FPKDChsiZ\nFc95FSlALYCPzCwJSCFjQLtdZvaLmX0JpAMfAHPJ+AD+MVAVuDnLft4A3iejhXq8cy7VzO62jDEk\nigFxzrlNWbb5J3DAd5yNzrl7gH8A7wKlgacAzKwV8ALQxMy+IOM+70+BiSdtu6wAzwkE9rzcYGZ3\nkfEt6QfOuT1Ztilq52WCc+7Evf79gOlnOHZROy8n/n1pCbzk28eLzrljWbYJ+/NyhuznAG+dtGyw\nc267zgu3F+LrrogUUiduR2nfvr3XUSTI4uPjefJJDbskkh3L5sta8ZhlDFr3N983x+Kj85I9nZfs\n6bxkT+clezovRZOZZde0JhLSXn/9dRYtWsS7777rdZR8MTOcc9l2AoaKULpG7Ny5k+bNm/Prr79i\nFtKnTaRA+HuN0K0oIiIiIiKFhAYQLZpO3IaiooZI9tSxISIiIkVSKH0bK5JbKSkpVKpUid27dxMZ\nGZnzBiFKHRv+uf/++zn33HMZPny411FEgkIdGyIiIiIiYapEiRI0b96cr776yusoEkQaOFTk7FTY\nEBEREREpRHQ7StFy+PBhNm7cSKtWrbyOIhKyVNgQERERESlEVNgoWpYvX06LFi0oXbq011FEQpYK\nGyIiIiIihYgKG0WLbkMRyZkKGyIiIiIihcj555/Pb7/9xt69e72OIkGgwoZIzlTYEBEREREpRIoV\nK0arVq1YtWqV11EkwNLS0li2bBkdO3b0OopISAtaYcPMaprZajNLMrNiZlbPzBaZWZyZTbYskzKb\nWXkzm2lmi83s1mDlFBEREREJdbodpWhYt24dNWrUoFq1al5HEQlpwezY2Ad0A5b5Xu8HrnLOxQBb\ngF5Z1v8j8AHQBRhsZsWDlFNEREREJKSpsFE0LFmyhEsvvdTrGCIhL2iFDefccefcAcB8r/c75w75\n3k4F0rJs0h6Y65xzwBqgcbCyioiIiIiEshOFjYyPyhKuNL6GSO54McbGKVdfM4sGYoEvsqxXCTjo\ne37Q91pEREREpMirU6cOqamp7Nq1y+soEkAqbIjkjqeDh5pZSeBtYLBzLj3L2/uBSN/zSN9rERER\nEZEiz8x0O0qY27FjB0lJSTRq1MjrKCIhz4txK04eJHQC8G/n3PfZrLcUiDWzqUBzYONpOzJT752I\niEiIcs5ZzmuJSF6dKGz07dvX6ygSAPHx8XTs2JEscyyISDaCOStKcTObCzQDPjezLkA/4AEzW2Bm\n1/jW+6dvkzeAm4GFwJvOudTs9uuc0+Okx1NPPeV5hlB96NzovOi86LzovATvISKBp46N8KbbUERy\nL2gdGy6jMNEjy+KK2ax3v+/nIaBPEKKJiIiIiBQ6rVu3ZtWqVTjn9K1+GIqPj+ef//xnziuKiLdj\nbIiIiIiISN7UqFGDcuXKsXnzZq+jSAE7dOgQGzdupFWrVl5HESkUVNgIMzExMV5HCFk6N9nTecme\nzkv2dF6yp/MiIl7R7Sjhafny5bRo0YLSpUt7HUWkULDCfB+smbnCnF9ERCRcmRkuxAcP1ecICQfP\nP/88e/fu5eWXX/Y6il90jTi7p59+mqSkJEaNGuXJ8UW85u81Qh0bIiIiIiKFlDo2wpMGDhXxjzo2\nREREpMDp21iR4Pj999+pU6cO+/fvJyIiwus4uaZrxJmlpaURFRXFTz/9RNWqVYN+fJFQoI4NEREp\n8j7//HO6dOlCt27dGDZsWOb0o/Xr1+fNN98EYOHChTz55JMAbN26lT59+hATE0P37t1ZvXp1geRY\nu3YtX3/9da7X79y5c76PuXDhQp5++ul870dECofKlStTo0YNNm7c6HUUKSDffvstNWvWVFFDxA8q\nbIiISFjZt28fzz33HF988QULFiygWrVqTJw4EYBq1arx3nvvZa57YnrEwYMHM3r0aOLi4pg5c2aB\nfeu5Zs0avvrqq9OWn+kbwIKarlHTPooULbodJbzoNhQR/6mwISIiYeWzzz5j4MCBmSPJP/DAA8yY\nMQOAUqVK0alTJ+bNm5e5/vbt24mOjqZhw4YAlCtXjhYtWpyyz48//pgOHTrQvXt3Fi9eTHJyMn/4\nwx+IjY3lpptuIi0tjXfeeYf+/ftz1VVX0bt3bwAmTJjASy+9xK233srChQu55ppr6Nu3L1988QUP\nPPAAMTExdO3alR07dmT7u2zbto0uXbrQv39/2rRpw65duwAYOnQoXbt25eqrr+bQoUMA3HnnnVx+\n+eW8/vrrmdu/8cYbdOnSha5du7JmzZqCOL0iEoJU2AgvKmyI+E+FDRERCSu7d+8mOjo683WpUqU4\nfvx45ut7772X1157LbOrYffu3dSsWfOM+3PO8dxzz7Fw4ULmz5/PpZdeyuuvv84111zDvHnz6Nq1\nK1OnTgWgdu3afPbZZ9SqVYtvv/2Wu+++m4ceeohJkyYBkJKSwscff0zPnj154YUXiIuLY8SIEYwf\nPz7zWFkdOXKEadOm8de//pX//ve/rFq1iqSkJBYuXMiNN97I2LFjWblyJcWLF+eLL77goosuAjI6\nV2bOnMmiRYv4+OOPdXuKSBhr3bq1ChthZMmSJSpsiPipuNcBREREClLNmjXZuXNn5utjx45RokQJ\nIOMWjerVqxMZGZl5P3rW9bP69ddfqVevHiVLlszcx4YNG3jvvfcYP348ycnJ3HTTTURGRtK0aVMA\noqOj2b9//2mFipYtW2Y+HzVqFPPnzyc1NZULL7zwjMc/UaiIjo7mxx9/5KeffsrcT6tWrYiLi6Ne\nvXpccsklmcuWLVvG5s2bWbt2Ld26dcM5R7Fi+i5DJFy1bNmSdevWcfz48cxrlRROP//8M0ePHqVR\no0ZeRxEpVPQpR0REwsqVV17JpEmTOHr0KACjR4+mb9++wP93RNx3332MGTMGgDp16vDLL7+wadMm\nIKND4uTbNqpVq8b27ds5duxY5j4aN27M8OHDWbBgAQkJCdxzzz3AqWNbOOcoUaIEqampmctOFBd+\n++034uLiWLRoEc8888wZx9zIbp8NGzZk1apVAKxatYqGDRtSv379zMwnBiutX78+bdu2ZcGCBXz5\n5Zd88cUX/p3IEGZmNc1stZklmVkx37JhZrbYzCaZWYRv2R/MLN7MZppZeW9TiwROuXLlqF+/Phs2\nbPA6iuRTQkICHTt21FhJIn5SYUNERMJKtWrVePTRR+nZsyeXXXYZiYmJ3HXXXcD/FwlatWpFlSpV\nMreZOHEiDz74IJdddhl9+vQhPT098z0z49FHH6Vr167ExsayZMkS/vjHPzJ9+nRiY2OJjY09beaT\nE8dp3749kydPZujQoad8SK1cuTIVKlQgNjaW2bNnn7bd2bRq1YoyZcrQpUsXPvjgA4YMGUKbNm04\nduwYPXr04IcffgCgatWq9OrVi65du9K9e3deeOEFf09lKNsHdAOWAZhZNSDGOdcZ+Bboa2bFgSFA\nZ2CS77lI2KpTp84Zx+uRwkPja4jkjRXm+ds1/7yIiEho8nf++TweYwEQC/QEmjjnXjKzlsAfgDeA\ne51zfzazKGCic+66LNvrc4SEjcGDB9O2bdvMQm6oC8Y1Ir+8uEa0bt2aMWPGqLghRZ6/1wh1bIiI\niEhhVwk46Ht+wPe6YpZlFT3IJRI00dHRmTMnSeF0+PBhNmzYQKtWrbyOIlLoaPBQERERKewOALV8\nzyOB/ZxazDix7DQjR47MfB4TE0NMTEygMooEVK1atTLH3wlFcXFxxMXFeR3Db8G8RqxcuZLmzZtn\nTlcuUpTk9xqhW1FERESkwAXpVpQvge5AFeBN51wfM3sI2AJ8DMwjYyyO64C6zrmXsmyvzxESNmbN\nmsW4ceP47LPPvI6SK7oV5XTPPvss+/fv56WXXsp5ZZEwp1tRREREJKyZWXEzmws0Az4H6gGLzGwx\n0Bz42DmXCkwEFgMDgfEexRUJilq1ap116moJfSdmRBER/6ljQ0RERAqcvo0VCa49e/bQrFkzEhMT\nvY6SK7pGnCo9PZ0qVaqwYcMGatSoEZRjioQydWyIiIiIiBQx55xzDvv37+fYsWNeR5E82LBhA1FR\nUSpqiOSRChsiIiIiIoVcsWLFqF69Onv27PE6iuRBQkKCpngVyQcVNkREREREwoDG2Si84uPjNb6G\nSD6osCEiIiIiEgZq1arFrl27vI4heaCODZH8UWFDRERERCQMREdHq2OjEEpMTCQxMZGLLrrI6ygi\nhZYKGyIiIiIiYUAdG4XT0qVLad++PREREV5HESm0VNgQEREREQkD6tgonDS+hkj+qbAhIiIiIhIG\n1LFROGl8DZH8U2FDRERERCQMqGOj8Dl27Bhff/01bdu29TqKSKGmwoaIiIiISBg4Md2rc87rKJJL\nX331FY0aNaJChQpeRxEp1FTYEBEREREJAyf+OD506JDHSSS3dBuKSMFQYUNEREREJAyYWWbXhhQO\nGjhUpGCosCEiIiIiEiaio6M1gGgh4ZxTx4ZIAVFhQ0REREQkTKhjo/DYvHkzERER1KlTx+soIoWe\nChsiIiIiImFCHRuFx4luDTPzOopIoRe0woaZ1TSz1WaWZGbFzKy4mSWY2UEza5DN+reZ2UYzW2Bm\nLwQrp4iIiIhIYaWOjcJD42uIFJxgdmzsA7oBywCcc6nANcC0s2zzonOum3PukSDkExEREREp1NSx\nUXhofA2RglM8pxXM7JmzvP27c250bg7knDsOHLeTeq2cc7/a2Xuv/mJmA4FnnHMLcnMcERERcc0V\nnwAAIABJREFUEZGiSh0bhcOBAwfYvHkzLVq08DqKSFjIsbAB9AGGAtkVIF4AclXYOInL5XoznHPv\nmFlV4Asza+Wcy+22IiIiIiJFTq1atdSxUQgsW7aMVq1aUaJECa+jiISF3BQ2+jvnfsruDTO7pYDz\nZHLOHfT93Gtmm4DqwJ6s640cOTLzeUxMDDExMYGKJCIiImcQFxdHXFyc1zFEiryaNWuyZ88e0tPT\nKVZM8wSEKt2GIlKwLKcmCDOrDJR0zv1y0rLqwHHn3O9+H9DsSyDWOZfme/0W8GzW4omZVXDOHTKz\nMsBioN2JbU5aR00cIiIiIcjMcM6F9FD/+hwh4eqcc87h22+/pXr16l5HOaOifo2IjY3lgQceoHfv\n3gHZv0hh5+81Ijdl3NeBClmWlQfe8DNYcTObCzQD/mdmbcxsCtADeNvM+vjWG+Pb5C9mlgAsAJ7P\nWtQQEREREZHTRUdHa5yNEJaamsqKFSvo0KGD11FEwkZubkWp4pz78eQFzrmfzCzKnwP5ZkHpkWXx\ngGzWG+r7+QxwtoFLRUREREQkixPjbLRs2dLrKJKNb7/9llq1alGlShWvo4iEjdwUNpyZlXXOJZ1Y\nYGblA5hJRERCyOeff05KSgqXXnoplSpV8jqOiIjkQB0boU3ja4gUvNwUNp4FZpvZu8BuoBZwM+qm\nEBEpEm677TZq165NVFQUn3/+uddxREQkB5oZJbTFx8cTGxvrdQyRsJLjGBvOuflAfyCVjPExjgPX\nO+cWBDibiIiEgMOHDzNnzhzWrVvH2rVrvY4jIiI5UMdGaFPHhkjBy9UcUM65vc65d51zo3w/9wY6\nmIiIeM85R1JSEpUrV+a+++7j5Zdf9jqSiIjkQB0boWvnzp0cOnSIRo0aeR1FJKzkeCuKmVUCLgQ2\nOOf2Bz6SiIiEiqNHj1KyZEkiIiIYMmQIDRo04Oeff6Z27dpeRxMRkTNQx0boSkhIoGPHjpiF9Ey3\nIoVObjo2LnDOLQUuCHQYEREJLUeOHKFcuXIAVKpUidtuu40xY8bksJWIiHhJHRuhS7ehiARGbgob\nu8ysNbAn0GFERCS0nFzYAHjggQd48803OXDggIepRETkbKpWrcrBgwc5duyY11Eki/j4eDp27Oh1\nDJGwk5vBQ392zq1yzm0LRiAREQkdWQsbdevW5YorrmD06NEephIRkbMpVqwYNWrUUNdGiElKSmL9\n+vW0adPG6ygiYSdXg4eKiEjRlJSUdEphA2DUqFGMHTuWpUuXepRKRERyEh0drcJGiFm5ciVNmzal\nTJkyXkcRCTu5GTy0s3Nusb/viYhI4Ze1YwOgdu3ajB8/nuuvv55XXnmFFi1asH79euLj4ylfvjzd\nunWjS5cuHiUWERHIGGdDA4iGFo2vIRI4ORY2gIlm9mI2yw24G2hbsJFERCRUZFfYAOjbty9ly5Zl\n5MiR/PLLL1xwwQV06tSJI0eOcMcdd9C0aVPefvttKlWq5EFqERFRx0boSUhI4LbbbvM6hkhYyk1h\n4/mzvDeqoIKIiEjoOVNhA+Dyyy/n8ssvP235U089xU033cS4ceN45JFHAh1RRESyoY6N0JKenk5C\nQgLjx4/3OopIWMqxsOGceycYQUREJPScrbBxJqVKleKhhx7itttu4+GHH8bMApRORETOpFatWnzz\nzTdexxCfTZs2ERkZSXR0tNdRRMKSBg8VEZEzykthA6B9+/YUL16cxYs1DJOIiBeio6PVsRFCNM2r\nSGDlurBhZhXN7BEzG2VmEWbWO5DBRETEe3ktbJgZd955J2+99VYAUomISE5q1qzJ7t27vY4hPitW\nrKB9+/ZexxAJW/50bEwG1gAdnHNpwAOBiSQiIqEir4UNgF69erFw4cICTiQiIrlRqVIlDh486HUM\n8fnpp59o1KiR1zFEwpY/hY0yzrn/Aam+17ppWkQkzOWnsHHBBRewd+9e9u3bV8CpREQkJ5GRkSps\nhJAtW7ZQv359r2OIhC1/ChubzOxhIMrM/gKsD1AmEREJEfkpbBQrVoyWLVuyatWqAk4lIiI5KVu2\nLMnJyaSmpua8sgRUWloaO3bsoG7dul5HEQlbuSpsWMaQ9jPJKGa8B/zknLs/kMFERMR7+SlsALRp\n00aFDRERD5gZFSpU4PDhw15HKfJ27NhBtWrVKFWqlNdRRMJWrgobzjkHDHHOfeqc+4dzbmaAc4mI\nSAjIb2GjdevWrFy5Mk/bbt68mT59+vDII4+wf//+PGcQESmqdDtKaNBtKCKBV9yPdc3MZgNfAekA\nzrkRAUklIiIhoSA6Nh588ME8bfv+++8TERHB2rVrGTNmDE899dQZ1/3qq6/YsWMHUVFRREVFMXny\nZLZt20arVq3461//mtf4IiKFmgoboWHLli00aNDA6xgiYc2fwsYrAUshIiIhKb+Fjfr163P06FF2\n7txJrVq1/Nr2k08+4cUXX+Scc84hNjaWRx55JNs23oULF9K/f3/at29PYmIiu3btYsCAAVx55ZXc\nc889DB48mMjIyDz/DiIihVWFChVU2AgBmzdvVseGSID5M3ioy+YhIiJhLL+FDTOjb9++vP76635t\n9/PPP7N582Y6d+5MkyZNaNq0KR999NFp6x0/fpw//elPTJgwgVmzZrF8+XJ+/vlnXnrpJW655RY6\ndOjAggUL8pxfRKQwU8dGaNCtKCKB509h4zLfoxsw1PcQEZEwlt/CBsDDDz/Mv//9bw4dOpTrbWbO\nnEnv3r0pXjyjsfD+++/nX//612nrjR8/nrp169K3b99s99OzZ08+//zzvAUXESnkIiMj/br2SmCo\nsCESeLkubDjnnvY9RjrnrgNKBDCXiIiEgIIobDRq1Iju3bszfvz4XG8zZ84cevfunfm6V69e7N69\nm7Vr12Yuc87xn//8h8cff5yMybtOd6KwkTEGtohI0aKOjdCgwoZI4OW6sGFmd5z0eByICmAuEREJ\nAQVR2AB47LHHeOWVV0hOTs5xXeccK1eupH379pnLIiIiuPPOO5k4cWLmsoULF1K8eHE6dux4xn01\nadKEY8eO8eOPP+bvFxARKYQ0xob3jh49ym+//UZ0dLTXUUTCmj+3oqT5HqnAOuCKgCQSEZGQUVCF\njWbNmtGqVSveeuutHNfdsWMHAOeee+4py++44w4++OADjhw5AmTchnL33XefsVsDMsb4aNeu3Smd\nHiIiRYU6Nry3bds2ateuTUREhNdRRMKaP7eivON7vOuc+8Q5dziQwURExFvHjx8HoGTJkgWyv8cf\nf5xRo0aRkpJy1vVWr15N69atTytY1KlThz59+jB06FDmzJlDXFwct956a47HrVq1Kr/99lu+souI\nFEYaY8N7mupVJDj8uRVlbpbXHxR8HBERCRUF1a1xQvv27alevTpxcXFnXW/16tW0atUq2/f+/e9/\ns2TJEm688UamTZtGpUqVcjxuVFSUChsiUiSpY8N7mupVJDiK57SCmZ2YCeV8M3vmpO10o5iISBgr\n6MIGwLXXXsuMGTPo0aPHGddZtWoV99xzT7bvlS9fnlmzZrFt2zY6deqUq2NGRUWxd+/ePOUVESnM\nNMaG9zRwqEhw5KZjYzMwD4gH5vsenwJ9AphLREQ8duTIEcqXL1+g++zXrx8zZswgPT092/edc2ft\n2AA4//zziY2NzfUxo6Ki2Ldvn99ZRUQKO3VseE+FDZHgyLGw4Zzb5pxb6Jy7GdgBpJPRsdEi0OFE\nRMQ7gejYaNSoEVWqVGHZsmXZvr9t2zYiIiIKdPR43YoiIkWVxtjwngobIsGR460oJ5jZv4GKQCcg\nASgLLApQLhER8VggChuQcTvKtGnTsp2mdc6cOfTo0eOsM534S4UNESmq1LHhPRU2RILDn+lemznn\nbgW2Oedu8fdAZlbTzFabWZKZFTOz4maWYGYHzey0oYLNrLyZzTSzxWaW87D3IiJSoAJV2Ljlllt4\n//33s50dZebMmfTpU7B3OqqwISJFlQob3tq/fz9paWlUqVLF6ygiYc+fwkaqmRUD9pvZQKChn8fa\nR8YgpMsAnHOpwDXAtDOs/0fgA6ALMNjMct1dIiIi+ReowkajRo0477zzmDNnzinLDx8+THx8PD17\n9izQ41WpUkWFDREpkjR4qLdOdGsUZBeiiGQvV4UNy/iv8XXf+vcAVYGB/hzIOXfcOXcAsJOW/Xry\n6yzaA3Odcw5YAzT253giIpI/SUlJlClTJiD7vv3223nrrbdOWTZ37lzatWtHZGRkgR5LHRsiUlSd\nKGxkfJyWYNNUryLBk6vChq+4cINzLtU5t8c594pzbk0ej5nbK2sl4ESJ+aDvtYiIBElycnLAChs3\n3HADixcvZsmSJQAcP36cV199lWuvvbbAj3Xid0hKSirwfYuIhLJSpUoRERHBsWPHvI5SJGl8DZHg\n8ef2DjOz2cBXZMyMgnNuREBSZdgPRAJ7fT/3Z7fSyJEjM5/HxMQQExMTwEgiIkXH0aNHA1bYiIyM\n5P3336d///68+OKLzJ49m0qVKnHXXXcF5HgnujbKli0bkP0LxMXFERcX53UMEcnixDgbpUuX9jpK\nkbNlyxYuuOACr2OIFAn+FDZeKaBjGqfffpLd7ShLgVgzmwo0BzZmt7OTCxsiIlJwkpOTA/pB+PLL\nL+c///kPU6dOpWLFirz55ptEREQE5FgnChvnnntuQPYvp3+58PTTT3sXRkQynbgd5ZxzzvE6SpGz\nZcsWrrjiCq9jiBQJ/gweugboAPQC4oEK/hzINwvKXKAZ8D8za2NmU4AewNtm1se33j99m7wB3Aws\nBN70DTYqIiJBEsiOjROuu+46PvzwQ8aPHx/QbgqNsyEiRZVmRvHOli1baNDgtMkfRSQA/OnYmAz8\nB3jMOZdqZg8An+Z2Y19hokeWxQOyWe9+389DQMHO+SciIrmWnJxc4AN5ekUzo4hIURUZGcmhQ4e8\njlHkpKens3XrVurVq+d1FJEiwZ+OjTLOuf8BJzonNG+RiEgYC0bHRrBERUWxb98+r2OIiASdOja8\nsWfPHiIjIwMybbqInM6fwsYmM3sYiDKzvwDrA5RJRERCQKDH2Agm3YoiIkXViTE2JLg0I4pIcOW6\nsOGc+xMZxYz3gB9P3DIiIiLhKdw6NlTYEJGiSB0b3lBhQyS4cl3YMLNKQBOgEXCRmVUOWCoREfGc\nOjZERAo/FTa8ocKGSHD5cyvKNGAz8A/fz/8GJJGIiIQEdWyIiBR+GjzUGypsiASXP4WN4865qc65\nTc65qcCxQIUSERHvhVPHRpUqVdi7d6/XMUREgk5jbHhDU72KBJc/071GmNnnwNdAcyDVzJ4BcM6N\nCEQ4ERHxTjh1bNSuXZvt27d7HUNEJOh0K4o31LEhElz+FDaeO+n5nIIOIiIioSWcOjbq1KnDrl27\nSE1NpXhxf/7XF3jOOcw0g7qIBIYKG8GXkpLC7t27qV27ttdRRIqMXH+6c84tNLMWQGXAfMsWBCqY\niIh4K5w6NkqWLEn16tX5+eefQ+obtM8++4z+/fvTpEkTLrnkEqpXr555y8x5553Hddddp1ZmEckX\njbERfNu3b6dmzZqUKFHC6ygiRYY/s6LMAoYAXYDOwKWBCiUiIt4Lp44NgPr167NlyxavY5xi4sSJ\nvPTSS/z73/+mZcuWlChRgmbNmtGsWTN++ukn2rZty1NPPUVqaqrXUUWkkNIYG8Gn21BEgs+fftwy\nzrkhAUsiIiIhJZw6NgAaNGjA5s2b6datm9dRAPj111+Ji4tj0qRJVKhQgfbt25+2zlNPPcUtt9zC\ntddey7Rp0yhZsqQHSUWkMNOtKMGnwoZI8PkzK8okMxttZnea2R1mdkfAUomIiOeKYsdGcnIyM2fO\n5MMPPyQ+Pp7k5OSA5Xn//fe5+uqrqVChwhnXqVmzJnPmzKFYsWIMGDBAnRsi4jcVNoJPM6KIBJ8/\nhY27gUQgFUjzPUREJEwdPXq0yBQ2nHOMHz+eevXq8eqrrzJjxgyGDh1KdHQ0I0eO5MiRIwWeZ8aM\nGdx00005rleyZEk++ugjDh8+zLBhwwo8h4iEN42xEXzq2BAJPn9uRfnVOfd8wJKIiEjIcM6FXcfG\niVtRstqzZw9Dhw7l+++/Z+7cuVx88cWZ723evJlhw4bRu3dvZs+eXaC35qxfv54WLVrkat2SJUsy\ndepU2rdvz7hx4xgyRHeGikjulC9fniNHjpCenk6xYv58pyl5pcKGSPD5c3UrbmYzzOxvZvaMmT0T\nsFQiIuKp48ePU7x4cSIiIryOUmBO7thISkri3Xff5c4776Rp06bUrVuXpUuXnlLUgIxiyNSpU6lV\nqxY333xzgWXZu3cvKSkp1KhRI9fbVKpUiU8//ZSRI0cyb968AssiIuGtWLFilC1blsOHD3sdpcjY\nvHmzChsiQeZPx8aLAUshIiIhJTk5OawGDgWoUaMGBw8eZPz48TzxxBO0b9+eXr168cQTT5z1A2hE\nRARvvfUWTZo0Ye7cufTo0SPfWTZs2MCFF16Imfm1XcOGDZkyZQrXX389ixYtonHjxvnOkhvfffcd\nn332GY0aNaJBgwYcPXqU5ORkoqOjOe+88zJ/j7wUbEQk8E6MsxEZGel1lLB3+PBhDh8+rOugSJD5\nU9hYA9wDVAYeB64ISCIREfFcuI2vARnfWtarV48XX3yR+fPn06xZs1xvW6JECZ577jkeeeQRunfv\nnu927hOFjbzo2rUro0aNonfv3ixfvpwqVarkKwtk3HqUXZFl+/bt3HfffaxatYqrr76aefPmsXPn\nTsqUKUOpUqXYunUraWlpdOzYkR9++IHt27djZlx99dX5ziQiBUcDiAbP1q1bqVu3rt+FaxHJH38K\nG5OB/wCPOedSzewB4NPAxBIRES+FY8cGwBtvvMEFF1yQp2LAddddx6hRo/j444+59tpr85UjP4UN\ngNtvv521a9dy77338uGHH+Z5P2lpaTz//PO8+uqrXHTRRfTq1YvJkydz9OhR0tLS2LdvHw899BAf\nffQRpUqVOm175xzbtm0jPj6ec889l86dO5OcnEy/fv3ynElECp4GEA0ezYgi4g1/ChtlnHP/M7Ph\nvtcqQ4qIhKlw7NgA6NixY563NTOGDx/Oq6++WiCFjW7duuVrH88//zwtWrRg+vTpec4ze/ZspkyZ\nwsKFC1m5ciWLFi1i7NixREdHk56eToMGDc46zoqZUa9ePerVq5e5rGzZssycOTMs//0RKawqVKig\njo0g0cChIt7wp7CxycweBqLM7C/A+gBlEhERjx09ejQsOzbyq1+/fjz44IN89dVXtGzZMs/7yW/H\nBkCZMmV48803uf766+natWueulCmTp3KXXfdRZMmTWjSpAmDBg3KV6YTsuvuEBHv6FaU4FFhQ8Qb\nOd4kbGZvADjn/kRGMeM94Cfn3P0BziYiIh4Jt6leC0rx4sW59957efnll/O8j8OHD5OYmFggH3w7\nderEgAEDGDp0qN/bHjt2jFmzZnHdddflO4eIhDYVNoJHhQ0Rb+Rm9LPM/zKdc5865/7hnJsZwEwi\nIuIxdWyc2T333MOSJUuYO3dunrZfu3YtjRs3LrCpdP/+97+zfPly3n//fb+2++KLL2jWrBnR0dEF\nkkNEQle5cuU4cuSI1zGKhJ9//pk6dep4HUOkyMnNrSgtzWwRGWNqON8yA5xzrkvAkomIiGfUsXFm\nkZGRTJgwgcGDB7NmzRoqV67s1/bTp0+nT58+BZanbNmyTJ8+ne7du1O/fn06dOiQ4zZpaWm88sor\n3HTTTQWWI5jMrCYZA5hfCJR3zqWb2X7gK98q1zrn9pvZH4B7gX3AH5xzh71JLOKtUqVKcezYMa9j\nFAmJiYlUr17d6xgiRU5uOja+ds51cc519v3MfB7wdCIi4gl1bJxdz549ufHGG+nevTv79u3L9Xbp\n6elMnTqVAQMGFGieiy++mLfffptrrrmGGTNm5Lj+iBEjKFasGIMHDy7QHEG0D+gGLDtp2bfOuW6+\nx34zKw4MAToDk3zPRYokFTaCwzlHYmIi1apV8zqKSJGTm8KGiIgUMerYyNkLL7zAFVdcQfPmzXnt\ntdeynUpx06ZNDBo0iP79+zN+/HgWLlxIhQoVaNKkSYHn6dWrF7Nnz+Yvf/kLN998Mxs3bsQ5d8o6\nv/76K3fccQdTpkzhgw8+oHhxf8YQDx3OuePOuQOcOkPbhWa20Mye970+H/jGOZcOzAdybmURCVMq\nbATHwYMHKV26tP7/KeKB3BQ2rgl4ChERCSnq2MiZmfHcc88xffp0Pv/8c84991xuvPFGpk6dyqxZ\nsxg0aBCdOnWiYcOG9O3bl08//ZTLL7+cG264IWCZWrduzbp166hfvz49evSgYsWKnHPOOZx//vl0\n7NiRhg0bUr58eb7++mvOOeecgOUIopMrNw2dc12BSmbWG6gEnBgt8QBQMdjhREKFChvB8csvv4TL\ntVWk0MnxqxrnnIZQFhEpYtSxkXtt27blk08+Ye/evUybNo133nkH5xzt2rXjxx9/pGLFjL+nb7nl\nFlavXs15550X0Dzly5fn2Wef5dlnn+W3334jJSWF33//nV27dtG2bVvKly8f0ON7xTm33/f0E6AF\nMJP/L2ZEAvuz206kKFBhIzgSExNV2BDxSOHsQRURkYBSx4b/qlatypAhQxgy5MxDObRq1SqIiSAq\nKgqA6tWr07hx46AeO0gMMDMrCyT7bjvpBHwDbAKamFkxIJZTx+PINHLkyMznMTExxMTEBDiySPCV\nLFnS88JGXFwccXFxnmbIC3+uESpsiORdfq8RlvX+28LEzFxhzi8iEqqeeeYZUlJS+Nvf/uZ1FCmk\nzAznnOW8Zp72XRyYA7QkYyaUx4GxwCFgC3CHc86Z2c3An4DfyJgV5VCW/ehzhBQJEydOZPny5bz+\n+uteR8kUyGtEQfH3GjFu3Di+/vprxo8fH8BUIkWDv9cIdWyIiMhpjh49SoUKFbyOIZIt51wq0CPL\n4tPaYZxz7wHvBSWUSAjTrSjBoY4NEe9oVhQRETmNxtgQEQkfKmwER2JiItWrV/c6hkiRpMKGiIic\nRmNsiIiEDxU2gkMdGyLeUWFDREROo44NEZHwocJGcGi6VxHvBK2wYWY1zWy1mSX5RijHzIaZ2WIz\nm2RmEVnWv83MNprZAjN7IVg5RUREHRsiIuFEhY3gUMeGiHeC2bGxD+iGb7o1M6sGxDjnOpMxLVvf\nbLZ50TnXzTn3SPBiioiIOjZERMJHKEz3WhSosCHinaAVNpxzx51zB05a1BqI8z2fD3TIZrO/mFmc\nmXULdD4REfl/6tgQEQkfpUqV4vjx417HCGspKSkcPHiQqKgor6OIFEleTvdaCTjoe37A9/pkM5xz\n75hZVeALM2ulyeZFRIJDHRsiIuFDt6IE3t69e6lSpQrFimkIQxEveFnYOADU8j2PBPaf/KZz7qDv\n514z2wRUB/Zk3cnIkSMzn8fExBATExOYtCIiRYg6NsRfcXFxxMXFeR1DRLKhwkbgaapXEW95Udgw\n38+VwD3AS0AsvrE3Mlcyq+CcO2RmZYCGwK/Z7ezkwoaIiORs/fr1/Pbbb1xwwQXZ3gucmprKjz/+\nSN26dT1IJ4VV1i8Xnn76ae/CiMgpVNgIPI2vIeKtoBU2zKw4MAdoBnwOPAYsMrPFwDZgtG+9Mc65\noWSMr3EFGYWQ551zacHKKiKF03fffcf06dP5/fffady4MYMGDaJEiRKeZlq3bh1z5syhUqVK9OzZ\nkzp16niSY/v27UydOpVJkyaxb98+ateuzcaNG7nhhht49tlnqVq1aua6q1evpnbt2vrmSUQkTKiw\nEXia6lXEW8EcPDTVOdfDOVfF93Olc+4fzrnOzrlbnHOpvvWG+n4+45zr6Jzr4Jz7b7Byikjh8u23\n3/LEE09w4YUX0rNnT3799Vdq1KjBtGnTaNWqFevXrw96poMHDzJhwgTatWtHz5492bZtG0uWLOGS\nSy5h5MiRpKUFp0576NAhXn31VZo0aZJ5LkaPHs22bdtISEjgxx9/pGTJkrRu3ZrVq1dnbjdv3jxi\nY2ODklFERAJPhY3AU8eGiLe8HGNDRAq5TZs2sWDBAlJSUujRoweNGzcO2rETExN58MEHWbBgATff\nfDNvv/02bdq0yRy0a9iwYbz99tt069aNGTNm0LFjx4Bn+uGHH3j55ZeZMmUKl112GSNGjKBnz54U\nL55xqd2xYwcDBw6kb9++vP/++1SoUCFgWRYsWMAdd9xBmzZtGDduHJ06dTptQLOoqCj++c9/0qVL\nF6688kqmT5/OpZdeyvz58xk2bFjAsomISHCpsBF4KmyIeEvD9oqIX9LT05kyZQrt2rUjJiaGFStW\nsG7dOjp37syjjz5KampqwDNs3LiRdu3aUa1aNb7//ntefPFF2rVrd8of7mbG7bffzjvvvMM111zD\nnDlzApYnOTmZxx9/nI4dO3LOOeewYcMGpk+fzlVXXZVZ1AA499xz+fzzz6levTqdO3fm559/LvAs\n6enp/O1vf+PWW29l7NixTJ06lc6dO591lPb+/fvz3nvvce211zJ27FhWrlxJly5dCjybiIh4o2TJ\nkipsBJgKGyLessI8g6qZaQZYkSDaunUrt99+O4cPH+bJJ5/kqquuIiIiAsi4t/Tmm2+mTJkyfPjh\nh5QrVy4gGRYvXkz//v0ZNWoUgwYNytU2S5cupW/fvjz66KPcf//9BToV2549e+jbty81a9bktdde\no2bNmjlu45zjpZdeYsyYMXz88ce0bt26QLIcOHCA2267jcTERKZNm0Z0dLRf269cuZLHHnsMgLlz\n5xZIJim6zAznnOW8pnf0OUKKCuccERERpKSkZP5/22vhdo3o3bs3d999N3369AlwKpGiwd9rhDo2\nRAqBlJQUZs+ezfDhwxk6dChjx44lKSkpqBkSEhLo0KEDV155JcuWLePqq68+5cNR9erxTTl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ZFAGRnoAETKigoVKiix4QMHDx6kS5cugQ5DpMzTcq9+ZGZVzWymmS0wsyVmdmUxz1PFzKabWZKZ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\nkMTjKbGxb98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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Code from above\n", "# --------------------------------------\n", "fig = plt.figure(figsize=(15, 10))\n", "gs = gridspec.GridSpec(4, 4)\n", "tss = [plt.subplot(gs[ax, :2]) for ax in range(4)]\n", "pfs = [plt.subplot(gs[:, 2:3]), plt.subplot(gs[:, 3:])]\n", "# --------------------------------------\n", "\n", "# Timeseries plots\n", "nodes = ['central', 'central', 'east', 'east']\n", "qtys = ['salinity', 'temperature', 'salinity', 'temperature']\n", "for ts, node, qty in zip(tss, nodes, qtys):\n", " ts.plot(ONC[node]['time'], ONC[node][qty].sel(depth=depth[node], method='nearest'), 'k-')\n", " ts.set_ylim(ylim[qty])\n", " ts.set_ylabel(ylabel[qty])\n", " ts.text(.8, .9, 'ONC {} node'.format(node), transform=ts.transAxes)\n", "\n", "# Profiles\n", "time = '2016 Sept 1 00:30 UTC'\n", "nodes = ['central', 'central']\n", "qtys = ['salinity', 'temperature']\n", "for pf, node, qty in zip(pfs, nodes, qtys):\n", " pf.plot(np.ma.masked_values(ONC[node][qty].sel(time=time), 0), ONC[node]['depth'], 'k-')\n", " pf.invert_yaxis()\n", " pf.set_xlabel(ylabel[qty])\n", " pf.set_title(time)\n", " pf.text(.1, .05, 'ONC {} node'.format(node), transform=pf.transAxes)\n", "\n", "# Link profile depth axes\n", "pfs[0].set_ylabel('Depth [m]')\n", "pfs[1].set_yticklabels('')\n", "\n", "# Tight layout and save\n", "fig.tight_layout()\n", "fig.savefig('/home/bmoorema/Desktop/myfig_subplots.eps')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }