{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#### **Author**: `marimuthu(mario)` [[@kmario23](https://github.com/kmario23)]\n", "\n", "## **A crash course on Matplotlib**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib is a Python library for data visualization (2D/3D-graphics, animation etc.). It provides publication-quality figures in many formats. We will explore matplotlib in interactive mode covering most common cases in this tutorial." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# mandatory imports\n", "\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D # for 3D plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`pyplot` provides a convenient interface to the matplotlib object-oriented plotting library. It is modeled closely after MATLAB. Therefore, the majority of plotting commands in pyplot have MATLAB analogs with similar arguments. Important commands are explained with interactive examples." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'2.2.2'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check version\n", "matplotlib.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now see a simple plotting and understand the ingredients that goes into customizing our plot as per our will and wish." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Simple curve plot**" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# get 10 linearly spaced points in the interval [0, 5)\n", "x = np.linspace(0, 5, 10)\n", "y = x ** 2\n", "\n", "# create a figure/canvas of desired size\n", "plt.figure(figsize=(8, 6))\n", "\n", "# plot values; with a color `red`\n", "plt.plot(x, y, 'r')\n", "\n", "# give labels to the axes\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "\n", "# give a title to the plot\n", "plt.title(r\"Plot of $y=x^2$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Cosine & Sine Plot**\n", "\n", "Starting with default settings, we would like to draw a `cosine` and `sine` functions on the same plot. Then, we will make it look prettier by customizing the default settings." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 256 linearly spaced values between -pi and +pi\n", "# both endpoints would be included; check (X[0], X[-1])\n", "X = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n", "\n", "# compute cosine and sin values\n", "C, S = np.cos(X), np.sin(X)\n", "\n", "# plot both curves\n", "plt.plot(X, C)\n", "plt.plot(X, S)\n", "\n", "# show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The above plot doesn't seem too appealing. So, let's customizing the default settings a bit.\n", "\n", "*Matplotlib* allows the aspect ratio, DPI and figure size to be specified when the Figure object is created, using the `figsize` and `dpi` keyword arguments. `figsize` is a tuple of the `width` and `height` of the figure in inches, and `dpi` is the dots-per-inch (pixel per inch). To create an 800x600 pixel, 100 dots-per-inch figure, we can do:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a new figure of size 800x600, using 100 dots per inch\n", "plt.figure(figsize=(8, 6), dpi=100)\n", "\n", "# Create a new subplot from a grid of 1x1\n", "plt.subplot(111)\n", "\n", "# Now, plot `cosine` using `blue` color with a continuous line of width 1 (pixel)\n", "plt.plot(X, C, color=\"blue\", linewidth=1.0, linestyle=\"-\")\n", "\n", "# And plot `sine` using `green` color with a continuous line of width 1 (pixel)\n", "plt.plot(X, S, color=\"green\", linewidth=1.0, linestyle=\"-\")\n", "\n", "# Set x limits to [-4, +4]\n", "plt.xlim(-4.0, 4.0)\n", "\n", "# Set y limits to [-1, +1]\n", "plt.ylim(-1.0, 1.0)\n", "\n", "# optionally, save the figure as a pdf using 72 dots per inch\n", "plt.savefig(\"./sine_cosine.pdf\", format='pdf', dpi=72)\n", "\n", "# show grid\n", "plt.grid(True)\n", "\n", "# Show the plot on the screen\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "--------\n", "\n", "## **setting axes limits**\n", "\n", "Instead of hard-coding the `xlim` and `ylim` values, we can take these values from the array itself and then set the limits accordingly.\n", "We can also change the `linewidth` and `color` kwargs as per our wish." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set figure size and dpi (dots per inch)\n", "plt.figure(figsize=(10, 6), dpi=80)\n", "\n", "# Create a new subplot from a grid of 1x1\n", "plt.subplot(111)\n", "\n", "# customize color and line width\n", "plt.plot(X, C, color=\"blue\", linewidth=2.5, linestyle=\"-\")\n", "plt.plot(X, S, color=\"red\", linewidth=2.5, linestyle=\"-\")\n", "\n", "# set lower & upper bound by taking min & max value respectively\n", "plt.xlim(X.min()*1.1, X.max()*1.1)\n", "plt.ylim(C.min()*1.1, C.max()*1.1)\n", "\n", "# optionally, save the figure as a pdf using 72 dots per inch\n", "plt.savefig(\"./sine_cosine.pdf\", format='pdf', dpi=80)\n", "\n", "# show it on screen\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **setting axes ticks**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set figure size and dpi (dots per inch)\n", "plt.figure(figsize=(10, 6), dpi=80)\n", "\n", "# Create a new subplot from a grid of 1x1\n", "plt.subplot(111)\n", "\n", "# customize color and line width\n", "plt.plot(X, C, color=\"blue\", linewidth=2.5, linestyle=\"-\")\n", "plt.plot(X, S, color=\"red\", linewidth=2.5, linestyle=\"-\")\n", "\n", "# set lower & upper bound by taking min & max value respectively\n", "plt.xlim(X.min()*1.1, X.max()*1.1)\n", "plt.ylim(C.min()*1.1, C.max()*1.1)\n", "\n", "# provide five tick values for x and 3 for y\n", "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi])\n", "plt.yticks([-1, 0, +1])\n", "\n", "# optionally, save the figure as a pdf using 72 dots per inch\n", "plt.savefig(\"./sine_cosine.pdf\", format='pdf', dpi=80)\n", "\n", "# show it on screen\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **setting axes tick labels**\n", "\n", "We fixed the aexs ticks but their label is not very explicit. We could guess that 3.142 is π but it would be better to make it explicit. When we set tick values, we can also provide a corresponding label in the second argument list. Note that we'll use latex to allow for nice rendering of the label." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set figure size and dpi (dots per inch)\n", "plt.figure(figsize=(10, 6), dpi=80)\n", "\n", "# Create a new subplot from a grid of 1x1\n", "plt.subplot(111)\n", "\n", "# customize color and line width\n", "plt.plot(X, C, color=\"blue\", linewidth=2.5, linestyle=\"-\")\n", "plt.plot(X, S, color=\"red\", linewidth=2.5, linestyle=\"-\")\n", "\n", "# set lower & upper bound by taking min & max value respectively\n", "plt.xlim(X.min()*1.1, X.max()*1.1)\n", "plt.ylim(C.min()*1.1, C.max()*1.1)\n", "\n", "# provide five tick values for x and 3 for y\n", "# and pass the corresponding label as a second argument.\n", "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi],\n", " [r'$-\\pi$', r'$-\\pi/2$', r'$0$', r'$+\\pi/2$', r'$+\\pi$'])\n", "\n", "plt.yticks([-1, 0, +1],\n", " [r'$-1$', r'$0$', r'$+1$'])\n", "\n", "# optionally, save the figure as a pdf using 72 dots per inch\n", "plt.savefig(\"./sine_cosine.pdf\", format='pdf', dpi=80)\n", "\n", "# show it on screen\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Adding legends**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set figure size and dpi (dots per inch)\n", "plt.figure(figsize=(10, 6), dpi=80)\n", "\n", "# Create a new subplot from a grid of 1x1\n", "plt.subplot(111)\n", "\n", "# customize color and line width\n", "# `label` is essential for `plt.legend` to work\n", "plt.plot(X, C, color=\"blue\", linewidth=2.5, linestyle=\"-\", label=\"cosine\")\n", "plt.plot(X, S, color=\"red\", linewidth=2.5, linestyle=\"-\", label=\"sine\")\n", "\n", "# set lower & upper bound by taking min & max value respectively\n", "plt.xlim(X.min()*1.1, X.max()*1.1)\n", "plt.ylim(C.min()*1.1, C.max()*1.1)\n", "\n", "# provide five tick values for x and 3 for y\n", "# and pass the corresponding label as a second argument.\n", "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi],\n", " [r'$-\\pi$', r'$-\\pi/2$', r'$0$', r'$+\\pi/2$', r'$+\\pi$'])\n", "\n", "plt.yticks([-1, 0, +1],\n", " [r'$-1$', r'$0$', r'$+1$'])\n", "\n", "# show legend on the upper left side of the axes\n", "plt.legend(loc='upper left', frameon=False)\n", "\n", "# optionally, save the figure as a pdf using 72 dots per inch\n", "plt.savefig(\"./sine_cosine.pdf\", format='pdf', dpi=80)\n", "\n", "# show it on screen\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----------\n", "\n", "### **Figure and Subplots**\n", "\n", "**Figure**\n", "\n", "A figure is the windows in the GUI that has \"Figure #\" as title. Figures are numbered starting from 1 as opposed to the normal Python way starting from 0. There are several parameters that determine how the figure looks like." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "| Argument | Default |Description |\n", "|----------|:-------------:|------:|\n", "| num | 1 | number of figure |\n", "| figsize |figure.figsize | figure size in in inches (width, height)|\n", "| dpi |figure.dpi | resolution in dots per inch|\n", "|facecolor |figure.facecolor|color of the drawing background|\n", "|edgecolor |figure.edgecolor|color of edge around the drawing background|\n", "|frameon |True | draw figure frame or not |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Subplot**\n", "\n", "With subplot you can arrange plots in a regular grid. You need to specify the number of rows and columns and the number of the plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Grid subplot ,\n", " Horizontal subplot , and\n", " Vertical subplot \n", "\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following plot shows how to use the *figure title*, *axis labels*, and *legends* in a subplot:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 5, 10)\n", "y = x ** 2\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(8,4), dpi=100)\n", "\n", "# plot subplot 1\n", "axes[0].plot(x, x**2, color=\"green\", label=\"y = x**2\")\n", "axes[0].plot(x, x**3, color=\"red\", label=\"y = x**3\")\n", "axes[0].legend(loc=2); # upper left corner\n", "axes[0].set_xlabel('x')\n", "axes[0].set_ylabel('y')\n", "axes[0].set_title('Plot of y=x^2 and y=x^3')\n", "\n", "# plot subplot 2\n", "axes[1].plot(x, x**2, color=\"violet\", label=\"y = x**2\")\n", "axes[1].plot(x, x**3, color=\"blue\", label=\"y = x**3\")\n", "axes[1].legend(loc=2); # upper left corner\n", "axes[1].set_xlabel('x')\n", "axes[1].set_ylabel('y')\n", "axes[1].set_title('Plot of y=x^2 and y=x^3')\n", "\n", "# `fig.tight_layout()` automatically adjusts the positions of the axes on the figure canvas so that there is no overlapping content\n", "# comment this out to see the difference\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Formatting text: LaTeX, fontsize, font family**\n", "\n", "Matplotlib has great support for $LaTeX$. All we need to do is to use dollar signs encapsulate LaTeX in any text (legend, title, label, etc.). For example, `\"$y=x^3$\"`.\n", "\n", "But here we might run into a slightly subtle problem with $LaTeX$ code and Python text strings. In $LaTeX$, we frequently use the backslash in commands, for example `\\alpha` to produce the symbol α. But the backslash already has a meaning in Python strings (the escape code character). To avoid Python messing up our latex code, we need to use \"raw\" text strings. Raw text strings are prepended with an `'r'`, like `r\"\\alpha\"` or `r'\\alpha'` instead of `\"\\alpha\"` or `'\\alpha'`:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,4), dpi=100)\n", "\n", "ax.plot(x, x**2, label=r\"$y = \\alpha^2$\")\n", "ax.plot(x, x**3, label=r\"$y = \\alpha^3$\")\n", "ax.legend(loc=2) # upper left corner\n", "ax.set_xlabel(r'$\\alpha$', fontsize=18)\n", "ax.set_ylabel(r'$y$', fontsize=18)\n", "ax.set_title(r'Plot of y=$\\alpha^{2}$ and y=$\\alpha^{3}$')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Line and marker styles**\n", "\n", "To change the line width, we can use the `linewidth` or `lw` keyword argument. The line style can be selected using the `linestyle` or `ls` keyword arguments:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,6))\n", "\n", "# possible marker symbols: marker = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n", "ax.plot(x, x+ 9, color=\"green\", lw=2, ls='--', marker='+')\n", "ax.plot(x, x+10, color=\"green\", lw=2, ls='--', marker='o')\n", "ax.plot(x, x+11, color=\"green\", lw=2, ls='--', marker='s')\n", "ax.plot(x, x+12, color=\"green\", lw=2, ls='--', marker='1')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Logarithmic scale**\n", "It is also possible to set a logarithmic scale for one or both axes. This functionality is in fact only one application of a more general transformation system in Matplotlib. Each of the axes' scales are set seperately using `set_xscale` and `set_yscale` methods which accept one parameter (with the value `\"log\"` in this case):\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", "\n", "# plot normal scale\n", "axes[0].plot(x, np.exp(x), color=\"red\")\n", "axes[0].plot(x, x**2, color=\"green\")\n", "axes[0].set_title(\"Normal scale\")\n", "axes[0].grid() # show grid\n", "\n", "# plot `log` scale\n", "axes[1].plot(x, np.exp(x), color=\"blue\")\n", "axes[1].plot(x, x**2, color=\"violet\")\n", "axes[1].set_yscale(\"log\")\n", "axes[1].set_title(\"Logarithmic scale (y)\")\n", "axes[1].grid() # show grid\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Histogram plot**" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n = np.random.randn(100000)\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", "\n", "# plot default histogram\n", "axes[0].hist(n, color=\"blue\")\n", "axes[0].set_title(\"Default histogram\")\n", "axes[0].set_xlim((np.min(n), np.max(n)))\n", "\n", "# plot cumulative histogram\n", "axes[1].hist(n, cumulative=True, bins=50, color=\"green\")\n", "axes[1].set_title(\"Cumulative detailed histogram\")\n", "axes[1].set_xlim((np.min(n), np.max(n)))\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## **Common types of plots**\n", "\n", "- **Scatter plot**\n", " A simple scatter plot of random values drawn from the standard Gaussian distribution." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set figure size and dpi (dots per inch)\n", "plt.figure(figsize=(10, 6), dpi=80)\n", "\n", "# Create a new subplot from a grid of 1x1\n", "plt.subplot(111)\n", "\n", "n = 1024\n", "X = np.random.normal(0,1,n)\n", "Y = np.random.normal(0,1,n)\n", "\n", "# color is given by the angle between X & Y\n", "T = np.arctan2(Y,X)\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "\n", "# The alpha blending value, between 0 (transparent) and 1 (opaque).\n", "# s - marker size\n", "# c - color\n", "plt.scatter(X,Y, s=75, c=T, alpha=.5)\n", "\n", "plt.xlim(-2.0, 2.0), plt.xticks([])\n", "plt.ylim(-2.0, 2.0), plt.yticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "--------\n", "\n", "- **Contour plot** \n", " A contour plot represents a 3-dimensional surface by plotting constant z slices, called contours, on a 2-dimensional grid. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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NXaxq6mJdSzfrWjrpGPj3tTTYCuMTrEzOT2Rypp0JaRFMSI8kNzHsX3f1Ze95vAY7WvvZUt9HWX0vm+t62VTdSrnjq09wEsItTE+MZWZyFLNSopmVEk1KRIjvgouIBAjLI5/VmaaZuVfvq/Ig8lWrOzs5bMMGptttrLhgHkHWkXk3WPaOYZqUOnpZ1tDJ0oZOljW1fOWJQkQwTM+NYUaOnWlZURRn2xmfFkHICH2K4E/63V7K6voo2d3Dhl3drNvZQ8muLvq/tIg8L8bKvJQk5qRGsyA9honxkTrXRUTkP6g8iHxPP6mq4oHdu/nd3AJunpbl6zgyjEzTZHNbL4tq2/msroPFDW1fWcA8PsHK3PHJzM6PZlZ+NBPSI/U0wY+4PQZl9b2s2tHNyqoulm9tpqLd+Nffx4VZmJcaz6EZsRyWEcuURLvKhIiMeioPIt+T0+tl1ppl1LkMSs+dRUHM/lo6Kv6oxenig11tfLCrnY/rmmnsHbwu2ixwQKqNg6ems2BMDHMLYoi3B/s4reyr1m4XK6q6WFrZyeKKTtbWdOHZ0yfiwywcmpHAkZnxHJkVR75+1kVkFFJ5ENkPPm9v59iNGzkkJohF583T3ckRxDRNNjl6eXNHK2/t2s3aRu+/DkmblGjlyGnpHDE+jgVjY4gK074SI03vgJdllZ18srWdRSX1rPvS139MnJVjs9I4NjueQzJiCQsaut2tRET8hcqDyH5y/bZt/L2hgYcPGsO1kzN8HUe+B8M0Wd7QyavVrby+o46de9YtxIZaOGpyIsdMiueYSfGkxYb6OKkMt7YeN5+Ut/Phlnbe39DI7u7B742IYDgyM4ETchM4MTdRi69FZMRSeRDZT7o8HmavWU6T26DsvFnkRWtKQyAxTZOVTV08X9HMy9X1/5qOlBtj5eSZaZxcnMj8wpgRu0Wq7DvTNCmr7+XdTW28vcnBsspODBMswNy0aE7NS+K0gkRdC0RkRFF5ENmPPmtv57iNGzk2O553TpisfeQDQGVHH//Y1sTT23dT0zk4ub0w1sqZczM5Y0YS07Lt+jrKXmnrcfNuqYM3Slp5b1Mrfe7Btx+QauOMvBx+UJikIiEiAU/lQWQ/++HWrTzb1MTTR4zj/KJUX8eR/6LP7eWlymb+XlHJ0lovAOl2C+fMzeCcA1OYnqPCIN+P0+Xlw7J2Xl3fwj/XNdHlGnz7rDQb5xTkcVZhEqmRmvYmIoFH5UFkP3O43cxYvRyPCWXnz9YAwY+UOXp5dHMdz1TU0+WCsCA4bUYyF89N5bDxcdpGVYbEgNvgoy1tvLimhTfWNdHjBqsFjsiM4/yiFE7LTyIyWIutRSQwqDyIDIE3Wlo4t6yMU/ISee3YibqL7UNew+Stmlb+tKmOT+s6AJiSZOWKIws4b3YysRHaTlWGT9+Al7c3OXh2VRPvbnLgMcAeDGcWpHLx+FQWpMXoeiEifk3lQWSIXFBWxqstLbx09ATOLEz2dZxRx+nx8lR5I7/fWEVlh0GwFc44IJnrD89gdn60Bmjic63dLl5a28JTn1SzumFw+tyYOCuXFuVw0bhU0vTUUkT8kMqDyBBpdrmYvnoFwRbYeuFc4sJ0h3s4dLs8PLq5nt9v3EFLn0lcmIVrDs/i2kMztLWq+K2yul7+b1kD/1haR0ufic0CJ+UlcuXEdI7MitPZMSLiN1QeRIbQM42NXFFeziXjUnni8HG+jjOi9bg8/GlTHb/fWENbv0lWlIVbji/g0vmp2HV4mwQIl8fgrY0O/rakgQ82t2ECeTFWrpyQy6XjU0kK1/kRIuJbKg8iQ8g0TU7etImP29t574TJHJOT4OtII47La/CXsnruWVdFS59JboyVH59cyEVzUwnRmQwSwHa0OPnbkgb+9tlumvtMQmxwVmEK10/OYGZKtK/jicgopfIgMsR29fczc81Kom0Wtlw0j+gQ3QXfH0zT5NWqFm5bWc6OToO0SAs/P20Ml85L1UFuMqK4PAavr2/lkXe3sWTP1sKz020snDiWMwqSCLbp+11Eho/Kg8gw+Ft9PQsrKlg4JYMHF4zxdZyAV+roYeGyEj7b7SE6BO44IY+Fh2cSEartLmVk27i7h4cW1fLsykb6PZBht3DdpFyumJhOvNZVicgwUHkQGQaGaXLk+qWs7Pay/PRpzE6N8XWkgNTr9vKzVTv446ZaTBMuPyiNX56SR3K05oHL6NLa7eLxJQ08/GEN9T0m4UFwUVE6NxZnMjY2wtfxRGQEU3kQGSZbe3uZs3YNhWFW1l80n1BNNdgnH+5q48rFm6npNDgwzcajlxUzIzfK17FEfMrtMXhlXQsPvFXB2kYvFuCkvARuKc5ins6MEJEhoPIgMozuranhnpoafnJADvfMyvN1nIDQ6/Zy49JKHt/SQGQw3HtGIdccmqHToEW+xDRNlm7v5Hcf7ubNEgcwuC7i1injODkvUT8vIrLfqDyIDCO3YXDwumWU9npZf9YBTEm0+zqSX1vT1MV5i0rY3m5w+PhY/n7xOHISwnwda0Tpd3vpcnrp7vfS3e+hz2XgdBv0uw1cHgOPYeLxmnz56m+1QLDNSrDNQmiQlfAQK+HBVuyhNqLCbESHB2EPtWHVgNUntjX28cCHu3lqWQMDXhgbZ+WWqYVcUJRCWJDWBYnI96PyIDLMNnR3s2DdOmZG2Vh2/nzdEfwvTNPkwU213Lq8CqsF7ju9gBuOyNRgdC/1u73Utg2wq22A2vYB6jsGaOh00djpoqXHTYuzC0e3SXuPSb9raDJYrRBntxBvt5AYbiclOoSU6GBSo0PIiAslIzaU7IRQchPCdA7HEGnsHOChRXU8umg3HQMmqZEWbpicy9WTMogJ1edcRL4blQcRH7itspKHa2t5aEEh103Zq5+/UaPb5eHyT7fxUmULY+OsvLxwOlOy9ITmPw24DSqa+tjW2Me2Rifbm/uoaumnytFFQ9s3X6tj7RaSYywkJNiJiw4iLjqIGHsQURE2oiKDiAizEh5qJSzUSnCQleAgC0E2C1YrfPErwOs1cXsG/wy4DZz9Bs4Bg16nl65eD129Xjq7PbR1eXB0umlp7aOl08Rr/PdMidEW8hPsjEkOZ2xqBONSI5iQHsGY5AhCg7U26Pvq7vfw+OIGHni3mroek6gQuGpiFjdMySTDrlPXRWTfqDyI+ECPx8PMNctwuE02nzebnGhNxQGo6XJywntrKGs1OH1GIk9cPI7ocN0hbegYYP2uHjbs6mZTbS+bmxxU1BlfG4wnRFsoyLaTlx5GTnoY2alhZCaHkp4cQlpiCMnxIYT4aDBuGCZtnW7qW1zUNQ9Q2zzAroYBahr62VHnpHJnN03tX/0dY7NCUaaVqamJFGfZmZ5j54DcKGIjtCXpd+HyGDy3qonfvrmdrQ6DYCtcUJTKrdOyGBcX6et4IhIgVB5EfOTjtjZO2rSJo7PjeO+EKaN+V5TVTV2c+O4GWvpM7j09n9uOyRqVn5O+AS+rd3SxorqL1Tu6Wb3LQb3j39deiwUK0qxMKopnQn4E43IjGJcXwZjscGKjAntQ3dXjoXK3k607+thS3UtZVS+l5e1UN361JRWmW5mdncTcgmjmFcYwKSNSU9r2gWGYvLPJwW9e38qyusEdmk7OS+S26VnM0TbSIvItVB5EfOiK8nKeaWzk+aPGc/aYFF/H8Zn3dzo4/YNSTBOevWIip05P8nWkYdPd72FJRSefbutg8Y561ld58QweIozNCpNzbcwsTmZakZ1p4+xMHmMnMnx0LXrt6vGwsaKHdVu7WVPWzZqNrWyv/3ehiLNbOHhMAocWxXL4+DgmpEeMyuL5XSzd3sFv39/NWxsHd2ian2nj1injOSE3Aas+hyLyX6g8iPhQq8vFtNUrCLLA1gvnEjcKT4h9raqFsz4sIzrEwjs3FjO7YGTf+TQMk3U7u/mgrI33N7exsrrrX9OP4uwW5k+PZ15xDHOnRjNjfBQRo6wo7K2WNhcrNnWxtKSTz1fUs67S+6/PY0aChaPGpXD8lASOmhhHlBZkf6ut9b3c/8FunlnRiNsY3KHp5j07NIVrhyYR+RKVBxEfe6axkSvKy7l8QhqPH1rk6zjD6vXqFn7wQRmJ4RY+vu0AJmaMzHnXfQNePtrSzlsbW3m7rOlfc/vt4XDozAQOOzCWQw+IY/IYTb/5rrp6PCzZ0MlHK9v4YEkD5bsHm0RIEBxaFMep05M4pTiRlBidRv6/1HcM8PAndTy2Z4emxHALV03M5tpJ6aRGanG1iKg8iPicaZqcsHEjn3Z08OkpUzkkI87XkYbFOzUOTnmvlIRwC5/96ADGpY2s4tA34OWdUgcvr23hndIW+gYG3z4xx8oJh2Zw7LwE5kyN9tkC5pGupt7J24sdvLXYwadr2nF7BrePPWhMLOfOSuaMGUnERY6+J317q7vfw/8tbeTB96up7hhcXP2DwmQWTsnkwJRoX8cTER9SeRDxA9VOJzPXrCItxMrmi+aN+GkCKxs7OeyfG4gItvD5j0bOEwevYfLJ1naeWdnEayVN9DgHFzjPnRrN6YcncfIhieRnhvs65qjT1ePh7SUOXvm4hfeWttLvGnwicfzkRC6cm8LxkxMIDlKJ+2+8hsmbJa08+HEtn1d0AnBgmo1rJozhB4VJI/5aJSJfp/Ig4ice3L2bO6qq+NkBOfxiVp6v4wyZmi4nM19ZTZ/H5NNbp3NgfuDfxdzp6OeJpQ08sWIXta2D18kDx9o49+Q8zjwiifRkTffwF109Hl77pIVn3mnikzUdmCakxFm4eFYmVxycTn6Syt032bS7h4c+qePZFQ04PRAfZuGiogwun5DGhPiRcQNARL6dyoOIn3AbBvPWLqXCabDpnAMpiovwdaT9rsflYd4byyltMXj92kmcPC3R15G+M8Mw+aCsjUc+rePd0jZMc3Ch7iWnZnPBCSmMzRl5X7+Rprapn3+83cTfX9lJdaOBxQLHTY7nusMyOGpCvNaffIP2Xjf/WNHEnz+sprxtcG3J3Awbl40t5IzCJKJDtEBdZCRTeRDxIys7OzlswwYOiQnik/PmjajtJk3T5PyPtvLc9mZ+eUoed56Q4+tI34nT5eWp5Y088EkV2+sNrFY48aAErjw9naPmxGOzjZyv2WhhGCaLVrfzyIt1vLXYgWHA+Cwrtxw+hvNmpeiU629gmiZLt3fytyUNvLSmiX4PhAfBKXnJXFCUwhGZcQTb9LkTGWlUHkT8zHXbtvFEQwP/d1gRF49P83Wc/eb/tjZw6SfbOKk4gTeunRRwxaijz83Dn9Txp0930tJpEme3cOWZWVx9ZjrZaTohfKTYWd/PIy/V8ZeXd9PVB2nxFm46PI+rD8kgMlTz+79JR5+bl9a08PSnVSytHTyoJCHcwul5qZw1JpmD0mMIsqpIiIwEKg8ifqbD7Wb66uUMmLDtwjkkhQf+1pI1XU4mv7CK2DALG++ZS7w9cHa56ezz8OCiWh74uIbOXshJtnDzxQVcekraqDusbTTp7Pbw+Ov1/OEfO6h3mCTHWrjtyHyuPiSdCJWI/6mq2ckLq5t5YelONrcOTmuKD7NwUm4Kp+QlcnhmLHZNbRIJWCoPIn7o1eZmLtiyhUvHp/L3w8b5Os73YpomR765kUW1HXx44xSOnBjv60h7ZcBt8NAntfz6vR2095gUpFn56VVjOffYZII1jWXUGHAZPPFGA79+vJLaVpPUOAt3nTCGy+anEqQpOd+qrK6XV9e38PqK3ZQ0Dz6RCLHBIelxHJsTz5GZ8UyI14ngIoFE5UHED3357Ielp01jXlrgnrr8XEUT5320lcsXpPH4Rf5/CJ5pmry0poUf/bOcmiaDnGQLP79mLOcfl6LSMIoNuAz++mo9v3q8iqZ2k3FZVu4/ZQLHT0nQwHcvVbc4eXujg3dKHXxW3o5rsEuQFmnhsIwkDk6P5ZCMWApjwvU5FfFjKg8ifqqir48D16ymKNzKugvnB+TCwx6XhzHPLcNtwLZ755Lg59OVttT3cvVL61m82UtMJNz5w3yuPzuDME1TkT26ez38/und3P/kTvoG4OiJcfzpnDGMTdXuWvuip9/D5xWdfLylnY9K6inbM70JICXSwtyUBOakRDM7NZppiXbJQ+4cAAAgAElEQVRNcxLxIyoPIn7s7h07uG/nTn47J59bp2f7Os4+u3tNDT9fXcOj543h6kMzfB3nGzldXu5+aye/+3AXXgOuPD2de67JJTEu8NebyNCobx7gR3+q5ul3mggOgtuOzubO43MID1HR/C6au1wsrujg84pOlm1uZFOLF++eIYfVAuMTrMxISKI40c60JDtTE+zEhfn3zQiRkUrlQcSP9Xu9HLhmGfUug20XzCbTHji7+jj63eT+YxkZUVZKfz3fb0/wXVXdxYVPlVBRZzCtwMaf75rKgZMC/+A6GR7LSjq55u6NbNphMCbdyt/Pn8KCsbG+jhXwevo9rKnpZvWObtbWdLNmeys7u746BsmwW5gUH8uEuEgmxEcwPi6S8XERxKtUiAwplQcRP/ehw8EppaX8oDCJF4+e6Os4e+1nq3Zwz9qdPH/FeM4+MMXXcb7G7TH4xVs13PveLoKscM+1+dx0fiZBflpyxH95PAZ/fK6Wnz5STb8Lrjssg/tOz9fWrvuZo8dNye4eNuzqZnNdL6VVrWxxeOn3fPX9EsMtFMVGURQbwdjYCMbEhFMYE05+dJimP4nsByoPIgHgB6WlvO1w8PFJUzk8K87Xcb5Vr9tL1j+WkhBmofy3C7D52Um9uxz9nPV/a1hZ7mV6oY1/3DediQWRvo4lAW77zj4uvXMdS8u8FGVaee6SaUzPifJ1rBHNa5jUtPazpb6XLQ19bGsc/FNe101b/9fHLCmRFgqioiiICacgOpyCmDDyo8MpiAknOTxYC7VF9oLKg0gA2Ol0Mm3NKnJDrWy8aD4hfr54+q9l9Vz5WQUPnzuGaw/zr7UO75U6OP+JzbR1m9x6URa/vDaPEO2iJPuJ12vywDO7ufPhagB+fWo+Nx+VpUGpDzh63FQ09VHZ7KSq2Ulls5PKFidVDT20Or8+nokMhvxYKwX2eApiwr5UMMLJiQrVIXcie6g8iASI+2pquLumhntn5/GjGTm+jvM/zXhlCdvbvdQ9MJ+oMP+YJmCaJve/v5sfvVZNbKSFp345kRMPTvR1LJ/yeAzauzx0dHvocXrp6fPiHDBwe0w8HhPDNLFZLVitEBJsJSLMSkSYjagIG3HRQcRGBWma1zfYUN7NObduYFutwcnFCTx56ThiIzQX3190OT1UtTipbumnqtn573+v72Rnl4HxH8OdICvkRFsZEz24leyYmHDGxoZTFBdBtj3M756uigwllQeRADFgGMxavZRal0HFBXPIsIf6OtJ/VeroYcoLa/3qXAe3x+CqZyp4YmkjE3OsvPnwTPIzw30da0iZpklt0wDbdzmprnWyo76fnQ391DW7qO/oprnVoKNj367p/01crIXUFCtpMVFkpYSSnxFOfmYYY3MiGJ8XQVSkf5RHX+jp83DlLyt47r1m8lOt/PPq6UzKsPs6lnwLt8dgp6Of6tZ/F4vKZieVte1UdRhfW2MRaoOieCvjYhIYFxvB+PgIJsRFMjY2nLAgrXuRkUflQSSAvO9wcFppKeePTeHpI8f7Os5/defKan69bhef31bMQX6w60zvgJczHivj/c1tHDM3nhd/M4Fo+8ga0Pb0edhQ3kPJtsE/m7b3Ur6rh56er1+zY2MtpKVYSU2PJjExhISEYGJjg7DbbdjtQYSHWwkOthAUZMFqtWAYJoYBAwMGTqdBb6+X7m4P7e1u2to8tLS4aKjroqHJoKvr66+XmWFlcm4sM8ZHMWOCnVmToklL8s/iOxRM0+Sxl+v5f/dvJzQYnrl0EidPG91PvAKZYZjUdQywvck5uL6iqY9tjU7Kd3ews9Pgyz8BVgsUxlqZHB/P5Hg7UxMjmZpoJzcqTNPYJKCpPIgEmFM2beLDtjaWnTaNuX548nTRc4vpcpnU/uEgnz/K73J6OO6xFSzb4uXSk1P5y0/GjohpNvXNA3y2roPF6zpYsa2ZzVu8GP8+Y4vUFCsTJsYyfnwkRUUR5OeHk58fTk5OOBERQ3cntKPDzY4dTqqqnFRU9LFlSw9lpa1sKffgcv37/QryrBw8JZnDDozjyNlxJMeP/PM0Fq/r4PSbNuLoNrn/jAJuOipTA8gRxunyUtHkZGtDL1vq+yir72XzjjYqO746DSo6BKYmxDA9yc60pCgOSIpiXFyEz6+XIntL5UEkwFT09XHAmtVMjbCx+qL5WP1oALK9o4+xz67mioPS+MuFvp2y1OX0cMyjK1ix1cvNF2Ry/40FATtY63N6+WRNO+8ta+Pj9U1UVHr/9XdpqVbmzE1k1qwYpk2LYurUKJKT/Wsw7nIZbN7cw7p1XaxY0cmSz5uorP73/8OMaUEcPzOD0w5LYsrYyID9On2bmnonx1+9hi27DBYensEDZxVqwDgKOF1ettT3sbG2h5JdPYP/rOmk60uF2h4M05NimJUSzZzUaGanRJMWOXqe0ElgUXkQCUA/rqrij7t389dDxvLDiem+jvMvD2+q5follbxxrW+nZvQOeDn6keUs2+Ll9ouzuHdhfsANSNu73Lz5mYNXFrXw0SoHAwODb8/OsnLY4akcckgchxwSR3Z2YE6BqKvr5+OP23j//VY+/KCZtvbB3y9jCmyce0QmF52YSl7GyFuX0t7l5tTrVvJ5qZdzDkzmqUvH+e0BijJ0DMNkR2s/63ftOQSvppu11R10f6lQ5ERbmJeSxLy0GA5Oj2VCfERA/qzLyKPyIBKAujweilctw2NC5cXziAn1jzn8Z7y/mderW2l7cD4xEb7J5PYYnPLIZt4tbQu4Jw59Ti///KyVZ95t4sOVbXg8YLPBwQfHc/zxiRx3XCJFRSNvAOHxGCxb1sErrzTzyst1NDYNzsE65IBYrjgtjTOOSCJ4BG2nO+AyOOeOLbz+SSsnFSfw4pUTCAvWwtrRzmuYbG3oZUVVFyuru1i+pZnytn/PR0wMt3BwegKHZsRxWEYs4+JG3rVAAoPKg0iAeqqhgau3beP26VncN6fA13EwTZP0pxaTGmllw68X+CzDtc9u57HP6rn4pFSeuKsoIH65lmzr5s8v1/P8R410dZnYbHDkkQmceWYKJ52URGKif01DGkoej8FHH7Xx5JP1vPFGEy4XZKRbuf6MXK44PY246JGx3anHY3DpXdt4+p0mjpscz2vXTCJ0BBUk2T8cPW6WVXayuKKDzzY2sKHZ+6/1E2mRFo7MTObo7HiOyIwjOWL0XCfEt1QeRAKU1zSZv3YJ5X0G5efPIjfat1M8dnf3k/2PlVx1cDqPXTDWJxkeWlTLwucrObw4iPf+Otev71a73QYvfdTCQ69vZ9Xawb0fi6cEccllBZx9dqrfrVvwBYfDxV//WsfDD1VT32AQFWVh4VlZ3HxB1ogoEYZhctkvtvHkm40cP2WwQIRoCpP8Dx19bj7f1smn29r5uKSBstbBJxMWYGaajeOzsjguJ57pSVF+tR5ORhaVB5EA9ll7O8dt3MhZhUm8cPREn2Z5c0crJ7+7mccvHMvlBw3/OowlFR0c+rsSCtKsrHxujt8OLnv6PPz11Qb++NIOdtcahIfDOeekc9VVmRxwQHRAPCkZbi6XwQsvNHLvr8opr/ASG2vhjovyuOHcTEJDAnuw7fWaXPaLcp56q4mzZibx7A8naBG17LW69gE+LGvj/c1tfFDaQueetVHpdgsn5qRySl4ih2XGEWIL7J8T8S8qDyIB7ozSUt51OHy+deuv1u7kJ6t2sPLH05mVHz2sr93a7WLqL1fQ0WOy5tmZTCiIHNbX3xu9Ti8Pv1DH/c/swNFmkpJsYeENBVx1VSbx8f5ZdPyN12vy3HMN/PxnW9lRY5Cfa+WhmyZy3IIEX0f7Xjweg7Nu38Jrn7RyzaHpPHzuGJVI2Wduj8GK6i7e3ujgn6vrqGgffCoRG2rhxNxkzihI4ujseEJVJOR7UnkQCXBfbN06LdLGqgvn+2zQceHHW3l6WxOdD80nOnz4Fkubpslpj5bxxoZWnrp7HBeemDpsr7033G6Dv7xaz91/r6Kl1SQn28qP7yziwgvTCAvTItnvYmDA4MEHd3HPPZX09Jj84KgkHr59DEkBfF7EgMvguOs38cnqDu47PZ/bj832dSQJcOUNvby+oZVXlu1ifdPg1sgxoXBaXirnjE3msIw4PeWS70TlQWQEuHn7dh6rq+OVYyZyekGSTzLMfXU9lV3dNP/p4GF93aeWNXLx/5Vz1lFJPH/fBL+6Y/vuEgc3PbSFbdu9pKdZ+clPx3LZZRmEBPhUG39RW9vP9deX88YbLSQnWXjyZ5M4dn7gPoXo7Paw4MLllNYYvHzVBM44INnXkWSE2NHi5JV1LTy/eCcbmgeLRFqkhXPHZHBhUSpTEu0+TiiBROVBZARodrmYtHI56SFWyi6ZT5B1+AenGU99TkaindU/mTFsr9nYOcCEn68kNBjKXp9LfIx/TP/Z1dDP9b/ZzpufO4iIgNtvz+fmm3OJjNSThv3NNE1eeKGRq68uo7PT5KbzM7lvYb5fL5b/X2qb+jngnFV095ksu30GxdlRvo4kI8y2xj6eW9XE04t3s6NzcGrT9BQblxXlc+7YZGJD/eM6Kv5rX8pDYF6JRUaB5JAQbsjOpaLf4ImtjcP++h7DoLHXJDNueE9Eve2Vatp7TB65c4JfFAfDMHnkxTom/mAVb37u4OyzU6ioWMDPflag4jBELBYL55yTxsaN85g7K4gHnqnl2Os20d7l9nW07yQzJYzXHijG44WTH1tP65dPDRPZD4pSI/jFyXlU/W4BS24v5vIFaVS0ebl28XbSnlzGJYvKWdXYxb7eMBb5b1QeRPzYwsxMkoIt3LVsO71u77C+tqPfg2FCaszwzTlfWdXJ0yuaOGZuPKce5rvTrL+wu7GfI25cznX3bSc+zsJ7703j+eenkJER5utoo0JOTjifLTmYq67KZNHqDuZcvpKq3U5fx/pO5hbH8NidRexqMTn38a14DQ3iZP+zWCzMHxPL4xcV0fCH+TxxcRHTkm08Wd7I7FfXM+OVpTyxpQGnZ3h/n8jIovIg4seigoL4UU4BDW6TBzfWDutrtzoH7/ImRQ3P3X/TNLnpjU0E2eAPt/j+BOnXFrUw9ZxVfLrYzVVXZVK25WCOOcb3hWa0CQ628uij43jwwSK2V3k56Mo1bKvp83Ws7+TSU9L44WlpfLSlnd+8t8vXcWSEs4cFccn8NJbfvYCSnx/A1Yeks73dy2WfbiPrH0v58Ypq6nsHfB1TApDKg/gFt2FQPzDA1t5eynp6/vX2jd3dPNfYyAtNTbzU1MRrzc2853B85X28I/wx7GXp6eSHWfnt2h10DAzftI0O1+AhZ3ERw7PL0pslDlZs9XLF6emMy/Pdtqxut8H/u387p99Shs0Gb71VzGOPjcduH77dpuSrLBYLCxdm89xzk2lqNjj4yjWU7+j1dazv5MFbC5mUY+Vn/9zB8spOX8eRUWJqlp1Hzx9L7e/n8+DZhcSFWrh3/S5y/7GCixdtZbOj59s/iMgeWjAtw8I0TepdLqqdThbExgLwocPBT6urqe/ro800+eI7caLVyqLowTMF7nU6eXDg63dGTg0O5rHIwQHmZb29LHa7ybRayY2LIzcsjHERERwcF8fYiIhh+f8bas81NnJ5eTk/PSCHu2flDctrvrfTwXFvl/K3i4q4bEHakL6WYZhMv28JFXUG1W/PITVxeNdZfKG13cUP7lrDp4vdLJgbzAsvzyY9XVOU/MlrrzVx1lmbSE2xsuzxA8lOC7yvT1lVLzPPW0NKrJWSO+cSM0wFXeQLhmHyziYH97+xlSW1g1OYTspN4MczcpiVOrxn+oh/2JcF07piyZDo9Xp5q7WVku5uSnp62NjZSeeeoloVE0OkxYLL7abT6SQzOpopISHEBwcTHRxMalgY1WmDg9UDe3u5z+nENE0MBp8y9Hu9g+8TFwdAek0NYzs6aOvq4mOHgy/uzd8THs4PQwcHob+028kMDWVBbCxT7HZsfrT15974QXIy9++s4I8bdnLD1EwSwoZ+KlGfZ3DHjohh2IL03VIHG6sNbjwv02fFYWt1L8fdtI6anQbXXpvFH/4wNmB39xnJTjsthSefnMT552/m2JvWsPJvc4iKDKxfZRMLIvn9TWO45t7tLHx+O09dNt7XkWSUsVotnFicyInFC1hV3cVv3tvF6xtaebPGwRGZcdx1YC7zfHhAqfg3PXmQ7800TSqdTj5tb+eI+HgSt22j0zAo6uoCIBIojIkhPzKSvIgIjk1NJTJoaH7Ze02T5oEBanp7yY2IIC08nJQNGxjT2Ymx531iLBYOTkjg2IQETk9Kwj5EWfa3l5qauHjrVu6Yns2v5+QP+es9V9HEeR9t5bVrJnLq9KE9Z+Kw35WwZHsHNe/OISN5+MvDyk2dHP//SujqNnnkkfFcccVe3XwRH/rtb2u4/fbtnHpYIq/cPxFrgB2MZZomJyws5d2lbby9cDLHTwncsyxkZCir6+Xed3fy/OpmDBOOyorjFwfmMjtVJWI00DkPMuT6vF4+bW/nfYeD9xsbqdvzffTzsDCuDgujuriYJa2t5EREkBkejtXHd/p7PB7KurpY39FBWV0dJV4vFqAsOppYqxXPxIm4TZOUEP89zdZrmhy4egm7BgxqLp5LYvjQZn2qvJGLF5Xz5nWTOLF46BYKb9rdw9RfrOX841N4+pfDfwf245VtnHzzJgBefXWaFkUHCNM0OeecUl58sYnf3VjAzRdm+TrSPqtt6mfiaSuJCrew5a55w3qKu8g3qWjs4563d/LsyiZMBqcz/Xp2PhMTfLcWTYaeznmQIWF8qWhetHIlZ27ezN8bGgi1WDg9PZ17J05k7owZVBcXA7AgMZHsiAifFwcAe1AQs+LjuTo/n4cXLOCdefO4f8oU2qZPB+CRdesoXL6cUzZt4q3WVjyG8S0fcfjZLBbuyBtHrwG/Lxn6nZe+uLEw1Hd0H/usHoDrzsoY0tf5b95d4uD4GzYREmJh0aKZKg4BxGKx8Pe/T6RojI07Hq6iZFu3ryPts8yUMO6/aSx1DpPbXqnydRwRAMamRvD05eMpu3smZ8xI4s0aB1NeXMMli8qp69HuTKInD/It3IbBx+3tPN/YSEVbGx9GDZ6M+kJ2NtW9vcxNSCB7BCxKXtnWxqt1dax0OPAC6RYLl+fk8MOMDBKCfX9Q2RcM02TWmiXs7DfYeck84odw7cOTWxu45JNtvHX9JE6YOjSD6t4BL2m3LKEgzcb6V+YP6/asn6xu57iFG7FHWvh40SyKi3XqbyBat66L2bNXMWlCEGv+PpegoMC6J2YYJkdeuoxPNnr4/LZiDhob6+tIIl+xZkcXd7xWzaKtHYQHwW3Tcrh1WjaRwTokcyTRkwf53qr6+vhJVRUFS5Zwemkpr7S0YLHbKZ00ieriYg6Mj+fsrKwRURwAZsfHc//kybw2Zw6X5+ZiAnfX1PDy+vW+jvYVVouFm3OK6DHgoU11Q/5aAEN5ltXr61vodsKlZ+QNa3FYVdrFSTdtJDTUwkcfH6jiEMBmzIjmttvyKNnk4aEXhvZnYihYrRb+cvd0QoPhquc34fL431NPGd1m5kXz0U1TeWfhZHJjrPxizU6KnlvKcxVNOrF6lFJ5kK/p9Xo5cPVqHti9G7vFwg9zc3ll1iwemzZtyBY6+4uk0FAuzc3lxQULuGfCBM4ICaGrpIRN69Zxe2UlrS6XryNyRlISeaFWHtqwc0hPnQ7eM13J7R26Xw7PrmomyAbnHJM8ZK/xn7bv7OP4/7cBw4B33pnBtGnaljDQ3XlnHrk5Vn7xt2ocHcN3Fsr+UpgdwZ2X57J1t8GDHw/vYZAie8NisXDclAQ2/mo+D51biNMD5320lUPfWkqZIzDPXJHvTuVB6PV6eay2lodXraKrpARvaSnXjhnDn6ZO5ZkFC7gkN5f08HBfxxxWQVYrhycnUzttGtXFxTzvcvFQbS0Tli/nvpoa+r1DN2jfm2w3ZBfg8Jj8bUvDkL1OiG3w8jBUd0IdPW4+2tLGUXPiSYwbnoXq7V1uTrhlHe0dJi+/XMz8+XHD8roytCIibNz3m4l0dpr86m87fR3nO7n1oizyU63c/U419R2aVy7+KTjIynWHZVJx31yuOCiNxbu9FL+0hjtWVOP0+O73ogwvlYdRrN3t5r6aGoqWLuXmykqeGBigaupUqouLOS0jgwPi4vxisbM/OHP2bO6ZMIEkq5W7a2qYvmwZHzgcPstzYWoqycEWHlhThds7NIP7sD3lwekemo//1sZWvAaceeTQbgP7Ba/X5Nw7tlJR6eUPfyji+OOH53VleJx5ZgrTi4N47NVaGlsDb/AdFmrjwTsm0OOEG1+o9HUckf8pwR7MXy4sYuWPpzM50cZ963cx5cVlfFLb7utoMgxUHkahXq+XX+7YQdGyZdxdU0OkxcLNY8bw2Lx5wzrvPJBYLRYOT07mqfnzuS4/n2bD4NTSUlZ3dvokT5jNxjWZuewaMHmxsnlIXiNiz8JTp2toysObJQ6sVjhhwfDsb//zP+/g/eVtXHppOtdfH3jbesr/ZrVa+OnPJ9LfD398NjCn/pxwUCKnHJrIS2tb+KiszddxRL7VgfnRrL5nHvefmU9dj8Hh/9zIlZ9uo9vl8XU0GUIqD6NQ96ZN/G3XLlKsVn46bhzPzp/P6RkZhNq0c8K3CbJaOTc7m+dmz+ba/HzG7dhBV0kJPZ7hv1D+MD2dSCv8bkXFkCxas+/ZSaN3YP8/inZ5DD4qb2X25OhhmbL03lIHv/rbLg6YFsQjj4xTSR6hTjopibGFNh7/Zy3O/sCcQvHHWwoJD4WFr2zW4un9xDBM+ga8dPS5ae120dg5QEPHAI2dAzR1umjrcdM74MWtz/d3EmSzcsvR2Wy+ZxaHjYvlr1samPziMj7VU4gRa2SvfhVg8HCx5xobqd65kxvDwoiwWPjjAQeQGR5OkFX98btIDgvjvOxsqrOzyd6wgRNXrGBsQgJ/GjuWqGFaVB4XHMyFaRk8VlfH5/UdHJKxf+fvf1EeuoegPCyv7KTHCcfOi9/vH/s/tbS5uPjuzcTEWHj5tdmEhakkj1RWq4Vrry/khhu28dKHLVx0UqqvI+2znPQw7rg0l589VsNDi+q4+Wg9JftP3f0edjr6qW0foL7DRX3HAM1dblp63LR0u2jv9dDp7qOz16Sn36R/H/a5CA4Ce5iFqHCIDY0gPjKY+MggkqNCSI0Z/JMZF0p2fCjZ8WHERGgY9YX8pHA+umkqf/68nltf2s5h/9zITVMz+fWcfEJtGmuMJPquH+GWd3RwY2kppV4vKRYLR8+cSZjNRq6vg40gWyZPJnLrVl5sbmZdayvPT5/ORLt9WF77qozB8vDQprr9Xh6iQwYvD13O/f9UZVF5BwBHzh7a8mCaJlf+qoLmFpPnn59Mbu7oWvg/Gl1wQRq33rqNJ99qDMjyAIOLp594bRd3v1PFebOTSY0J9XWkYdc34KW8sY8t9b1UNDnZ3uxke1MfO9p6aev+5ietUeEQH2UhNjaCjLQgoiJthIfaCA+1EhpiJTjIgs1qwWIB0xw8O8fjNRlwGQy4TPr6vXT3eenu9dLR0UttfR/tPSbf9HA3PspCYaKdwuRwxqVGMCE9konpERQmhxM0CgfMVquFaw7N4OiJ8Vzw8Foe2FjLooZ6njt8BhPidUL1SKHyMEI1uVz8pKqKZ5uaCAHOy8riopwcwjQ1ab+zBwXxm0mTeLG2lkerqjho7VoeHT+es1JShvy1x0REcFR8PG9Ut7Kru5/sqLD99rGjQwa/VzqHoDx8Wt5OVDjMGD+0Jeu595p5/ZNWzj47hbPPDsyBpOybuLhgTj45hZdfbqK2qZ/MlP33MzFcwkJtPHDbeE67uYzrn6vk5asn+jrSkGroGGBtTTcbdvewcXcPGxvaqG40vjZgz0iwMLEwmtz0MHLSwshOCyU9KZS0xBBSE0JIiA0mNGT/D9i9XhNHp5vGVhcNrS5qmwbY1djPzoZ+qmv7qdzZxeodXz3hPCwEJqdHMS3bzszcKGblRzMhPRKbdXRMmSxIDmfxz+fxy7d3cs/bOzng5TU8clARF49L1bTREUDlYYQ6a9UqVnu9zIqL46YxY8gaIYe5+SuLxcLZWVlMiI7mrpISLtm6FY9pcl7q0A9Yr8rI+P/snWd4VOXWhu89Jb33XiGFVEpCB0G6VBUQVKToQewoNg4IKmIFPYqI2BAsWFCaCgiI9BJIh5CQQnrvddr+fiRw1E8PZDLJTGDu6/IHXpl3r0xm9n6fd631LPZVVvJhaiGvDAjQ2bpWcikSAaobdSsemhRqzuTUMmqAQ6dOAy6pUPDYW2m4OAusWxfSadfRF2q1SGFhCyUlLdTWqqmtVdHSokEmE5DLBSwspLi5meLqaoKjoxzJTbJpAZg5s1U8bDtQzuOzr2tgqsExbaQzd9zqxPcHyvjxXBnT+twY7mDNSjVxOXUcu1TLyaxazuRWUFDxX5UgkUCwp4Tpo53pFWBJqL8FIX4WBHqbY2mun8MvqVTAxcEEFwcTIoP+/mfqGlSk5TRyIauR1KwGEtPriT9fzZmcOjYebrXUtjKHAX72DA2yZVhPWwYE2mB2A09plkklrJziz+heDty1PoH5By9yqKCa9cODjNOpuzlG8XADUalU4iCXU5uQwApzcxJ8fbnFycmo8ruQSFtbPhowgM1xcQwvKoIuEA9jHBwIMJPwcVIeK2L8rs5n6CiCIGBnKuhcPMTl1KFQwZBoW52u+1eefjuTyiqR776LxNGxa+ZIXA9HjlRx5kwtY8c64uNjhrW1DI1G/J+b+7y8Zk6erCEhoY74+FrS0lrIy2tApbq+RnkLCxm9elkQHm5F377WjBzpQGio5Q17bxg/3glzc9j+W/cVDwDrnuvJgVMVPPT1eYYHDcLBSq7vkNpNY4uaY5dq+D29mtCKdCAAACAASURBVN/TazidXcMVIx6pBML9JIwf5kZMmDW9Q6wID7TEvBv2JVlbyogJsyEm7L9DJ0VRpLBMwemUWk4l13IyuZajyVXsv9DaSGxuCkN72DO6lz0TIhwJdbe4Ib+Tg3vakvDyIO779AKbk0qIryzjhzH96GFnPNTsrgjtdWnxNDUVLw0a1EnhGNEGURT5pKiI59PT2WRpiWdMjL5DMtJGQEICOxUKpvbpg1UnNlKvzc1lWVYWW8f0YmZP3U1r7vHlYayszUlYobvP1Ou/5PLctiwOfRTN8H52Olv3jxxLqGHIvHjGjXPk5597G8wDefnyS3z9dTEjRjhQXq7AycmEjz7qBbR+j/8uzl271EyefPDqv01MJAQH2+Lv74Gvrz3u7jbY2ppjY2OKqakMtVpEpVJTW9tCSUkdxcW1ZGVVkpKSR3Fx09V13NzMmTDBnnvucWf4cPsbLjMxaVI8e/aUU35wCLbW3fecbNPOIuatuMh9g1zZND9U3+FcE41G5OzlOvamVvLr+SpOZNWgbBML1uYwpI8DQ3rbMjjKln5h1nrLJuiLFoWGs+fr+P1sNftPV3H0XPVVMeXnKmFimDvTejsxLMj2huuZ0GhEXvsll2U/ZmNjCltHRzDOt2usuo1cG+H9QwWiKF7XaYtRPHRzShUKFl28yC8VFXgKAkujouht1zkbMiPt53xtLfefO0d/qZSdAwd2mhNTmUJBjxPHGephx4Gp0TpbN/a7s5Q013N57XCdrXn7+ynsSCyn5sgQrDrBqUSjEYlZcIzkVBWpqYPo2dMwmvTKyhTMm5fK999HYmYmJTW1nmeeySA42IK1a4P/8tMef3hdM0uX5jBkSAB9+ngSEuKKXMuUf3l5PSdOXObgwQz2708iJaW1cd3Hx5J581x5+GFvnJ0NJ0vTEdavz+Phh9P4cW0YU0d035IfURSZ8Egye45X8tUDoczq3/m9VO2lvE7B3tQqfk6uYO+FMipqW/cVlmYwrK8DI2PtGNHPnqggy04tVeyONDapOXyump+OVLL7UBE5Ja12sU42AlMiXZnV35Vbgu1uqF6JvSmVzNqQTE2LyJuDAlkc5WUwBzw3M0bxcJPwW1UVc5OSKBNFxrq68lTPnp16um2k/YiiyHuZmWzNz6evVMpPAwdi00l/o3tSU/mhrIyse/vjb6MbV6FxuxI5WlRF/Qe36GQ9AJ/nf8fOUiDpx2E6W/OPfLajiPkrL7JkiS9vvvkPBcp6QKHQEBl5gvfeC2H06NbTtvj4WmbOTGbDhlBGjgz/Q/YhqktiunChhC1b4tiy5QT5+Y2Ym0t58EFPnnnGDze37u3wc/FiAyEhx3lkpifvPddT3+F0iKKyFvredZLqBpHfl/Qhxt/m2i/qZC4WN7IzoZydiRUcz6xB0zYiITpAyrjhnowdZM+gKFtM5EaxcL2IokjKpQZ+OFjO97/kknK59U11dxCY3c+TuYPdCPfsGie/ziajpJHJa+JIq9TwQC933h/WE/kNlmnpbhjFw01AUUsLvU6cQA4sCQ1lTBc4+xjRDlEU+SAriy/y8ugnlfLLoEFYdoLr1d6KCqYlJ7Myxo8VsX46WXP2vvN8nVFKy4ZhmOjgxLCsToHL4uPMm+LGpyt138Tc2KSm5x3HUChELmUOx9ZWfzXixcUtfPllEQMH2hEQYI6bmylLlqTj4mLCQw95YWXVWmK0Zk0VBQWNvP12DBKJ7rJG7UGt1rBtWxKrV+8iMbEKKysZL74YwKOPeiPvpps/URTxcD+Iq4tAwuah+g6nw5xOqWX4gnPYWQqceq4/Po5d6yKl0YiczKple3w5O1IKSC9o3dhamsGYQU5MHOrIuEEOeLh0b9FpSFzIauCrX0r5cnce2cWt7/eAECkLYgOZ1d8VS9PuXfJV06hixoep7EutYoy3Pd+NC7tqEW6k62mPeOieTwUjWF64wFoLCz6NjTUKBwNHEAQWBQQw29ubOLWae1NTO2Ui9K329rjLBTYn5+psfQez1ht5Rb1SJ+vF59YDEB3UOadn674poLBIwwsrgvQqHH75pZzevU9y/nwDq1dn88QTFykubmHkSHuSk+vZt08EPJBKPbG29gOckEiiO+VzcT1IpRJmzIjm3Ll/s23bXJydzXjqqXRiYs5x9mytXmLqKIIgMGSoE0kpamrru34CvK6JDbdhy6peFFeJjH//NAVVLZ1+TYVKw77UShZtScfrucMMfi2eN/fmUd8ssvAOd35+L4LyQ0P5YU0486e6G4WDjgkNsOTlh/3J/Hkohz+J5r5JriRmq3lgczqezxzhyW8ucamkUd9hao2thYzdj0Zw/1B39uVVMXzHCYobOv9zbaTjGMVDNyK5vp6RR46Qee4cWdHR9I6NxctowdotEASBhwMCmOruztTm5k6p75RJJMxw9SSrWcOJYt1s+BxNWzfglQ262Xwl5beJh2Ddi4e6BhVvbMnGx1vCwoX6c9hRq0V++aWcDz4I5ZNPwvjPf4Lx9jZj7txUJkxwJiTEjV9+KWDzZgUQRXp6GWq15h8bprsSiUTC7bdHkpq6jH//exSpqdUMHHiGd965rDdh0xEGDrRDFOFMat21f7gbcOdoF9Y+Fcj5XA0xr57kRGaNzq9R06jiq1MlzNiQivOThxn7dhIbfi/ExkLguXk+nP6iD3n7hrFhWTDjhzhi1s1Pv7sDgiAwtI8dm14KpejXIbz/fE88HSW8/Ws+QctOM3VdMscv6f6z0BXIZRI2zgli1VR/EkrVDPrxFJequ68gulkwioduwu7yckbExXFWreYXHx99h2NECwRB4JngYCJjY6lNSEDdCZuxu9qyUF+ml+hkPQezVvFQ0aCbzENyfgMAEZ3QxPzBd4VUVIr8e1kwJp0wKOp6kUoFCgparp7YBwSY8/zz/jQ0SHnnnWqefXY2I0bEsmrVfoYPX8e5c/m89NI4vQuHP2JubsKqVRM4c+ZJ/P2tWLw4ndmzk2loUOs7tHbRv3+rHfCplO6ZPfk7Ft/jzdbXelHdIDLsjXhe+/kyzUrt/y6iKJJSUM+avXmMeDMBp8VHufujC3x/toxePlJeecSf89tiSNs1jFcfCyAmzOaGc+bqTthay3hohicp24dy4MMoJg51ZEdCBYNfi2fo20fYm1LZ7YS+IAj8e6IvH80J4nKthqHbz5Ba0aDvsIz8D4w9D92AdXl5PJuZib0g8EpUFFFGN6Vuj+zsWRY0NvLvkBAmO+vOCUYURfqdPkK5SqTw/qHIJB3bRH9xsZh796fx48NhTO3d8Tj7vnaE4ioNBft1594Erb0O/lOOYmIikJk1osvFw1tv5WBrKyM42JJhw+zZuDGftLQGHn7Ym8DAHgDs21fAe+8V8sknM3FxsaaoqJbKykbCwgx78nVtbTNz537Njz8m07u3A3v2RODi0j0cmRob1VhbH2TqLU5sWxOu73B0SnJGPTOeOkdangZXe4GHh/kyf4g7nvb/u3RIodKQlF/P6ew6jmTUcDC9jNLq1n2AuSmMjHVg0jAnptziiJuTsQypO5CW3cBbm/PYvLsYpQr6B0tZOb4XY8McDOpQ4nrYdraMWR+mYmMq8OukPvR2ttZ3SDcN7el5MHamGDAaUeTfmZn8Jz+fnhIJr8bE4GGuGxcdI/qlICyMwlOnuD81lWOxsfTUUfmZIAjc7urDKzk5HCqoZpS3Q4fWc2grW6rQQc24RiOSlqdmcG/7Dq/1Vz7ZXkRpmci77wZ1qXBIT29gwYLzV6c4791bQWSkFRERVhw/Xs2ePSrmzVNhYdEXR0cHoBCztmyOu7sN7u76d825FjY2Znz//X289NI+XnxxH8OHJ7B/fySenl3bsKsNFhZSQoOlnL1Uqe9QdE5ETyvOfjOYD7cV8vbmLF7YkcMLO3LwdBSI8rCnp6s50raNY6NCw+WKZnJqqsks0lydKwCt7kj3THRnVH97buln1y0HtN3shPhb8vGKEFYs9OO1z3L5+IdCxr+TzPAIKa9PiqJ/gOHfZ65wR19ntj8Swe3vJ3PrznMcmGwUEIaIUTwYMGpRJLG4mBiplJcHDMBG3v2mi3aE8pYWCpubKW1poUappFappF6lYqCjI/3sWzegn+TkUK9SYSaRYCuXYyeX42hiQrC1tUG/X65mZqyIjOSJxERmxsVxdPBgLHTkwHSHszOv5OTw3aWyjouHtobpSh2ULeVWNtPYAr0CdNuno1RqeOvrLJydBBYs8NTp2tdi7drLjB3ryLJlAaSnN/DSS1nY2ckZOLAXmZmmHDjQQlVVJcuWQX5+DY2NShSK7te8K5FIWLlyHA4OFjz++HaGDo3nt9+i8fU1/MOM3n1d+OKLIqpqldjbGO49QRsszKUsvsebR+/yZNfhCnYcKicxtZz9Fyr5OfnPP2sqbx1CNmqAAzFh1sSE2RAbZo2zQ/fIIhm5Nt5uZrz/fBDPzfPhxQ9z+GxnMQOSz3FHXyfevDMQf2fD/74CTIh0ZMejkUx5L4lbd57jtyl9iXK6MSxqbxSM4sEAUWk0yCQSmpKSWDZgAFJBwLQTrD0NhVqlkvO1tVyoq8PF1JSoktZ6/dX19SSo/v9GSygvx82s9dRze00NFX9TevespSV95XLUosjHJib0sLIixNqaCBsbLAxkFkY/e3se8Pfnw+xslly6xPrgvw4K044QS0t6mUvYnlHM+uFBHRoudKXnoaqx4xveC0WtTXAhfroVD9/tLyM3T8PLLwdiYdE135Mr5Z7m5lLKyhSo1SKrVmVz9mwdCxZkExlZzeOPz8LTM4MlS3Zx7Fg2aWmlbN48G6du/BB87LFhWFqa8MAD33LrrYkcP97H4EuYoqOt+OILSEyv55Z+us96GQIymYRpI52ZNrK1tFCp1FBcoeDKrdHURIKzvdzYq3CT4O1mxscrQnjqXm+efy+LbYfK2Z1UzjNjfXl2vE+3sHgdG+7AjkcjmfxeEqN3neXw1H6E2BvGwE8jRvFgcDSr1cxISSG2qYmJAwZwo3opXayrY2dREaeKiym8Ml0ICJfJiLKyojg6mujSUnybm7E3M8NKLsdCJsNcJsNSLqe4TQA8qVCg1GhQqNU0KJXUK5XUKhRYOTlRbGqK5uxZDpaVcaCsDAApEGpjQz97e+718cFcz6LsXh8fzlVXs6moiMlOToxzdNTJurc5e/Fmbi6nSmoZ5G6r9Tr2prrLPKRdEQ/+uv1Uv/tDBmZmsGhR1zksXakjjoy04tChKmJiTuHnZ8+RIxPZt6+QTz8txtMzkTvvjOLgwUXk59cQEuKC9AYYgrRgwQBUKg0PPvg9t92Wwu+/R3WZaNOGqKjWkofE9IYbVjz8Fblcgreb4ZeVGelcQgMs2f52BAdPV/HY6mRe3n2ZTadyWX9XGBOjnPQd3jUZG+7Ad4vCuWN9CqN2xnH89v74WBs/14aAUTwYEM1qNTNTU9lfVYW5mxu3GYB1o64oaW7mZGUlk93dKUhMJFGh4MfGRpwEgb4uLvjZ2OBrY4O7pSXFbRv6Pi4u11zX2uR/n3pK+vblDZWKgoYGcmpruVRdTWZFBQV1dYyrrkYiCGiCglBqNARadf2JsEQQWBYSwu6zZ4nMzQVdiQcnJ97MzWV3TkWHxINd28Ceah1kHtJLmgAI9tWdeDiTWsupOBULFnjg6Nh5J+BqtYhE8l/RoFJpkMkkzJnjwaxZbtx/fw7Ll0fi5NSf6dPVHDjw3dXshK2tOba23aNc4HpZuHAQ+fk1rFr1K3ffncz330chlRrmveq/4qFez5EYMaIfRsbak/D9ED74rpBl6y4x6b0Upvdz5t1ZPXCzNeym+MnRTmxeEMrsjy4wdvdpjk4biKPZjVV+2B0xigcDQanRcO/58/xaWckkNzeeDQ7u9sKhUaXit7Iyfikp4Vx1NQCOhYWY9euHh0rFcoUCJ3PzTv89TWUyAmxtCbC1ZaS3N2qNhqqWFkrNzXFLSGB9fDyHlUqCpFJm9OzJaBcX5B10KWoPzqamzBs0CKuEBJ2t2c/aGhe5wO60fFYPDNB6HblUgpVcN2VL6SWNWJmDm5PuNvnvf1MAwKOPdp598f79FTzzTAZ9+9pgbS1l7dpgZG3TtgUBlEo3bGwKyM52JjgYGhsVpKYWc+edUZ0WkyHw0kvjyMqq4KuvzrF06SVef72nvkP6W5ydTXB3k5B4uVzfoRgxojdkMgmPzvLi9ludeez1DL47WMb+tHLenxXCrP6GPWh2Vn9XSuuUPLH1EpP3nGT/xEGYyww323kz0P1z6DcAGlHkX2lp/FRRwVhXV54NDkbSjYWDKIq8nZHBbUeP8srFiyRXVxPt7Mz8sDAkvXsDYCaT4WxhoReBJJVIcGpzrSqOjqZPeDixrq5kq9WsSktj2pEjfJ2XR5O6az3tz0dE8MyJExys7LgzjEQQGOXgQnKjhoL6jk3stDUVqGnquHjIqKghyM9KZ3/zimolW/eVMHiA7Orpsq45fryahx9O48UXA3niCR/27atg6dIMampay7gkEk+sreXI5S68++4RZs7czKBB73L33X0ZPz60U2IyFARB4JNPZjJwoDNvvJHDjz+W6jukfyS6tz2pF1SoVJpr/7ARIzcwni6mbFsTzg9rwpDLYPZHF5i5IZXKet3M8uksHh/lxZKx3hwvUHPf/jQ03WyWxY2GUTwYAEn19fxYWspwJyf+3U2FgyiKlLW0blILEhMpKS3FUyplZlAQLw8ezPywMKKdnTExwMbvAFtb7gkN5eXBg5kSEIAGeC8zk+Px8V0aR5VSyactLTyakkKLpuObnNEOrU5L+/I6JkZsTQVqqjs2sKdJoSavTKSnt+7KdzbtLKalBRY9EqKzNf9KebmCiROdmDTJmbAwK7Zti+L336v4+edy1Go31GoNEMWrr97G6tW3ccstgWzfPp9HHx3aaTEZEmZmcr79dhFOTqbMm3ee7OwmfYf0t0RHW9PSAmk5xsm1RowATBvpTMq2gUwb6cS3cWVErTrOkfRqfYf1P3n9jgDu7OvMd5llvHg6R9/h3NQYxYMBEJCZyU4rK1aGhnZ4qFdXI4oix8rLue/oUeafPElOfDzF0dFMGTCAJ4YOZbCHBxYGbJn6Ryzkcm718WH5kCEsCAsjWCYjPyGBA3FxnNRBNuBauJuZMcffn2yNhvX5+R1eb0Sbne2veVUdWsdWbkVNS8dOeTLLWjeVPX100+8giiIbd+Xg6CBw552dl3LXaGDbtv+eqAcHWzJnjgdvv12EUikilfbm4sVSZDIJ0dGeLFo0mJ49dTf0rzvg5WXH5s1zqKlRctddaSgUhne6Hx3dmplKuGjsezBi5ArODiZseyuMT1YEU1knMuKtBF79+TIajWGe6kskAp/PD6GPq5SX4i7z/SXDzXbe6HSvneoNxsHKStLOnQPApl+/bmfHmlxTw/yjR3k6JYXLajWh7u7khrdOcZV3s9/lj8ilUqKcnSmOjqY4Opovmpp4MimJly5coFbZuandmV5e+EgkvJ6VRUUHr+ViYkKkhYTfcspo7yT5P2Itl1Kr6NjD5FJpq3gI9NaNU8bhszWkX1Jz31xvTE077zY2daoLISGWPPtsxtX/t3BhLACbN7eQlVXB8uW/0NRk2Cn/zmb8+FCeeWYEp0+Xs2zZJX2H8//o29eGkcPl2FoZ2/yMGPkjgiAwf6o7cV/FEOotYekP2Uxbn0KNDvrcOgMLUyk7norB1VJg3sHznK/sWFbciHYYxYOeSKyrY3pSEnMaGsiM6n6NlavS0lgYH0+GWs1gd3eWDxzIjKCgbpNlaA+zY2Lo5eDAnpIS7jp+nGMVFZ12LVOplAXBwdQCb1y+3OH1hti7U6wUuVitfbmGtYmUBiUdOo3KLG0GdJd52LSrGKBLhsItXx7A3r3l/PRTGeABwJAh4fj42BEQ4Mg338y54dyUtGHVqgnExjrx1luXOXbMsMofAgMtOLDLjknDDd+e0oj+0GhEGpvUlFcpyC9pJreomfySZgpLW6iqVaJUGl5WTVeEBlhy8uvB3D3BhZ0JFfR/4ziXSgyzzM/LwYxvH46iSQXT9pylrhsO3uzuGI9h9ECFUsmM+HjUwKORkd3OVSk/IQG75mbCHR2ZEhCAq+WNPbjF3syMhRERnC4p4ce0NJ5OTuYeb28WBQR0yt/uVhcXtqWn82thIa8EBHSolG2InR3rCwo4WlSj9YAdK3lrFqlRocbKTLtbxtXMg1fHMw8NTWq+P1hCTB8ZvXp1vr3u4MF2PP64D/PmpfHaaxakp5uxa1cqc+b0A+h239/OQi6X8vnnC+jd+y3mzk0jISEGS0sDykBaR0NgAmSG6TsSI3qiqVnNhexGUjMbyCpoJqewmctFzZTU1VFWrqGiUuRa7WYmJuDkKMHV1gJXBxN83U3x9zQnwMuMUH8Lgn0tkMu757mspbmULatC6RtqzZK3M+n/2hl+XBTFsCA7fYf2/xgWZMeb0wN58ttMHjyUzhejQ4334i7EKB66GLUoMu/8efI0Gp4LCiLCVnsP/q7kUn09byQk8JiFBXYSCf3792fATfRFFQSB/m5u9LSz48szZ6gpLUUIDOyUa0kEgZUxMcRcuNDhHphBbZ+vI4U13N/LQ6s1roiHhhYNVlru/TPLmrA0A1cdzGL48WAZ9fUic+Z1zvv/d8ybF4OpqSM5OdYUFpZy/PhjODt330nRnUVIiCuvvHIbTz21k6VLM/jPfzqvmd2Ikf+FKIqkZjZwPLGWE0m1nEwrI/2S+v+JAxsbAXdXCcEhtjg5ybG2lmFhIcHMTIpEAqLYOueluVlDfb2aujoVZWVKSorruHCunubmP68nl0NIkJSYHs4MiLRhYKQNvQIsu810b0EQWHyPN0G+Ftz1bDKj1iaweX4od8Uanp3rE6O9OJRezVcJpYzytmdeqLu+Q7ppMIqHLub1y5fZX1XFJHd3Jntot5nrStSiyJe5uXyUnQ3ACS8veru40D1ug7rHwcyMBwcPRkJrBkYpipiFhuJuptupl25mZsgFgdqEBKyjorQ+UXExMSHQTMKJy2WAdtahFrL/Zh60JbOyhgA3iU5Ohr74uQSZDO66y63Da10frd/T2bOnddH1ujePPz6MH344ybvv5nHHHa4MG3ZzTHU2on+q65T8dKSSPccr2R9XRnHJf5WCn6+EadNcCA+3IizMip49LfDzM8POTvtSW1EUKS1VkJ3dRGZmE6mp9SQn15OYUMmnO4r5dEdreaWTo8DIvk6M6m/PhCGOeLoY9mA2gNuGOnL8836MW3SWWRsvUFqr5LFRXvoO608IgsBnc0OIXHacx45cZKi7LT3sdDeE1Mg/YxQPXYhGFDlbUECYRMKTPXroO5xrUtbSwtIzZ0hVqfCUSJgVHY2PjY2+w9I7VwbIFUdHs/XYMc6fOsW6fv0I0HH5VlJ4OB+cOkVITg7L/f21XifGxomtpaVUNitx0GIyp7m09fdt1NJFR6nScLlUo5N68+LyFn49WcXEic446XDY3D9zReB3v74kfSGVSvj00/lER7/J/fenk5TUDzMzAypf+gdEUTSWPXRD6htVbNtfzre/lvLrqUqu+EyE95Iya7YPw4fbM2CALa6uut+wC4KAq6sprq6mDBjw59KeoqIWTp2q4dixag7uL+C7X8v4dl8ZALF9ZUwb5M3MsS74expuv1RETyuOb+7P2IWneXzrJWqaVCyb6GtQ3xMHKzmbF0Yyak0ic347y5EpQ5B2kyxPd6Z7FuZ1U+oTE/nUwoI1AwcavLNSflMTc06eJFWlYoiHB4sHDzYKh78hJCiIOlFkUVwcF+vqdLq2hVRKvFrNhtxcGjswsK6PdatN5bky7eIzb5um3Kxls2BuZQtqjW76HbbuLUWjgbvv7oqsg1E4aEtQkAsrV44nI6OWV17J1nc4fyYwFWhtjm1qbm2OjUutxThzqntxKrmW+SvTcBtzlLkr0th3spKRIx3ZuDGUwsJhJKeOZO3aYKZMcekU4XAt3N1NmTrVhTffDOJs/AjKyoazdWsEs2a5kZah5vn3sgmYeIohi46ycVshdQ2G2fTr62HG0c0D6B0o5YUdObywI6dD7n2dwchQex4f5cWJQjVrE/L0Hc5NgVE8dBH7KirQiCLZvXtj0w0ciTRpaYTLZMzr1YsZQUEGOdzNEIh2dub+iAiaRZFHzp0jq0F3tnESQWBaQABVosh3pdr7WfduEw9ny7TzuDeVdkw8ZLXNeAjw6vgJ21cHL2NlJTBpUufNUqitVZGZeaWfwSgctGXx4uFERtrz+uuXOX/eQOYrWEcDcCm3kRc/zGHS48kETzvNQ69msGh1OgkXdXsAYES3qNUi2/aXMWjhUQbMOcdnO4rpFSxj/foQSkpuYc+ePjzwgBfu7oZXFuToaMLMmW589VUEZWUj+emnaGbNcuNcooqFq9LxHH+MR15L53ym4VmPOtmbcPCzAcQGSVm1+zKrdnfcCVDXrL7dnyB7CS+cySKzxjCHVd5IGMVDF7CrvJypyck8Z+DN0WpR5OfiYvLi45EIAjMHD6a3i4u+wzJ4whwduT8ykmZR5PG4uKuTtnXBeDc3zIENl7T3zo+wat0IJ5R3TDwo1FqKh/LWjsLADoqHzLwmzpxTcfvtbpibd46Y1WhE5sxJoV+/n8jONqz63u6GXC5l48Y5qFQaFi7MNJjBU2vXNRJ77znOZzXy4J0eFO4bxOkv+mJnLWP9t4X6Ds/I36BWi2zZXUzw9CPc+XQqZxNULFjgQWLiAE6fHcGiRd44OBj+odwVTEwkTJjgzFdfRVBSMoKNG0MJ8JPw/jeFhN15hgmPJHEsoUbfYf4JO2s5ez8eQJ8erRmIt/bm6jukP2FuImXj/ZE0q+DBQ+kGlx250TCKh06mVqXi8dRUbAWBOzw735NeW1rUapanprIqLY1DCgXF0dH6DqlbEergwN2hoUgEacjAuAAAIABJREFUgcyUFJ2tayWTMcrdnUS1mqR67Tb/NjIZAWYSkgvKtXq9ibS1flSh0u5mfCXz4O/ZsbKl735tzb7MmNF5rh+rV2ezY0cZEyaE4+fn0GnXuVno39+Xhx4azNGjpXzySYG+wyEjo4ETp5Xs3xDFd2+GcedoF0xNWh+DM0a7cCbVmHkwJERRZMdv5UTde5Q5y9MorxRZvtyf3NxhfPxxGJGR1voOscNYW8t44AEv4hNHcPRoDNOnu7LneCVD5sUz4oEEjsYbzswUO2s5+z4aQJivhKe/y2Lz8WJ9h/QnhgfbMX+IG/vzq/jGOH26UzGKh05mZXY2xaLIop49cTY1vFQqQINKxSMnTnCovJw+Li70iInRd0jdkn6urjw7eDBeOi7xmuTWWt+/twPD6UIt7bnYpNEqe3ClQVypbeahrBlBAF/3jomHbUfzsLUVGDXKsUPr/BP79lXwwguZREXZ89FHMwyqKbA7s3r1bXh4mPPcc1mUlyv0GotEIpB6QU2fiX8+NS0sbeGD7wr41+1Gq0dD4WJOI2MfSmLqkylkX1bz/PN+ZGcP56WXeuilh6GzEQSBwYPt+PbbSC5cGMTcuR4cia9m6PwEpjyRzMUcwxjY5mgnZ+/G/vg4Cyz4PI395yv1HdKfeP2OABzMBBYfSzMOj+tEjOKhE4mvq2NjQQGxUikT3Q3zoXRFOKSqVAzz9GROaOjVzaKR9mMilVIcHU1+QoLO1gyzseF3a2sWVlVpvUaopSUqES5pUQvalnhApWXZSVZZE15OwtUTXm3ILWomLl7FpElumJrq/vNZWqpgzpzzWFvL2bZtERYWXeHkdHNgY2PGmjV3UlnZwtKl2pff6YLAQAtMzS14b0MTJxJrWLM5j+lPpzLs/njqG9VMHWGcQK1vmlvULH8/m4gZp/n1ZBXz5nmQmTmM1at7Ym/ffUqTOkJwsCWffRbGhQuDmD7dlZ2/VxA+/TRPrblkEI3Vni6m7NnQD0szuPPDJNKKDKdPw8nahNXTe1LcIPLaOcMqrbqRMO4SO5HliYkIwCO9eyMx0FPMZ0+e5KJazUgvL+7o0cNg4+yO6EpACIKAvG/fDq0RbNHqfX2hqv2nV7I22zuVWjvxkF3ZgL93x5y6fvytteTq9tt134MjiiILFqRSUtLMhg0zCQw0biB1zcyZ0YwY4cbHHxdw6pR+a7nXrw+hoEjNnOVpnEyuZWhvW7a9Gc7W18Nwd77xTrS7E4kX64mZf5xVH1+mV4iUY8di+PTTMNzcbs6/S8+elnz7bSTHj8fQO1LG2i/y6TXzOLt+164EVZeEBljy/VuR1DfBpA/OUt2o1HdIV7l/qDuRzhLWJOSSV9d87RcYaTdG8dCJrLOw4MVevehhZbiTaO80M2Osry9TAgONZRo65ErPiK4EhEYU+V6h4LNC7Ro6e5q3Nitrk3mQtI0E1EY6VDUoqaoXO+y09MOBMszNYexY3ZcsbdiQz+7d5dxzT19mzeqj8/WNtArgdevmIJUKPPxwJmothaguGDjQjtdetCJjZ3++ezOMh2Z4EBVshSiKeo3rZkajEXlrcy4x98aRlq7mpZcCOXP2FgYNsrv2i28CBg6048TpW/jggxBq60QmP5HCvcsuUFOn3yzEqAEO/OeZnlwq1HDvx2kGY4oglQi8cXc4LWpYeSZH3+HckBjFQydRm5CAg0TCSAN0KxJFkUqFgvyEBKz69eM2f3+jcOgEdNl0LgBrm5t5OSNDKxeJgDbxkFHd/szDlY+GRouWh+w2p6WADjRLl1cpOJpQw5gxzlhY6LafJD29gaeeysDX15J1627X6dpG/kyvXm4sXnwLZ89WsHFjvl5jefg5U/JMk4DWPghoFThSqfE+2NXU1qu4Y0kqT7+dRYCflBMnYlm+PAC53Lg9+SNSqcCDD3pz4cIQbrvNiS9+KiH63uOcSNRvJu+hGR7MmejK7qQK1uwznBkLY8LsucVbxqa0YtKqDKes6kbB+O3sBDYXFfFWczOpERH6DuVv2ZKby6wTJzjbDaZc3wjoIvsgCAL9PTwoFkUStHBdcpTLsZZCdm37U7gd2U7pwmnppyOVaDQwdapuhbhGI3L//ZdoblazZcs8bG0Nd9LrjcILL4zB09OCZcuyqazUX5nD5MnOXPE1uCIe8oqbDaYp9WYhLbuBmHkn2P5bObNmuXE2fjj9+hm2pbm+8fAwY9euaDZsCKW4RMPQBfGs2ZynN2tSQRBYvzSIUG8JS3/M4lRWrV7i+CuCIPDK3RFoRHjxjOHNpejuGMWDjmlWq3kxPZ1NOvT61yXHysv5MDsbB0HA0azjE3+N/G90mX0Y6NhasvNrZfvdLQRBwN9UQk5F+2/sHXkkXck8+HtqvzHf+Xs5ggC33abbXoRPPingyJFSFi0azNChATpd28jfY2VlymuvTaWysoWVKzP1FseYMY54uEtpblGzdU8JD7x0kYdfzeDNz3OJvecs2/aX0dyi/VR3I9fm8NlqBs6PIzNbzdtvB/Hll+FYWhqHkV4PgiCwcKEXcXEDCeohZcnbmcx9IU1vn1lLcynfrOmDVAL3bkqgwUC+O4N62DIu3IFvMkpJ1yLrbuSfMYoHHfNZURFFosjsgADMDWwqc35TEytSUrAUBObGxGAmk+k7pJuCv7ov5Wg5hTrS1hZz4KCWrkue5vbkt2jQtPOE6sqPa2PC1dGypRaFhn2nKxg40BZnZ905IJWWKnjmmUw8PMx59dXbdLaukWsze3YfBgxwZv36fL1Nnr5SprkzLYE9xys5nliDs72c8YMdeWdJD77ZV8qnOwzLw/5GYtv+MkY/lIBaDT//3IcnnvA1ls5qQViYFSdPD2PiRCc27y5hxKMnKKvUjx1yRE8rVj8aSEahhue3Zeklhr/j37f5IAKvG52XdIpRPOgQpUbD2sxMHAWBqR4e+g7nTyg1Gp6Pi6MJuDciAkdzY4lGV3NFQHySk0NuY+spiCiK172ZN5FIiHJw4FR1Nc3q9p/seJqaohChrKl95SKattyDNk5c2eXNmJmAq6N2G/+j8TXU14tMnOis1ev/iSVL0qmuVvDuuzOwsTFm4LoSiUTCf/4zG7VaZPFi/U2CPX3Bn0+3NHPHrc7s3xBFdLAVxxJqGBRtyz0TXPnhQJle4rrR2byrmBnPpuJgL+Hw4f6MGdM5c1tuFmxsZGzfHs2zz/px8oyKYYtOkVesH4ehx2d7MbiXlHW/FXAi0zAmZA/pacdgTylfpBdT0qjfOTM3EkbxoEO2lZVRIIrc4eeHmYFlHX4uLiZTreZWb29CHbrf5NwWtZrM6mp+z8+nsrn1xqhQq3nn3DnWtv23MTmZrRcv8ktODnUKw7pJFEdHXxUJalEkuab1xioIQrs25be5ufGkmRktWmy4PExaN/D59e0rqbsyG06ixcFgdnU1fq6Sq3Xl7WXP8dYSrXHjdLfBOHKkii1bihg/PoTbb4/U2bpGrp/YWF/uvbcf+/ZV8NNP+rGdLC9XIJMJTBruhLuzKeMGORB/sTUTMnqAPYIg0KLQbjCikb9ny+5i5q5Iw8tTwpGjA4mO7v4Tog0BqVTgtdd68s47waSlqxm68DTZBe131tNFHB+93Ae5FP71VSIqLQeL6prFk0NQqGFDinZuhUb+P8a6FR3yZUYG5sDtBpZ1AOhdUsJjFhb4+/vrO5TrJqumhuTychIKCqjUaK7W3tcXFhJoYoJSFCmuq0OgtS4/VxS5cqtyrazEQiKhRq0m09KSSCcngh0c9D4ALz8hgXk9epBRX09aXR2X6uspam7G18KCMa6u13z9rS4uBBQWYqNFyZlb24Tz4naevqjbhIqsnQJAFEUul2oYEaO9WN13rhAXZ4GoKN1sMjQakSefzEYul/Duu9OMpRJ65LXXbmPbtgSefjqbceMckcm69rt5662OLH1OzdHSBNxbgln3TQFDom1palYjkwpsXB6klWA28vds21/G3BVpeHtJOHxkEL6+xuy3rnn8cR9sbWXMn5/KLYvO8PuGGPw8uvZ9Dg2w5Nl5vrz80WU2/F7IIyO9uvT6f8eUaEe8rAU+PH+ZpX19kEuN5+YdxSgedMhnlpbsCwzERm44UzA1okhBQgISQaBHbKy+w7kmGlFEIgikJSTwQ10dxWo15oKAt5MTTjY2OFpZYW9tTUPbezz9D68VRZEWpZLGlhZEa2sagIJTpzhZXMzJ4mJMBYGhXl4M9/LC1rTrhw6V9u6NTXw8W/PyOFFRgauZGdYyGXZyOSXNzZyurGRZaOh1raUWRaTt3Pi6tmUe2pu6VbZ5d8vaaWNZXKOgWQF+HtqVBZVUKEhKUTN7tpvWmYu/8t13JcTFVfD440Pp0UO3pVBG2oeHhy1PPz2SF1/cx8cfF/Dgg95den1TUwl33xvA+xtzqSnOAGD90p6Ym7VmjTvS5G/kzxyKq2LW0lRcnCUcODjQKBw6kblzPZBIYO7cVMY8Fsfxj/rjZK+7frHr4bl5PmzansvynZnMjnXFwUq/eyKZVMKDt/qxbHs2O3MquCPQeO/vKEbxoENMBIFeNh2bpKtrvs7L41hDA9NjYzHkBHFhfT17L1+mrKqKyW1D9XpHRiIRBBytra/rhFgQBMxMTDAz+e+N0rd/f6Y1NpJbXk5mTg778/I4mJfHWD8/xvv5ddav84/8rlAgMzdnXXQ0gX8YHqjQaLgvLo5qhQI7k/99o59vakrC4cNkDBvWrpNzpzbBVdbcvp4HZduAB3k7xUNOxRWnJe3Ew29nWhvDR43STZmdUqlh2bIcbGzkLF8+RidrGukYS5aMYMOGw6xcmcM997hjZdW1j6Snn/aj4GIFmUd9GBBpQ02dii27iymvVhIWaEmglzmB3saNbke4kNXA1CVJmJsL7N0XS48eFvoO6YZnzhwP6urUPPJIGpOfO82B/wy8Koq7AgtzKasfD+beZWm8+ksub04P7LJr/xPzh7ixYkc2n5wvMooHHWDM3eiABrWaR48f57wWTaydSUVLC59kZVGk0RhcD8YVahUKtl68yOtxccSXlaG2tqYmIoKG6GhcbG1xsrHpcGmJjYUF4T4+TB46lBHh4bhKpQhlZaTpaPpzezikUDCgvv5PwgFam6GtpFJyGq9tJ2cikVAoihS2s6/jqnho0i7z0N5U7+U28eDrrp14OHimGoCRI3UjHjZtKuTSpTqWLLkVR0dLnaxppGNYWZmycuVESkqaeecd/biheAb3Zej0fN7+Ip85y9PYc7yS8molL36Yw6LV6Rw5V62XuG4EquuUTH76HA0NItu29SYy0pCPsG4sHn7Ym2ef9ePEaRXzV17scmOC2eNdiQ6Qsu63PIqq9W9d725nym1RjuzJraSoQf/xdHeM4kEH7Cgr4xOFgp/c3PQdyp/4KCeHZmBSaChyAxMPoihyrLCQF48f53hREe5SKRP79mVMVBSyTopVEAR8nJwYM3QozjExAPweF8frR49S00VzOWzs7UlTqa7+u6ipiUNlZTyfkkKEre11Za56tAmP1HYOi3NoEw9VLapr/OSfUahbHzomsnZmHtpsWrUtWzqUWIq/n0QnJQ4KhYZVq3JxdDTliSeGdXg9I7pjwYL+9OhhzRtv5FJe3vVGByqVhmdfaODshToeucuTFQv9WHy3F8c29eGusS6s2WI4U3O7ExqNyD3/vsClLDXvvBPCqFFGV6WuZvXqHkyb5sLWvaWs3dK1U90lEoEXHw2lWQGv7zEMm9R7B7giAl9nlOo7lG6PUTzogK0lJciB0S66nYDbEfIaG9ldVESoVEqEk26Ha+mKM9nZmAoCt4SFMWrIEBytu/ZUqiE6msuurhSoVLx28iQFWkxubi9DPT0p1Gi4+/Rp7jp1ipfS0vixsBAfCwtmeHlhch0N3YGWrafmqe2cF2EjlSJBC/HQVrZk0s7MQ25lqyDzcWt/f0lRWQsZmWqG36IbQb5lSxG5uQ08/fQorK2N1qyGhFwuZdWqqdTVKXn99Zwuv35cXC1nE1S88UQAtw11JMjX4mqNuKOtvN29PkZaWbMlj5+OVHLffe489JD+m2ZvRiQSgc8/DyMkSMpz72USl9q1058nDXekd6CUj44UUFGvv4nyV5gY5Yi1CXyXnaPvULo9xp6HDlKhVPJbVRX9HRwMqlF60+XLaIDREREG5ShT3tREWVoagiAQGxuLAJjo8X0L8/bGTC7neFoaa+LieCAyslOtbIPs7XHr2xdVcjLeQUHIJRKcTEyu2efwR/zaxEPadZQ4/RFBELCRCtS0Uzy0tNntmcrb9znKrWzGVA4uDu1v1jsS32plO2yYXbtf+1c0GpE1awqwsZGzaNHgDq/XmSiValJSikhOLiIpqYisrArKyxsoL1fT0NCMXC7FxESOlZUGHx97fHzsCQpypn9/HyIi3JHJDCvDeL1Mnx7Fq6/u5v3381myxBdX164zNHBzM+VSthS/oVmQGUZDk5rKGiWnU+pYsyWPZ+Z2bSP3jUBcai1L12UREiTl/fdDDeoZdLNhbS1j67cxxMaeZNYLiSR+MQgL8665TwiCwNMLgpi99AIfHCpg2US/LrnuP2Eml3JbtAtbT5eSX9+Ml5XxIElbjOKhg/xcXo4aGOFsOA04GlGksrKSIDs7eth1fPOlKy5WVrIxKYlIU1PCBw6k6/2O/p5ANzeszMz4LTGRD5OSWBQVRbC9faddz8bUFDeZDK+/lCiJonhdD1lbuRwHQSCzqf0+3jYyqFW2rzenpa1sybSdVpq5tdV4OWk34+FYQqt4GDy445/f/fsruXChhqeeusUgB8KVlNSxY0cKe/akceBAFrW1/80oSSQSHB1tcHS0wcXFBaVSiVKporCwmri4/D/VMVtYmDFwoDdTpoQzdWo43t6d9xnWNRKJhBUrpnD77ZtYs+Yyb7wR1GXX9vMzp3dva6bOqiHCPRsrCynn0uqoqVfx0AwPpo4wnHt7d6BFoeG+VYkIAmz9NgZLy+4paG8koqKsWb26J0uWZLB8fTZrnurRZdeePtqZZ9amseHIZZ4b74NMzzapU6Od2Hq6lJ9yKlkYbni2+t0Fo3joID9VVCABBjsaTj2nRBB4ytKS/EjDGYCVXF7OJykpyAUB5+u0I+1KXO3sGNO3L3vj4jialkbwwIGddq3TxcUM1mjw4s+CoT2nc2/27k2fS5fafW0rqfmfNqfXw9XMQzvFQ165SHSIbbtec4XjaSU4OQr07NlxZ5Z163KRSAQeeWRIh9fSFRqNhoMHL/HhhyfYvj0FlUqNRCIhNjaEW28dTnR0KBERwfTo4Yv0H3qAFAoFBQUlpKSkc+pUIidOJHD0aBwHDmTw2GM/MmxYJI891pspU8K7RUZiypRwwsPtWL++gGef9cNRy6nk2vCf/wRzbH8iWTllFGXZM2O0C7f2t8PO2nCyyd2FVz6+zPk0NatWBepsPouRjvPEE758tzWbd77K5+4JrvQJ7Zq/jUwm4V/TfXnhgxx2J1Uwtbd+xfjYcHukAvx8ucIoHjqAUTx0kHubmuhrZtauspPORC2KFCYkIAgCMj0PRLvChcpKPklJwVQQGN23L/Z/cRoyFBysrJg8cCDO58+TlpBASHR0p1ynSaWiThTJT0jAq+0aV+ZbXC+hNja4a/H3tZBKKVa1z3WjuU08mMmv/3r1zSqq60W8tSg/aW5Rk5iiYuxYpw6XO+TlNfPTTxVMmBCKn5/+J6uLosjPP19g2bJDJCS0ir9RowYxf/6djB07FAeH68+0mJiY4O/vjb+/N5Mm3QpAfX0De/Yc5vvv9/Ljj/s4fDgJX19XFi8eyIMPDsLU1HBv+RKJhKVLJzJ79he8/34eL7zQdfaOvr7m+C4YAHUJKNICOZZQw+pPcimvVmJrJSMqyJLbRzpj08VWst2N9MuNvP75ZSLDpTzzjJ++wzHyB6RSgY8+7Ud09Ekefy+Rw+8P7rJysvlT3Vn5YQ6fHSvWu3iws5AzsIctB3MqUKo1xoFxWmJ81zrIULmc0QMG6DuMq+wtKWFJXR3nenRdWvJ/UdzQwMdJScgNXDhcwdLUlMbevVGLIqeKijrF3m6Ihwfy3r2B1mbkipaWq8JBc53Xa1CpSFapqFO1r3/BUiqlQXPtn/sjzar2Zx4Kq1tdczxd2i8eEtMbUCohNla7rMUf+eyzAjQakYULOy+TdL0kJhZwyy2fM3Hix6Sl5bJ48TwyMvbz66+fM2vWpHYJh3/CysqSO+8cz9at75Cbe5iVKx+jqUnBE09sJyzsHXbuTOlyy8b2MH16FP7+Vrz7bgFNTV1vfV1SquHptzP58PtCLMwk3Bprj4WZhB2HKnj7y651q+mOPLnmEgoFrN/QB3k7DhuMdA0REdY88IAnR0+o2HGovMuu6+liypgBDvyUVEF5Xdc7qv2V0b3sqVfCqZKubSC/kTB+uztAqUKBysAexL8UF1Ok0ehlgvLfkXrhAjJB4JbISIMXDn/khJ0dX168yLlS3Vu6SSUSpBIJpWo1Iw4f5sPsbL7Nzye/sfG6sw97S0oYXV/Pmdr23fzMJBKaNdplHsxN2iMeWp2WPJzbn5GLT6sDoE+fjqXVNRqRTZtKcXc3Z9y4kA6t1RHUag2rVv1Kv37vcPRoCg88MJPMzIOsXbuUHj18O+26rq5OrFjxKJcvH+HVV5dQUlLFlCmfMmHCRxQW1nTadTuCTCZl8eLRVFS0sGVLUZdeu6ZGyVNL6yluKeeZuT48cbcXs8a58MojAax7rifbDpR1aTzdjYOnq/jpSCV33eWqk14lQ0Kl0qBWG9azXltWrAjE3BxWfJqGpp3Pgo4wa5wLag1sj+860fJPjAhu/Xz+bqD3we6AUTx0gH+lpRFVW4tK086j3E6ioqWFc9XVhDk5YWkgzk+eMhnThgzBrRMbkDuDUE9PTAWB79PSUHTC8D9RFHGRSnE3M2O2tzeVCgXbi4p4/eJF8puarnk67NwmDgvaOZ+iVTzQrtPnFrUGgfZNmC6qaT1dcnNqv3hIuNhqmRsd3THxcOpUDdnZ9dx9d3+91fwXFFQzcuRmli//hZAQH06f3sbGjavw8HDtshjMzEx57rmFpKfvZ86caezZk0ZU1Dvs2XOhy2JoD/PmxWJjI2fduuIuzZIUFyvIzDXjm0029Am1xs5ajkQiUF2n5IufSojoYUlTs2ENAjUURFHk3x+nIpfDq6/21Hc4WtPcrObIkSpefTWbyZPjiYqKw9n5MHL5AWSy/ZiYHMDW9hDR0XHMnp3MK69kcexYdbcSFu7upjz0kC9JKWp+PlrRZdedcosTchlsO6d/8RDrb4OpFI4UGQdAaotRPGiJRhQ5VVWFm7W1wfQW/F5ejghEG4jzU1pCAg3R0QY3oO56MDMxITIwkAZR5Pd83ZcrXKk1tVAqqVQoeDAggDAbGyykUu4/e5bD5f/7BuvY1mNTqmyfd7apRIIIqNpx4tSs1mAma19Dd3GbeHDXQjwkX2rA3k7Aw6Nj2bPvvy8BYMaMzulduRapqcX077+ew4eTeOyxOZw5s4u+fcP1EguAu7sLn3/+Bt9//x5KpYrx4z9i2bKfDa6MycrKlDlz+pOcXMWJE113MhgcbElubjOXc9WUVCi4XNjMqeRaNu8q4XRKLYvv9sLcrPvdy7qCX09WcfKMigULvPDz6/hQx65EFEVOnarhvvtScHQ8zLBhcSxdeok9eyppaFARGurJ9OlRzJgRzfjxofTr50dVlYKvvy5m2bJMhgw5g6vrEebNS+XMme5xkr14sQ8yGazpwsFxttYyhvWx47eLlTS06FeEm8ol9Pa14VRJ9XWXChv5M8buLy3JamqiRhQZdx0TgbuKYxUVSIFeBuD8lJaQoO8QOkywhwdpWVn8mpPDMC8vTHUogiqbm8kLDMQ0MZGv8vI4XllJjVJJi0ZDoKXlNQWp/RXxoGhf/ahJmwBoaUejWLNKg1k7p0uX1LbG5drOGQ+iKHL+ch0REbYdbubbtasaT08L+vXrep/++Ph8Ro/+mNraRr78cg2zZ0/u8hj+iTvuGEffvuHMmLGIV17ZT0lJHRs2TEdqQI2D//rXANatO8qnnxYwaFDXlcA884wfsxdk4uoSh63gQHZBEy4OJjxwuzv9wgznXm9ovLU5D6kUnnvOT9+htItDhyp55pkczpxpPYEfONCZSZNiGDIkgH79vDA3/+f7V11dM0lJRezZk8auXXFs2lTIpk2FjB3ryPLlAQZduuXpacbMmW58+WUxF7IaCA2w7JLrjh/syIHT1RzNqGFsuH4NLGL9rTmZVUtObTMBtt1L8BoCRvGgJQlt04iDDaSOX6XRkFBZib+dHeYyw/izNnSSW1FXIZVI6BUYyKmMDE4WFTHcS3dTUsuamtifm4taFMlubKS/gwPBVlb0sLLC29z82uKhrSytop2ZhyvrKtuZeTBtp24qrWuNq70D4korlVRXi4SGduxhdulSIxkZtfzrXwO6fEBVYmIBI0dupKmphe3bP2DChFu69PrXg5+fF7/99g233/4wH398lKYmJZ9/PttgBEREhAd9+jjw7bdlvPeeGvMuGmr10ENezJzpyvm4RAoT7egf7kNP347bBd/IXMhq4NeTVcyc6Yqvb/fYhJWVKXjssTS2bi3BxETCwoUDefjhwUREXL91p7W1GYMH+zN4sD8vvzyelJQiVq/ez9at8ezdW8Hdd7vxwQehWFsbxvP4r9x/vydfflnMZzuLeeOJrnE2u7V/q6A6mFald/EQ7d26d4svrzeKBy0wjCdFNySlTTz0MBDxIJNI2GBry93BwfoO5YbIOlyhh5sbQ8zNsdVx47S3lRXTe/ZkkYUFgx0dme7lxWhXV/yvI+sAYCaVYg60tLPfRt62kW5Po39r2VL7NuDl9UrkMrCxat+mLyO3dWp2UFDHNmwHDlQCMGZM134fysvrmTz5CxobW9jx2EBKAAAgAElEQVS9+yODFA5XsLS0YOfODUyZMoovvzzHI4/8YFAlTPfcM5S6OiV79nRdXbZcLsHNzZSRw0245za3q8LBkN4XQ+P/2Dvv8KjKtA/fZ0pmMpNJ7500CKGF3hVEWRZEBBFdQbCvin3VXZFdFVzLrq7uKpYF/FTABgIKiAWRXkNCCyGV9F4nmT5zvj8mQdcFZSbJzITNfV1cl0jOed/MnPLU37Nqk72x/b77esYk7v37mxg48BAff1zNzJlpnDnzJ95+e65DjsOFGDAggnXrFnDmzB+59to01q6tYujQoxw75pmKPhMnBhATLeGzH8pddn0PSvbBVwUHCtz/mQyMtgeoshscm3vUi51e58FJCvV6JECsynOiUt6CQJC3Z3jQPT3r0IFMKiVx1CiUXdzXopLLCVWpiJFKeSQpidMtLWyuqGBtSQknm5vRXYIEa4GfHx+mpTm0rrTdeXAk82B0IvNQ12omSCM4HPXPL7VPzU5K6tx9tWtXIwBXXuk6yWJRFFm48CNKSqpZseJZpkwZ57K1nUWhUPDJJ68xZcpY3n57P++8c8DdWzrPDTfYh1x+9lm1W9b/qUHl6uxVT8FqFVnzdTmJfSRMmOC5ZTodbN9ex+TJGWi1FtasuYVNm24nIaFry3z79g1l8+bbef31WRQXtzF27BG++sr9TcI/RyIRuGFuNOeKbedFKlyx5siBARwpbsZida/QTL9w+zvmTKPOrfvoqfQ6D07yL5OJE76+eHlIs/SeujpyHNT87w4up6zDT2mxWil2UBb1Uqiz2fhnQQEflpRwsqWFZrOZfxUU8OyZM+Rqtb94rCND5Tro8AEcaRIz2Awo1Y45pY2mVgI1ju+vuNKuHtXZpssDB1rp39+PoCDX1PICrFp1iG3bzrBgwSzuuGOuy9btLAqFgs8++1f7MLkvOH26yt1bAiAmJoBhw4LYvr0Bi8X1hoaQlO3yNXsaezObqa4R+d38OI93sLZvr2PWrOOo1XL27HmQW24Z1m17FgSBBx+cyL59D+LjI2fOnBPs3+95yj7TpwcD8M2BRpetOSzVB4MJcqv1LlvzQvgoZUSoBQpb3LuPnopnWL49EEEQaBk61N3bOM+r2dm8q3O9B32oshLrz0pnLpesQwc2UeSz1lY25Od36Xnr9Hre0elos1i4JSaGO+LjuSkmhrfS0+mn0bChouIXj18XG8sHhw87tGZH5sGRoI/JKuLlYC18Y6uIf4DjJX0llQYAYmOVDh/bQW2tiXPnWhk5MsXpczi+Zit/+MNWoqND+Oc/l7ps3a7C39+Xjz6yqzDddtsX2DxEfnratKE0Npo4etTFZQ6ay+sZ1l10DBqbPdt10sPOkJ+vY86ck6jVcnbsWMzQoV3Xv/ZLjBgRy7Ztv0ciEZg9+yTV1Y5Ja3c348b5o1TCjsOucx4GpdjfCyfKXJPt+CX6hGso0rp/Hz2RXufBCXRWKxtNJkrcYKxfCKPVSo3NRrALVZY6Uvqn6us50S4r+tNo9uVUIywRBIIDAihpaenSmQ+lWi0KQeCpfv0Y6OdHhFJJoJcXUkEgRaOh5Veaod8vLuZpvWNRk45shcilfz8mm13azhFadCJ+Po43ClbUmlAqwd/f+SbDEyfsGZv09Cinz+EoL7ywg+bmNl555Wn8/XumKs+YMek89NAijhzJYdWqQ+7eDgCTJtnLzjrK0HrxLL7LqiQ8TMLgwZ7R+3chbDaR22/PQ6ezsH797QwZ4rrnAsDIkXGsXHkz1dUGFi487VHvRqVSyrBh/hw+0+SygXF92/uI8tyceQCIClBQoxMxubmEqifS6zw4QbHBwL06Hdur3VOL+3PKDQZEINSF/Q4dj5l+gYGUtjePt5nNNFmtVDc1eXwK21FCfH2xAeWtXRelCPb2ptpqpSwrC63ZTIvZTKVez/aqKlYWFXHlr8zrUEok6Bx8EXV8K468J8xWxwbEWW0ieiNo1I4r5FQ3mAgPk3Tq+snOtjfADRgQ4fQ5HKGtzcjKlUcYNCiBuXOnuWTN7uIvf1lMWFgAy5btwmJx/0C00aPjkEoFDh7sGfr5/0s0ac2cPG3lykkhHv2837ixhj17arj33rFMmuSeAXY33ZTOokUj+PrrejZu7Frxjc4yfLgvzc0i5yoMLlkvKcZupxTWuma9XyLS364GWK1zTPK8l17nwSnq2iPCAR4yxbnaYL8JA5XOl3o4SserYkxEBFabjY/PnuW1Q4fYYDCQde4c+8+epc3g/odDVxHQrqpV1YXZphiNhsiwMP6o1bKmtJRV587xekEBu+rqWBQXx9SwXy4FkEskOPrIc+YVb7aJDjkPHQOAfJyQ16xr1RES2rkoZn6+/TtKSgru1Hkulc8/P4lWq+Puuxd4tBF1Kfj6arjvvgWUltbw5Zen3b0dVCovUlP9yMpybZRSFEXmzG/m7mVnXbpuT+LYGXsgZcQIPzfv5OKIosizz5aiUsl45pmpbt3LSy/NQKmU8uKL5W7dx89JS2tXHSp0jeqQn0aGxhtKG91vHwT72G24WoNjkue99DoPTtHY7jxoPGSeQn37oDA/Recm8jpCh5H0WW4ux2trUclkTPD25qZx47hm8GCsViuFXSxv6k782rM6dQ6WCf0aNyQlcbe3N4FyOZHe3syLjuZPfftyxSVMCZdLJFhwrPm5w7R1JF9hsf3YK3Ep6E32FLC30vHHS2OT2KmSJYCSEgMSiUBUlGuMmi1bshEEgXnzfuuS9bqbjmbv9etPuHkndtLS4jl3rhWDwXWZEEEQyM6xsufU5fMM62rOFNmd9IEDPbdkKSOjhZMnG7njjtGEhmrcupfQUA033zyMI0fqzwc4PIEOZbuictcZ82EBEmpa3G+wB6rtzkOT0f1iMz2NXufBCbTtde9qD3EelFIp8VIpfl6ODeTqLGcaGmizWHhi+HBmJiYSLpMhiiKCIBAZGEh1k+epSziLSqnERxAcMrovBblUSoJMxtzoaEYFBFBtMPBJWRkby8s5q9Vi/IUeC5kTMxs6nD5H6m4tNpA5kHkwtCvjKL0ce7zYbCKtrSK+vp27r6qqTISGKl0y8EwURXbuPMeQIUkEB7t36FFXERUVTnp6Mtu353tEfXafPvbP9dw510YqY+P9KSmzesRn4IkUdJGscneyYYPd+fvd7zxD3OT66wcC8OWXtW7eyY9ER9uDjmU1rmvmDgpSU29wvwOlUdqz41qT+0s0exq9zoMT6NoNuq7W/neWKaGhvKzREK1xfWSl1WRC9ZPyLUEQqG1pobSujn5Rrm1M607kUim3+vkxMyGhy89tEkXWlpay8tw5MpubkQoCea2tvHT2LB+UlFz0uGhvbwZLpV3u0PwcmwhSyaU7D+Z258HLwSZrg9F+nErVuWnCTU0Q6OBka2dpaNBRW9vE0KGXlzrPmDEjaWhooaLC/b0G4eH2BvTaWtfWJYeGeqHT/Xhd9vKf1DTav4/wcNcGrRwhI6MFlUrGyJGx7t4KAOPH9wHg+PFfluF2JUFB9u+vscV10XeNSkar3v1OucrL/q7Rd6EQyv8KnhE672H4SKUkSyT4eEjmwV30CwhgfV4eByorUUqlHNPrqTl+nDaDgZjgYML9PX9okLsx22x8YjBQVl/PbfHxxKlUqKRSlFIpEmDmgQPc1afPBY+9q08fEpqbUXSzEyviWK+Epb0b2xGHA8DU4XR4da5voK3NQni4a7IAxcV2FaD4+MvHUQZITo4DoKCgnqgo997H/v72ksGmJteWFvj52Z/vza0WvJWdc2gvR5q0FhQK8Hait8lVnD1rpG/fMCQeEugLCFARHKwgP9/9SkMdaDTt0fc21xnQ3goJeg/oUfZqz6ibrO53ZHoa/9vWr5PcHB7O9KoqCn09Q5JxX10de/R6xprN/5EF6G4EQWBhaiqHq6s519KCnyiSFB5OmJ8fahc2b7uKE0YjLVVVjAwP77JzyiUSjpnNfDJ69H8NfTPZbIQpFNQYDIS6+fN0pg/Y2d5hiYNOx8+x2USXlCwBmM3tWUil6/qNXIG3t/166/j93IlMZv8urS5+wUvbbWIPGXnhcdhs4OnxM5PJhkrlWZkRlUqG2ew5F5W03YB2pHeus0gk4AnVgB3vGg/YSo/Dw2/9Xi6FY01NfGE0MtRqdanzABDr60tsuxOVk5VFa2jof9TV93T1mZ+SYTBQUVnZpc4DgEIQONDQQL92RSe9zUaFXs+60lLS/f3RXOQ7/a6mhmq9nudttm6fdO7Mg97RY4T2/EZn9cYlEgGri3S75XK7hWkweNbwp86i09n7C7y83P+K6HBgpA703XQFFovolnV7ChIJWDy8z9TLS4LOw2Q4dToLcg9RaoQfnfKfB6+6E5vN+eBS1+7D/rt7wFZ6HO5/M/RAsrRaNuj1jNLpiFa5v1lM0R4iM7uxbq+jqfBydRwAzKKIUtr1KfrZCgUfl5aikckI8PKixmjEYrMxKjCQG6KikF/EMdhfX892o5HnujmEI+BYZEbWHs2xOBgp9pK3p5BNnft9fHxktLa6ZiJxRzNvYWGpS9ZzFTk5BQAkJ7tG7vaXaGiwN1YGBrrW4Oook/LX9L4mL0SArxyjEfR6q8eWLvXtq2Dv3ipsNptHlC41NuqoqzMyY4brBrr+Glqt3W7w9XHdd6g32vD2gIRQR7mSV2+AwGHcfzf1QE61tfGK0UiRh0yYVknd2/TzSW4uJVp7A5itPcd/uTkOFqsVC6Dqhjz9SC8vXh44kOsiI0lUq7khKool/fpxc0wMconkomovHWlmZyJGjpjnUoljjoBXe5mJycHUvMJLgiBAa2vnruPAQIG6OtdkAgICVERFBXPgwBGXrOcK7ApS+4iICCIszL3ylgDl5fambVc35lZUGPH1FVA4qBr2v0JYuzNXXu65WbcRI/zQ660cOFDs7q0AsHdvEYBHTeSuq7NnZgJc6CRrdRZ8vN1vI+jaVZa8uyEoeLnT+1R0Ak37hdbmITlbv/YUaJvZPbrJ4yMj8W+fMdER3WnW6ajXeo6iRGdpM9pfkP7d1HvgLZUyKjCQ2VFRjAoMJPgnMzsu5ohZ250HeTc7anLJj03Ql4J3u7Gld1ClRiIR8PUVaG7u3H0VFaWgttaAyeSa+3PatERyckrIyzvnkvW6m4yMU+TllXHDDakeEQTIyanBy0tCfLy3S9fNy20mKUrt0jV7Esmx9qx7bq5rhos5w9y59kGba9ZkuHkndjZssM9OmTnz1+f4uIoO5y8q1HV9W/X1bQQp3V+1oW2fHaPx6nUeHKXXeXCCgPbos9ZDnIeg9vkOzUb3RICifHzwUyiwiCJ5lZXszs7mSH4+Z8vL+eLIEfIqKzF5yGflLNr24XBB3dy4LIriJevKW0QRCY5lHpwZEuclFc4rIV0K6vYHcavO8QxCcKBwPhLmLAkJdiOzoKC+U+e5VG680S7T+uaba1yyXnezfPkKABYtGunmndjvh8OHCxk4MMClvQc1NSbKK2wMSOx1Hi7GwCT7Z3PsmOcGiQYP9mHYsCDee+8gZWXunTtUWdnCxx9nMGpUMAkJ7jecO+gYWNcnyjWiHKIoUtVoI9TX/X0fDW32gKu/orc00VF6nQcnCG431hvdFOn/OXEqFRPl8m43bH+N1vBwGoqK0Or1KOVyIgMDmdi/P9XNzeSUl7t1b51FLpXSRy4ntotnaYRnZf3H3wVBuORor9lmw9nHryNtEl5SMDhQguTtJUEqsUtcOkq4nw+VFZ2LZKal2UsCTp2q7NR5LpUpU1IYNCiBlSs/obTUNWt2Fxs3fsPmzd8xd+5ghg6Ndvd2OHWqkro6IxMmuNaIP3DAbmiOHugZinqeyNBUH7y8YO9ezx0GKggCy5fHYjTa+OMft7htH6Io8uijmzEabSxZ4v776qecOtUKQP8E19xjza0WWvUQHeB+hbq6VrsNF6J0vyPT0+h1Hpwgot15qHNTpP/nRHl7s1itpm+g+ybcFjU3k1VbS18vL64ZPJjIwEDKGxrwV6tJDAujrN41UeDuIszfn2lqNTHdMIgveohzA8aGBQQwx8Gp4h1ZCtGB3INKJjjkPAiCQKBGcGroUEyYkto6Eb3e+b6HYcPs39HBg66pcxYEgRdfvIq2NgMLFjyAtYcOHDpzJp9bb/0DISH+vPrqde7eDvBjmceMGa5t3P7qqzoArhoV4NJ1exJKhZSJ6QHs29eA0YMH6U2dGsSMGcGsXXuMjz/OdMseVq06xMcfZzJzZojLr+Vf48iRFgL8BeIjXRN8zC9pn0we6toyxAtR0WTPcod5mJxvT6DXeXACf5mMaXI5fd0w0fmX+HkU25VYRBGTzUaUTIZcJiPY1/d8qU+4vz9eMhnmHly6pHbjZ3sxbo6J4VUH1b46bnhH1FBVUiVtrY6JAwT7CtTUOl7OkBBtf4EVFjo/RKlvXzWBgQp27Trl9DkcZdq0VBYvHs+uXcd56KHll1x65ink5xdzzTW3otcb+fTT3xEd7f4Bj1arjTVrDhAaquSKK1xnxFssNr7YXElSgpSUOM8pL/FE3vxTMiWnA1EoPNeUEASBlSv7ExamZNGitXz55WmXrv/dd7ncf/96YmPVvPdemkf0EXWg11vJyGhmZH//Ts/XuVTOFtuf7cmh7r+3yhqNhKoEvFw0F+hyovcTcwJBEHhPrebx2lp3b+U8+4ODeaylBZObop7J/v4YLBYKTCaMGRlkl5YSHhCA1WpFFEVGp6Qg9QCpPGdobG3lk5YWzNGelW52ho7Mg9UB41Yjl6F1UD41Qu1LVaPj0cjUPvYXSna286VLEonA1Vf7k5FRT1WVayRbAf72t2uZPDmdN99cw9Kl/+gxDoTVamXGjNuorKzn/fdv5sork9y9JQC2bs2moEDLnXdGnB8U5wq++aaeyiob86+JcdmaPZWUOBUBAZ7/XA8LU7B9+xA0GjmzZ69m3TrXNFBv25bNrFkrUalkfPHFQJfLDf8ae/Y0YTLBVSNd55wfz7WXSQ2OcX8/UVGVlgQPCwL3FDz/rvdQfJ0sNeku9FYrpTYbpW5UOJoQFUWTry979Xp0RiMpERFIpVIkEgk+SqVH6Gw7Q1l9PfU2GzIP2/+LZ8/yJwflgjs0JawOpB58vaQ0Gx0zhCP9FTS3QavOsWzTgPYmzBMnOncdz5hhVzPZuPFkp87jCEqlnE2b5jJ8eF+ef/4tbrzxQZqaXOe8OItUWsmKFQ+zfv1CbrllmLu3A9gln599dhNeXhLuv9+1Tvvrr5cikcCia7t2GORlS0EaaD0vM/tzhgzRsHv3UMLCvLnllrXcd996mpudz3D+EgaDmUce2cT06Svx8pLw1VeDGTzY84zUL7+0B0B/M9Z1Jc/HzmhRKSA5zL2ZB63BQlWbSIKve3tFeyqeZQ31ILbW1XG9Vsu5Ns+QqRvk5wdAQXOz2/YwJiKCWYmJjPP25lqrFZvNRk55OSdLSiitq6PFQ+ZiOIIoihQVF6MUBJL9u7aUw2y1YulEdDqruppMB3seZOczD5d+TIBCRpsZzA4oLsUH2x/IJZWO9QWlJahRKOx1uJ3huutCUKlkfPjh7k6dx1E0GiU7dixk7tzBrF+/naFDZ3DgQPfXWbe0aGlsbD4/ZwVAp9OzefN3LFnyKqtXf0Zjo/3Z8GNGpKz9D0yeLDBr1sBu3+elsnbtMY4da+CBB2KIdFEtNsDhw8188009864JJc6F6/biGlJTfTh0aBgTJ4bx1lv7SU1dzvvvH+myifQ2m40vvjjFyJEv8tpruxk3LpRjx0YyerT7ywB/jtUqsmF9OUkJ0vNBG1esefhkEyPi/JC6qEzqYpytstsjqYHuL5/qifQ6D06is1o5YLVytrXV3VsBoL9GgxzIbWx06z7UcjkjhgzhoF7Pwbw86rVarFYrp0pLOZiXR40bnRtnqGpqotFmY3RUVJdnHvZXVnJLczNZTc6plehE8fyAwEulw3kw2y79ZRnYrkTR0HbpWYSEduchv9SxyJ5cLmFYP18OHmzA6uCE6p+i0ci44YYQDhyoJTOzzOnzOIOvr5JPPrmVFSvmUFXVgMFw8fVNJhM1NfXnDfsLUV/fyAsvvM2kSfN55JHnKSr6cZp1ZuZpfvOb2+nffxrXX38f27f/6Cx99tlXvPnmGgQBvvji+/NSsoJQTofTAJntfzyH6motjz66geBgBUuW9HHZuqIo8uhDx5BIYMmdcS5b97LhZ9mH2loTZ854xvvxp0RFKdm5cyArV/bHaLSxaNFHJCT8hWXLvqG83LlncVOTntWrDzFw4DKuu241Z88289xzifzww0CXzye5VHbsaKCyysa8yVEu68PIOtuKVg9jk/xcst4vcbLMHvjtH+D+8qmeSK/z4CRD2uvkcjxkEJpCKiU9IIDCpiaMblR7MVosrM/LQ2uzMcxoZHBcHKnR0UxLTyc2OJjsMtcacp2lY78ToqK6/Nx1ej0iEOakxK5OFFE56NB4tf+82YGypQ4Zu9rWS5+/kNKekj5b7Hi26crh/jQ3i2Rlde7eevjhWABeeGFHp87jDIIgcO+94yguXsKkSfDTKH8HJSUV/OY3dxAePoa77376ouf64INNHDlyguXLH8FisfLCC++g1xsQRZG33/6IQYP6Ula2l9tvv4F33vmY4uJymppa2L59N7NnX8Py5Y/y2GO3c+JEJt9+uwkAUTyGpzkNYI/c3nHHJ9TVGVmxoi8BAa6rEV+3rop9By3cMyeStN75Do5RkHb+P3U6KzNmZHLPPWeYN+8kS5fmu3FjF0YiEbjjjigKCsbwl78kYDbb+POftxMbu4zRo1/j0Uc3s25dBsePl1NToz2f0RNFEYPBzJkz1WzefIq//vU7rrrqLUJDl3LHHZ9QVqbjiSfiKSoax9KlCS7t1XGUd96xP49uvy7CZWvuOGwPbk7u5/5MTGaJ3bFND/Gcad89id7JGE6S6O2NnyCQ3eI5Nc1jg4I43NhITkMDg0PcM8GyWKulyWjk7lGjKDp1ijbvH6MucqnUoYFm7sZgNlPb0MDg4GBCvLs+elSr1yMHQhWO613bRBE94ONg5qFjGrXJgah+h4xddYuZAZfoQ6VG2J2HU/mOl/VNGRXAX1eVsG1bHcOGOa+zn57uy4wZwXz22XGOHClhxIhYp8/lLCHnX0z/bagHBPizZs3f+fzzb9i16zCiKP5XBLCoqJTMzGyuv/4axo0bhp+fhpdeepdvv91H//5JtLXpuemmGQBceeUojh49yXff7WfUqMEAjB4dCZSRmqqiT58IDhz4jquv9txpqs888zVbt2Zz660R56cDu4KqKiMPPnCakGCBZfe5LttxWVGQRrl3Bg8tkWE2i6xd2x+rFaZNO0ZSkoqFCyPdvcP/wt9fzjPPJPL0033Ytq2O996rYPfuag4dKvmPn5NKBSQSAfMFJKu9vaVMmRLArFmhzJsXhp+fZzVFX4j8fB2bNtUwbVwgCdGuy4xs21uPtwLGeUDm4fC5FgKVAvGa3vJEZ+h1HpxEIgiM8PdnT2MjJpvtfETXnUwJDcW3spKAoCC37cFPoaBWr0chk5E8aBCnMzNp6NeP2pYWzlZUMDg+3m17cxSlXM4CX19ik5O75fx1TU2ESyRInXCoDFYrIo47D4r269TgQI1vhNruPFQ0XXr/QqCPnOhggePZtUCqQ3scP8QPf3+BjRuKWbo0waFjf85LLyWzbVs9Dz20lr17n/SApv0OJyIdH59GNBqBgAALjY01WK1WZO3T6zscibKyKkwmM4MG9QUgJiaC6OhwTp3KpW/fPrS26ggOtiulBAb6odHYKCvLZcKEaNraGpHLpUAm3t5GvL0baGjongbRruD994+wbNm3DB8exNtvO3bNdAarVeS2207T0Ciy/m9pBPl7vvHnqTz7og6TzsZXX008L/05c2aIQ0Mp3YFMJmHmzFBmzgxFFEVyc3VkZWnJzdVRUWGkstKIKIKXl4CXl4TYWCV9+6pJSVExdKgGpdJzHfIL8fLL57DZ4IlFrlMUq28yszezmd8ODMLby72fl8FsJbNYy1VRgR4lnduT6HUeOsFYPz++a2zkTEsLg7u4mdYZAr28GCCXw4kTVLlJDSpMpSLax4c3jx8nRqOh0WCgPiMDs68vaTExRLlxkJ0jWG02fE+coF96erec32i1UmOzcZWTGSKpIPCMUsng0FCHjlM64TxEq+2ZkbJGx5qfh8cE8eXxOnR6KyrvS39ZyOUSrr8ijPc2V5GT00a/fs6XkPTv78MDD8Tw+uslrFixj8WLJzh9rq4lk453lr9/DXq9Eau1BJmsowFeBAQUiib0+kYEoQbQIJcbUKvNNDWVo1I1YTZrsVgqADWCoEelUtLSUoiPTwGC0Exr63EgDovFhpeXzAOcpwvz0UfHuP32j4mLU7NpU3+8HbheOsuzzxawfXs9t10Xzpwp7snYXg68/0UVW7faOJ2hOe841NaaeOutMt54o5+bd3fpCIJA375q+va9PEvX8vN1rF5dzvgxMq4Y5jq75fPva7HaYM5Q999jh4u0mKwwIdL9GZCeime+SXoIc0JDeUeloo/acx4yUYMHc8psdmvj9JzkZCZGRaGWyQgOD2eQQsF0q5XYYM+arHkxjGYzX+zdyzGDodvWqGlXnkpw8tpRSKX8XqlkqoNZpg7nQW+59L6Y2Pa07rk6xz6PUX00WG1w5LTjvQvzf2svWfm//6tw+Nifs3x5InFxap588kuys6s6fb6uxt/fG52uCZMpg44GZpvN3pPg71+CXN5KQ4P972bzMaAShaIBP78C/P3NnD27p/3fMqmqOktsbACBgSqio/3ZsiX7/Dr79hUxaZJ9hoMnRdtWrNjH/PlriYjwZseOIURFua6MYM2aSpYtK2JYuow3/9g9Gcb/FcprjTy5KBb/+oGgzcJgsHL33dlcf30os2Y5FuTopfv44x/zsCnLZOoAACAASURBVFrh+TsGuPQ5sO6rGrxkcF26+yojOvj+jN0+uiLS/UHfnkqv89AJklUqrvPywlfuOWlundXKS21tbDvluum6P8dfoWBgcDBXxcYyOSaGkPh49uv1HD5wgMN5eRRVV2N1QO3HlYiiyP6zZ2mx2YiP7b4a+RiNhpW+vlwf6do6YHV7mVPbBWp3L0aotxy1HIocdB4mptgfzLsyHFcwuXK4P0kJUlatLMZo7Ny14uMj48MPUzEarVx//ds0NXlW6U5wsBqLxYq394/PEWn7xNPISD9SU8N4//0jgN3o3749h6lT++Lrq+TKKxNZsWIfACdPVnL0aCnXXTcApVLOjTcO5rvvcnnllR948skt+Poq+e1vXVcO9GtYrTb++Mct3H//BhITNezalU5ioutkE7/9tp7bbjtFTLSETS8Mx7uHlZ54GhaLyL7jdtUwm01k3py9+PjIePDBmPP/rxf3smNHPRs21HD95GAmujDrUFim54ejTcwaEoK/yv320tcZZfgpYGSY583e6Cn0Og+dRDN4MIaMDNosjg3D6i7UMhm/iYig0Gql0M2yqNU6HRvz8zlZV0ef6GhiZDK86+rIr6qioMrzIsAAJ0tKKKmrY2hoKGMiuleFwlciwd/BOQ0dZDY1MbS5mU+rqx06rsN5aDVfeuZBEAQS/SXklTt2PQ2P16BS/Kiw4QgSicC9s+Kpqxf58MPOZx8mTAjg1VdTyM1tYebM19HrL105qrsxGMzU1+vYuTOfo0dLsdlsbN58isZGHT4+ChYsGEZZWTOzZq1m1qzVDB0axfjx9l6QW24ZxsiRscTHL+PBBzdy//3jiI62GwVXXJHEkiVTKCysJzY2gL/85ZrzTom7qa7WMnXqK7z00veMGhXMvn2udxxmzjyGj4/AV68NIzqst2mysyy5Mw69wcbE2zP5zW+sGI0iL//ZSHKyPbsqkQi0tVk5fbqVJ57IZfnyQtaurXTzrv93aG21cNedWXh7w6uPJbp07Xc32J/ht493nbLTxahvNXO40srkqGCPG/zak+jteegkH1VXc6dWy1/q65ka5jp1kF9iXnQ0mysr+b60lAQ/99T0NRoMrM/LI0ylYnxkJAEKBYrYWHKysig3mThUU0OKi6Puv8a5mhoyi4oIkki4OSWlW1O6eYcPY5JKcXZ2bovZTIUo4mhM3scJ5wGgr28Q6wtq0Zusl9zs5iWTMLlvEF9l1dOsteCncexxc9fsCJatLuSlF3JZtCiy07KHDzwQQ1GRntdeK+Gmmz7ks88W4uXlvkegKIrcfvvHfP99PkqljMce+4LExCA+//w29u0rYvjwaAICVKSkhPLaa7M4fbqK4GA1Q4b8eN+oVF78/e8z+fvfZ15wjRkz0pgxI+2C/+Yutm8/w223raGqSs+990bz6qspLm043bq1ljlzslB5C3zzRnqvLGsXIZUKfPH6QHYcaqRPlNKu4hN+GktjJrKAdKxWkaefzqetzf7smTgxgGeeKSAvT8czz7jWmP1f5PHH8yg6Z+OfTyQRH+k6hSW9wcrKz8tIipRwdf8Al617Mb46WY9NhBlx7i+f6sn0ul2dZHJAABLgh9pad2/lPPFqNeODgjhRV0eFm4bY1en1iKLIDcnJhKvVKNpVZKL696fYYiHYw6ZN600m9mVnoxIEFo8YcX6/3YHObOYNnY6tTs53AGhtz3T5Oqi25Nv+ezWbHMuU9Q9UIQJnKh373qYPCsRqg6/21Tt0HIBGLePBG2PJL7TywQedj1AKgsArr6SwYEEEX3xxmunTV6LVdl9fy6Xs5733bqa4eCmFhU9z4sTjbNx4O4Ig8PLL1xIV9WNZQVpaODfeOITJk5MJDOyZxm5tbSvz569h2rR/09Zm4aOPBrJiRapLHYd//7uMmTOz8FEL7HhrKMPTnJcC7uXCXDUqgIRob55+s5CSvYnIZAJos3j55XP88EMjYWFePPpoHDNmhPDFF0M4flxLTo7jks69XDrr11fz9ttlTJoo5/55XT+z6Jd4/8sq6ltEFk9MON9I7042ZtYhAL+N6xniLZ5Kr/PQScIVCib4+3Owrs5jSpcAbm+XRN1eXOyW9WM1Gqp1OrQmEw0GA7V6PXlNTRyorETw9WWwQoE6K+vXT+QigrOzmapW89iIEQR1w0yHn1LY3IwIpHciK9ThPPg56OR0/HyT0bFrdWCQfV7BiTLHnNFZ6cEIAmzYUefQcR08tiCGkGCBJU/l0NxsduocP0UiEXjvvTTuuSeK777LZcKEv3HuXEOnz9vLxTGbrbz55l5SU59n7dpjTJ8ezKlTo7jppnCX7cFisfHEE7ncffcZ4mMl7F89gvR+vfXO3cmoAb4YTTYoSOPEKQtZR0tJTlYREaHg5ptPsmNHPZGRSlavTiMurrdsrLvIzW3jjjtOEhIssGbJcJca8BaLjb+tLiBQI3DnBPeXLLUaLHx1oo4JkX6Eqx2fr9TLj/Q6D13A3NBQjMBOD8o+9NNoWJyYyG3dqBj0SyhkMsZHRfHuyZN8WVjI1sJCthUVUaPTcWV0NKOGDQNAnZXlNifCYDKx58wZrBkZAEwdMYIQVffXXec22RuI0zsh76ttdx78HXQeNFIpEqDRQechPdjuPBwrdsx5CPdTMDHZjy931dKkddz49/WR8dd7k6mqtrFkSYHDx18IqVTgrbdSef75JI4fb2T48L+xbVv2rx/Yi0OIosj69cdJS1vG4sWfo1BI+PjjgXz55RBiY11XNlFba2LqlN387W/FjBkpY//K0aTEua6/4n+Va68IJrn9cy47Go3ZLPLGixbuuy+G+++P5vPPa7BYbAQEyPHyklBfb2L//qbzZU29dJ66OhPTpx2irU1k3bKBRIa61mD+YEs1hVU2Hpoch1rhfkGCTZl16C1wY1Kv+ldn6XUeuoA5oaEogR35+e7eyn/wu5gYIqRSwt1knE+JieHugQMZHR7O0NBQbuvfn/mpqfRpj7j3GzKEfu3zKFzpRIiiSEFVFZsPHKCwuprGoKDz+3AFBRUV+AuC0zKtAG1W+wvW0cyDRBAIlAnUGxwz5Pv4KglQChw557js6oIx4RjN8Ok3zjnXt8+KYPwYGStWlLJ7d9dIEAuCwFNP9eGLL4ZgtYpMn76Se+75lOZmz1Ji6olYLFbWrs1gyJDlzJ37PpWVOp57LpHc3DHMmxfuUnnIHTvqGTJ4D9/vMnPv3Eh+eGMsYUHOiRT04jz1zWaiVCGEhkiwNWdis9nVmWQyCWVlBpYvL2TWrOM8+2whw4YdJDe3t4yps7S1WZk5fR/5hVb+9UQyU0a7tkzHYLTy3Fu5BPgIPHSVs919XcsHB6qRSWBekvtnTfR0ep2HLsBPJuOmiAhiJBIsHiZBGjl4MDuMRo7V1Lh8balEgsbLi76BgQwKCcFXYY96iD8bN3ohJ8JitXa5nKsoipTU1bF971725uQgAAtTU7kmLq5L1/klGg0GSm02xoaGdsqImh0ZyYdqNaFOqDWFyAVqmxxzAgRBYHRoABnnWtCbHIsMzh0ego83vLWu4L+++0tBIhFY9eRQvL3h1gXHuqR8qYNrrw0hK2skV10VyLvvHiQt7Xk+/TTLqX3+r9PUpOf113eTlPQM8+evpaBAyyOPxFJQMI6lSxNQq10XedTrrfzhD7lMmXKMFq3I+8/1Y8VTKXjJe1957mDq2ED2HW/m8cVK3nhHz1dfFpCcrMJksvGnP+XT2Gjhscfi+PrroTzxRDxLlxag0/VmIJzFaLQxe/ZxDhy28MSiGO690bV9DgD//Kic4hqRp6b1wU/lfm2ec3V6vstuZGZ8MMHevQGEztL7JO0i3kxJ4Q212uOkv3RWKx8bDGw4cwatyX3ylD81xi5mNP/UiTh35Aif7dnD/pwcyhsasFide5GIonh+7baMDHaeOkW91cqEyEj+PHYsw8LCXBoJNdtsjJTLmdDJgXkxKhVXy+V4OXG9BXtpqDE7bhyPj/DDbLNP53QEX28Zt46OJKvQyu4M5+SDU+JUvPpICsUlNubPP4XV2nXGfVycN99+O5R3302ltdXMvHkfMHr0C+zcmddla1yuiKLI3r2FLFr0EZGRf+bhhzfR1mbhuecSKSkZz6uv9iU01LUv6l27Ghg8cBevvGIvU8paN5Jbr3Vdf0Uv/01ooBf73kvHaLLRUBjMpAly/nBPEy+/fA6ZTGDBgojzg+S8vSXo9VZUKveXufREdDors2Zl8c039dw1O4IXH0xw+R4qa40sf7eQPuESHpjsGVmHd3dXIgJ39nd/78XlgPvdwcuEDgM0NjOTgsGDkXuIE+Ejk/FYaip/zs5mQ34+i/r3d8s+HDHQ+w0ZgraqipzcXPKqqsirqkICBPv5ERkQgEqhQOPtjY9SiZdMhld76Y7RbMZgMqEzmWhqa6OhtZW6mhqGK5WkeHmhlsmYm5zMoOBg/BTuaZYKVan4g1pNdEjn0qZNJhN6UcQZrZgwLy/2NIuYrDa8HND9nxTtD4fg+5xGrujrWL/GI1OieXtXBS++V8IVw53r9bh7TgT7spr5cEs1Tz2Vz0svdd1EYEEQuOuuaGbNCmX58kLeequcyZPfYsKEUB5//FqmT09F4iH3tLsRRZHs7Go++yyLNWsOUFBgdybHjg3hrrtCmTcvDG9v1xt+NTUmnnoqj1WrKlAq4aWHEnh0fnSnJX576Rq8lVL++WTHPdsH3Skr2ccPc9MNCoYMsTev19ebKC42MHKkeyTGezpNTWaum7GP3fvM3DErnLee6l7J8Yvx2KsFaPWw5o7+KDwg22cwW/n3zlIS/SVMje1VWeoKep2HLqQwMZG5x45xU2Ulc6Jcnya8GFeFhPBtUBB7amoYGBTEMA+ZR/FLjAgPZ0R4ONVtbZyor6egqYm8hgZkra1U/CQLESuTMcPH3sy7r62NfPN/lrT4CALB0dH0a58p0c91v8J/YRNFIrKyiE5P7/S5Fh8/Dno9zswRj2h3nCrajMT7Xnrj6vAQDb5e8E1GGc9e18ehNZPCVNwwNIRP99dy6GQLowY67vYIgsC7S1PIq6nn5ZfPERmp4KGHunYKeEiIF6+/3o+HHopl+fIiPvywkpkzV5GYqOHOOyeycOEIIiL+9+Q9LRYrhw6VsHnzKTZtyiAvrwWA8HBv/vCHOBYujGTAAB+37M1ksvHGG6U8+2weLS0iV4305+0lKSTF9oym6MYWMydy28gv1VNQpqe40kBDs4VGrZnW9tIdiURALhMI9pcTEiAnPMiLvvEqUvuoSEtUE+Dr/qm9jpJXoif7hIyr/uWFVHccLQPYubORr7+u58UXk9FqLRw71sIPPzQSFCRn8eKuvdcvN4qL9UyfdoDTZ6w8fEs0rz6W6BbHYdueej7aXsOMQUHMHNK5DHtXse5QDXV6kT8NTUDihs/kcqTXeehCUlQq9MBnBQVcFxHhMSVMgiDwZN++nDhwgPU5OfTx8yOwEzMGXEmYWs3VajVXx8ZiE0VqdDpq9Xrq9HoajUZCvb3p1+6otVVXk9DWho+XFxEqFZE+PmicnODcHRyprmanVsvzWi19NZ2TidTrdET7OGesRbU7D2WtjjkPcqmEq2OC+bygjjqtiWCNY5/tMzPjWX+sliVvFPLt24OderEpFVK+fGkkE35/iIcfPotaLeHOO7s+LZ6QoGL16jSWLUtkxYoy3n23gj/9aStPP72NqVP7MXv2QK69No3Q0MtT7lMURXJyati9u4AdO/L47rszNDbayx4jI725775oZs8O5YorAtwW2bfZRD75pIo/P32G/EIrcbESVi/tz+yrgl1qNImieMnrWSw2ss62svtYM/uPN5N5uoHCqv/u7fJWQKCPgEZlP69FBK0Zcs/ZaL1AT3//WAljhoYyPt2P34wNJDzY82UoZTIBqVSg6UQy+pRctmw/yrpPDfz+9/1ISvJm8eIcWlos9O2rZvPmWg4ebGbNmoHu3rZH8v33Ddw07xi1dSJ/eySBxxbEuMVxaNKauee5U2i8YcX8rssMdwabTeTVLXlovOCO1N6Spa6i13noQlRSKffFxbH83Dm+ralhWrjn1NkGennx9IABPHPqFOLJkzBihLu35DASQSBcrSb8IipFnp5ROVpdTbXNRngXOG5NosgAuXPRxph256FYa2S8g8fOiAtiQ0EdXx6v57bxjj2IUyPV3Do6nP/bX8XWPfXMmOhcVCo4wItvXh/BFfce5q67ztDYaOHxx+OdOtevERWl5Pnnk/jLXxLYsqWWVasq+PrrHLZtO4MgwNixfbjmmhSuvrovI0bEIJP1zDptnc7EsWNlHDhwjoMHi9m7N4+aGrvMsyDA0KFB/Pa3vkyfHsKIEb5uHfZks4ls2lTDM38+zcnTVjQagecX9+GRW6LxdsHAuTVbq8g628rVowOZOjbwV420smoDX+1rYNveBnYcrEPbbvxLJJASJWH+6DDSY31ICfMmIcSb+CAlql+QtdSbrJQ3Gsmp0pFdoSOrtJV9RbWs2lTFqk1VAAxPljJzSgw3/ybUYzMwaYlqFs+L4pp7j6NRSxmQqOb2BXD9lEoWLq4hOlrJI4/EnS9pmjz5KDk5bfTr1zOHJHYHNpvIiy+eY+nSfNRqgY2vpjFrkvuUhO5/IY+yOpF3b00hJtAzApRbTtRzus7GY0Oi8VP0mrxdheCoqkiUQiHmjx3bTdvp+TSZzfTbt49giYT/Gz/eY7IPHWjNZppPn6bKhdKkvUC9Xs9zhw5xRXAwfx0woFPnMlqtTNqzh3mhobznRA/LMa2W8RkZLBsVz9PD4x06tsFgJnT1PqYOCGTrQ4McXruiyUjK0wcI9Zdw8vNxqDtRG19RY2TqI4c5lW3l4Ydj+fvfU5BKu9+obWgws3VrLZs31/L11w20ttpnZqjVMoYPj2PUqFhGjIhl0KAIEhODkTrQV9LdmM1WCgrqOHOmmuzsak6erOT48SJyc1uw2ezvAolEYNCgAK64wocrrghgwgR/goPdn8Ezm218+mk1L71whpOnrXh7wwPzYnhiYSxB/t1ftmMy23j8HwWcLmhj2rgg1m2v5sGbopk/Peyi11119jHCb7GXeEkkMCbBl0n9ApiY7MeYRF98lF1nzJQ3GtmZ08jWkw1sz66lqdX+fY5IkXLLdX1YMD2MQD/PK28qKtdjMNpIivFGLpfw2vYjnM23cu8d3gwaMxywR9aXLStk48bB+Lvgu+4JFBXpuWPRIXbuNjMwTcr654e5dX7Jh1uquHVpDjOHBLHp/gFuyXz8HFEUGbl0LydrrRQtGENE72C4X0R484dyURQvKZXf64Z1Mf5yOYvj4vhrcTFfV1czPcKz0mQauZxmwJyRwfHoaIZ7eLT+cmFfpV3pYWYXXA8t7QPiAp3MPCS0Zz4Kmh0fIBiolHN1TCDfnG6gVmsixMHSpUh/Bc/PSuLhj/N5+s0i/vGHJIf3cP5coQp2rRjNrKcO89prJZw61cq6dQMJCeleQzcwUM6CBZEsWBCJyWTj8OFmvv22gd27Gzl6tJhdu34cZuftLSU1NYLk5GCSkoJJTAwmOtqPqCg/IiP98PNTdtlL1maz0dCgo7q6lepqLeXlzZSUNFJa2kRRUQP5+eUUF7f9l1JVYqKGWbNCGD7clzFj/Bg+3BcfH895NbS0WFi5spzX/pFPaZkNtRoeWxDN4wtju3Vmw8ETdmWw0YPszbvNWgvfH2li18ohBPrJ6ROl5OOvawgP9mLq2MAfy5cqf5xXExYgYcn0WAZEqbmmfyCBPt1n+EYFKJg/Jpz5Y8KxWG3sONPE2kPVbMyq5uG/5fPka/nMvSaM398QydjBvh5h3AH0ifrP0snDu9SMT/cjLbURtFnU19s4cSKIlBSVS4IDno7NJvL222U88UQObW3w+xsieeXRRFRuECno4FR+K79fnkNUkMDKhX095tranFXH0SorDwyM6nUcuhjPeUNcRjwQE8Oa0lICS0rAw5wHgKjBg3ly716Kz5xBLZeTGtirPtCdmKxWDpWWEiaRMLILPuuW9qbwAAcHxHXgL5cTLBPIbdI5dfz8lDC2lzTw0aEaHpzieL/B4slRfHq8iNfXlXHtxCAmjwxwah8AgX5yvv3HGB58OY93N1QyeNAePlwzhKuuCnL6nI7g5SVh/PgAxo+3/w5Wq8iZM21kZLRw8mQrJ0+2kp3dwLFjZRc8XiYTCApSEBCgQKPxRaNRolLJUShkeHlJkcmkdLyHrVYbZrMNk8mCwWChtdVIa6uJlpZmGhtNNDWZuFgi2dtbSlKSLzNnhpCcrCI1VU3//mpSU9VoNJ75GsjMbOHtt8tYu7actjYICxVYfn8f7p0b2a0R9COnW/j987lIBAGVUsKN14Ry+3XhlFYbGdLXh4paI4F+ciaN8Cczp5VNO+uY2qcE0SYidJRzVfyY2V1+fbdt9aLIpBKmDghk6oBA9KYUPj9Wx9sHclmztZo1W6sZliTl4UXJ3HhNqEfNvqhvMlPTYGL25GCk56KorjexPe8kG9cX8fTjKo+9Vl3F/v1NPLQ4k6OZFuJiJWx+ZSBXjXL++dkVNGnNzH7oGEYzfHLnEIcDSt2FxWpjycdnUMnhqWG9zfZdTW/ZUjdhsdnQnThBoYeWB51ra+Ouo0exiCIPDB1KrO//noKMqyhqbubtzEzuSUrixujON/faRJGAzEwCBg7E38nsw5TMTHLaWqi7e6LDUSKd2Urk+3uI0Ug48cIEp6JM+dU60pcfRuMtcPyzMYQEdv6F8+GWKu576SytrSIPPBDD8uVJ+Pp6hrGh11spLNRTWKinrMxAebmRykoj9fVm6uvNNDSIaLUWtFozbW0WzOaLD0iUSgUUCikajQy1WoZGY8+GBAbKCQqSExbmRWioF5GRCuLivImNVRIcLPeYaOAv0dxs5tNPq1n5Th6HM+wZtmHpMu6bmcjvpoWi/IVeAGcprTIQ6Cc/X0L35OsFyGUCy+9PYMehRj7YUsXogb7MvDKYu5ed5Y+3xTJhqD+iKLJl81He3GJkwxI16obOq6h1N6fL23hzZznvH6hAZ4SIQIE/LErg7jkR+HjAIC+AO57JoabRzP03RvLl7nrKqo3cMCWEBQ/V//hDGs98r3YXhYU6li4tYN26KmQyeGBeNM/eG49G7d7vzGKxMeOhk3y9v5F/3pzEAx4ySRpg1Z5K7nz/LEuGxbJ8tOtnXfREHClb6nUeupGWrCyqbDbKBgwg0INUfzo40dzMA5mZKAWB+4cNI9JJ9Z5efpnwrCx0okjsoEEopV1j/CRkZeHbCcf0/rNnea+ykspFYwh3Ip374O48/nWynJ1/GMyV/ZyLfH14oIpbV+Vw5SAZX68c2yUR0IJSPQv/msG+gxYiwiW88mp/bropvEcYzj9FFEUsFhHzT4b5SSQgl0suu9INo9HG9u11rFtXxRdfVGMwgEoFN10dzr1zIxme1n2BjRdWFfPcv4t5+6kUFs4MR9tmYckbRaTEebP4pmgMRiubf6hn5cZKvn17MDc9eZqJSa0snOKFWimw/ZsY1h2q4a/X9yHaQxpEL4WGVjMr91Ty2s4iKhtEAnwEFt8cy8O3RHtEX8STrxdQUmlkeH8NowZqGJ/+k9kwiafP/2ejJQ25XPCoMruupLBQx/PPF/H++xVYrfDb8YG8+lgSfePd3wQviiL3LM/l359XcueECN691T0zJS6E1mAh5cl9WGxQMH8cvl6X5/XR1TjiPHhOvvIypL5vX8a1tPBGQcGv/7AbGOTnx4sDB6ITRd7KyKDZaHT3li47OpzzlPT0LnMcKvR69pnNaNt7H5xhQLti1cmGNqeOf2BQFALw6rcXLse5FBaMCWfx5Ch+OGHh/hfycDSQcSESY7zZ/eY43l2agtEo8rvfnWL8mB/Ytauh0+d2JYIgIJdLUKmk5/8oldLLxnEwGKxs2VLLHXecJjz8e2bNOs6nn1Yzsr8fq/7Sl8qvx7PqmX7d6jgYTTayi3QsmB7G/vb+BrW3lIYWMyqlFLPZhlIhZWCSGolZy/F9Gcwe2sbhXAvffx8DFUPQGqwYzDaiA5Vdcv26ikAfOU9Mi6Xw+fG8syCFIF+BZf8uJn7aPpa8UUhtg8mt+3vpoURWP9OXx26N+U/HAaAgzf4HeHn5ISIjf2Dx4hyysrQ96ju4GKIosm9fEzfddIKUlH2sXl3BuNFydrwzmK3/GuQRjgPA8n8X8+/PK7kmLYAVtyR7jOMA8PyWYqraRJ4fldzrOHQTvc5DNxKvVDI2MJDt1dVkNjW5ezsXZExQEMvS0hghl5Ocne3u7VxWWG02/rl3LxsNjjcm/xLf1tQwp62NXJ1zPQsAg9qzTMdqW506PtlfxXV9gvnyeD0ny5w7B8A/5iUyNS2AlRsr+fOKc06f56dIJAJ3zY7k7IYx3Ds3kkNHLVx5ZQZTpmTw/fcNl4WB0ROprTXxwQcVzJ17nJCQnVx7bRarV1cQFyPh5YcTKN42ml2r0rl9VgS+XRRJNv1C+ZfeaEWntzIh3Y+6RjMncluRSATiI5WcyGulJicLKrPw158lOVLC2ZMxzO4znBGh8SzbUsyClWd4emMRMwbZ+2s8yXi6VJRyKXdfEUnOMxNYd1cqkUES/rqqhD7T9/PUvwppaDb/+km6a2+KXzFPCtIYEBRPnzgJb75ZSnr6QQYN2MnLL5+jpOQCwzA8nPp6E2+8UcKw9B8YP/4In3xSzaThAez892B2vTGuU71hXc0bH5fx57fOkZ4oZf29acg9aIr76fI2XvmmlCGh0t65Dt1Ib9lSN1Oo1zPs0CFiJRL+PX48Xh4m3fpTyrKysIkix1NSiLjILIVeLp1dZWVsyM/nrvh4bouP77Lz/jM/n4/LysgZPZpYJ2dGtFoshO3dyw2JIXz6mzSnzpFRo2X4ZxnMHR7Cp7937hwArQYLk/95gCO5Vl58MIEnb+vaTesDDwAAIABJREFU5raCUj3PvXuONduqsdkgfbCMhx7py403huHtRoWSyx2TycbBg818+209324v5XCGBVG0z40YPULG9WNjuX5ScLfMIdi8s46VmyqpbzJzz5xIbvlt6H8Ns1u9qZLKOhO3zQznz28VceVwf+ZPDydj91H++omReRPl3Jg0EoBRz2fw1vwUhsbZZw58l91AYa2BGYODiPS/fFRcrDaRDRm1PPtVDtklNnxV8PD8OB6dH4OfhzYri6LIwRMtfLClmk++q6SxyW7TDEuXcf2cOGbMCGHQIB+PdO7q601s3VrH55/XsG1bLWYz+PgI3PrbCBbPiyI1wfPew+9uqOCe5bmkREnY89hoQn09pyTbZhOZ+Oxe9pdbOXjDUEaG9fZyOkJvz4OH8XJxMc8UFbEwNpZ7Ejy7cWf5gQN8ZzSycMAABgZ7xmj5nkiLycRf9+/HWxD4bPz4LitZAnjuzBm2V1dTO2EC6k6cd8Th3WitIsV3XuH0OWZuPcmX5+o58vRQhsc7/6Cu05qY9NpBThXbWHJnLMvu69PlL/vCMj3/WFPGe1vs6j1+fgI33xzFbbdFMmKE50hX9lSMRhsZGS3s2tXIzp0N7NvXQEdyzM9PYMrwIK6dGMy08YGEdkGD/MWoazRx69Ic5l4dwtB+Gha/lMeMCUHnnVKrVUQqFfjnujIGJKmZPDKAxUv3880xC0MSpHy6aBwf7K/ilW9KWTI9jsySVk6UtfJ/t/fzGCWZ7sZqE/nkSA3PbjtLbrmNAB+BxxfF8+Dvojs1m6W7MZpsfLWvnvXf1bJlXy3NzXb7JixU4Oprwpk0KYBx4/xJSVG55X43m20cPdrC99838O23Dezd24jVau9nmjwigIXXhnH95BCP/Yzf/KScxS/mkRgh4YdHRnpcn8+KneXcvzaPBwZG8c+JnjHhuifR6zx4GGabjfH79pFttfLRyJFEqzyjZvFCZLe08EhmJq2iyHWJiUyKju41qpzgg+xsjtbU8Ne0NK4M6dqJn4+dOEFWQwP1V17ZqfPcm5PD+1VVlC0cQ5SPc9HTU/WtDP7kKOOjpPzwl/GdulYaWs38ZsVBjuRauWdOBG/8Mfm/osVdQZPWzPtfVrP6qyJOnLIC0Cdewuw5MVx/fSijR/tdNr0F3YUoihQXGzh8uJnDh1s4cKCJo0ebMbWXyisUMHaQP5OG+3P16ACG99d0y3d5Id5ZX8F3hxr57G/2bNhXe+t59t1zfPJiGnGRdmPHYrGRfsNeBvWRcqLIil7nhVIu4eUbEvltexnSpsxa1h+txU8l47FrYkgI8b7ompcrFquNNQereXZbHueqbYT6Czx1VyL3zInoFuWrrsRstrEro4mvDzTyzbGK8/c6QHCQwPARgQwZomHIEA2pqWqS/p+98w6Po7z69j2zvWu16l22ZEm2bLl3eksgEEoIgZcAeRNISEJCAvlSgEB6IZAeSHgpIQkEAoEklGC6bYy75CZbltX7SrsrbW8z8/2xcqVjyVpJc1/XXGtLq5lntsw8v+ec8zsVZszmsTunUEiiqSlEY2PKunnrVj/btw8fEtRmM5y11MXHT83iYye5xsRxbrxQFIWfPdjJt3/bxqxCkVduXEahM70ibm2DEeZ9dxOZJoE9l63CqtY6fGBU8ZCG7A4G2dLYyMU6HW0L0tvSrzsS4WtbttAjyyzNzeWyWbPQjeHK+VRnj8fDH3ftYmVmJnfOnTvm4ut/t24lEArRfMqHjxgA/KWvj883NfHIWTVcPuvDNwu8/rX93Lunl798tporV+Qd15gC0SQX/34PL+31ceYyJ3//6exx6x6sKAr1+4I8/Ew//1zbR1d3Kj8+0ylw1tk5nHOOi1NPzaSsbOwauU1GkkmZ/fvD7NoVpL4+wPbtfuq3+xjyHL53OBwCK+Y4WVln5+SFGSyba5uwyeVLG7184cf7OfDv5Yd+dvp1DXzpk4VcPLsbSQatRuCr94YRwzl88bQCHCYt3/5nKzX5Zm4+R/WEP5Z4Uub+dX384PkD9HkVirMFvvuFSq65IO+EicLjpX8oxvr6EdY3jPDmTj87mgMc6xFSVChSUmqjsNBIYaGBrCwdGRk6HA4tRqOITieg0wlIUirSFovJjIwk8fkSeL0JenpidHfH6OzwH7qeHMThEFhU5eCkBQ7OWOpk2Vx7WvXYeCdkWeHrdx3g14/0MLdM5IUvLyM/zVL1JFnh1O+vZ323xJoL5nFWsdq76sOgioc0xt/QQHNdHZo0n4wEk0lub2zkTa+X5TodV6xaNdFDmjQMb93KveEwv1+6lNwPWZPwbty0bh06m43/HmcPkY5IhJpNm7hudj5/PK3qQ+/HG01Q9cgGABp/vOK4UzviSZmvPNrMH1/vozhb4LE757OiznFc+3wvFEVha2OAp18d4oXtvWyrP+xkVZAvsmp1NkuX2lm82M7Chfa06R8xlvj9SZqbw+zfH6KpKczevSH27hmiqVk6FFEAMBqhrtLGwmoby2rtLK21UVVmRhTT45rW645x/o27ePCOaubNskJfA1/8fRi9Fn71efNRDdwOEolLrGseodRlpCovfSPDE004JvGH13r46QttePwKFQUi3/tyFZ86Jydt3v/3SzIp09QRoaEpSFN7mObOCM2dYbqGQrgHP7ypQk62QFGWhVklZqrLzdSUm1lQZWVmsWnSvUahiMSnb93LU68MccpcDU9fu5wM88Rb+R7Lj57p4Nan29R0peNEFQ9pTFc0yuVbtnBRVRVn5ORM9HDeFUlReLC9nSqPh3Ktlv40bXiXTuQ1NACQP44C8Xh7PBzJ3I1rkRRo/eyHa/Z2kL83D3D5mr1cujibxz4/e0xW6h9Y38eXH20inoDbP1/Gtz5Tgu4ErdS5vXFe3uRjfcMI6/YMsLtROqp7c2mJSO3cTObMsVJZaWLmTDMzZ5ooKDCk5UqsLCsMDSXo7Y3R3R2lszNKV1eU9vZU47q21gCDQ0ffCwQhdZ6zizOYW2FhbqWVeZUWasrNaXmOB4knZL5wy0acVoG7rk2lGv3tn/nc81oP67+1kKe2DzKvyMrMHBOSrCDApJvUTTT+SJJfvtjN3S+14w9DbanI979Sw4WnZU2JKF08IdM/FMfrTzAcSDIcSBKLKySSMomkgkYUMOhF9DoBh1WL057a8lz6tE/ner909kW58IYt1LdIXL40hwc+U4VRl37ntuHACCf/rJ4al8jmS1Zh0qbfGCcLqnhIY/pjMZZu3EhUUbhv6VJK07j+4Ui6GxpoSCR40WrlkooKzB+ys/FU5rm2Nk72eDh18eJxPc5Yioev7t/Pfb297LtiKVXOD/9ZVBSFS1/Yw5MtQzz0mWquXnV86UsH2d0T5FMPbGdPh8zcMpH/+8F8ltaeeAeNkUCS+qYA2xqDbN8XYE+3h71NR6/IA2g0qUhFcYmNvDwDeXmpbs8ulw6nU4fTqcVm02K3a7FaNRiNIiaTBoNBRKtNpUQcOZGV5VSzuFTDOJloNLWFwxLBYGoLBJKMjCQZHk6lTxzsWj00lMDtjuMeCDHglnmntiD5eSIz8qzMKDRRWZLaqsrMVJWaMadp4SakPnOHJqp9DUf9bu1rZXzy3j28cvN8qvPMfOMfLVTkmLj+tEJu/1cbVy7PpTJ3clx70xlPMMGd/+3kt692EY7BwgoN3//KbM5dnTklRMR05cWNXi7/5i48foU7Lijju+eXpuX7ORiIs/C7bzIUUdj6iSXMcaWfO9VkQhUPac5rPh8f27GDSlHk9ytXYtZOjhSIH+3bx7P9/TgFgU/W1jLH5ZroIaUNa3t6eKK5mQVaLb9fvXrcjjMUi7Gxvp5z58xhoc123Pv7r8fDxbt2cefKGdy84PhyvYciceY//ia+mMLGWxYzt2hsOpbHEjI/ea6DHz/fgSTDdRcXcMcXysh1TWyBYTIp09IdpaUrwoGuCC3dEboGYnT2Ren2hBgcUpDfuc3AuGM2Q26OSI7NQm6mnsIcA/lZqcfiPAPFuQZK8oxpLRCOpb03wosbfby40ceeJg+777EdntQck470s+c7ebNlhD29YSpyTPzuikpm5ky/oucTwcBInJ8+38k9r3cTS8CyKg3f+8oczl7hTMtJp8rbk0zK/Oj+Tr73x3bsZvjLZ2o5f356ui4mJZmP/moXL+318dAZ1VxdPTYLVtMZVTxMAu7u7OTW1lZOzcrih3PmIE6CC6yiKDzb388vm5qIAAuys7moooIMQ3oVT51o3uzr49GmJvJEkQdXrMAxjlGZrT4fX9mxg7sqKri+6H19x9+ViCRR+sY6ai0a3rzqpOPe34a+EU59up5Cm8jmO5aPqbXlnp4Q1z++nXV7JCxG+MY1ZXz9yiJslvQU35KkMDScYMATx+dP4vUn8I4kCYSTBEISwYhENCYTicnE4jJJSSEpKUjS4RV1QQCdVkCrEdBpBUwGDUaDiFEvYrNosJg02MwaHFYtGbbU5srQ4nLoMBknjyh4J/oGY7y2dZhXtgzzypsDtPan1JggwKIKDc9ev+xdfeZbByNkWrRpmac9Fenxxfjxcx3ct66XRDIlIu64YTbnrFQjEelOe2+EK7+xlTcaJepmiDzx2cVUpHF07ubHD3DXmu7jrtlTOYwqHiYBiqJwdWMjTwwOcnNlJRcXFk70kN437miUu5qbWefx4BAEblu9Gv00dWPa0NvLY/v3kyOK3DtOBdJH8sLAAN/bu5dH5szhwjGygL26sZF/uN10XrWcYtvxj//+xj4+92oTq4s0vHjLyjHNk1UUhX81DPHNp/eyv0cm0yZwwxUl3PCponFzZVI5MSiKQltPlPX1I6yrH2Ht5gH29xwO3VQUiJxekcuZs52cXu3EZVXf73Sl0xPlJ891cv8bKRGxdJaGW66v4fxTXKqISDMUReGBp/v5+i+a8Ifha2cV8ZOLZ2BIYyeoP7/RzzUP7mNloYZXz1+FXpO+Y51MqOJhkhCWJG7bvJmbjUYG0ty+9e14Y2iIppYWzh6NPOyYNYtsk2lSRFHGgna/n7u3bydXFPnD0qXkj7NwAPhrZyd/aG3ltYULWWofm9z//wwNcdnu3fx0xQy+uXBsbCpvWn+Au3d08/H5Lv7xhTnoxrjANpGUeWhDPz9dc4DWfhmzAT79sXy++MnClMOOStoTjkjUNwV5c+cIb+7ws6HeQ7/v8P2oLFfk5BnZnFadwWnVTkpd6dWQSuW96fJG+enzndy/vpdYAuaWiXz7uiouPSs7rYvupwttPRGu/X4TL28epsAl8MCn53JObXrbnL62z8fZd+8gzyKw+ZLl5Fmmd+bDWKKKh0mGf9ShZ0tNDa5JmgK0b/t2bggEyBFFzqypodY19VeYcuvreSIW48oFC8g+Qe/b3c3NPNHTw/7lyykaI7ESl2VmbFhHrk5gz2eOz3XpILKicPVL+/jr/gEuWZTFI9fORj8Ok4WkJPPktiHufKWJbQdSTaCWV2u4+uIZfOLMbLKc6dt4aToRjUnsbA6xrTHA9n1BtuwYYHe7jDQaWBDF1MRyVWkeJ1U6WFXhoDjNuteqfHh6h2PcvaaLe9d2E4rCzHyRm66ZyTUX5E2J9LrJRiwuc/dfuvjBfW1EYvC5k/K589IZaZ/et6cnxEk/2UpSVnjj4sXMdakLRWOJKh4mIT/fuJFfRKP8dtEiqsagEPZEE0gkeLCjgye7u0kApaLI6dXV1GVnT6lIRFcgwNZdu7jOZKJ0AqJF39q9mzeGhvCdfDJacewm499obub3PT2su2g+qwsyxmSfSVnmyhf38tiBQc6bl8kT188ZN6s/RVHY0hbgntd6eWxbP5EYaDVwzspMPnFmNuetTu8OrlMFRVHoG4yzuyXEzuYgO/aHaNg9yN6uw0IBoMAlsLTExZIyG8tn2FlSbsNmTM/albFAURRCMQl/VCKakIkmZOLJg/UbAqIAJp2I2aDBatBgM2qm5OKLJ5jgNy9387vXOvEGFLIdAl+6vJTrLy0gR/1+jjuKovDsOg83/rSRlj6ZygKRey6fyxk1zoke2nvS7Y2y4geb6A8pPHvePM4uSe8IyWREFQ+TkPXDw5zf0IBVEPjt4sWUWSan5dhgLMajXV081d1NDJin1fK5cXQfOlHEkkmeb2/nte5uBOD3CxYwzzG+jcvejgfb23H39PDoGDft2xsKsWjLFj5VmcOjZ88es/1KssL/vrKPh5sGWFmo4amb3r3AdSwIRJM8XT/EI5vcvNjoRZJTBbYr5tk5e0UmZy5zsnSO7YT1jJiKyLJCZ3+UfW1h9rWH2dsWprE1TOMBP97A0feUslyR+QWZLCixsqjUxqJSK3mOyRlhPRZZVuj3x2kbjNLuidLti9Hti9Hji+EOxBn0BBmMKPhjCtIHuNVqRcg0CmSbBYrzMijONFCaaaQqz0R1vpmKHFNaeu6/X0IxiQff6OPuV1pp65cx6OCKc/P46uVF1FWpq8njwaZdfr7921Ze3TKMxQi3nTeDG88sSuvahoO4/XFO/uFGmrwyfzmzmiurVGel8UAVD5OUZ4aGuHz3bnIEgd8sXUqhafLaCvricZ7s6cHodnPqaErPY1lZFNtslNvtk2ZVTVYUtrvdPLtvHx5FYaZGw63z509YdGgsezwcy3kNDawdHqZtjAqnDyIrCt/c0MovGrooc4j8+2sLx8zG9b0YCsR5dqeX/+wc4oXGIYKR1M8tRlhR52RlnZ0V8+wsqrGpkYljiMVluvqjtPak7Ghbe6Ic6IrQ3OrlQK9MLHH0851WgTn5duYUmJlbaKW20MK8IgtOS3qnQrwfvMEE+/rD7O0L09QfptkdobnLS8uwTPRt+meIAmSZBHLMAtkGOxkGLQ69FptOg0krYtCI6DWHr4GSnHI+iyRlAnEJbyzBUDSBOxqkK/DWY2gEqHGJLKzMZnGZjVUVDuYVWdBOssLRpCTzdP0Qv1rbxBuNqbTD1XM0fOnKWVx8Rjb6STCxTXd2NAX53p/aeeqVIUQRrl6Rxw8uLKfQOTkEvDeY4PQfv8kOt8xvTqrghnnH7zKo8vao4mES8/jAAJ/Zu5cCQeBXk1xAHEnj9u1c5/cjA/miSF1xMQtycshP8wjLpo0b+Vs0ign4YmUlFxYUjFvn6PfDeIqHFzweLtq1ixvrivjl6oox3//9jX1c/3oTOg384cpqrlqZe0JFZCIps7ktwMv7fLyy18fmjhEiscO/L8oSWDA7k9oKC3NmWpg9w0xFsSltrWCPh0RCZsAbp3cwTvdAjB53jG53jM6+GJ39UTq6A/R6FY69PWhEKM8TqczMYFaeieo8M1V5ZqrzzOQ59JNmUeCdCEaT7O4JsasnxO6eEHt6Q+zpHKE/dPQLoRGg3CFSac9ghsNImS21FVuNFFkN5Jp1Y5ZWqCgKnmiCNn+UpuEw+3xh9njD1Hs8dPgPj8uqg5WznJw128lZszOZV2SZVO/HljY/v3ulh79vGSCehGyHwGcuKuJzF+ZTWZq+lqHpysadI/zo/k6eWesB4KIFWfzoonJqCtL7nnskvlCCM3+8ke0DEj9aVs53FpdO9JCmNKp4mOQ80t/Pl/ft40GLhdIlSyZ6OGNGSzDIM/39PN/Tg3/0c1csity4ejW6MczfPx4GIxE29fXxieFhMkQRvyyzwenkk0VF2Ce4q3Z7KMQD9fV8uaaGs8ehQZ+iKKzaup6miETb1SvJNY/9SvyGvhEuXdNAb1DhsiXZ/P5/Zk2Y5WY8KbOjK8jGVj/bO4LU97vZ0yGTlI5+Xk6GwIxiG6X5BkryjRTnppqt5WXpyXPpyXLqcFi1EzZRk2WFQEhiOJBkOJDqJ+EZTuAZSTI0nGBoOIHbG2fAE8ftS9A3EGbI/87X/ZwMgZIMK+VZRspcRsqzjMzMMTEjy0ipyzjmzlkTgaIotA9F2dEdZEdXiJ3dQXa0piIJR2LRwWynjdmZZmY7LVQ7zVQ7zZTbjOjSYJXfE02wecDPG30jrO8bYePACLHRz2+eReD8RXlcUOfijBonJv3kSHMaDMR5YH0/921op6Uv9X6cssjB1efn8Ykzs6ekmB8rkkmZf73m4dcP7WPdntQH4eKFWXzn3FIWlU2uWsqhQJxzfrqJ7QMSdywp4/alZRM9pCmPKh6mAH2xGJa9ewFoqaubVCtI70VSlmkYGeEVt5vOwUG+ZU2lsLwUi7HBbKYiI4MKh4MCq3VMi4LfDllR6A0G2e3x0NTVRYuUuuD+r8nE55YtG9djf1Becbu5tbGRB2pq+FRu7rgc4+nBQa7Ys4evzivkVydVjssxhiJxrn11P0+3DZFrEfjdp2u4ZFF2WnzG40mZ5oEIjX0h9vaFOeCOcMAdocUTwD38ztdKjZhK23FYBBwZZuwWLRaTiMWkwWzUYNAJGPQiBr2IRkw1fRPFVC0GgKKALKdqRCRZIZ5QiCdk4gmFaFwmGpMJRyXCUZlQRCLoDxGIKPjDCoEIb4kQvB12M+RkiORZbOQ79OQ79BRkGCjM0FPoNFDkNFCcaZjUufRvRzQh0dgbpqErSENnkIauIDs7Rxg5IuokClCVKTLP6WKey8pcl4W5LgslNuOkMnyIJCXW9Y7wYpePZ7t62OtJTb4tOrhgQQ6fWprDOXMyJ0WeuywrvNo0zH1re3m6YZBYAkwGuPC0HC7/SA7nrMxU05pG6XHHePBffdz3jw46BxV0Wrh8SS7f/GgJsydRpOEgvcMxzvrJJho9Mt9fWsZtS8omekjTAlU8TCGatm/nf0MhvlRXx+wx8vVPV36wYQMvxOMcXPvTAqUaDeUFBTgMBnLMZsrsdkzaD7fyJMkynmiUaDJJyehr+fgbb7A+kUreNgOrc3L4aF4ei53OCU1Pejse6ujgT21tvL5wIUvG6bMgKwqnbF3PzrDE3v9ZxkzH+KTNKYrC3/YPcMO6JoZjCmfPcfLLyyrS+kYXTUh0e2N0+WL0j8RTmz+OJ5hgKJjAG0oyEkniT0TwhxVCUeUtdQHHg1EPFqOAxZB6tGkt2I1a7CYNGWYtGSYtDrMWl0VHpkVLpkVHti21ZVl1k2bl+XgYGImPRhNSW0PLEPs88lHFyg4D1LkczM+yUueyUpdlZXamGZN26r0+zcNh/t3m4Yn2djb2phZGMgwCly3P45qVeSybMTnqz4bDCR7bMsift7bw5t7R87AKXHRGLhedlsVZy50YDVPv/Xs3QhGJ/7w+xF+fG+D5N7zIMuQ5Bb5wUimfPyV/0poSNA+EOefnW2kbkblr1Uy+Pr94ooc0bVDFwxTiVZ+PT+zYgQD8cN48lmdObXuycDLJLr+fnSMj7AsEaPT5KBBF9o5GBO6wWpmt1eKXZb6vKJi1WkxaLQaNBo0oIgIXV1SgEUXaRkZ4sbOTQDxOMBhkWFGQSNnI3jk6+W7Mz6cpEGCly0WdwzHukY7j4Y7GRta43fSvXo39Qwqo98P64WHObmjggjIX/zpv7rgdB2AgHOf/bWjh4aYBNAJce3IBt36sdNIU870XSUkmHJeJJWViCZm4pByKLkhHZ8igEUEUBDSigEEroNOI6LUCJr2IQStOikneiSKWkNnXH2Znd5Cd3aNpR+3DDBxTm1DmEKnLdLIgy0ZdloX5WVZKbcZp+Vp2+KM8fsDNXw+0s3Mw9eGryhT53BllXHtSAQ7ze19TeodjFGRM7HezfSjC3ze7eayhk4bW1H3BaoJzVmZx7moX567OJC9ralw/jiUYTrLmTR9PvjzIv151E4qmeqR8tDaTa08q4Ny5mZM6rXBru59z767HE1H406lVfHZ2/kQPaVqhiocpxqaRES5qaCCoKHyjqorz86fPF0pRFIZiMTojETrCYc7MycGu09ERDvPlLVsIKwqRY/7mEYcDrSCwNZHgrlCIDEEgx2olS6+nxGxmpsXCR/Imn9XbtWvXMqwoNJ9yyrgf6+rGRv7hdvOvc2u5oDxr3I+3qd/P1zfuYEOPhEED155SyM3nFKtdhac5kpyqTdjTG2JXd4jdvSF2tQ7R5JVJHiG+jFqozbRR57JQl5WKJsxzWcgwTH6np/GgYTDAn5sG+Mv+Hvwxhe7r7eQsWPiuf3PrU63s6ArRNhThqhV53HxOMaI4sSKsxR3hqfpBntrdwZv7pEPpe/NnaDhjVT5nLnOyeoED6/sQRumIoig0d0ZY86aX/27w8tJG76Fo5ooaDZfPL+fSxdmTNspwJP9uGOLyP+5GVuDxs2s5/wTcd1SORhUPU5B9oRAf37aNLlnm0yUlfL68fFLl4o4nSVkmLElIioKsKGTqU64vBz/bU2GVMSHLnLV2LadnZvLPefPG/Xi9sRiLNr+JRSOw56qVJ2QSpigKz3V4uWNbI1v7JUQBLlmUzY1nFrFi5uRIr1D5cCSSMq1DURp7U7Umjb0hGts87PNKRI6xKS13iMzLdDLXlRII81xWKhwmNBM8kZ2MxCSZre4Aq/IdYGk4/ItZRzu6/fjZDp7YNsgT188hGJW46fEW7r5s5gmzXH4/DAXi/He3l+d2eXmpaZDBkdT1XyPCgpkaVi/NZ/lcO0vm2CgvTM/okywr7GsLs75hhHX1I6zd7KZzMHUeWg2cMiuDC+qyuHBBFiVTZGFFURTuXtPNN/7Rgssk8O9z57Mi78T3UFJRxcOUZSAe55JNm3AKAnesWpV2Ofkq40dMkti5bRuFM2ZwbtaJWZF5qK+PLzY18emqXB4+s+aEHBNSN5MXOr38ckc3a7p8AMzJErnmtDKuXJ47JVbZpiOKouD2J2h2h2nqj7B/INUzoanTx4HhoyMJAEU2gTnODGY7LdRmWqh1WZjtNGPVT85V5EnDMSKixR3hE/fs4ZeXzeTU6lQn4i/9bT85Nj23X1A2MWN8D2RZYXdPiJf2+ljXPML6Fs9RDmMuu8D8agdzK63Mq7RQU26mssSMK+PERar8wSR728LsaQmx+0CIbXsDbN87cqiruLdOAAAgAElEQVQXDcCsQpGzZuVx9pxMTq3KwG6aWp/9SFziC3/Zz8NvDlDjEnnmo0uYMU51dirvjSoepjARSSKhKLB7N7KisLmmhhzj1FiBUHl3xrPHw9uhKAqX7NrFf71e/nxGNVdVn/hUr0ZviHt29/K35l58UQWNAKfXOPnEomwuXJA17t2qVT4YsqzQMxyjxR2hdSh62K3KHaG5P0ggfvTzNQLMzBCpdjipdpqpcZqpcVqoyTRjV0XCxDIqIn65JcqLg2aeu/FwxLP2u5v58cUzuGB+FpKsoBEFBkbiPL/bQ2WOmVWV6bVyrCgKTf1hNrcF2NIeYEu7n109AcKxo5+XaRMoL7JQkm+kJM9AfpaBnEwdOZl6nDYtdqsGh1WLcdQ5Ta8TRvcPsgLRmEwklnJFGw4k8fmTeEYS9A/F6XGn+qm090Vp7QweiowcxGaCRSUZLCq1snKmg9WVjil9fevwRPnEL7ewtV/ivNJM/nbWbBwG9Ts/kajiYZrww40b+W00yi21tZx8glajVSYGfyJB3e7dOBYsOKHHHYrHWbH1TbxJhQ2fWMT87InxCo8mJf7T7uHP+/pZ0+UlIYMALM3X8JHFRXykNpPFZbZJ12F3spGUZPpG4nR6YnR4o3R4orQPRWn3RGnrHaHDLxOX3vp3RTaBSruDSoeJygwTszLMVGWYKbcb0avvWVoz7/G1fGuZkStm62HWfJ7ZMcQvX+zmof+tpjjz8MLVtvYAr+8f5tHNbix6kZ9eMoPlM9NLRByJLCu0DUXZ2R1k/0AqEtY8EKFj2E+P562GBmNFfqbAjEwb5VkmavLNzCmwMLvAzMxs04TXkJwontkxxFX37cEXVbhlUQnfW1quph2mAap4mCa87PVy9a5deBWFy4uK+MKMGWnTbE1lbLlq7VrsgsD6k0464cfe7Pdzdv128vUCm69YQc44NI/7IIzEkjzT7uGptkFe7BrCP7qafbDD7kmVDpaV21lcZsNpUQtm3y+xhEy/P06PL0bPcIweX4zu0a3TG6PbHaA3qBxle3oQsw7K7CLl1gzK7SZmOozMtJuYYTcxw2Gckjao04HhWILLXmjk7lUVzHFZwNLAWY8FOaNUy1cuW4L5CHtURVEO1RH8ffMAa/b4uPfTs9BPQvefgyK5fySOO5DA7Y8zHE5ZMY9EpJR72qiDGoAoCgiAUSdi0ouYdBqcZi3OUcvkPLueggw9+Rn6KddH5YMQT8rc+lQbd77QhdMo8JczajmvbOwbnqp8OFTxMI3ojka5YssWtkoS8zUablm8mEKTmjM4lRiIRrlo40auzMvjT9XVEzKGP/f1cX1TE4utGl65fAW2NEkpSUgymwb8rOny8XrvMJuO6LALUJEhMm9GJnMLLdQWWqjKM1ORY5oWPQ8gJQgGA3EGgwnc/gTuQJwBf5wBf+Jwr4rBEfpCCp7Iu3SdNgsUWywUW42U2AyUjD6W2YyU2oxkm3RpWYCqcvzctqmNvb4Qty0u48UuL3/a08fGq3RkGIWUaccRxdXRhIRRp+HVfT6+/lgLL99UR+ZoB/m+4RhOi3ZaT56nM/v7w1zx221sG5BYlq/hsTOXUGpXU67TCVU8TDMSsswP2tv5RWcnlaLIgyedpDoxTSH+09fHT5qa+HNNDZeOU2fp98P32tr4WUcHp9i1PPupFVjScBIQk2S2uQNscQfY4vazdWiIZp+MfMRlTiCVRlOeb6fMZaTUZaTQaaDAkVoZzLbpybbqjlpVnUgkWSEQTeKPSEesfibxhZP4QqlHbyjVpO5gwzrPcIjBsPyWGoNjseog3yqSb7KRb9ZTaDFQYDFQYNFTZDWM/l+PUY0cTFuC8SQ/r+/iqdYhLih3cWF5FktyR5tUvo1DUzgmccHvdrGo1MYt55ViN2n5+fOdvNY0zI7uIFcsy+X280uxGtNjAUJlfJFlhT++3svNjzcTScB3FpVw+5IydGq6YtqhiodpyiteL9GWFlbrdLSewMJalfHlG7t2sdHjoWPVKjJ1E5eGoygKNx84wD09PWktII4lkpTY6wuz2xOieSRCky/MgZEI7cEQvug7X/9MWnAaBTIMAo4MKzajBqtBg8WgwagTMWpFDDoRnUZApxHQiqmVWFFMCRSFg4WUqfzppKyQlBTiyVSzuFhSJppIbZG4TCQhEYrJhOMSwWCEYFwhmFAIf4Au1SYtZJkEXAYLWUYd2Sbdocdcs54ck44ck548s55cs35SvH8q6UVSlvny2mZuW1xGoXXU+czSwL+bE7zUkeCNIT2z8sw8/L/VaDUCd63p4sVGHz+8sJwl5XY++qudfP6UfC5ckD2xJ6Iy7nR4onz2D1t5uSNJiV3g4dPrOKUwY6KHpfIOfBDxoEr/KcTpmZkw2oF6RkNqRUgVEZObYDLJVo+HkzIyJlQ4QKpfxi8qKlCAe3t6OP2RDfzn0mUTXgPxXpi0GhZm21j4NsXe/niSzkCU3lCc3lCM3lCcoWiCwUiCoWiC4ViS4USQtv4AoYRCMJ4SBWONTgSLTsCsA7NWwK41U2DSYNVpsOs12HQa7HotDr0Wh0FDhl6L06Ajw6DFadDiMurINGrV2gKVcUVWFLSiyCcrcnDoNQTiSf66f4A/7k6wKMfG8pIRrq0TqHHF0GpFXmr0sqs7xGdW5bGkPBWtmJ1vpn0oiiwriKKA2x/HE0xQU2CZ4LNTGSskWeF3r/Rwy5MHCCXgutn53LlqpuqgNoVQ38kpin3+fPwNDcxoaHhPARGTJAwaddKRjrQEg+iBS3NyJnooQEpA3FVRgVWj4Rednax4dCPPXryIaufkvPHb9VpqXVZq32fNnqIoRCWZaFJOPUoySVkhMbopioJCyrZREFIRCFEQ0AoCGhG0goBeI6IXBXQaEZNGxKARVacRlUnBwXTY04tS/R76QjHW9o7QNBzhilm5XFsxWpMlNsD+BjZsipJrz2ZVRcp16aCtqyeURBQF1u0f5ptPthJLyIiiwK8/VcHKivR1aFJ5b7a1B/j8fQ1sG5Aoc4g8dUotZxVnTvSwVMYYNW1pGuA/Jgpx0BVjMBbjZbebl9xuSs1mPl1SQpllck4CpyozGhqIKgq2efMwpZnAu7+3lxv378eigb+cU8sF5apdsMrkQlEUIkmZ4XiSkViSkXiSYEI6tEWSMpHkYZGYVBSSRxTQCIBOI6AXUyLQohOx6jTYdIcjQlkmHZkG7ZQuKN/jCfGrnd2s7xvh5vnFXF2dqs26bfsmskwCNy01wqz59A7HOO3OBp64fg7uQIIH1vcxt9DCt84t5e41XeztC3Pf1VUTfDYqHwZPMMFtT7fxx9d7EYCb5hfz3SVlamrkJEJNW1I5iiOjEADNdXVogJ/v349Nq+X/zZrF60ND/KmtjR/NmTOlb3KTkZwT3Nvh/fLZggJmmEx8es9OPv7cbr5YW8DPV85UbxYqE4aiKPjjEv3hOAOROP2hOO5IHHckwUA4lZI2FE0w5AvgTSp4kwrx8chDOwa9AAV6kQKnlXJ7ysa2IsPEnEwLNU7zpE83m+OycN9pVfQEYzQNh1EU0GlE6vvMXDozB0L5DO/czsMNcWZmm5lbZOW6h5uoLbRwwxmpucrsAjPbOgIMBuJk29I7FVLlMImkzL2v93L7Uy34ogqrizT8ftUC5mVZJ3poKuOIKh6mCZq5c2mPRCg+cIDKHTv4e0kJbaEQf1uyBINGwyybjS/V17MvEKDGbp/o4aoAv9i/n5xIhJ/LMto07d9xmtPJxsXL+FzjFv6wu5cXD/TzwEfnsbpALYpTGTsURcEXSx6qSzn42BeO0xeO0ReK0+cL0p+QibxLcy8BcGkFsnQCZSYbC3Q6nFotDq0Wu1aLQ6PBqtVi1WgwiyJmjQajKGIQRXSCgE4Q0AjCoYJ4mZTbXVxRiMsyIUkiJEkEJAlfMoknkWAokaA/FqMvHqfZE2BDv/8tY6owiiwqzmJxto0luTaW5NgmpaAotBoOF1EDF5Vn848WN3NdFh5tttPuj3L7qiibXttKzBNj+dLZWEZdzbSiQJc3hl11YZoUKIrCE9sG+c7f93FgWKbIJvCHk2u4rCJHXYCcBqjf0mmCL5Hgxx0dtCWT/GjmTDbu3ctFgnCo1mEwFqMrEqHEbH7L3/oTCXSimHZpM1OZtlCIp3t7OSUjI22Fw0GKjEaeXbCa33V3c3trCyc91cDV1bn8ZPkM8i2G996ByrQmLsn0hmL0hOL0BGP0hA5ucbqDMXq8AXrjMrF3iBAIQI5OINdgodKiJ1ef2vL0enL0enJ0OrL1erJ1Opw6HZoJntgEkknaolFawmEaw2H2hkLsDnj4e7Obvze7AdAJsDTPzmmFTs4pdrI8z57214G34/O1BQQSSb71ZivzXBa+v6yMuQ4rz3d4kJV9zI22wf4OpIo6/rxhgIWlVgw68VAxtUr6oSgKLzb6uPXRPWzpl7Dp4QfLyvh6XTFmNeo8bVBrHqYZb46M0B6J8LXmZl61WCgcvSHdkpFBXyTCt6qqjrpJKYrCq4ODPN7dTZnFwieLipih1kWMK4qicOPOnWzx+Xh94UKWTKJIUHM4zE3Nzbzk82EV4RuLy/jqvCIcBnWdYrqhKAqeaIKe0UhBz2i04KBA6A3F6RkJ4U688z0oSyuQbzCTbzBQYDCQp9cfejz47xydblJOrI9lJJmkIRBgs9/PhpERNox4CYw2PMzQCJxdnsXHy7M4r9Q1Kb9PcUlGP+rt/9emfv6vsY/XLloAlgbWdSX53H/DvPTtpRRnGo/qVq2SHiiKwkuNPu54fA8beiR0InxhTiG3LSkl26SmmU0F1D4PKm9BVpRDThkbR0a4paWFlxcuBMBTX895wSBfNRioWrLkqAZzSVlmOJFAVhRecrt5ZXCQL86YwUKnc0LOYzrwstvNbY2NE9pR+nhQFIVnPR6+c6CRA1GZDI3AjQtL+fK8QlzGibWbVRkbIknpUPrQsaKgJxR/z2jBwRqAfIOVAoMhJQ5GxUDhqFDI1+sxTuNoZ1KW2R4IsMbr5UVPN1uDEgqp1+4jpS4+XZXLx8pck7KB3/7hMNe8vI9PVmQjK/BG3wiLi4J8e7kxda+qSs86r+mILCs8XT/Ez57ex+a+lGj4bE0B315UQolN7RA9lVDFg8o7IisKMVnmmr17uSg7m49nZfHtlhbaolH+T5IwjAqHd7J3/UNLCwrwpZkzT+Copw+eWIyrN24EYPuKFeToJ++KTlKWeWRggDs7mmmJyhhFuHxWHl+aW8iinLf2XFCZeI4UBamagtHH0X/3efz0xhWGpfeOFhwUAvmjQqDgiMcsnU5dWf6A9MdiPOPx8PTgIK/5fMikIhKXVedx3ZyCt+1jks7sHAryi4YuZEXh+tpCFmZbD9d5HNG5ejB/NpKskOdQUyBPJOGYxF83DnD3swdo8soYNPCZalU0TGVU8aDynvxnaIjfdHURkCRWOhx8sbCQitF6h+H6+kPRh+a6ukM5woqicGtjI3Psdj5VVIQoCLzkdrPV58Oi0fCZsjKs2skXTk8n2kMhbtm2jR/V1HBh9tTowJqUZZ4cHOSP3fvZOJqHMdcs8j91ZVxemaPeiMYZRVEIJFIORIdEwMFi44MCweOn7z1EgV0D+XqRfIOd/CNSiPL1+kORgzyDAcMUSCFKd/piMR53u3mkr41d4VSF+DKbhhuWzeLSiuxD6UGTgYQko9OIb5+qZGngO2sj3Lk5xvl1WXzupHzOqc1U+6KMI+1DEe55rZf7XuvGF1VwGOCLc0r4al0RuWneEFTl+FDFg8r7piMSodRkAiAkScRlGedoJ+OR+noEQUBRFP5UUMDaoSH6olF+UltLhk7HCwMD3N/eztcrK9no9dIfjXJ7TQ32Ce6EPJmZ0dCAfu7cKZuuUR8I8EBvL/8c7MeXTF17Fls1nD+7mPNKXSzIth6VNqfyziRlGXckcUgU9B/hPNQfHt2Gg/THZcLv4kBk16RSiHIN9kNCIG/0MX+0tiDPYMAyRT+Tk51tfj/39fbyuLufqAwFeoEbFpZxfW3hpKyNOJbnOzz8emc3azp9KECBVeDK1UVctSKPOYVq/d1YkEjKPLPTw5/W9vHCbi8KMMspckPtDK6uzsOmdoaeFqjiQeVDscbj4T9DQ9xdWYlOFOmIRFjj9fK7lhZKRJGL9HpK6urIMhh42e1mk9fL8sxMTs/JISHL3LxrF1+vrKR0NIIRl2X06irke6IoCn9obeWjXi8XL1ky0cM5IcRlmTVeL0+43bzgcTMyWhiaqRU4qTiTUwszWJZrp85lnVYOHnFJZjCSwB2JMxA+3J9gIBJnIJwSCv3eEQYSCkOJVDfrt0MAsnUCuXrzIeehvCMKjfMOOhKpomDK4EkkeKivj3u62+iNK9g18NUFpdxYV0TmFKg1avdHeHBvPw83d9E+klLDC3M1XH5yKZctyaE4U41gfhAURaG+M8ifN/TzyIZehiIKGgEuKM/iutn5nF2SqS7kTDNU8aDyoZEUBY0g8Gh/PzcdOECeXs9f58xh9qjDkr+hgYSi8L1IBAoKuLSwEJtOx3A8zl3NzXw0L4+VLhfbfT7WuN00BQJcUljIx/LzJ/jM0pOkLPPrAwd4sreXU7Ranlu1atrlgidkmY1+Py94PKzz9bI9KDGqJdAANWaReYVZzMm0MCfTQmWGiXK7Me198BVFIZiQ8Iw2JvNEkwxG4gxGUv8/KBLckQSDw0EGE/IhEfVO2DSQpxPJNtgOWZLmHisI9HqypogDkcoHJy7LPDYwwF0dzeyPylhF+OqCEr6xoGRKRCJkRWFd7wh/3tfPk639+OOpn6+qsHPJwmwuWZRNiUsVEu/E3t4Qj21x89gbXezzpkTYLKfI1bNKuaYmjwLVXnvaoooHlTHhn243D/f3IysKF2Vnc01+PoIgcCAc5ucNDZyq1fIxvZ7W+fM5EAxyy5493L9oEbtGRni4s5NTs7KYn5HBrw4c4NLCQk7PyZnoU0orhuNxfrx5M+uTSVZqtTy9fLlaM0LKB3+T38/2QIDtgQANAQ+db2Pbk68TKHJaKbQYKLDoyTbpyDLqcBl1OPRa7HoNNr0Wk1bEpBExaUV0oohWFNCKqUZfB5EUBUlWkJTU5CsuKcQkmUhSJirJRJISwYREKCkTTEgE4kn8cQl/IslITGIknmQknsQXS+IbCeIb7V78Li6kQEocZesEsnUCWXo7WaMT/5zRvgTZej25o//P0esxq1EClfeJpCg86Xbz0/Ym9kVkXFqBW5fP4PraQgyTqCbi3YgmJf7b6eXRZjfPdAwSTqR+vihXw8eWFnF+XRYLS63TbkHmSCRZYXObn3/VD/GvzT2HBEOOWeATM/K5qiqPpbm2af0aqaRQxYPKmLJueJi/9PVxVmYml+bmEpEkVm/bxoOzZzPPamWwvp7vRyJEgc8tW8ad+/dTYbXyqeJiIOXQZNfpuLKkRPXvHmXnyAg/bGigW1G4rqCAn1dUqCle74I/mWRfKMTecJjWSIT2aJS2SIS+WJD+uMJ7LNifEIwiODUCTq2AQ2clc7QpmUurJVOnw6XTkanTka3TkaXTkaXX49Rq1dQAlXFFUhQe6e/nB2376Y4rlBtE7jq9hgvLs6bUtTickHihy8sTBwZ5rnOQ4dEFh1yLwNnzcvhIbSZnVDvJdUz9ot++4Rgv7/Xx/G4va3YOMhQ5/FpcUJrHZRU5nFLoUKOTKkehigeVceFgDYM3keDaffu4rayM+TYb9/X08JjbzV2yzB5J4tVkkqv1eqyLF5OUZf7V18eBYJBvVlVN9CmkDds2b+b/hcPcVVXFNWpK13EhKQrueBxPIoE3kcCTSOCXJALJJH5JIirLRGWZiCSRVBQkRSFxxHVPATSCgAYQBQGDKKIXBPSiiFEUMY12VzeLIlaNBrNGg12rxarRYBv9t0OrVV2GVNKaiCRxb08PP+toxS/BGUUZ/Hp1JXNcU6/oOCnLbOj38582Dy/09LBr8LBjQI1L5JTaPFZXOlgx0055lnFSiyhFUWgfirKhxc/65hFe3dVPk/fw+c7P0fDRokIuKHexNNeuLlaovCOqeFAZdx4fGOA7LS2UGo0UGAxcmpPDBdnZ/Lyjg7gs8/nhYQyCQERR+HQoxIryci4qLJy2kYdQMsk/e3v51OAgVRoNtro6umIxSoxqbq6KisqJYyAe5/bWVh7u70crwE0Livnu4rIpbUzQE4yxpsvLaz3DvNrrpitweN6TZxFYUpHJolIbi0qt1BVbKXIa0vI+pSgK3b4YO7tDbOsIsK0jwJZmL32hw+dTYhc4rSCH0wqdnF3sJF+tYVB5n6jiQeWEsX54mBqLBdeoPesXm5qwaTT8rKKCmCzzms/HzXv28LrNhvY9GtBNRQZjMZ7s6eHpzk78wCd1Oh5atWqih6WiojLN2eL387WmHWwPSZQbRO45u5ZzSjIneljjjqIotAeivNnvZ0P/CG8MDLB7SCJ5hJ2xXQ9ziu1U55mpyDFRmWuiPMtIqctIlnV8GxwqisJgIEGHJ0q7J0rzQITmgQhNA2H2dPkPFYgDaEWozdKwMieXlXkOVubbKbNN7kiKysShigeVCeOB3l42+f38sbqafwwM8O+hIebbbNxUUoKsKIiCgL+h4ai/aZ0/n5ZgkIgkMctmmxK5//sCAe5ra2OT14sMzBRFbq6s5PLc3ClxfioqKpOfpCxzb08P32trISTDZ6rzuHv1TDIMk9/a9YMQTUrs9ITYNhhgtyfEHm+I3T4/nshb50cmLeRbRfJcVnLtelxWHRlmLU6zFotBg1kvYtKJ6DQiGhE0ooAkKyRlhaSkEEnIhGISoZiML5zAF07iDSUZ8MfpHwrSF5KJJt86RpdJoNZpp9ZloTbTwqJsG3NdFoxp7jqnMnlQxYPKhOFLJLipuZntgQAlRiNX5+dzrsuF6R1cYg4Kia+Fwzwaj6MHKm02aux2amw26hwOCkab2KUriqLQF42yxefjrJwcanfvpiGZ5LxgkHNcLq7Ky+O8rKxDnbpVVFRU0omuaJQvNTXxks9HgV7g/rNr+Uipa6KHNeF4owkOjERoHo7QHojSEYjSGYzSF4ozEA0zGFaQP9gU6m0RhZT7UZ7JQp5ZT4nVQJndSKnNSIXDRKXDhHMK9OpQSW9U8aAy4QSTSXzJJMXvM6d/88gIL/p8bPH72erz4R39XH7LaOTG0X18w27HotFQYjZTbDJRaDJNWCfmhuFh9gUC7A0E2D04SN/oeB+yWPjkkiUoisJQIkG2fuo7e6iojDe+RIKOaBQBKDUayVC72I85iqLwcH8/3zzQhF+CL9YWcOfKmVO6FuJ4kWQFfzzJ8KhNczghEU7KhJISSTllziAro4YMAmhFAbNWg1krYtFpyDBoyTTosOk1aiGzyoSjigeVSY2iKLRFozQEAsyxWKiyWPDW1zNjZIT4Mc/NEgTuXLiQKpuNQCLBv/r6cOn1OHQ6HDoddq0Ws0ZDpl7/rnmgRxZyD8Vi9EWjjCQSDMXjDMZiDESjzHU4+JrbDcDZgQA7pZRBaLUosjovj5McDs7KzFQnNirTirAk0RwOE5AkcvV6Kkc7zB9JRJJ41uNhjddLWJIoNhj4QmEhpaNRRX8yyd2dnTzc30++Xs/nCwu5atSFrCMS4Y62NhpDIUwaDWc4ndxaVqbmdY8TndEo1zVuYa1fosok8uj5C1iQbZvoYamoqIwzH0Q8qB2pVNIOQRCYYTIx44h0pcwFC2hPJGgKhzkQiXAgEqE1EqEzGqWuuZkCUWRnMskfgsG37E8EehwOBEHg6Xicr4XDaAGZlE2nBFRrNLxgS90gH45EuDcWe8t+bD4f9lHh/EOvF60gMM+a8vNXUZmOJGSZP/f18VBfH3atljy9nhuLi1lktx8lyIOSxHAyyWKbjRKjkU1+P99pbeVP1dVYNBr+PTTE+pERWleu5I3hYX7R2Ump0cgpTidPDQ7iSSTYtGQJ3dEoNx84wN8HBrg8L2/aureNJyVGI88uWM1vurq4o62V5f/Yxp2rKrhhXqH6WquoqACqeFCZRGTodCxzOFjmcLzt7xdKEq+FQvTHYniTSbyJBMPJJAlZxlFRAUCJz8dJXV1IioJASqhogEqzGfvocy70+SgNBsnUask3GCgwGCjQ64+KKJyZOfVdSVRU3omDk/ZNfj9/Hxjgufnzcel0/Larizva2vhPXR0KHOri7dBq+WRODvbRDuqlRiM3NzfTFA5TbTazOxjk7NHv1AKbjZUOB/8cHGR1Rgat0Sgfz84GIFuv51Snk2c9npR4OOIYKmOHRhD4WkkJJ2dk8JnGBr66/gAvd/t46IxqNfdeRUVFFQ8qUwezRsNSu/1dn3Oq08mpTue7Pudkp5OT3+M5KirTmYMr0L2xGBIcsmpe6XDwt4EBAskkNu3h24teFNGLIpKioBEEBuJxemIx5lut9I6K/UWjkT+zRkOBwcC64WFkRSGYTJIxui+DKOLUahmIH5vAqDIeLLLbeWPxSr6yfz+PtbtZ9Nc3efyC+SzOeffrrIqKytRG9YxUUVFRUflQJBWFzCNEgkWjIUOrpe9tJvfyqHDojcX4QVsbNxQXIwrCoULRI2z2MYkiMVlGKwhoBIGYnPqtoijoBYExMLhReZ/YtFoeqKnhV5WV9MRlVj2xnfsb+yZ6WCoqKhOIGnlQUVFRUXnfyIpCRJaJj07og6PGAZASD75EArMo4m9oOBRpOMiwLHNdOMxyjYaLBwbwu90oioI1GuXA8DD+vj4SisJAPE5mMklgxw5yIhHe9Pn4WH8/ALuiUSpkGX9DwzvWPERnz+bWlhaKjEYqTSaqLRaqzGbME+TONtkRBIHrCgtZbLfzP7u387lXm9ji9vPrkyoxaNQ1SBWV6YYqHlRUVFRU3hcj9fX8XzzOw7EYhaLIcq2WzljsUL+WPknCGw5j37fvLZ3kY1w+oq8AABjhSURBVJLEb1pamJedzaXFxXQc8bsqr5df7N/PefPnE0om+UdjIxfk59Oanc28QIDbGhs5aeZMfIkEL3Z28qWZM2m1vb0D0IyGBvbs3MlfjzFPEIBZosiW1avRiiIRSUIvimr/lQ/AQpuNdYtWcM3evfxxTx87O93885Kl5FkMEz00FRWVE4hq1aqioqIyzVAUhZ5YjL3hMPtCIeZYLJyemfmW7u/HcqwgSMoy321spNpmY35GBq+43ehEkS/NnElcllkzMMAqlwuHTse9ra38rauLU7Ky0IkicVnmY/n5rHK5iEkSD3d28sLAABpBYKXLxVdHDQwAXnK7+VtnJyaNhrNzc7mwoOA9zzGYTDIQjdIRDtMWDtMaCiH4fDxitQJwTzTK3dEoKzMzOS8riwuzsshS+7K8LyRF4butrfyyq4tCvcC/L1zIQtXOVUVlUqP2eVBRUVFRASAuy+jFVGrJg729/KW/nz1+P4EjnnOlXs8vzOa3iIN342DK0GAsxt3/v707DY6rPNA9/pzTm9StpbVYstq2bO22JduSWewAJkw2CBDCQMYwDDeXCwkQchNC7kyRbUgmIWQCcxNCwhICCcsEQgJhC8RAAIMXvFu28SLLlrzJslZrtVrq7nPmQzQUYcBItqSj7v7/qvhmVz1lU5b+6nPet75efdGoZqSm6sbSUvlcLkUtS48fOqRP5+crx+vVyo4ODcRi8rtcchmG/MMXPmYNf8MetSwNDm/1mOP/KMxLLS16uqlJO3t6FJHkkvR3WVn66owZnKY2Qo8fOaIb6nbJZUiPfqpSl5RMcXoSgBNEPABAEhq0LG3p7dW6nh6t6+nR+o4OZRiGXhl+xOfOcFi/HBzUrIwMFQUCKgoEVBwIqMjvVzBJf+reH43qzfZ2vdbWpnUdHfpRaqqu9PmUUV2tQcuSbwJCJp6t7e7WZW/XqjVi60eLi3TzwkLugwDiEPEAAEmgIxJRpsslt2lqdVeXLqit1buvNyw1TZXn5enbFRUyDENRy5LLMPjm7gN0DQ3J53Kpcts2NcRiuqivT/+vuFjXhUJK4WXrD3QgHNY/bF2nbccsXVdZoJ8vKZOHF6mBuEI8AEACiliW1vT06JXOTr3c1KRtsZiWpaVpgduto5alq1wuVWVmqiojQ3PT05XO7ecnbHNXl27bskVNtq0S09QjNTWq+YCXtCF1R6O6cvt2vXr0qM4tzNIfzq1UupczWYB4QTwAQIK5oa5OTzU3v/OuQpZhaGFurq6aOVMlwy8BY2wNxmJ64tAh/bqxUYak/ygv1zUjeFk7WUUsSzfW1+uh5mYtDLj0wj9wEhMQL0YTD/xYAAAmma5IRM+2t8uWdElLiySpt79fFS6XambM0KLsbFWkp3PM6DjzuVz6/MyZOi0rS9+rrdVXdu9WVSCgRZmZTk+blDymqbvLyzXd59Ot+/bpjMfX6qXPnaqyoN/paQDGEJ88AMAkELNtLevo0KNHjmhZe7uGJM0yTf12yRIZhiHLtt+5jRkTrzsSUf3mzVrq9SpjFKdSJavfHD6sr+zerRyPoRcvrtGpeRlOTwJwHDy2BABxpP7YMV20YYP2W5YMSQuDQX0yL0/nTJmiDN5bmFSKa2sVsW0Nzp2rkI9Hco7nT+3t+vyOt+UxpD9dVK2zQ0GnJwH4AMQDAExyHZGIorat1B07NGTbOq+3V6dNn66/D4WUl5Li9Dx8gKhl6f+uWiVT0sqzzuLToA+xsqtLl26rVcSWfndulT5bnOv0JADvYzTxwFlqADCBjsViumP/fs1dtUo3r18vSTpUU6NfLVmi64qLCYdJzm2aKp86VbWxmFZ2dTk9Z9I7KxjUsupTlOEydOmf39Zju1ucngTgJBEPADBBXuvs1IKVK/XdxkZlm6bmlZW9c6szdy/Ej0uGT1x69MgRh5fEh5r0dL1cc5oKvIaufGWnHthx2OlJAE4C8QAA42zIsnTznj26cOtWddm2biwt1SNnnaWP5+U5PQ0nYFYgoBLT1Nq2NqenxI1yv19/WbhIs3ymvvj6bt215ZDTkwCcIOIBAMZZ/5Yt2tDcrNNcLj20aJEumz5dHpN/fuNZQVaWGi1L1ijfG0xmhSkpeqnmdFWkmrpx5R7dvumA05MAnADueQCAcRKOxTS0bZtchqHvLl4sv8slN9GQENLcbqVI4mGz0ZmekqKXahbrwto1uvmtBlm2rW+cMtPpWQBGga9iADAObNvW5du3695wWA3V1crweAiHBHLLnDnaGwzyrsoJyPN69UL1Ys33m/rmmkZ9f/0+pycBGAW+kgHAOHiwuVkvd3ZqfZCz7RNRcW0tl8WdhCler16s+YhqAi59d90+AgKII8QDAIyxmG3rtvp6TTUM3VRa6vQcjLG/tLbqznBYvdGo01PiWrbHo+erF2vhcEDwDgQQH4gHABhjy48e1RHb1qcLCxVw82pZIolalh7dtUv3hMNOT0kI2R6Pnq1erHl+Uze/1aAfExDApEc8AMAY29bXJ0lalJ3t8BKMtScOHVK9ZemGmTOVThiOiRyPR38afgfiG2816Ke1B52eBOA4iAcAGGPdsZg8koIej9NTMIbq+/r064YGFZum/qWw0Ok5CWWK16vnqxdrbqqpr6/aq/u3c5EcMFkRDwAwxq4LhVSXmalCv9/pKRgjreGwvrFxo2KSHliwQKkul9OTEs5fA2KRSlJMXb98tx7exQ3ewGREPADAGJvq88nPEZ4JZfqOHTIl/XLOHC3OzHR6TsIq8Pn0QvXpKvQZuvrVXfrDnlanJwF4D+IBAMZBs2XpntWrdejYMaen4CT0R6Mqrq3VdNPUxjPP1GX5+U5PSniFKSl6sfp05XsM/dPLO7Rsf4fTkwC8C/EAAOOgrbhY/zk0pNs3btSQZTk9ByfgtdZWLV21SmujUWVUVyuDF6QnTFFqqp5bcIrSXYYueXGbVhzucnoSgGHEAwCMg7OCQX1txgxtiMV0265ditm205MwQuFYTD+tr9d3hh9V8pWUOD0pKVWmpemZ+TVyG9IFz9VqY2uv05MAiHgAgHHzg+JinZ+To5dbW/Wtt99WOBZzehI+xNrOTl21apX+0NSkRS6X1ixerLOzspyelbROzcjQk/OqFbGl85/ZpL3dA05PApIe8QAA48RlGHqsslKX5+VpRUeHfr9undOTcBzNAwP6561b1WZZ+nFJiV4580xN8/mcnpX0lgSDemhOpdojtj7xh/U63D/o9CQgqRn2KD9Kn+bz2XvOOGOc5gBA4rFsW7fv369LOzuVb5ras2CBJMnkRCbHdQwO6nA4rM82NkqSns3P10ezslSYkuLwMrzXw83N+lJdnar8pt78x48oK4V7VICxYty9vMm27ekj+rXEAwBMnJ7aWt0fDuu5SETXzJunBcGg05OS0qGBAT1x8KBePHxY2YahVRkZyqupcXoWPsSdBw7oWw0NOiPdpVevOEMpbu7bAMbCaOKBoyMAYAJlVFera+9e1R48qC/V1urMnBxdW1SksrQ0p6clPNu2tbmrS082NemN9nbZkua7XPrm7Nmakpvr9DyMwNcKC9UyNKSfHTqk//WXXXr8U3PkNnkCG5hIxAMATLBbS0p0VUGBvt/YqCfb2rSqo0OnZWXpWxUVyudxmTFn2bZMw9D02lpd2NOjo7at87Kz9bUZM7QkGJTB42Nx5YclJTo0OKgn97Yp6w23fnlOOX+HwAQiHgDAAaV+vx6prNRNvb268+BBrWhrU83OnUoxDL01e7ZMw9AUXtY9YUeHhrSyo0MvtbSo+tgx3eb3S4ah+yorNdvvV5nf7/REnCDTMPTgnDnqjkb1qx3Nmp7m0y2nzXJ6FpA0iAcAcFBNeroenjtXA7GYUl0u9dTW6tlNm/Tw0JBOCQb1sbw8nZ2bq2yv1+mpk1774KBeaW3VivZ2be3uliXJK2lBQYEyKiokSZ9xdCHGitc09dvKSp23+S19d90+lWam6opybv8GJgIvTAPAJPNSR4d+09ysZe3tGtJfz9RekJmpa2bN0kLuHHhH59CQNnd16YycHFVu26Y10agu7utTqqRP5ubqM7m5uiAnR0EPp/IkqqbBQZ2zcY1aI7aev3C+zi3MdnoSEJc4bQkAEkBPNKo/d3Toj21t+kt7ux4JBLTE49Ggbetqr1cLMjNVHQyqKBCQKwme+W7s79fbPT3a1t2tutZW1VuWJOmJQEAf9Xjknz9fL3d26pysLPldnMKTLHb09+uTmzcoYtla8blTVD0l3elJQNwhHgAgwYRjMbkNQ27T1IoNG3ReX5/++1/vNEnlwaDmpKfrS8XFcX9/RH80qob+fu3t71dBSooWZWeruLZW5/T0aNdwMEw3DJ2dl6clwaDOy8lRPo91JbVVXV26YEutcj2G1l+xWKEA7wsBo0E8AECC64pEtLq7W291d2ttT482dXcryzC0MTNTkvTw4KAeGBxUKDtbhX6/pqWkKJSaqpl+v+MvYlu2rc6hIfXHYpo5/OLyyy0teq65WYe6u9X6rq9LF3s8ui8QUEZ1tZ5qbZXLMHR6RoZCvEyO9/h9S4uu2rlTCwMuLb/iI0r38lonMFLc8wAACS7o8ej83FydP3w/Qcy2dWRoSBnD31SnNDUptnevVrS3y3rX7/t7j0f3BgKSpJvS0rS3v19ZXq+CHo/S3W6lu91aGAyqZPjeiR09PZIkj2nKZRgyJRmGoXyfTykul6KWpd19fRqyLA1alsKxmI4N//fZggK5TVN1vb26v7FRR4eG1NPfr1bbVlTSTNPU2oyMvw4Lh1UfDqs8PV0f9/s1x+/X3EBA89PSlDF8fO2leXnj/ueK+LU0P1+7jx3Tbfv363PLtuuFC+dxBwQwDvjkAQAS2KBlad/AgBrCYTUODGhWSso7wXHZqlV6NRLRsff8nltTU/WF4Qip6u5W+/t8nXgyENBZHo/aLUtVw4HxXtsyMjTFNLUmGtXSvj5NMQzlp6WpwOtVyOfTrJQU3VRYKEmKWJbchsF5/Tgptm3rhro6PXzkiK6vDOmej5bx/xQwAnzyAACQJPlMUxWBgCqGP214tyfOPFOS1B+LqTMS0dFoVF2RiIpSU9/5af8thw+rNxrVoGUpatuy9NdPOWYXFCgjNVWeWEy3NjUpxTTlNU2luVxKc7mU7nJpWkaGUlwufcK2dVQ67jdxHn5CjDFgGIbuKi/XgXBY920/rKqcgL48b5rTs4CEwicPAAAgoRyNRPTRjW+pIWzpmfOr9JmiXKcnAZPaaD554Ec9AAAgoWR5PHp6/qnK8Rj6x2Vva0t7n9OTgIRBPAAAgIRT4vfrd1XVitjSZ57eqNZjQ05PAhIC8QAAABLSRzIz9YuK2To4ZOuSp9YqHI05PQmIe8QDAABIWFdOnaqvTp+uVT0xXf1anUb7rieAv0U8AACAhHZbSYkuys3V4/Wt+vdNB5yeA8Q14gEAACQ00zD0wOzZmuc39e01jXpxX4fTk4C4RTwAAICEl+Z264l5pynoNnT5sm3a1sEJTMCJIB4AAEBSmJWaqscr5ytsSRc9vUntA5zABIwW8QAAAJLG2VlZ+mlZufYNWlr61DpFLcvpSUBcIR4AAEBSuToU0rWhkF7vjupbaxqdngPEFeIBAAAkndtLS7U43aU7Nh/Ub3Y2Oz0HiBvEAwAASDpe09Tv5i3STJ+h61+v09ojPU5PAuIC8QAAAJJSnterx6sWymVIlz6/WW28QA18KOIBAAAkrer0dP28fLaahmwtfWqdIjFeoAaOh3gAAABJ7YqpU3VdKKTl3VHduHKP03OASY14AAAASe+O0lL9XaZb9759mBeogeMgHgAAQNJzm6YeqjxdM7yGblhexw3UwAcgHgAAACRN8Xr1SGW1orZ08TPcQA28H+IBAABg2KLMTP2krFwNYUtXvLJTMct2ehIwqRAPAAAA7/KFUEj/p6BArxw8qu+t3+f0HGBSIR4AAADe4ydlZTo1zaUfbtivVw52Oj0HmDSIBwAAgPfwmaYeqjxV6S5p6Qvb1NA94PQkYFIgHgAAAN5HcWqqHpk7T90xW5c8vV7HIjGnJwGOIx4AAAA+wKdycvTtWbO0pd/iAjlAxAMAAMBxfWPmTH08K0sP7GjWb+tanJ4DOIp4AAAAOA7TMPTAnDkKeQ198bWd2trOBXJIXsQDAADAh8j3evXY8AVylz67Sd2DUacnAY4gHgAAAEbg9MxM/XtJqfaELV27vE62zQVySD7EAwAAwAhdP22aLs7N1e/3tOmX2w87PQeYcMQDAADACBmGoXsqKlTkM3Xjm/Xa0Nrj9CRgQhEPAAAAoxD0ePTbqhoZkj733GYdDUecngRMGOIBAABglKrT0/UfZeXaP2jrC6/z/gOSB/EAAABwAq4uKNClU6bojw3tun97s9NzgAlBPAAAAJwAwzB0V3m5ZvoMffXN3VrfwvsPSHzEAwAAwAnK8nj0WNVCGZIue76W+x+Q8IgHAACAk1CTnq4fl5apcZD7H5D4iAcAAICT9MVQSBcN3//wn7tbnJ4DjBviAQAA4CQZhqGfl5cr5DV07Wu7tLW9z+lJwLggHgAAAMbAFK9Xj1VWK2pLlz23Sf2RmNOTgDFHPAAAAIyR0zMz9W9Fxdo1YOmmlXucngOMOeIBAABgDN04Y4Y+lpWlX+1o1jMNbU7PAcYU8QAAADCGTMPQfRUVynEbuurl7WrsGXB6EjBmiAcAAIAxNj0lRQ/OqVJ3TLr86Q2KxCynJwFjgngAAAAYB5/KydHXZ8zQur6Yvr9hv9NzgDFBPAAAAIyTW4qKtDDg0m0b9mvl4S6n5wAnjXgAAAAYJ17T1INzF8pnSle8sEUd4YjTk4CTQjwAAACMo4pAQD8pq9DBIVtXv7pLtm07PQk4YcQDAADAOPv81Klampen5/Z16IEdzU7PAU4Y8QAAADDODMPQnWVlKvQZ+tqbuzm+FXGLeAAAAJgAQY9H91TM0zFLWvr0Bg1yfCviEPEAAAAwQT6Wna1/LizUhr6Y/nVto9NzgFEjHgAAACbQLbNmaVG6S3dsPqjXDh11eg4wKsQDAADABHKbph6ce6oCpnT1sq3qHYo6PQkYMeIBAABgghWnpuoHJWXaP2jr+uW7Ob4VcYN4AAAAcMB1oZAuzMnRY/WterSuxek5wIgQDwAAAA4wDEP3zp6tkNfQl1/fxfGtiAvEAwAAgENyPB7dP3ue+izpqmc3yOLxJUxyxAMAAICDPpadrWtDIb3ZE9PPthxyeg5wXMQDAACAw24tLlZZiqmbV+/VprZep+cAH4h4AAAAcFia262HKmskSVc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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set figure size and dpi (dots per inch)\n", "plt.figure(figsize=(10, 6), dpi=80)\n", "\n", "# Create a new subplot from a grid of 1x1\n", "plt.subplot(111)\n", "\n", "\n", "def f(x,y):\n", " return (1-x/2+x**5+y**3)*np.exp(-x**2-y**2)\n", "\n", "n = 256\n", "x = np.linspace(-3, 3, n)\n", "y = np.linspace(-3, 3, n)\n", "X,Y = np.meshgrid(x, y)\n", "\n", "plt.axes([0.025, 0.025, 0.95, 0.95])\n", "\n", "plt.contourf(X, Y, f(X,Y), 8, alpha=.75, cmap=plt.cm.hot)\n", "C = plt.contour(X, Y, f(X,Y), 8, colors='black')\n", "plt.clabel(C, inline=1, fontsize=10)\n", "\n", "plt.xticks([]), plt.yticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "--------\n", "\n", "- **3D plot** \n", " Represent a 3-dimensional surface. To use 3D graphics in matplotlib, we first need to create an axes instance of the class `Axes3D`. 3D axes can be added to a matplotlib figure canvas in exactly the same way as 2D axes, but a conventient way to create a 3D axis instance is to use the projection='3d' keyword argument to the add_axes or add_subplot functions.\n", " \n", " Note: You can't rotate the plot in jupyter notebook. Plot it as a standalone module to zoom around and visualize it by rotating." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "# create figure and set figure size and dpi (dots per inch)\n", "fig = plt.figure(figsize=(10, 6), dpi=80)\n", "ax = Axes3D(fig)\n", "\n", "# inputs\n", "X = np.arange(-4, 4, 0.25)\n", "Y = np.arange(-4, 4, 0.25)\n", "\n", "X, Y = np.meshgrid(X, Y)\n", "\n", "# 3D surface\n", "R = np.sqrt(X**2 + Y**2)\n", "Z = np.sin(R)\n", "\n", "ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=plt.cm.hot)\n", "ax.contourf(X, Y, Z, zdir='z', offset=-2, cmap=plt.cm.hot)\n", "\n", "# set z axis limit\n", "ax.set_zlim(-3, 3)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "--------\n", "\n", "- **3D Surface Plot**" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "alpha = 0.7\n", "phi_ext = 2 * np.pi * 0.5\n", "\n", "def flux_qubit_potential(phi_m, phi_p):\n", " return 2 + alpha - 2 * np.cos(phi_p)*np.cos(phi_m) - alpha * np.cos(phi_ext - 2*phi_p)\n", "\n", "phi_m = np.linspace(0, 2*np.pi, 100)\n", "phi_p = np.linspace(0, 2*np.pi, 100)\n", "X,Y = np.meshgrid(phi_p, phi_m)\n", "Z = flux_qubit_potential(X, Y).T" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(25, 10))\n", "\n", "# `ax` is a 3D-aware axis instance, because of the projection='3d' keyword argument to add_subplot\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "\n", "p = ax.plot_surface(X, Y, Z, rstride=4, cstride=4, linewidth=0)\n", "\n", "# surface_plot with color grading and color bar\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=plt.cm.coolwarm, linewidth=0, antialiased=False)\n", "cb = fig.colorbar(p, shrink=0.5)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "--------\n", "\n", "- **3D Wireframe Plot**" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(25, 10))\n", "\n", "# `ax` is a 3D-aware axis instance, because of the projection='3d' keyword argument to add_subplot\n", "ax = fig.add_subplot(1, 1, 1, projection='3d')\n", "\n", "# create and plot a wireframe\n", "p = ax.plot_wireframe(X, Y, Z, rstride=4, cstride=4)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "--------\n", "\n", "- **Coutour plots with axis level projections**" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(18, 8))\n", "\n", "# `ax` is a 3D-aware axis instance, because of the projection='3d' keyword argument to add_subplot\n", "ax = fig.add_subplot(1, 1, 1, projection='3d')\n", "\n", "ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "cset = ax.contour(X, Y, Z, zdir='z', offset=-np.pi, cmap=plt.cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='x', offset=-np.pi, cmap=plt.cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='y', offset=3*np.pi, cmap=plt.cm.coolwarm)\n", "\n", "ax.set_xlim3d(-np.pi, 2*np.pi);\n", "ax.set_ylim3d(0, 3*np.pi);\n", "ax.set_zlim3d(-np.pi, 2*np.pi);\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Changing viewing angle**\n", " - We can change the perspective of a 3D plot using the `view_init` function, which takes two arguments: the elevation and the azimuth angles (unit degrees)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 8))\n", "\n", "# `ax` is a 3D-aware axis instance, because of the projection='3d' keyword argument to add_subplot\n", "ax = fig.add_subplot(2, 1, 1, projection='3d')\n", "ax.plot_wireframe(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "ax.view_init(30, 45)\n", "\n", "# `ax` is a 3D-aware axis instance, because of the projection='3d' keyword argument to add_subplot\n", "ax = fig.add_subplot(2,1,2, projection='3d')\n", "ax.plot_wireframe(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "ax.view_init(70, 30)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Reference**\n", "\n", " - Adapted slightly from [Scipy-matplotlib-guide](http://www.scipy-lectures.org/intro/matplotlib/)" ] } ], "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }