{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "\n", "**This is a fixed-text formatted version of a Jupyter notebook**\n", "\n", "- Try online [![Binder](https://static.mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.17?urlpath=lab/tree/detect.ipynb)\n", "- You can contribute with your own notebooks in this\n", "[GitHub repository](https://github.com/gammapy/gammapy/tree/master/tutorials).\n", "- **Source files:**\n", "[detect.ipynb](../_static/notebooks/detect.ipynb) |\n", "[detect.py](../_static/notebooks/detect.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Source detection with Gammapy\n", "\n", "## Context\n", "\n", "The first task in a source catalogue production is to identify significant excesses in the data that can be associated to unknown sources and provide a preliminary parametrization in term of position, extent, and flux. In this notebook we will use Fermi-LAT data to illustrate how to detect candidate sources in counts images with known background.\n", "\n", "**Objective: build a list of significant excesses in a Fermi-LAT map**\n", "\n", "\n", "## Proposed approach \n", "\n", "This notebook show how to do source detection with Gammapy using the methods available in `~gammapy.estimators`.\n", "We will use images from a Fermi-LAT 3FHL high-energy Galactic center dataset to do this:\n", "\n", "* perform adaptive smoothing on counts image\n", "* produce 2-dimensional test-statistics (TS)\n", "* run a peak finder to detect point-source candidates\n", "* compute Li & Ma significance images\n", "* estimate source candidates radius and excess counts\n", "\n", "Note that what we do here is a quick-look analysis, the production of real source catalogs use more elaborate procedures.\n", "\n", "We will work with the following functions and classes:\n", "\n", "* `~gammapy.maps.WcsNDMap`\n", "* `~gammapy.estimators.ASmoothEstimator`\n", "* `~gammapy.estimators.TSMapEstimator`\n", "* `~gammapy.estimators.utils.find_peaks`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "As always, let's get started with some setup ..." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "from gammapy.maps import Map\n", "from gammapy.estimators import (\n", " ASmoothMapEstimator,\n", " TSMapEstimator,\n", ")\n", "from gammapy.estimators.utils import find_peaks\n", "from gammapy.datasets import MapDataset\n", "from gammapy.catalog import SOURCE_CATALOGS\n", "from gammapy.modeling.models import (\n", " BackgroundModel,\n", " SkyModel,\n", " PowerLawSpectralModel,\n", " PointSpatialModel,\n", ")\n", "from gammapy.irf import PSFMap, EnergyDependentTablePSF\n", "from astropy.coordinates import SkyCoord\n", "import astropy.units as u\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in input images\n", "\n", "We first read in the counts cube and sum over the energy axis:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/terrier/Code/gammapy-dev/gammapy-docs/build/v0.17/gammapy/gammapy/utils/interpolation.py:163: RuntimeWarning: overflow encountered in log\n", " return np.log(values)\n" ] } ], "source": [ "counts = Map.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-counts-cube.fits.gz\"\n", ")\n", "background = Map.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-background-cube.fits.gz\"\n", ")\n", "background = BackgroundModel(background, datasets_names=[\"fermi-3fhl-gc\"])\n", "\n", "exposure = Map.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-exposure-cube.fits.gz\"\n", ")\n", "# unit is not properly stored on the file. We add it manually\n", "exposure.unit = \"cm2s\"\n", "mask_safe = counts.copy(data=np.ones_like(counts.data).astype(\"bool\"))\n", "\n", "psf = EnergyDependentTablePSF.read(\n", " \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-psf-cube.fits.gz\"\n", ")\n", "psfmap = PSFMap.from_energy_dependent_table_psf(psf)\n", "\n", "dataset = MapDataset(\n", " counts=counts,\n", " models=[background],\n", " exposure=exposure,\n", " psf=psfmap,\n", " mask_safe=mask_safe,\n", " name=\"fermi-3fhl-gc\",\n", ")\n", "\n", "dataset = dataset.to_image()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adaptive smoothing\n", " \n", "For visualisation purpose it can be nice to look at a smoothed counts image. This can be performed using the adaptive smoothing algorithm from [Ebeling et al. (2006)](https://ui.adsabs.harvard.edu/abs/2006MNRAS.368...65E/abstract).\n", " \n", "In the following example the `threshold` argument gives the minimum significance expected, values below are clipped." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.26 s, sys: 551 ms, total: 1.81 s\n", "Wall time: 1.82 s\n" ] }, { "data": { "text/plain": [ "(
,\n", " ,\n", " )" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "scales = u.Quantity(np.arange(0.05, 1, 0.05), unit=\"deg\")\n", "smooth = ASmoothMapEstimator(threshold=3, scales=scales)\n", "images = smooth.run(dataset)\n", "\n", "plt.figure(figsize=(15, 5))\n", "images[\"counts\"].plot(add_cbar=True, vmax=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## TS map estimation\n", "\n", "The Test Statistic, TS = 2 ∆ log L ([Mattox et al. 1996](https://ui.adsabs.harvard.edu/abs/1996ApJ...461..396M/abstract)), compares the likelihood function L optimized with and without a given source.\n", "The TS map is computed by fitting by a single amplitude parameter on each pixel as described in Appendix A of [Stewart (2009)](https://ui.adsabs.harvard.edu/abs/2009A%26A...495..989S/abstract). The fit is simplified by finding roots of the derivative of the fit statistics (default settings use [Brent's method](https://en.wikipedia.org/wiki/Brent%27s_method)).\n", "\n", "We first need to define the model that will be used to test for the existence of a source. Here, we use a point source." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "spatial_model = PointSpatialModel()\n", "spectral_model = PowerLawSpectralModel(index=2)\n", "model = SkyModel(spatial_model=spatial_model, spectral_model=spectral_model)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 9.7 s, sys: 419 ms, total: 10.1 s\n", "Wall time: 10.1 s\n" ] } ], "source": [ "%%time\n", "estimator = TSMapEstimator(model)\n", "images = estimator.run(dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot resulting images" ] }, { "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": [ "plt.figure(figsize=(15, 5))\n", "images[\"sqrt_ts\"].plot(add_cbar=True);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/terrier/Code/anaconda3/envs/gammapy-dev/lib/python3.7/site-packages/matplotlib/colors.py:527: RuntimeWarning: invalid value encountered in less\n", " xa[xa < 0] = -1\n", "/Users/terrier/Code/anaconda3/envs/gammapy-dev/lib/python3.7/site-packages/matplotlib/colors.py:527: RuntimeWarning: invalid value encountered in less\n", " xa[xa < 0] = -1\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqUAAAFJCAYAAACitlRWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOy9b4xlW3re9dt1a+qW69aUy+VyTbtTaWo67ctlNB4SayRQgqKIIGERC1AUpCjYQAgf+OIYgoQACUVCygcEAiIhiKwAQU5EIImlSAglIJKIIIHR2B45w3i4ubpTND3tnnJNuVxTU1NT07c2H/Z+Zj3r3Wvtc07fvre7JuuRSqfO2f/WXn/f9f553q7vexoaGhoaGhoaGhpeJdZedQEaGhoaGhoaGhoamlDa0NDQ0NDQ0NDwytGE0oaGhoaGhoaGhleOJpQ2NDQ0NDQ0NDS8cjShtKGhoaGhoaGh4ZWjCaUNDQ0NDQ0NDQ2vHE0obWhoaGhoaGh4hei67r/uuu6k67ovvaT7/Y2u6867rvsfw++f7rrul7qu+/td1/33XddtvIznvSw0obShoaGhoaGh4dXiLwA/+RLv9x8BP1P4/T8E/tO+738M+C3gT7zEZ35oNKG0oaGhoaGhoeEVou/7/w0489+6rvtdo8bzl7uu+7td172zwv3+V+Cb4X4d8E8Cf3X86b8F/vkPV/KXi/VXXYCGhoaGhoaGhoYJfh741/u+//td1/1jwH/BIFS+KH4YOO/7/vn4/QnwOz5kGV8qmlDa0NDQ0NDQ0PAaoeu6beD3An9lUHAC8OZ47A8D/0Hhsq/1ff9Pz9228NtrlWu+CaUNDQ0NDQ0NDa8X1hi0mr87Huj7/heBX3yBe54Cu13XrY/a0kPg6Ycr5stF8yltaGhoaGhoaHiN0Pf9BfDVruv+BRj8Qbuu+0c/5D174G8Df2T86V8G/vqHKuhLRjeUsaGhoaGhoaGh4VWg67r/DvgDwD7wdeBPA38L+C+BHwU+Afzlvu9LZvvS/f4u8A6wDXwD+BN93//NruseAn8Z2AN+Ffjpvu+/83Lf5sVx54TSrut+oe/7Es1BQ0PrHw2zaP2jYQ6tfzTMofWPjx53USj9Vt/3b73qcjS8nmj9o2EOrX80zKH1j4Y5tP7x0aP5lDY0NDQ0NDQ0NLxy3Lno+42Nja3Pf/7zd0u92/CxYW9vj9Y/Gmpo/aNhDq1/NMxhY+O1yshZxU/+5E/2p6enK13zy7/8y3+z7/uXmVHqhXDnhNIf//Ef5wtf+MKrLkZDQ0NDQ0PDP0D4/Oc//6qLsBROT09XlpO6rtv/iIqzEu6cUNrQ0NDQ0NDQ0DCH21ddgBfCnRZKu66j73ss20GGHWBz/H97/NQLXwMXwHnl3vG+D0kOuBfjfbbG78+B48L1Xs7afQVtUXbGe1+M358B9+zY7fibsGflegrcWLn2Gd4T4CQ8Zxu4ZGDSXVTmEt4Gdsf/b8f7HIdzHoyfW1bGS/sNUvtcjZ86T+XWPdV+9+zYkyXKfATI4LJOau9ThrpSf3hOGbr/ovqI1yx7/uFYjpPK8V3gt+x+pfKoTUvGmh1SX4Kh3VTn66T2uGSo+107tk6a1m7Gc27G75Ft+b6VY228Tm26Mf6pjh+HMpXqS+1yOP6vPn9ZON+f7eOjVB9vAwfj/5sMfUnv8n44d5V23Bvvq3JfFe5XQ3yO32edob4c2wzvDEM9PmOKbftUe9+Qt9sWw3hSG8f5QGUTvIwPGNqzxrr9cDweyw7wyMoO07nhkhdHDNwttZ/qZo+hX/qcAMOYgaFu1kn9+PhDlOuA4T3j3A3DmFsnja3ac3zsv21l9XF6AXwlXHeP9M6XYxlKAc61vj63lvnvsR/rvbycQq3f+n1rzyrhzfHcewz9XX3+OcMYV0J5tfVnx8+t8RzV/Rn5nLcG/OYdCwYf0NOE0tcAj0iDb42hU6kzXjI0kSaCrfFcCUdPmRdwbknCzQ5DR9Yi+3y875mdr0Gyxzz2GSZDTYhX42+aCLdJjXQzliNO2j6Jbtj5t0y7pY5tkU/Iz5m+866V/5RckLglvf8tecScyqG6XSfV3Sbwg6S8ZpqMde+z8Tpde49h8tI7v8c87lm5VGYXSuMiKoH/Sfg9ToL6/sNjHV1bGeNC3nUde6Q23AK+Uelbl9Q3RlSOxXaKGws/fkGOdxkEBhjaQteq796GT/WttfHc2Pce2XFdo/qPi73qejOUKwrY+6T+pEVFbXjA9P2f2vk+pv2eeu49QKGznwA+oBztGdtfguyJHfdySMAVjgv31D2ek88V8Xl+Xwm7vmnxzUFtYXcBT/WxE865Gq/XAh7LNIeSsOl4n9RmEbfjM70+nls5N5Yoy659npDG2jJQPdwy1GMcv+qbe+TzvGNZwekT4/FdhvfSsy9I/WXN/hY9Q/D1Qe/CWNZN4Nt27SapLVTHc5ut2Bd1bmxPCaL+Xe+3QT4mrkhCHqQ61z1vSP2whFje2nhRv/eyrpHmothGv6frsrnLy7hBGmd3E00o/dgRFwbXXq4zDAh10qdMBcR1yAZRTaN5wFTjoEGma9ftuE8usVPPCRTYfX3RntMcXNrxz5EP7HOmQonKdstQPz7hSkBmvM82aXDvhntdkSac5+Pxn6gc90lxnTF5r33/gDR8zkmaNZVpkzSpLBLSbkl94MDeA3KhQfeOWLQj98VybiH08/Tc0kIQJ3r1uxelaittLGKdqU+6BkGIQrsLMqV+6OV3bcQe074dBajSwrLN0EfVL6/I27Sm0dam4gHTdnHLwSap/6nPaRJ04S+2QU2TLUQtZAkq+y7De0qwmxMQ1kibYJi21/0lnnsVPuMx1Y82g8uER/hcUUNtQT8nCWmQ5k61gwTxkmCtd92wz23Su8V2K2m7NY+pr9VwPHNMz3J8qutm+4krDNaszDcM7auyaCM+Zx1Rf5dyxQWpOK+5csLPg7wdrsfzfnR8TmxfWZZ8DKpM98mFCc3/i/rIy3ZiPCPfxN4yPz6+yLBJd4WT2uWC1TY7rx+aUNrQ0NDQ0NDQ0PBK0cz3rwRxp+qaMJlD/AXlFwdDc7kmcIu61kG7eDeLu1lH6n9pKTfIzQGQfMDWGXaPczuwmklOqPlNRdOra1x3SOZTHYsmuFOSZsz9RVVu90uK9bRP0mZI0yWfOveRe87w7qqrD4Dvkmvhbsi1rG7O32Zqane4WWyLXBOwZve5Go+52feSqXZiGbibAyzvSwhlDZxrd1SOminvPqnuolYcplrSQ1Ibz7kNHJH7Atf6q/c57xMvqmGQyUzj5orcN3yNoa1Ub/GdY5++T3rfTYa+pv7xHeDbdm7Umq3iRzxnehSk5dxgOW0k43mlSdrHR4S7/5TaQWM7ulfE8/eom01/V9dlvr7yTVV/0D01LlzDezb+aT46YOhr0mD3DG2hd9tiury661DUns+123277y3T8RfdsByL4hfmRIB3GfwYXVPqrmUqm45tkWt/a+V4l8E6oHcqaSevSHPgc5J/K+Tr2jb5Gqrxf27fv9X333NJ2CL3z76h3Kf0nJKVw834KkdNQxwtK3rn6N6yYe9xydRCFnFB6qdR23u30YTSjx0ycwjH5KYoFxzla6ZF7JJckJK5X4LXj9hEIEdoD8Jxc518Zw7H7x7UcUJu+l9nWBRih9cErfeZ82/1QerH4j3Xgc/Y/3pHvUPJZ8ZNW26adaG7ZMb1xVGTk+79xK6RD6n7j8lEK2zZtdpYuHnlaPz/mGnd7Ni18R3kdiFckgeElN5rTkjV4i7Tm+rgIYsFU/WVM5Lg5VgUYKXrt8hdUHwxiCbW++SCeEmg0SKj89QfSu9zRG5Wd4F/EUqCNwxCZVxEXIBR8IQWEZWvFOx1yPCO6ltX5IuU2l/Ht6lj0SalZAaWv23cAEa3GSHOAdh3CSwSmvQOJb/NG3LfeU3yMkfObUYcJeFMbaYgRj1H7e9mUwmfhHP1m95Tm9Y37Nx1ym5Q6tO6x1Z4Ri2AR+PFBbJLpn31G5UNf/w/Yofh3TUnlDb9LrS7gkQobfR177lgSAXe6r7Xoaxej1EQlw+3n3c8ft5jqF/NE2ov9d098nXtmqnPtdrjR7sue+ebwqfKEd0XhOhrHX3YIa3z7te+aOx6u3ig5F3LdpmjaUobGhoaGhoaGhpeCzSh9GNHqfAy7UrjI82JBwT59dopP2dKkSM8JdcUXpPvPqW1kAbCzfe6l7RZ2sl51GEJy5gO4znSZjmFlLRX2g1qB7nJoH05tuvddKXgJX/nqN1R/d8jOevD8L6uJYgaXXcTUDupnGeUXSiOxk8PginhhPT+0lh7NL7jGXkkusoKy5nxXeP0HolmZJdBQ60d9xn19lT7S+NXO881gR5hvkbqS/fGP/Xd6/G7rtV5Knepnp1R4jnzbAebdv4NqU1LwTL3SWNCWpCSNrhmalNd3jC8v5vtS0FVMMwF0bQX8YCcfqlkbobBcjJncpemxy0Net/4TjVNpfpgyYR8Ysdg3jx/QR4opjG2F85fRJ+0TW4NcK2sorxVd5p3a/VX+s3H6QZpTpV1xAPyVK+/WQhuXQYeVDUX3LRKVLrfV9afGuOAWEH0Tj6uam4BPs+JOaJUxnOm4oePregO4zgldz3yvqqI+Jpoc00e/OvvpDLqU/RbmotKAZXqp5rTagwPsoDoXfxeun/JlamGWv18mIDTV4+mKX0l0ERYmiwuyE0PJbiZTNGDJRPkBov9PCEJAx5tXjoGqbuojLWJ8tDKdM00on6NZNqTicdNET6xH9t3mbMc37DJ8YScmmeN6eLui8qzwvGaCdrNyhekSSYecxwXfoNydHmkBVNblhbKaJaOrhGRd88R3091q4h/TbLygfQJX/2p5mvluBfOiTRSLgy6q4g2Ty7AXpO/s8q4wTCe3O9xUZ9331/3W4sbrV3mI2Dj+HUTayxDNAlT+L4KfOF7SFrU9hjqWPW8zzDO1A7PSJHxgvxdYXjfVcrlG9kN0phWvbk7kMoHqd59E+1jyP3ranOM93Efi74RVx9S24qWKo49f2f3syy5xkQfdPe3dFP+HLPBLfkY+tRISxR9G1Vv7qIRBbRVuDshuWJBYgiIC6pTV7nSI6K0hukdIqtLaY7UmnAw/u/lPieP9PfnvTkKrYKPN3F21jZRc2M+CtqiMpxTbPhaHdftA1JdRm5RSO36nOQ64uXwuTq6rV0C37yzwuccmlD6ylCbODw4p7bIuqZONEmCL/bLCKVCSahyCpNbey5MA4cekBYdH5xXTDUIR+RagN1wvpOOO87GMjhvXqzHG7u3U2AJ2hQsI1gJJd/NJyRNqHwk9dxFASG/VZjMNSHJL1KT+VwQwzJY5Ivnfn6u+VknLRa6j/tlXVP3C4WhDdVf7jMssL4BOLFjrgnyRV5wjdcOqZ9pc6N3cAEJhoXweXhuzW82Uq+V6m2TujZaftgvA4uonBzOt7tG7m+3Ry50fAr4Jqkva3zEAEfBA1dgumg7Nc4J81pTSOP6EbkP3VPy/iMNFaRgFN2vNG9KE63z9b6at1wzPhdwqMBK1ec50zk00n65xtrnYn+fWOazsZw+p9wyHUM6/muksVRa/H646yY+qlHrx3iPU/L+dUzytVX/wb57UJGj6zrukysbPCBRG0lfq5aNQYiBgxE3zFNfxbH7g4ED2deiWA7//1NdxzX5+rpNqqNoPYxaYg921NzqiXHcV9XftUTq7z7Xc2NBz/rOnRVYm1Da0NDQ0NDQ0NDwStHM968FDsijtiO9xSHTCELXUMWoVYebiWt+JrXdlsig/b4eAeo75F2G3aOboN3Pz6OHj8i1N4pS96j3WiT0Fflus+SD41mc5jROcxlPBDdjnTNtG3d3EG2W4G4EXo6ae4B2v2JF8PqZK+OcD1HJZBaf66ZgpWGEtLNXHTitld5H/aKmkXe2gg3K2o2n45/TtHh/kFnL2Qm8bpyEW3UoTUYpavuenefaiWW00d7+pXET26qWSnWPqVtFdE9wbf82uVbRcRye5xpfXaOSbjJM+7HvlzRSJZ/BUlYqR/QZndOEzfn9PSO56siP3Otjk+nYjpp1SFpST/EbUXKlccq16JKg8bLBMJfFOW+O6ky4ZHg/9XnVQ6S98oxcet/IeLEKBZgyBEbonaRJda2su5Pdkvqpovaj77dbPA7J4yWWXbjV3mq36Ke5zByoerk3llNa2nfJx/EBdXy9MAbcMuF9K6bovSatV5C0zuovD4Avj//fFN4J8rXCx4Ay1en4J0eqM5haN+4eXr5Q2nXdvwn8awzT398D/njf94tYt1bCnRZKFfDhtD7CNcOErEH4YDx+NH6XD5BPEp5yzn05ZXbRBLfIATouIE6doQXEHcRdgFEWIvlUfYc0WDXwBL+H3sHNt+4MXsoX7r6vMu25UBT9SJfJK1075tmfStRVbhaMQo3KVkNtwV6U6WYVlEzQcZF1PCZN3uqX3k4Ri7IdHY//q3/MwdvsyJ4Xze0n5BP9BbmQHLODOZRPW/3nMTmPbcSBHV9nWNAcUYjw53kgkwI+Ymaa0/ApRIHLTd1+f8j7ne6jMp+Tb+I0X2gClctJfK+XhVq2OU+ji5XHF2EPQnIXH+fKhGHOcxowFxS0YZ9b5rzNZNp1/sfaAi8TskzfCkr1cVULQOy6LvNtlB+5p172ed1RC0ryzFJxHqvRdtXu4QKwb753SUGWyljm7jZezx7MqHvGstfmYl8fVa45P/q5e8VUqDvkG4aTwrW1dfIAMnO+u6WVFCDeF44YBHh3W3t7/H/R+NtjPtDNg3vvtHD0EWhKu677HcCfBD7T9/23u677H4A/CvyFl/mcO13vmiCi3xPkkyvj/x5QJEHIedJ8F+ncZTDtyKsIZM4l+UMMAue3rMyuDVUZPxi/l7j0jsZPRfh6tLVrTeY0Vmvkk0wMloA6Z19polkU5VzTsDwgT3JQS4VYe5e5IKpF6LquqoGL2F3inDip++DySfeWJBhsMF9v8f1OGNr/nfH7tt33imm0/PHMvZ0f9pJcSL1H7gMn7bXGnIi1vc/MpcPVNbqX2l3v4ONrLnhG99GCdMFqyQriAu+IfeeUaZu7YL1NXh+bJMHKF8fSfFCKgi8F1cW6iJvLJ+RBQq71ibhkeP8ao8JzyIKEYr/0FIwRJS3pNcttDJVGVfcuqV3mAhDPSP1Hwp3mW/XhmiUo4pBcENdvMI05gKQdVFCQk9Q73hvLFK1akHivhVtyH/5bFqc8XQTX/kWf72WhttScUarTuDFdlARE9/BgzhK3qLf3MVN+Zo2XQ6YbOIcCJWucys6hfffxkZjv14Ef6LruuwxV9TJ1P8D8pqGhoaGhoaGhoeHO4XbFv3n0ff814D9m0N/9BvDbfd//zy+71HdaU6odpnav98kzOnnGp3NyDcuc9g2m0fARcxmXDkk7QO28fmD8/iaDX9pb43dpRD3q2aMPS5GTbuZxbedTkolO533PFy6UUVpl3/XG+qhpg/W7axldq7JIa6rnC/5+SoM3d/2cmWlOmxnNTc7DKF/dRXyijrhFjNe6y0Z0q5BGoaR5ihGsJVcIaTvcn1K8gnpHmWfjO7tG0zl2XVOoKH2PxHZtuvpYyYz5GXKf7qcM7akyb5BrI1yrtAzDgffbRefH6PXoU+eaI0+bGLl2pd30ujsnaWs+yfBe0U+xhGX81PReJQ1kRGyDWh9epFF+xtCutXlxzmQdyzhX7gfkKWxlpfIMeYfknJM19xa9q4/7mFp4Wc7KBwzt55pSZTWC3M9V2jZ3u3KNfykDk2vh3ER/TGLOgDo/p9D3PT86vrfGpfpUtETF9UO0ZaU+0nXd91IzQ1kFFn+L66CuFaXaorrX2lpKjzr3nFNSXTtbi+IPHtu5JcvBtyrr9wm5Vvlu+5SujP2u675g33++7/uf15eu634I+OeATzM071/puu6n+77/iy+zEHdaKI0D8IKUVnOH3C/0fcqDLHb2ksCzyDlcHGpakNZIi5tI5yV8fkf3GD9vx2OaOGTGchV2TZ29ET7XWF6XLj8sTYyeHg7KVBoRtUlEPk+qj0h47Y7mCkZSOUr3/Ea4PpZJvp0yhdcmEp8gD8j9ko4o09Y4LZhfH+vmAdN+ogVLKV3dtcT9oLeAr9h1n+y6WVO4+3p+QPI/foM8T7gWQS0Uj5ma2P19ve4fk/dpBVipn0TTPSS/Lj3POQhdoJPAqnvNTfzid/Sy+XOdjxCmfWOPZH4tuTdskfu11QjvF/WpPYa20PX7TBMj7ITvwpyPehTsupGH0zfia9QFzn3mNxARPqfGTZzuBylorLZ5jOZrT+ksoVHnOLUQJH5d5+dchZLP+WXnIMFZ/UP0We5KFF1Y3I/ROZC3yQMHS/3FN+LOpQmL16YI71Pulqb5VNe+NcY0uLm6tunYI99URXeWOR5XHXM3Cp97arRa7r/pa9CiuI2Sr7juE+nk5sz5pXLp3qLBu5t4IZ/S077vPz9z/J8Cvtr3/W8CdF33i8DvBZpQGhGJcSFpJj2aeM4/a5GTtyOeo8hSFw6j35om3TfC7womcA7LpyRBywUQabnW7Vr3Ry1NhJoUfisIUc/IJ+AStABCWvz0nGM7ryS8enBBPHZJnjP7lHl/xLk2OSLXZLi/5i51IVXCm7M1OEHzU4Y2mdNoCuvk/oQ14VRwH1pd+7nx+6+x2DdTiyVM+R11fx2LQROrwDUdG+P/uldcRN8m95ON2m+PANaiuIwWYp/pIlqK/C71EUULu+9ehC+6R0w5XhfBBSu/X2lztUqWmTlckPzKNT6jD6oErZJAp2MXC8p0wbxGsuSbKKE1EsWfhjJBqrtSe75LHvg0h3tMs+rVcGD3c200JOHOo8B9rLmA6glNIFms1NfERS0B5x3yufw59bpfJouQxs45ievYy+PnXVEPytwi39Sv2b1VHxrzywQxqU6lCa8xnkgr62vmMlYGhwdl+ty3SVJOKWhOc8hbY2BcqTz+XViFkeH1w0v3KX0M/ONd120B3wb+IPCF+UtWx/eFUNrQ0NDQ0NDQ0AAfRfR93/e/1HXdXwV+hWFf9avAz89ftTo+dqG067o3GKTrr/V9/1Nd191nUP9+E/gX+75ftDHO4Fq6+ySz+VsMzaJ9j9LnLTID7dhn3FHXoAh5p9dxbdUtaVcsfjtVvHxidfxp+IS0k721/3WvufLVspEI8iOEFA39Y+N5Dxnqy7No3Nh1ur/u7TvMmBUlwqNUReHiZfbyzu1cZTJTXctMLi3G5vh+JR+tY3ItwCF59ps9hjapuUPESOk1e+798brj8bvaWnV9SYra3mfQ6ksj637QgnNtnjH0tZLZVG2ofrEsCwGUTbWQ3AqOmE5xO+Sp/wRRvUgjofrX+6+SZekp8xaAubHpjAeLzoXk26fnOsQN6Zowd8k4o57hqJSVKbZzHEOfHPvXJeW2cdeQUqaguWxLOveAPNNYqV1KzAEwtKW7dzgLSO35+k0MIVGrF12pSuN2jgsaym38GXKXEtdqR+2m0+KpPtSHdsn7uc81Htug75vkaXz1DMij6xe5SQmlc+QDuWhdU3+O86trgmGahniDpOFWjELJVSRG08s1ys35cRw75Zivgcug73veGp/p99EYdfeo56S552Z8zkpCxp3Fy4++7/v+TwN/+qXf2PAqNKU/B/w6aT77k8DPMshBPw38uRe9cTQnuXkWhs7pvjXRh9RNGaJb0rky5wpr9rxTBnOTd3xVrHziIs2KnqMFZZnus0WeytDJ2WHq11iaxPx9L8gn60hZEsvlgSvxnqVnOYm7uyd4woAolMZy6/+SqXCPnEpG7657a/GrcQv6uz0hEZHDdGDMBW6oXYToA+xBazC8v3wbXdBRmSNOSJOsNgsqi/tIKlhrEY+p+t6NlXWRoHhc+O2C1Cecmkr+grG+opDshOYRHpBYgpOi18r+hNzHLJ5X2gDUNiEKKPG29fExt8gtk0xgTjApLdYu9HnA3tvMJ82AVA+7pI0dpM2ynuf30Lk+PqKb0hWLg3QgCdKqO7VDjT6oBK8rBbGqnN7vHkLGE+3meVFReYIAUaM5TsInDIKaXFoguSTpOafjfZ0T1gVX9yEvYW7ujsc3SGP6SeH4ovvOUU/J5x3muWZj+d4aXb+ij62er3o6C5+rIAZ5wlDnrkxRvT8Px/VOcTN4t831ES2j00J0XXcI/CHgzwB/avz5DZJC8UP1iDXgu+P/32aYAFwY9AwbNT5Mv1ct2EgO4HGRLWmmNDHFYyqXD3ooL5QqV8zeIs0gdnwuv3vMfOPlkEDt/o+35BqZSN4v1Aaya0NjNiO9Y8wCUruX55V3AvNScJJQ2tHP8ZKe2r3jwhQFrFju5ySBRnUWJ7tSu3yFPDK/NulL6FE0sOpTGyZYzlfziFxrEwN/ROi9QbmPR2gxeN/KtD/ee07QPSD14z0rc+SI9PNVLhfITkia6RJcoI+bNkV5+/28f/hYku+2hJB18qCyuYn0ASl4B4b+umzEPAzvrjniuHD8kuR/qaxNJS5SEeerTT1IR/fZJ9W1+wTKquAbYt/U3DIVSMV1C3kdX5CTmC+yRsxtCOWr7KwQ90jvqA2SC15675vxvm4NWidpBue0zU/Cc6DMy6pnSQOzjDa6FOQTuVmFqMF/QC6kx+DXUuyE6q5UtjPSpt7Xg0XQe5fWHEgsBx6oGAOSFvmw+nt5HEFcu11xccFU2fL9KZi2NKPL4j8D/m0GBhXhPwd+Afht4I99zOVpaGhoaGhoaPg+QxNKZ9F13U8BJ33f/3LXdX9Av/d9//8Cv/9D3Pd7/1+TKJe+w7A7itq9r4ed4o+EXZFrJaW1OSXfqS/SHrmGpRbhKo2MOCxrWZic1kr+k+5DGWlvd63cUWNW0ja4D9CFnSNzpe5V0kbGHWX085Om4R5JGxHLFHfnh+P1Ok+7dM945e2yatLd2jAVhcmy1DM35BynpT6x7I77gtyM7ik5L+03gE+Q+zLusVpKDc/+46ZtaUukXVbKyWXh2v5SXvCo+bghaXc8l/c186kCI90LhWcJorhx7uI94Ivj9+Nw/r3w3cfiMYMGsmaF2GFq5fBI9DPmtUxRYyuIv1Lj5yjcR6k83Vy5RdJ4Qx4hXltYEq4AACAASURBVHqG7rfD0I9Vn7v2/w3Tfr5FThHl2CbXhmPPVmrUyFAiF504bkocqBoP0lZHXmd9f5/EVAA5e4lo61RGpc1VH5Mvb6nOSpq8ORO0mFL8nVdhfInw9SOmWXXtpLvXAPzOYLERN6vu6T6lmmtV/xvMu2dEjWOJC/Ro/O4ubYvgDBo1uDsP5Gmtn5H7M3u6XI2bUgzDsr6+ryeapnQZ/D7gn+267p9h6As7Xdf9xb7vf3rRhV3X/QLwhwH29pJ3YSllmZNqLyMoRF+wx+GzhkNyU5Y7ai/yj3lEPnGIygimk/sVabIWRYcLC/5cXavznaMwmrLjgFs2JaDDkwo8pj7JeBq9Wt3ERdXTBEZaIwkZzhGpc0+Yms3306XVyW2beYG05LsYKZiWRYnQXZPpI3KKE9WLjovTtubfC3lgwnE4VjNJRhNp7bya+8MZSRA6pczFKSjJhQsHTnFVK58+3yH3yYuCoMqmlILqSxI6xKcq4dd5Kt1PO84BT5luvIRIOn9InvrTBclY1xKcH9m93Z1jk1xwUMAJlOeDW3J6HR2vtambZz2Jhptu5c7hmPMhjZRAPgZrROlz86auvyUXwiOtnQJZ/Pu75LzI7n+6zZDQBIZlXLzSkIRIzS9evhIf7iZpPYn9XwFrvqlaJPCUkrLoHfScZ5QTe0Q437IUIfoe6ZTUD1WXur/iDtR3awT8c2XwDbH321IcgfqecxpDmcdUgYFKcOApS/3ab4/Xqj60cZpz1XB89atfpeu6b9lPv9j3/c8sefnHjLsplK66nr4w+r7/d/u+P+z7/gj4o8DfWkYgHa/9mb7v3+r7/q1Pf/rTH2k5GxoaGhoaGhoiPv3pTyNZZPx7TQVSeNlpRj8ufF/wlDrVTk3bpd2VNE4yc/tOP2awKF0PKfAg7tCFOWqL+6QdOgyRXd8l340e2/kyK+tYiQzdI9sh7XQ9KCqml4w72qhxu8c0A4mTFXuGFsZyebkdHpkdoSAVaf7UHtIKKJhC7eKuANHcqnvEd9O1bvqHXGNZC8p5x/73c87JNWEw1aLpWrXDXCBS1IZHlwztHiOLQ0m7pPLsh9/nzFFOel0r4wGpzu8xaN/9PGknYvarCGUD8oA1tUutHdwcp2AWSOPdmTAEtfevjd9/gmlgIeSmT9ca+TiVJiVqSFUOfx99Vx3EuhAV24YdF4WQyhPHY83dR1aWyPAg+HKjOtwM34VSm3tGr1IQpWvgfO5VVjenZ4tBL3GujeOnFnziyTfURt6GpeXVrQe6VqwFqo8b4DeBr1v5/PwN6uuLTMy6V2zzZ5RdT2A+U5LwDrk1Qe28jJYU8n7tbgSulbol17yvkcj59X2b1D575AGIi1xvLkj9Re5hKkfpPVbJ4qX7ip2mli1O9ep9JLrVuAU2BrTeHTTz/Uro+/7vAH/nZd1vWT7G++STrGeRuGBIh7kMTsgHtjg8YxpKIBNkYSrM6omaCDbIfbk8hZwWHz1Hfl5xodQg88VrazzXfWfmTC03TDlAtTDGhUC0KjFq1emmah2tpqrXPdbJ0709IV8kdsjNbXOQ3yzkZsoaHpKbQY/IBW/1uwOmmXPuk+eN98VynVxAcLOW6tIpTqJvr6fsLLkV6NxlTVJ+n1rk/hH5Ag7TKO/Hdm6MdHco8tbf2YVS5zR8QL6ZuCDxzzKeV2vLKHRJyIj9xLM4+SbO/Q2jyfk+uV+syqF2uaW+qB6Sc48q68wcYpldKPVFVf7GXu7YD2rCaElI9PYuLXEaHyV/WX/uA3KhrGQWj/NYbX5yLtFnDH3Bs0VtkOZbCft6tvtRbzL4aDs+ILmG3IZrd0jv+4ypm0Cpbzncn9WxyIx/yHQuXpVCSWNRriK+gXTB0F3JBBdSxViha7ftWKkPxHfzOAO5YkCKitd9lxFI/d4+T/t8GTl+te5pvC0ad4vo9V5vNKH0laHkMF5arJ+SO/VrIXHUJoiodfJBU9ICRGjCXaccCOILo/uCbtkxLd4SBGqclE5/4tyREXM0GJr0fNH1HXOchOJkLOoilcMDNSC1TVwwY1s6nUcsm+7tgSz3rFxxkfXFSloARww2cd8raeh8IdUxF16Ep5T9+vS/L3TuF7dOzkUrH0G1g7Q7zvO6LOaoT0rT1xG54BTTh9a0oafMjwcXKkrw9pa2Te95xtAunt5TAqKeXcNj8k2MyNBdA+W+hxt27m249zpl68Kcb6xSyYrQexkCbwnkTnnki658IH1TG/lT57Rpes8S9sgD0JyE3P12YaoFjGTpy/CXRiyjQVRZVJ5H5AIvTPmHfdH7gEQjKF9tzRHPyJNA+DiNgZGn5KmYo1UGpn3e57o9EtfoGrmPvjYZLhxGrbKnCi3RcwmLUss6VA9OIRaFdJ/jS0LpgR13X+hYFy7g1jSXc3BuagXZQaJuE2rreykRTOQlvltomtKGhoaGhoaGhobXAk0o/dgxZ/aIzaFzS9k5oBzR5/ePGhg3f397CWoPN8c+Je3A5G+p8sr85P5l/k7K2iO4RuoZucnNtYxPQpm7rpslpVb0sDQhbubx91G5fHera11j69HTiuKEwRzuO/dSHfpOV3UgnJBTvpT8vtyHzF0h4rtvMaQkhJQVJKYHdC2tZwkpmb09QvyIvP7cN3THyrhHnmVH/oVndjxmLHlg57o5fVkCbqgnE7hccE4pW1bJHO10Sav6iiliGBL5uWspa6wRJf/CL4Xv7ht8Q06/5jUVNSal9p57r0fkLBGelvg+Q92WNJoa62LP+EzlHNfauyZ5l3ktsmeui5RW0a3C21X+96qHEmvIqphLKRxRY4FwyjNIfsJu8XANpFt85A5Vy8j2lHl2CLdMyd0pZkyraf2cAH+doU+onDKrO1uFTOgH5BkEBTFhSGvq5Y4Wj4jaGnhFTj+lsukz+pNGy6W7DUTINUD/u4tSdIEr1aXOielKa/7tkQpPKLHS3F00ofSVoWS+l7/hhZ2zyHcnThglKhAYJpsShYWj9qwSrVBczJxuKsbFxcnEfaRi2s2YMi+WSf6Kuu8uiS5nMxw/IQ8IgFS3opLRBHzAMKG60OecjZ8gLf73mPfF1fM8l7HTZz0lLUwS2KJpy1P9PbdrHfIL1TvKD9Qn3doEdRy+l94hnuNwk5pMpm9Y2d0vUL5XEsR8QYqBX7U+qAVrjgZMbia1yVtQ//gsed0+DuUpTTQeVFUzR7opmvEZJ4XzBQ/oi1NyLfNTydT5OaYCi6PmJiBhQfyIKtMe+WLu5vtLknAB5WCvdTv3OXnwo5uVI0WSB2AdMOVtnnN3cB/JmJVubpOucrxNqr+vhHMdvlFeBnOpZY8Z5n3V5RH5e3i9n1EOKotYZhOlDa/q+uH4veTPWMIJab1xyioY6louH5DHGWjz7xRRTj0lBYfmuyNyVwsX4mKdlpQ0/g5OzbVIeDshN99HePCaspJ5FqZSkFitLr3eL5m6ksjFQ8cfz9xrlQ3064Vmvn+liJMhDJ3whiQMeco6GCa2K+aDQb5RGJDxeYuw6JpnTCerJ+RRjZGjU5qxx+O5Lkjq+tLz43OktYTk56j6eYPB10r16UKmAp2isK5ylib5kl8WlDtgrCsPqnI/P2kUXRhyH6JIhu3BaXpPDzhygV4aFk+zuk5e98IqGp5F+BXgd5NPwk5S/oTpzr8W1VuCa2E3qS/Ieu9Ffo/uYyeoH2hCP6A8zjzN5Y795kFi+s3J/depa+K8vEfk2m7lvZ7jeBV+jUGwqAXh1FB6T2kY3d/0GblgV5uH+r7nH+q67wkMEvZdwHVy8TeZBu+4dWCOYSQydLxPmlvk26t6r/V5/f7prss0th8WMZnEHC5I40UR3i6URo3e3Bz9gCm7SQnO3ABTLuXa/R0S3A+Zkta71t/9XKW0cOGp5Dca2Ru8PiKh/yKFi+AbT/niajOwyVSg8/G2S66VviHNqQ/JuXk1hlW/ewx1Uxoz98iVCdfkFjKxxnhbeYR99BVfxp+14eXi+0IobWhoaGhoaGhoEJqm9JXjiFxTek5uVhBHKEx3X3M7wtpuKZr3/d6+S4xa1qitKD1b2gCPdtT/7ntzTK6FjJqJuOt1qpRIUxRNpddMffBgappfBvJ13GHQPvgOOSL6ujr1jpvIpPkR5POldvFIa8i1Ato9e/SsUzHJz9PTxe4wH1Ve0vDCoPmYy34T3/eLJD/Ze+N91E/PmGoJvc87dI9j++2SKbPCh4F8Hb2MEYs0W/vk0dHHdqxkcn9AatdSnXoUr2uG5fssbaBYDFyD6fRIMQvanPlRGtiau8MZORfxstHopbnhGTk/q2dW+2D8dPcfp9MqaUnnWDhUH/JVrWmoo4btmJQCNKI215b8k4VlmAoguaY4GwHkFg9HyaTuNIHPSWPeMwbKNcwj5p1OSfOUro1+kP5MlcHHj7eTR7lDXUtYQ7Ri+HzqfrClcs3B5xJZqNzyFrWdziCgceL81DE1rMotFwSfr9Yo14GYYa7Db2oHzVPOdrJHrnl2RBeGu4Nmvn8lkHCnyWyH3FTluM/UrwtyTs/aglMyfZeeoUHk9yldG/lRS/fWQuNBRDI/u//YNnle33WSMOKTwPp4XiSAdzwkd7avUYfEgIgoVM35fEXTUmkBivdyYXGN3J9uizQx3oz/R+oq7LsLIC6gROqskglsFToVyP265qhFSgL+8fi5Rk4R5hOocGLHHOo3cbFXf1G6T5V1TnjU+PCAEcc5y5k5SzieOfaU3Gws39+5Z7ivpnLHO9wVxBdlT2+7R+5H/Yx5U7QWwZrwtIpv2io5t7VJkTCmoDDvb+764EK6yjT3LPWVSJxfWqxjuaP/6hzeIQ/QXMQ9XRP+o7nezdSl80uIY1z95R5pgxQp2S4Z2kF1dEA+brW5muOJfmT3dFcKBa/W1jaoxz/IFcbjAJ6RU+Mt2pz+mKXxjnOErvX0rIzP3CefA11pIiE+bhqEY1J9xPGref/IzhXUPvLt1vPdnC96KpiuA15/nrTkbqIJpR874sTlA0wCm15Q/k2RZ1GLm3xNfAfpvkc+gRwyTAK+Kz4jDdi5StW1PkmUNKmu7dEE6LtQfXdBW4OtJgzdMtX+ON638zdI/n261v38XDAt5QE/su/H4fgl06ApIU7UcRLcJc/OEv2p3K/piqlg7n5ZnmVFk5FvBmJdxYVkkS+nyrXO8L6upXa+XNfuSlBy1gPXaMdsRI64IJU0CUek/uQayEXv8jx8CirPqjyUc8wPES6Ea+wsuzm4INeye38Tn6X3D/dPVv+p4UV8TkuI/LiwvC9b13VckwTAQ3JhyDe1W+TvGzePc8Jwiaz9h7pupffWmP92wR/V/cYPmM7tMfK6Jlwqx7wzKrjQsSioya04zlvr5Re2rJzalLi17Nqu3yKv72jBesh0fvU+7htqJ7BXv4nt45sU35xrfVA5juy+UYvbdR1vk2ftiny9vjbFvuBMMNJOOu+vzyWlbGHu3+8Zz/ROKldp/GyET9+UxHVeyoyIHRYL7K83mlDa0NDQ0NDQ0NDwStHM968UTr3iJvRLcq3aNXVT4TNS+j8YdmLiBDxh2ElJiybKDWlddsfjrv2KvkueI9srXRoj7U4VaV3aoUVfQGV6cQ2qU0ithWOLTBFOtyTNqFMkKar3u6QMPzDNV6+I+Jq5c9UUeQ7fjW8z3Z275kdRrB4hHn0Ro3bA3RcekfN+1nhsF5latYv/ifFzk6S5UeYWaaR/kIH5wNM3ulZBWlVpVa5YPs3uA6bZkQTVW9TA1ChfxHX4InyU91i9DyxKdym4puuaxHkonJPG7R55XeoaSK4KxzPPurJrYz+cc2GpRa5vhe+la2KUe4m5I0abC/KxdkuKzM4An5zpx5F7GOb7XSnKf442yNuopAWtLVQxjeST8TfP6OP3n/PnPyTP4qY50+dE+bBrHB2H8jgnchy3cykr43Pcque+qthvc4gWMjebO1VbKbtg7GuudY+WGq9XhzTU/v5OXXVGnj1L5n1dC2ldv7Vz9N1pnXz8ajyor22RW1ZOGN5fx53ZI+KMPCvf3UMTSj92xAn5PXJH90Pyjj5HGAzDwqJB5xOIJppLO+b3k5m3lhbPyyiHbXUXcb252dz9c67IzdOiZmE854w0yYgr1IMgdu06mJrBJAxJkNQko6CNHTvudXlLvujeJw9AOqFsYq3lIhZE6TFnZnMBYM5HLJp0PGhs0TXuniGs4utXggbbm/abJ0qAQfB/g9yEKHozSH5rHlz3jt3fU1I+I3fvkAtLzb/RfUzlA1cTJBaNpRKcq9ZNrKXyRB5SlUsbxBqcaP86fMrNRvWjsafN1hvkvLSlKd3L9Yw03zwid7XZIg+KW8bMvYqAP9cPo9uJyiGhVPURNxVx0+pjVWPHN8TuOiNuYndLir7nc/gyyYew5Aqi+SCaeUtzjFNCqU0WBdtBHhQGKUDGN6ousJbGgJvrfUN0OZbDuUh9AwS5EHpGejfxrnqwVq1elVNegrcCOtXnD8jH3hrJTa3Up6JLS60fxw2IFAZen5FuyaG0rZBov+L48/r25BMxhgN7zjV5f5FJfhn/91ISkLuDpiltaGhoaGhoaGh4LdCE0tcC2pkpyjTupjzqPeKSPLhJpsxoArhh6ogOy5GmH5PIgSFpTj06cE5LKPODygv1XbNr1CB3CzggN88rCMjNPI6Yvk9lJ9xHqAWiLKqzZTQrcqNQ8EAkwxZKKeOuK8f1v8rn2pZF2CaZxoWLQrk8Ytfr2Xfz60xTy7p2K/aNc1I/VXSr1+EZSRsuGrBYdhjaz99Xbb0oMMQRI/Pj99i35txJovtK1I7GaGONCScGlwXCNaaeAEFZuiLVjI49JtWJAoRiOdyy4oGW1+TtckFyBVk0T7iW/pyyht6jz13D7dm/BGmDSuVX2WHQCu6SNJUX4ZwtkpZfLBhuSdm0a29Imnoqz41Q/ygFrsjCs8/Q1jGy3wMUnZroipTKl7E8ng3NoTrUs68ZMpV5oBx2LM5V98kpkKLZPVJIueuHa6yVIU+QVU73mtPeibpObV7SBLplzt8p9rMjck3pKcsHGKpu/Pw9pq4BbplQP1SQsmt33c1E53sK3Bpiv5O2W+10Tj73ubVwFaaV1xNNKH3leES+SESTxy1pcjsiN8GcM12ANTntk3fQVamBIB+MHhEu8+wT++7YBX7LrnWhdc5HqQQ3sWyQU2hpAlX9aTF3M5C7DVyQ6k5+SXGBcgFwjoNwDqJAcrNXTBsqE+oF8JsznIsRizKXRJNU13VZnnk3ge0yparS5Ka2VcYWd6tQfVzauf5OaqO56cXNVyU/P+/XvnC6P5X7a6k8qwiksRwln0r112ie9Uh89Rvn6d0J9zpiaurWouImU2Vw0jtpzHqGL3FR6lnuJuHnxiwwGyS/OEjMF85juWXHVlke4kJaM6vC4PfubgJiDPC2c/qfEmrt4rgm97fcIOd9FltBREkYrY1L51+OiG5I7vssk7SOywVK5d4j9Y8d+1/cxL6JurRr5e7gdHRqx/i+8mN1Fyd3pREjSeTRhiRIuu+m+77GNKPr5HOg13GtHYSzUE5fQ9QuEpwPyOdxp9+DqRB7n/S+cX3UuX6+u0OckeZCZQz0e4k5QnDh0YX0Rdn1dsnXPWUmXLPjPp7urmDazPevBAo8+dTY8UTwDEmoUqd6zNABNeA27A+mE7mjNpn75LZLGjQuDJe4AH2R8vRqJXgQlKBJUtRRvth6vnJI9XFJLrDIV0rl0MDU5K6OIW2fKLMgFxqEK3Kndfk2QU4npYXf63qfPAGA7+6dgxSmFFjuPyV6LWGOVidOwKqLubbYJ6d80ftpYRNx+RqDf6LOjVqfqMGGqTApv8BH5MLSHJahStosPEtl0kYFkkZxVaonoRSIUfNPPZ85J1okFHATAy7c91Hvd8nQZhq/6rMupOm9IddQqvzH46c4fFU+takHwukekFOiKV+9nqtAyBJl17LQvSK12gXTeSyO1RisV/Orc8HgvfGZ6tMah5onLsn5Lxf5cJb8TWuclf6bgtfU/gpGdYsP5HOPBBGVGzv3CVMNnW+A3brga0TUVoqGy8vpmkXFAvhaEseqB/S4L+sVufB8Xnh+hPMab5D3ta+Q/HdFiwZpTtKGWJuQ2/Bd5Shp7z2Ibi5BjDYVemYMRnxAvvFwpYeUEaV+u2jDo83jejjmgrdwtzlKoQmlDQ0NDQ0NDQ0NrxhNU/pKEM0Hh+Q75Jja8ZK0u4o76rl713b9Jc0j1Hdxwrk9VztY7crkm6id8Al1DdMluSn4hJx2I1I6HZJrWWOWECeZXiOvu+cs1pr5vW5IdXBF2vXKd8ipNtxkVjM9qa5dAyu/rhc1seyTa5zcfUHUOq7RVLQ2DP1HZRVDgrQEivBUfawShSxIgyuf45qrxkN7jhgn1KdK2tXor+Z4Rh5NHVOqurZ8ERVVyWz7IgTz7hMKg6bqvv2maGz1Ta+PXfLUnz4/QOrvqg/5H5Ywl3TC4Rl9VI73Gdoi0gk5jkjzh/fpyFahvuVm4ugLvwjLMkhEbdwJubb5PqmPPbFzoEyG7ij1Z9cyRuj+yvDmGjnXIurzLFyn+tolsS38ADnt1xF5Jjtlh5Prkc+P2DW6L6Q+Li2p+2l7RqOIE5Jf7Ho4V9nS3OpVwy5534sJYwRp+N8hzTUPxme4tTHW7Rbl+eOQnO5QdGOxLT87fkrjqneJ875I7nVv9/uO/rxz9GuQz9uxPm7Iab08qv/DJMR4PfDyhdKu63aBP8/QlD3wr/Z9/3+8zGfcaaE0Tq7vk4SMW6amNUidN/IyLsKcKXOP3MyxRjKJuOka6nypMkPtkpsnnb7Cyw2JAkrnxsknUlocMDVPqAOIdkQDMi5yCrhwxPqXaSuWGXLz0SPy7EZer1GAi47x/j6X4Vz5Js7lp3d4ilqVW231gOmk5BQ6a6S2KAmcSmvL+AyZCmvQwqA69GAd54dURiPnzI1mPb2Tgk0E8enOBfsJ5+QbB91v344vixJn5VxfcrOx6twDe+bqMQqP++T9Sz7KMLSf+ysvQxsUuRRr+ErhN3dh2QQ+Z/fyTcwDcl/VfdJ7qc28jUsCaY1fdg6ax7weYjpkoeu6pQJMfDPq55dMo05VFeHCr7sNaK5xSj2d51B77JDPDz43H4/ldcHRhRSf189I2bMgcQ/Hdlc5JbDVgmicT3ktnLPITxRyH3QXaE+YHy9X5C5Jbp6XG5raRb6spXkjtuc6wxzvY0+uSIIHz8bNl7s4PST3qdXvqntvw9gnD8kpsc5IGfYovMvd9SEt4SPRlP5Z4G/0ff9Huq5zhsqXhjstlEK+4J1TJrGGNPHHThsHbBSC5uBO/nLO1u/O7QbTdGtRCInHnRvPg7EiSu8s+OIOw7t79Kc3voii9dxHDAKNX1+rk/sM76u6dS0WlNPH6TmaBFQuaX41uZfSjtZ2srWI07m2/NL4+TZpQwAppZ4729+Q+ssioewpuTZHTAF6B8cDe642Dqo7abOdP9Q3Lb6IxE1YHNyrCJI3hftdMG23Eh6S0qfqub7oLBpj3ueeFH6L8M3WBXl/K6UiPg6/OedrrY4ekGtcJGQt4xcqRgCfvZ2XURojlWOTPJCl9O7uq1h7Zg21cRm/zxHNLwvNBaV22A/HltVGi+ReOCPNs5Ef1gMOAf4v0mYgHoNyusrn9r82A5qnPjl+/8R4XtSY+jwe7xvhwnCNKUGIG8tIlq81YxHrQWT6UECwrn1Geiel53RryYFdH7XAW+TJa1xxo3gA9xNVvzwO93lOvl7pnRXU+qmuq1ptPKrf71dLO+vruFtW7x5evvm+67od4PcD/wpA3/fL0L+vjLvvy9vQ0NDQ0NDQ0GC4XfFvIR4Cvwn8N13X/WrXdX++67q3Xnap77Sm9IDFZg0308u0AatHvpZM976L8h3WG8B3xv9lfnQ/HTcTu58eJJ8X7eSuw3NKvlrRrFbLLKXnM5bpgrQLVrdUh5APqp41Z6pzHzeHl9N5BP2Ydr3asao+oiZZuGJ5jYrqohaF75qfdxn8q3zn7uUrlcVRSj/qJtiodd63T6cxEoee7+6dzUHnuKmv5qe2w/LpPGXmWsQ+oOeWuCT9PLmDQPKJE5bRuC0bxa37u2Y58k26VilqVJS5SvepQRRPTqXjFEG6h2uBaxphtZ/YGqSB97L9hJ0bTfCL2umBlTNSGp2R+tYidoVl09cKrmmWZlzPcs3wHjnF1qrP8f4vE7DuLV/5qIV1HI+f98nnkhijIOokp03zCPmonXRtn9M9CVfkpnBBdeXjuDamhZrZWRpF93d3qI2chUBlkl+9vh+Pn3IBEgOF6vYxedS6c4fqXT0NaYwdWCOPiq+t5Y9JvvUwtMszyvNIXB9PyP1kYwrveL5bXZw66h8Q7Hdd9wX7/vN93/+8fV9nmJp+tu/7X+q67s8C/w7w77/MQtxpoXSZBUt4wmCS1gL1NrkvVmkBib/FiU6CUwxs6UmD79l4vig4tsgXii0GAdU5P+f85koC6RwNUmlBhKmwHJ8nQm4Jz9v2TlqA3cToZpJt8sXABW/R6tTe74pyIMiBHXfh7sjeKVItqW68Tn5wrI+S+fmC9L5a+Nw8NdffPtl1fDPU/dyCH6m3PLjCF+xovvVgMigHXwgK1Ih9xnk69b/uN7eYOz/iHGIZX2SSWWUxuCG5e3iffTiW4bhynbh33eSqMe2+gPruZOjaxEWHqjnuW/Uf9W+Np/eYCsQaH7tMN2FzOg0RpzvZvLeH+wnfMryvc6tek/fbaI6uIQabqD9rXnOCfz3bn+Hm6pJZXbhPXncKGo1mYpW71I8vwqdQa68SlHzkO/bbFVMfyRjDgB2P5fFNbKmNXRB37Nr95VMeN8Du4haf73OJu3Bpw+Zzggc6HZEH0jp3aJzftbHWO6i8zj97Yv/vkfvDn7Dc3FPahF+TK198UxPnxxumfNN3Ey9kvj/t+/7zbSgTEwAAIABJREFUM8efAE/6vv+l8ftfZRBKXyrutFAqeHSkBlRJq+UZNTYZBNPaZFvSrvkE9zZTv0/PTvElcrjjhWfdEbebTwyLupJrfqLQVdOUQsorL4gcGYYJ5tiOqf60o1Z0JQzv+5hcGCxxTTqZvj/XJ74bcsFafIglHlTd6zL8rgX4/nhci6rqYllfuKdWZo/W9OcL8b5RMCxpTku+Sgra8Po5JwkisS/sMWi4PDvS3CC+Zpq4QGV9RJ5v2hkTIsTR6n6QERpb4uXUeDkeP0t1UoPKWNPmuV+bw/vDPvNCqbQm7jPnGnsX6NRmzgcqjXAJpX6n+thkaEct7qU6rwkzEVFo1D190fW+7NHUYmvQuc7rLOi+irQvaZr9ubXyeWS2NlLrds5zypyVEU/JM0WpPJpzpH3Tvd9hWEmdkWQRx+cyOCEPYo2Zo6RoiFpuBbSukXNowzRzlFsLdsmD25yb2fuP6lnjo8ZLfGz/S6AXp6n6h+7h13s7O4uKNMq1gMbaeFfZH5DPU77ReEIeO7HPsF651W1Rm7qA61p7+Tar3E9JfccDou4mXq5Pad/3z7qu+/+6rvuH+77/f4A/yDS52ofG94VQ2tDQ0NDQ0NDQAB8hT+nPAn9pjLx/H/jjL/sBd1oolYlEuySZVHQs0nOckGcdcpoSz4Gu7zWNo3zr1OSK+J0zcamMO+S+RYp2dGqR5+R0F853CPDbYfe5rCbQtTrRHCm/0BhK5z50TnkF011x1Mjpea41kwZhL5zrKGmHPF1fPPfAjsXjXddV/VNL0dbqM0fkkaYboaxd1020VMtq/yCPtPasVDDvY3fGUM/uFzXnf+ba8FjX71H33RWnrdridPyTb3DJh9jprEp+j6tEb7sfZAlz2jTVsywDosuJZvBj8sxLXgen5Fqjkhbx1J7lvqkwfVc3Ez4Zy1/Tsq6C2pyjZ0VTsL+Ha1F1bo1Pt+ZPrXlM9aBxLWqpEg2UfHuPxu9b5Fo30RDV3F/ieKFwrtyldhj6rNQ5nvEuatdEBxUp6d60PO2Rp9fp2PRu+rxn5dwby+KuM6qPx+Sc0pCzmej+Hvmven4czrsk91EXZZy7N5yS9xuZ2uXOorFXolR0yJyv+7r2d1m4tdE1xJukuvoMeRrSU4b337bz9dxIj1aio7smtxbcs/dwKknnAL+bePlCad/3XwTmTPwfGndaKI2mKg0qxs93yAXTI3JS4UUqfy0sUXg5ZWjuuSCSaLbQuaVrPNXhATlhszue11CjeImIPnFr5GZk958U6bgvnJGg2uF5j2EqAGtRkykqLqbL5CyGoV3jtZ6i1OvqHrl5Mm5U5jYRx+F7SQirvUPM8TyHueCpeF+h6zreGf/34L2Ih+Qm6COm7xXHgCb6ms+vFv+DwjH1w8hJ+SJQ/7mk7M7xwP6PAon6uHh34ySnvqTxUBo3CtTypA27du8n5L6PHiAIeT/cZxgf2mi+S/IdhqlA+zLgwpPXR4lHU+P5CTl11yICfMJxT+MMeZCmB43oXT0IxoPIFgX5LAMJFqXEFbV5PwqkMJ2H4mZobg6JPpEeZLZOrqiQ6xHUN2LuguDuGdckQXKXvC+pLT3Qdq9S7q9QdpepmeBd2FOgpOalGqWfwzmin5O7s7hv+Ca5T/I5eUrkjtU2r8/IfWE98NgVQlF4v3toGZ1eGTQglRcZyi/m0ZOa+NQBnVQ8Ys5f0DEX5OAoTZT6rp2bBskHTAdc7d7i2awdf5/cB80jGiHfqStC1qP1tQDFBVQRi6rTW3KttQfUKMBqlcH+iGnUvkOTo4i0pRVQViJFOZcWuxo5OEwJ3WsLtITsWO8SnKLfV8Qiv9dSIJsm/UfML2IeZavAHJ+oo2bD+7oLLBElobNWP4syrpQQtRvebw9IYz6Oc/e3/RJTzT+kvihtXCmYIdaLZ7oS4oIXCcDV/tLESFDVZtkFfy28UGaXWIWNwJ8dM+GonDCM4zlh+MzKVPInjXCu1ahZfkzeFx0ldom55XSuX0aUNL+1TfyqWdfmIO5mjc1n43fFGsQ1QPMtpEh0tdNvj/OD+ktkLI/joeQ3q/lHihtZD5SNTqgJpDDt35D6xCkD/6vG1meZxlX4miAO6FqfumLqN685QBtxH/sxwEzYpCyYHo+fu+OfzxNeprsp1kFLM9rQ0NDQ0NDQ0PCaoAmlrwTuM/IuaRcsahTHLbmPWNyllbRdjPdcpKHw69wf5pSpJmydPLLQ8ZTcrPGm/R9prCCnW1rk1wq5Vs2jEKXZ0PUx3/ATpvf29IyXTHek6lzOY1rLmT5Ha+Wd1IfZPkN7us/kffII+g+oa0pju8xpK+fMmLU69937XLuUnhs1Y9HX2dkKalBEvTRkUQvyNqmfHjN9xw9rRlUf32I1TWnJNO/1V7qXrnGNpLQfzvTwkKlf4CKuY0d8tsbqLnl63XvklhfXxOww+MkdWzmuSRrSEiWSR3W/H34v+fFFmh8oc2cuwrJuBdL81c6XiVr/H5Pmvnskk6yO35BbMTxy3/tldAWay8oFQz9Zpb19rMX5wn27ZYXQXCT//JomMGplPZNSdCMopdOO8P7/gNTf5P7lNH4H5GmMHbX+hP1eowlzWsAthvlF43eflG4ZUr+c0767W5Z4gf27ELl4Hd+ouB64tvxum+hraJrSV4IS3cWc76YHGC1LKg7DQuSclTXhZU4gdjiZr0LYHM/I6VIkmGoS9EnDTTWXdg0szle/buWMpl4FeniqyAivwzjRe85kJ3h3E1+pTCX4guXvrrb3xd8nr2tyf6tFvITLoMbjWVoMj8dPT5Sgc1VfpUXcqbtk+n6Rsl6N969N/B5csc9qY6KEI/t/h9SHbyn7swped4+YmtxcSNuk7GPtps/4vi4QLpt4ARa7VUDuR+sbBPdbOyWfP5QcwTdT3g/iWHJ/7ecMgnVMglHDTTi3VP7Y7jXzdqmPH9r/paASwX2ft8OxKKBJwFJ9RWJ5SL6LsYyLKHycLim+T9/3/E4zk8PUJcs3NM/I29RNygq61KZlg3r/h3xeXLQRKNWzhL9H5GmqIffPfJehLn2DoPp+TNmNKcLrzDdL1/Zc1YO/v5dJgV5yI3DBWXA6Pk/sok9PPhHTeTtKY7g217k7VFQA3T00obShoaGhoaGhoeGVowmlHzvuMd19amemrDja9UprFKFd4vNwPJox3ibtsLfJd1F75FHOMTVoKYLTNaWOg1COTUDJZd9iSGEqTYZ2kDXC69KzHdEU6btHaRhdY+emqkW7+WP7/x55BhaHqGC8LLHMrpEowdvFaXwijdQis52bjZ8xDZK5R10rVdIka0pQcIHq17N/KX2lP/cZuVtFRK1NS1Hcc5mRLqyMNQ2XR5PXtJSCE8/H525Rd1lR0B2kCGW/3tut9nyPKtccoPafy1I1hx9doCX9DPXMQR58Ik2gu3PUUvOW4BmMzsZ7S0N1S66Fk9m4pOUppWWOmiXvpzFt6Jz154bpEujm7Wtyba8jaqTnMqHF+yoLlcblM8qaRM0fPqZL71NjnRBi/Wnecs03JM2eU+rF8ujae+Px4wXP9uQUNUhbrz7vwUWQguxUD9uk9UTuW3F+iZpTz0an9zpnqBuN8Q2GNnCTf7SeeP1sk8bSu0xTkHpymji3xPYvJZOJ6WPj2qf+scVdFeUimvn+laDk86bflNVDC1TMe32fPEdwnMSi8OGChCpt2Ry5cVB4zvkNhkjFmN3DfYDUtTwLheD+NKWo/g8DF3gX+aHtk/snOkplcrNxrHun9ipltonmRd1f3JrndvyB3SsKOyfkAsuVnbtP2ZxUiuau+WF5/3AOyHjf0rVOUVKK/C9RD20zmJ+e2nc3ka2P91F9l/xRo7+Y339OIPWJXllRYgYrf0+PoD4ijalSmVaN3vepeJmsLLXsULHfKsWlrtljOoFqUd4O1zsXYuxDi1IZXtt93yFP1/h8LIcElVUF7zhveR240Oa51SGnxoKhjo9I4wmGvqY2PmW1NixxJkPqn17OuFk8ZeqTrXo5pC70ruIiozr3qPc1Ur0ot7srKhwbJCFzm/JapndVjILucUHu2rBn5TgNnzLd+5r1DkkYdJeDz5LHBtTM12rjmqJHz/c2OSe5hEGixHLaJx07ZOg77mPrfV684Pq+BlWXi7j21uJDnJ1gVa7V1xdNKP3YsclUqHF6INdEyHneBQVYvCuHNOg18DUQnez5nDQBlfxVPFAl0u4od3wJPoDcRxMSlYomND3XAwQiIsF95KBzgW8V7sQ5IvCa4Mn4e5ywDwq/OWr+QOKe9cXUJzvPVa5zvFw1WhAYhFunJTm3c2p0Uld2fBVn+n3ydj8jF55rwRwihfZB/Y8APzz+r/zimsAjZyXhWhe25dcZ+5anqHRBQITgUNbs+CLsi3cJfu4y3Jne793nsbRpOyQtwi7oqI5dw6bEFjC82ycYLBeQiNH1rqVgDE8j6X5wJUHStco7pHGp5BO6VhqnmjbY60t9ak4rVAqyctSWuWumvoxO68NMGUvCYG0+ZHyG+xCWztVz5X/rwlAUqF8U96wc8iF1od37vQjs9cwn5D78pflO9/b0ooJvpObmaZXDN+auYPH23CQnz98ay1kT1uNY8rYorT3HDBZHSDRP8vH2DZ7qyLlXfX64ZPkNTix7ae5QOmJYzef89UbTlDY0NDQ0NDQ0NLwWaELpx45bhl1USdNwQ76DlDnoIpwzB2nFzhh2sjXz3h7DTs61sL7zLe00fedXoqcS3OQh9gCPst9guvurmR9K2X8W7SRL2TxEF6Uuf8z8DvOUqZZkVTOjtE571DUDJTcBN7m771FJM7co7aNH7rp/5SXlNlb/ieV9QJ695jgcL9WN/1bTukrrL7PgLvAp4IfG758gp0yCqTbTn+P96Cr8Ju2F+1Se2DH3E/X7l+CamyOmpNpzmlE3mUKeeOJi/HNXiAjXfh+Q6la+iXonpWv0e3wAfDc82zVnnpjjlMROoL6je5fa08f4Pqm/fGL8VBtKM+4T+X1yzarK9P54TJpSac7dl9rPPy6Uaw6uGV1nGHfLLDBHKzxLGd28b+6T0opC8rOFNEeqj1yTxvlnyPul+sky7y/3MPUdva9bsXzu3gzPckveU7uPQ22otKHqL2+Tzx9zY+sJQ790/3Yfb24BVD/STFaibPK5K+KAxWKQp6p2C2Fp7lYfV6Y+zQOrUHotogiD4R3vLTjnbqIJpR87npPz3/niP0cLA9NBUPIL9M58VXmOrnW/HcjN4NHUsEeavG/Gc2oLr/vExdzUuySfMpjSRfngPRqvrzl4++KL3afG26qc7TBMGIt8WVcRQp8xpY1xV4llcURyrYDFrhpPqJuRHzMI4yqHMm9BnSu0Nhn6Bkf0LJ7pJN5PFEKwnNlKi5TKqwXvzfE+37HjMXc5dqyUv17Qu6lc0X8Mlm9zN23vkqecjGNN4yS6oWDfj8b/NxjqS/10r1CmaLLfsnMd6+R14WNS73ATfte9a5vfWOeaXzyQ52p8ttwE3mAQht0n0OvvIfnmyfvzI3JeY6WD1Xspq9CL+tT5xvRz5K4Tc9Rkq0DpKN2n2oMF5cLi2eUcnnb2hjzARlnpokleY+TY7nNBHrhzxdCeLqQekNP13ZA2Khvkfdvniv3xevVt0X55m3pq2Dm8Tdqc+Tup3NukOpLwLqql2F7uFw1lV5o5AdD7g28cFuE5+bx3j5x/t7S+qlznDO3kG8RSGb3Pz7m/3R008/0rwVPyRfeS1JFiqjXxMHrQUCnd4lyH1LES55xrSt2HKfqLnodywHRwunP2EWkCjotYnJB2GBYe52y8tP+V63sOtYF4QFqoY2R4zT91WcTd7BX1KFfIg9euSAKdtFkqlzgrSztrCWyqn8d2DZQj2T1Azf3n4rkS9nxS92C4DfK280CH2D4KUlrF18kjXN0PVL+51ll9U9p9vYe0oHrHmuC9ZZ+q51UDk96zMir5gW9CSvea80E9Dt9Vtxvkfn0wDaBT3YgrNgrHEhzlm+jJOCD3M3YoCA+G8S9hU7hHamvfkP0AgyAqruLof6uAsShkaDy5JkxsATr3u4VyukaqBLd4xDnWIU2ga+hq596QBA3Ga7wMHhSn9nJt//vkWmi3BjwlT2bidX5j50Pyp1SZfQMquPay5OeocitXu+6tuUPPnxPQS0G3Xn/nzCsBHpDzg+6Q5o+nDH3RA598tnZ/ZdW5+vwGeXDXNqk/qI1qfuRvk1uqou/7HEqWsXXyseu+/rH/etDlJmWh1Nks7rYwevdxp4XShoaGhoaGhoaGgNumKf3Y4bs0GDQ02uXEndomw47PeUtL8F2Sa/4OyHfUkDQy8utROVzz6eZjR0yN53BN4xW51nUOe+TaHt+NXto5kHbacxqth+TaUXVxaWBfJANQKRI/1o+blErtpN+kfXRNoEy2UN7x6n2kyXDNuJejNJzFvQfDrl/aiAOGNlQdiy5I/VMaGaeH8Z39nAnOzcCO+/Z/yZ1Ez/kaqT9IIyvznGvxlSpWUCSx067MTXHur7zMpBK1y0499lmSZmObaR+9X/htDnr/K+br2rkRITeL+2+6p2vLpRWs3f8JU+24zJm75ON2g+Sr+gZ5xLjSxqocMlXreMnkrOd8QG7a/lZ4B5ln1U9L2nm3FMz5MmruqbmHQNJuijLN3YFu7JplXHb0nOhWEdvjbfLx4KZwZYDTc6XN9n7vc55bOGJ0/WMGjaX7QdZSx5bmqcgJ7PU3tw48YJiPxG2t/qM+cMZU0y58wKA1da37LnUffjfHy09V43aP3B0mUtgdk9OHORZlUottDNM1xNkJxO2ra98h0V1Frfgh+dpzZ1OQ9n0TSl8FNIlokLmfnxZVpwNaVYjygXFCbrpzE1uc+N6xMi3jlL0R7ucT0FNyl4NSajyVUyYUnygldMiMFxs8Eg0Lj5gSLztP3q8VyqDrd8lzV1/bfeIiLyHPkx64ACyTjy9ukTt1bnGENPndkoRSF7ZUZq/XknlsmzRB+/uJZsXdO2LwCeT+inrfU6bUTO4TdWzPZnzGU3JTZ+QW1TX7jHRV4/d7DIuO6tLzrQsKGFE96TlvM/Tl6GPqZv2j8XNRACHM09h8iZRG8oq8bR6QpxysBTo6lvVljPymLhhJSPB+E9tYySyWgZtBn4fPbzIIjCqHhDZIPLweBBLzgnfkc6LwLZJvqsp7auXQfOkm6ui24YLzDnUuSwmWKnfcjO6Rm1R9bhK3ps8xczgi98l2AbeEuJFwIVQ0e3qHOQ7qY/u/FES6yId9zkw8R4k3J6SfkPugCz6PezKGS/Lgo5vwfU4oe0Ia8+oz3j+0cfPneorXWr2W8tT72n3JdM6PrmNx3dUc+5mxXJrnjklKBT0r+hzfWTSh9OOHso9oIJR4SNUskb8Spp29RoIuqKMrW5Q6dpy4v0LaRcrRWhVdEoxPSIN6B/hm2ClKQNLgmQugiaTDvpjFTExzO1KV2a/XRLDIuV656jV5upZZ94r30Dt+hhRwAEmT40LqMtyyDg900cJxST45i5NyTgN3XLlv9A/UBkD3fm+8t/rpG1aOvcJzYx/ZJ/VnBUtEbX0JEuh0PwUHqG4vyDOwRDL4yCW6SZ4nO0JtqAj4RZuFGmk9lDlUVaYNcivJywiggaE+1C8l/Ee4z633pzNW8/v1IBj5Mno7uZbQN4fnDEK78CiUw7ky9R56p3dJudF1b4+2/xKDlto3Fb5ZFCE85P3IoXYRn+rx+N3n1S2GfqTxoHt5ueI8XNs8H5ILYMqmV1NAuOVJc5TOLbXfnO+mz8Uqg7+DQz6V8Z2hHNgY399/m5ujNhjaUQoU7xsqn/PtXpL60zVD+2ktinP0wXh9KUBLgZHqH9p0uVjkAvA203HrguUOidMUhrpW+0Tt9SrQZsm5UJ+QZwz0OXDZYKzXDj3wQRNKGxoaGhoaGhoaXima+f6VoKTJ0I5HvKRu5nqbpIE4I5mJYND8+O40+vTcI+e7lLYUhl2/a468UkUV5btCcQ/qHeT3AvMuBifknIKQaw0WaTAj5vx24k73Kav517jWLZpxFmVrWbdzLsaylHzTjpj6hIkzFlK9qk7dx62mEV8lT7ruoXp3LVHUEp6QRwB7mtnoIymNBCTXB/8e06XWsE/uwqGob8FNtTK3CXIDiZpTaQ6OGLRgrhlS3cq1oaYplZtJzbXlkFSXz8k1gxrzKnfNL+1F4POJzxtQTg3qGr3jFZ8VfXAvKWvqlHHKGRUc7wG/m1wD9wa5teRZOF84Yqp187peI803clfwsVbSInrqzOgu5ClCvb/EvuwaVqE2V4maLnKA1uC+ve+M18Z6j+4wJWwzjQu4JfVH1c3R+CmTuvqRt6MsJerTpXHjqUXnNKXqj+rLqmfnF5ZWExL3tXBKfe6Lz3UttVuyIFk6HtnvT0j1o/gHH3PexvL51zt4fT0jZWiswSkZHTUtut7tB+0376N3En0TSl8LaJBEk8gRuSApQcnz2bvJJXbGZ6TJbj+cE02ZO6RJqWTicnP2/VDWmK4yYlXT9RzcfB9N+TVfsRJKC4YvWAoogDrFj3BLvpk4njlXApsLeL4gadOhSbZkFlwVou1x313dc1FigPft+GfG/0vCZayfOIk+JE3S0Z3DJ+t18hzRW+T9Z4NUd6I3WgvHfYLwoKsN6u4OpcArFxyek3NxOpE8DG3mtGafAb4c7rnKYvEivINqW091eE4e6HNLmRoOyuZFCXjb5JsnFxoinjAInXGi9s3TF0mmzn0G+igFs835Hx7PHIPy+zmiv92R/daRc1FGIe5LJNeRfYa6iJs8Ic5Nu/Ycmd9fZFzLzUrl0HNVzkcM81hJSCwF0kIuKG2S9xf3SfZz1fedTqqkcFnGVzuOyTg+9W41svg597DoVuBz7QVDe8dx6vM+LLfZPyQplaA8lmJ7vxXWoDhePGFECZrXvma/PecOpx29w4FOyyhcXhq6rvudXdf97a7rfr3ruv+767qfG3+/33Xd3+q67q93XXenfYsbGhoaGhoaGl4pbm9X+3tN8HFrSp8D/1bf97/Sdd0ngV/uuu5/Af4l4GcZlEA/Dfy5ZW52xLATlFbllKkGxTNoOAWOdkCrZAryaNnn1LUIJfOA02esk1Nl+L1KWseYvSZqfuZI653M2AmqtWNdRHhfCjCQqUpaAAVL6B3ijtopbErO7V3XTQKhdH0pa4ggknA3XSr6GKYO8bVnO9wsfEO+U/aAtdL9hEVBPk4/5QFhJUTNh7SX2k0ekkymXyav91Jwn8Md/p+TBzJtMqS0/I6d6yb3qEWdQ0mLVQsgkRZYdSIS/8/ZvY5JbT6n0Vc7uKY4ugw4NZOb63YY+oK+nzDUpdN8lXb0tal9m6StEYm66tbHDuTuQAoIcro5DxKS9lv1IBPxRjgfXq6VBabJSdw9RoGRkZLO4QwSClCC4R28z8Qx+ojcrWKT1IYKxlLbKL3nceUdnpDqJzIEyLWm1MdKY3yT3J3EqerOyQNg16mPzeh+IO3lMu5Ta9Q1rV4W9dM4NvXOMPStE6YphgW3aJXmwgNSO2yFY6Xzvc/6+z5n/n1gOq6jhljfSxovDyS8LVx7J9HzWgmaq+BjFUr7vv8N4DfG/7/Zdd2vA7+D5AZ1S55gYhabDAuHd8jYoZzT8pqpWd8H2iJhwk0xq+CBXbNGPmmuMwwKCV6lBVwD+pA8Zdwy8PeJgkDXdRN3gWjKcvO+cM4gPHh9eJ3E8h3PlE/398nCs2rMtYfaWhPcQ3J/TPnBqZyLUqHeJ/fzuyUJEsq5LSE1CpIu8JTKvB/K4akdI32LQ3Rhzs7gi5YLcBFxLIg30Cd4992FtCDdkvsmyodwGVq1RZymc1D9uu+ZpzfcIOfSZKZMlySfvtp5zmSwHv534V/90+ePQ5LZXDnF9d7HpPrfYxCkxB2p/ulC6SNygU5Q2k/Px+4cuHEuOiFPZxnZKg7IeUmdmucM+AIvBmV4Ut8S80PJz12ZwvwdPDJ9EY2e+9jKv9ppjKIbio+vUt+U8BiFvi+T+11HWiI3dcdMSapXteW7THlt1dd0D994+GZ0i+X9+Z2pBZJrhMqu9nG2gDM7d488NaoL2tGUPbfpfUi+4VZa1tra5XOcNsBxvna6x1LGPB3bs2OxfCVf9+g69P2R0enumu9fmU9p13VHwO8BfolhzP4C8NvAH1v2HtsMg0aTWGnRcSqVuFuLmrJD6jQduod/OjwNp+8g5Vfki7sLElr4nNzYB6M4MCGRvUe/nYg5qp05PGC6S69pUpX6DsoTyCq4T+qIWnA0EWoCcY2vjkUfyffH650oOS5QjvhOT5lqN+Z2ze7XN1fXj8gXwzgploJ1XNhxQSJSzjxjXui/Tx40dEXyiy35DGpCVpCKFlUPxhN8UVZQFZTHxzIUUSVofPzA+F0ZndWmvqErwes9BrHtj9d6gggt1t8hT7kZx9wOue/rHoNmWb6cD0h95/54X6UKFS2NyiGts6fvVTuvM7SJ9/NtUj+VplfCn8ah7hWFQnEdM173QyTuUm3wF80vNVwx1eo7tOGRxUFjRu/rgpLTwt2E+36ZgbpK9/I2vgmfUZCKy7Q0vFDun07VBUmrektet6djOTT3lJJiuKC5wbTfHo2fMYnDNUNQlsbVMto85wstwXl//Vlndm/FWcRnHdn/aiPFa9zad1myoG5Vct96T427w1RBMrfGuCAp4n7snrt2XslvVu/4InPUa4lGCbUaRr/Rvwb8G33fS/n3+19FWRoaGhoaGhoavn/QNKVLo+u6TzAIpH+p7/tfXPKaXwD+MMDe3t73fpcPYU1Ltcs8KXnUlF3O3GsRdsj9RJ283yMJpX1yyhk350fTgZuEIE+reUE5Wr/0DvE8vbvXwWOmWruar+kpScN0Sl63i/xUHYpCduqpfaY7fCca9zJ6itZzht206tCpT2AxOb5jTsMKgylpWe2wTJnCTjFDAAAgAElEQVSlKSKaMqUZdz9Z10DE7D+L3seJ92/JibNFzK5j7oIgFgT1vahZ+Cx5xrRF5ZijiCrBM315vbmFAQZNYSk6X/BsYg9IWko9Y8PKtWb/P2b6Tm7KjP3zAwZNqeBlviA37Z+TJ6PQGPBx7hRQrjmTOV7a7i3y9MkR7n95Tj7WxFwhDe4nyRkq/J6HLKacOyGNx02m48N90G9JtEEb5Nq3kpVKGsob8jGufqo2XcVvVtpu1c87zGuJnUWk5Jt4QmqnUl15JiLPaHVI7qP8jGnKY8/6d8M0zkBaaJnnVQ9n47m6t3z0fQzUTPD3Cu/h84mnZL0kN8FrzlKZa5pS9UUfT06f9yJw6qkjBmvQsu4P7r8dqcYAvvrVr9J13bfsp1/s+/5nXqykHzGaULoY3SCl/FfAr/d9/58se93Y6D8D8PnPf/570pV4NGuT5VxHLAkVi/w1a4Id5DmFnQpFJhA3RZ2RhFKfFCEJ2TJdrJEEBfGzzQUB6J7wYqYI909cJHjVgkximdxX8xl5MJp8mPw5cwtLzCoDU75AfVf5tKB53cWAuDgJehtCvrF4EXgQiOMpQ/3ESVuLjBYUlfvLDIKGFvgH1LMf7ZBz/L1J4o+E3DdP5/k7PmGaIc39dWG5jCcHC45v2jmx7SNfqsroQTJzm4enJFOvzPM6/5Q8jeQz6sL+2+Qm1/cZFj4JB99isJipjX/Frn08lkMuGSfkaY+fMgjWqmO1GyT+Uu87D8n9D38Y+CfG7zf2O+Q0Xiq32vSIoT9IKH2TYTyqvu5bGZX+N475KAwdWTl8TEczsbfhc4Z+XaMp0ntAGie+Cb5iOaqhCM336ns7wE+Q1pPYB1yoPKSMufXD5+Mzu8ceKdgLpouyss15cKTq4x3KrjXxmZrf4hwUeWR9Li2tq6dM3eCEDdL4jVnuatDc9TA8733m+wPkyhn//5rU5/dJgukycHeeUp1++tOf5hvf+MZbhUOvF3oaT+mS+H0MwuXf67rui+Nv/17f9//Ti9zsizPHSiTovjstvfiHcXB2oVQaGBgGRFyAIE1IkYttnWEC90kkRoBLyKpFJZaE0VJQE0y1mnGHroV0Lr3nDrlG6zG5cKMc0pAEMNV1SSuyCGrTyH1I4bvKA4Mw5/Xu73NJngo0LuZRIH1G6kP3yX1dY550mI8gnUtnqUhtb9P3gM/bcWnNov9cJM+XL58TZ7vm0cm9L+wcyImsYRBOPGf0TjjmKCV9gLTouF/fBnmfeErOPyt/bLWz2mHOj1q/SUPnud7novfXGThCIaUCdUHLicbfJte0RmyTFt3aPCNN6ycL10qYeJvc3/KaPKf4NkOkqO7lGrj1cO4V+XjZDJ+uoVe9Pwjfve9ukPtkexS4C3iuYXfMbYCd99k5Xl8Go4DqcpN8gzSn/V9GEeKbsdK9NHbUt9QvVDcu8Nf66SPgR+3c/7Nwjls8FHCpfupiS9Sk1+DMED73uBCncfFo/Fyk4IhzF+T+0T6ulTrV7+dsLVfkfuJbTDXLEe6Dukww5+uPZr5fCn3f/++sEF3f0NDQ0NDQ0NCwIppQ+nqhZM65Jt+9znFgOhSlH83S7ucVn+k+O54mUtBOu5TS7hFpt+o7xAMSxQfkkZz+zNI9S5ycMO/3eUJu2tLu84ph5+5RvO7buQX8mn2Xtg8GrUSJdmOVrDsn4dMRd9Vyn4Bhl3zPznM+SMhNarrWd9gPyfnshB9hMKGqP0iT59rGM8patJpLiOr6mqF9o9nNnx/NadKaxOfJf9Uju/1+7tcYfefieFK5/J1dIxvbsaTRktbC/aRV5od2bI30/opqdr9id48pQf3hnOH99KxIjwV5NPAGSWv5JnkayVgfqjv3X9XcssHQr9xlJz73y6R2cxeDWwYT7Wk45mwe7v+8S+4X90Z47kNya8AZiZrqB8f/VZdPWE0TuUeK5H9jLIvec2fFe0XOUG/fl6nJOiC3gjwPz3XXo+PC9d5mbl2Rf6n6yz5Tf1V3Z/Br5dKjvlSyAriWdZtEN/Y58rkXhnqXxlI+5br3Gvk8uooYc0p6/0Uojc84/9YQrR9z7S+LZcw8VXM5+Kg4fF857nBGp+8LofSd8XODNPA1CFyocNoRHXPH/KeUzb81wW2ZVIfiO9RzI7Gxc8gJ75EvnJpAJFRoEtWiHk3LToOh/5cJOoKpP6o+ZdqC4X0ekfv1ue+iKD2c49ODPEobhpowOsdtV0KcwHwyvCT3uYu+iG+T+y76kH5IHoDlZtAjhnf9xHhxfwsnt2mie8K0jRYFg6lPyOSqhUNtqvd0YVCUNN4Ou3bu9VhmmXZdgI9cszX6KvfP3SRv1+PimyTUfLWeksaSFhXnCy25v6zi3/vMPt8Jxzz4zf2KtxgW+sghW/NTPyOlU4VE2i7s270UtBJNsrr3J0hChu6leeqKwdTpY+uC3HyPleMNEp3Wm+T9XoEqX7fvPWl8zi3UJXPsM1Ib+1wM8PXKpriGRT6iR+On4gpUFm3oS+ZgmFKTefIVkba7kPaU9E6OhwxzucbSd8mD4/QctUdJkHIOz3PyxA3uBhHnNKc8uiLfxMiVKrbNMm5SvoHXc9apuzFckQfNlTbdmi+dO5SxjDukzae7kiybQrgUOyHTvp4lHla1sdZfyQXRJSfiaMmyNLw83Gmh9D65X5v8jSANJC0EEjj0wprMPHOMZ+yZmxTj4NWALGn7lBFDO8pY4bVd30X41Lk31Bf/qCWM/mKlwX40fuqeGuD3C7+7zyTk2YB2yAUlv4fXV4ko3rVe8vvTgig+VJ945gS6qGFxPCo83ycr303fkmu+pGF0km4t9tvA5gasj417ewvr10lrVIpEXrRAe4YaX1CcqxDyIKBDhnryaOstUh/btT991+QsgvboSxrhPqQuDBzPvs0w/iRIlvq8/+ZC6C45W4UQeQmX1Z59hbQQigNW9adNH/b53fFT2m9vR1/8ZVVQP3Wh+YBpgN5tOH5CElLXGYRDSHOUC+0ekKkAKbdUaG6DgRXA7/VdUmBTR+5j/E2mfqZeVx6Mo/EQfStr0eul/i7Beo2hHmPQVA0H5EKb94X3xjLX/Kw9EcMzhno/tuPabEGuYYZcQJP2Tf0kcsmqH9T65SPSGIuxEcqEFDlfffzovkpkIo3+GkNfeBHe6KjNPGPoX+pbcRO1Qz5OL8ktTd7Ht8k1/mq/qGD5MOWF8obXn6c6VZ+J64HzC8tf+87iI9KUdl33BkOeja/1ff9TL/v+d1oobWhoaGhoaGhoMHy0aUZ/Dvh18r3hS8OdFkplFne/NudddI2ZUp5pdyrNhXa3mwy7Ob8m7piFuEPTrth37O575lQiJS2AUrLBlN7HzYunlDWNgt7tyJ6l+thmeNeoAdNONZp8bsm5V53PzqP/hZKJ3SM8teOM7x9dEqSpUG//ElOzUE3LeMTUrOv+rq5NuiTPxCQKKPd9dV/OK6bpDXfs3Oub1DYf3OZ1I9/Umjbg0MoRd/o1yiXX6LkJLUZEu6lK/pnS4L5FykAEeXrXUln3yKnNPAp+ETxCfhm+WI/ado1MxEOGulsUXeuQ9iyW4ympjxyR8wc/Y6oVjM/6CmXtzQm5u4tMrn4cUt2/S/JtFZVYjWlELhueXU20OLpeJuaOpC2FoQ2/Sz4GLkl1Hf0a42Lh88Mci0EJ7lqkOvd+61Rdpew7vhoeh+Pvk+rvHfLIdneF2GPoPx6xXprHVJfeV07J/VFL1z0k19Tet2dvVK6B9O7+3jeUzdXSmmpOlovR0fhdWbakwZRlZRHnrHDM1JJVWu/kZubzp1gFIFkH9A7ifK35ei6DZc38kOZL9XX1rTivPCanoqq5gbz+6D+SjE5d1x0Cfwj4M8CfeukP4I4Lpdek4AXIOT0lXLpvZDTruq/QNdNOru/75BQ/5wwdV8/S4PQgqjjhzJmk3PE8mp+jUHJLOZBJOCQN9F3S5BNN+0KkCpFQLHoQ92314BulayuVQ+bUSL6t8jtksnNqopIgNmeyPxo/I5fmY6bmF+d/9MldfLG6u7juPKDE2+Wh3XtrPL45zsDaEHmKPV8o3I2kZuabWzREsK97uUvBHtO+pnIfMJho3XQmATX6lEbf51jGc4b2V7+9oB5s9IDcTByTWszhOfOmeRcwhRj4V0OpDO7X5mbwZRbxA3JaHy/3KtRn8X3n3kOBTar7b5FcMfwcSAKoB2Hu2vfH4308iEZlEc1O5It90bSMa/Zc95eGoe4ihVScNxbVp8/lW+SuAj52OhYHu9QCKt23O7bRLtPx4OMrJkuI994kCda3DGNxbhy4ciXS9/nm4jn/P3vvHmRXdp33/U6j0XPR6Onp6elpglATbIIQBE1Gk9FoMqIohiU6kUXKKrkqclRKbMmOEiuVyE5iJeXSw+XEUsqKZcuJ8nDZ8oOhJVdc0SOJrEikLEWPYhiKohiGHI2m4Al0BYFgD9jT09PoaTQajXvyx97f7G/ve8659+IxACZ3VQG3z73nsc9+rr3Wt741WV/cK+7lEDef9y+Trz2aD7bs2GM4FGfQFaDYJuMGSDWJ1sGufnsrUIL7Tu6epfS/Af4yw8x1d0weaKX0CjkH4hLDO5subOi4OLRNhpXFHdIOssR/rpEmgbI8Tfi3i6RJdJ+gvGzascseeX7lGRJ+SrhOTZS7xXVN4pmmSuC5W551jpfZxTk+mwZ826Ku7B1SWHbi3+VkJWXUWQSEc5PI0um74oukdpIlSOVftjJ7xDLx+V0Tn2PvBoTIZcd1vUYKIOnKEtMmbVHep8itSHukPiJl9Yz9dpk8E8wfkixlK4Tc5xAW52MkhXWdfFOjvu19d8vufYZ2En9ZTFSf5SZmlbQ5EZ50XEuOxBWHNiXuBHkwU9fiLAv0OJmqIPQr50G+Fc5jD17x8bpRnLNt56pPu3I0ICkHUnD0WxnF3rQAa0yV9XPS7iWuVI2ZdXKLpRRB/05SWhAh8O7qXvvk9f6klUnsC11ygtQHLpG3u0e5K5hR40eegHHabp/ckFHOr9sM9/N9Un2foF0h6xG8GGrDMiGCW4lloVZ/2GG4/4vrFybHSC6S3lF43CZjiLhjvR9qfZJskN7pKEFvGsdSqs2QK7yTilvyJ8GgP7hS3wp5/kpVVZ+245+s6/ondVBV1bcAV+q6/t2qqr7hDhSyUR5opXQqU5nKVKYylalMZSqFTG4p3azr+tmO378e+Naqqr6ZiGCrquqn67r+M7daxCZ5SyilF4tPF6ekcKtAGz+ku6Q9GrS0WJVuDch3hW4tdCvcPsFCpZ3aGjmViKgy9Lzyudvk1p51chf7gLSTLTGhTaJzlc7SoyGdE9UjgJt2ym7ZaKJQaYus3SSPtoY8QrwUd9/vEiyHKk+Ja1I9ttWlp5RTe+naNsuyZIPcAvUqyQIpXs1x8ZalnKZ9Jy9XpmOjHSfllmKxBziW8SLJSrVGchEukrsUHyJxuULA9jaJswC0yW68b1t9nCFYmiFYT5xqSv3Fx2sXc8ECaTwIT+spB52erEnW7T7zpH4oq6L6yRI5llN1pznB55o2uhzJGrlr/DPkaUr1PAjtsUbqy5cJliP1F0Wmy+MxT4KkXCPH1S+RoDgQ3v2QdktkEwSpDcKzF8voWF/3upTwEGH6iWV4yso1yt2q94DE2+r179nXeqQ5seTzhFAH43Ilewarss5OMDwH+BzpMIkeeerpGYIl0ZkfDsizmklOxfK6JbRp7nBoxAzju/AXyDGWDllwnLywrYJpnSK0Wek90XpSE96pad0QPaNELADjYEjHwat3wWHa+LwfOLkLPKV1Xf8A8AMA0VL6n91phRTGVEqrqnon8OV1Xf9qVVXHgNm6rq/e6cLcaTlDO76sreNJ0XCXcpM0LZJOpKyBu0o+Gb9ErhyViu0SzWTiEAa8BwVBysENaSJ0yhNXrpo4P13RHJBPruLtaypnF66nnBSXSe/jNEJt5ze5vtpEbiJd59CJQwIVkYamU6kQz9VvcrE/GT9nY7lVlwqoc8zggf22QL5ZmCPvD/uMprqRdL1/n7x/zJL60yF5UILKqHcs22ub1L+OkKiCICyIpfsNhmEF47jZpSi4LJEWsEUSL+dNhhclyOEbXbJLqvenyd2Dci/6+FsnvaMHruyTgv1gWLEUFU8JDWlq4ydiOXT9efJxKKxd12LpXJoedLRB3qdFTaX69IAq4Yc9+ERYP917Uoyf+qnSO3YFhTr2eZ7U/pfitQrIOkKOkx0Ffykpw0bBh1Yafpf0SFy2u3T370XSmD9NruC38Svr2ZrnoRly5vPLJjlUwoOe1gibjmvxWEFPTri/QurHxxitmLtctnMXCf1tPR772qb7lHAop0l0Y4U2065AeoBdWX++2S7Xi1Xy4Ntl2qFE0L3BeUsopJIHlDx/JMSkqqo/D/ws8PfiV2vA/3o3CzWVqUxlKlOZylSmMpVblMFgsn8TSF3Xv3E3OEphPEvp9wLPAb8dC/Mvqqpa7b7k3ol2ZiXV0CgycLk526KzS2naUckCuEBuDZyhnV6qlNJVM0/amYqEvS26epOwY/SsKr5j9Kj2k4T3U0OW9D4KqGmLRJwnuNgkbg3bKu7lFsf5eF/9PsrVsk6ojyYLVFP5SsvGGfu7BLiXEfXYsYKgPPpeEfn6Xe8gK6ne/zohClrXrsTrVAdNrrNF+zwgD/zZILf4eyDLQvFbF6C/ZGDwCOF9gpVS/XOX3C3o12DXjBN9rXSE3idk1dZ9XJSMAYatTeNYMnStsrs4fGGX3GLcJ1jTsXMgBQ+p/8wRLJ5utdsiwQ5uMGzxUhsqCFAlL9/Js2wRn1n2EfX/NfII8iaKOG+jm+QZvjzieaP4LCnxJhEnUYdkhff+4awPPrYgJRmBUB+bjB9hXc7to+bYtneUtbqNBmidPHDLvWnqZ5pPFwltVVJlOXl8mxqgIFPJNvk4PktuOT9ivznkSvdyto7j8Xydc8r+1nhXf5CHx6FCkNZUD5yTK1/trfXA1+MtUj/uyrrVNNdv273kpZNXywNWPbHEODIqkv9Ex2/3tdR3hxLqzZBxlNLrdV0faDGoqsoTjtxTkUvNF2V1SEVgdmFnzpK7rvZIg/9WJmd3qTmWqlScVopzXVReV5Y9LeA42U5cYVmPf/cZTvP2CGkxlNLkE3pbl14nT4V3k+A+0rWKvNWErAh7/dY1Iancqp852hWftsnH8ave/qXbrqmNPUpXXHs69snLF4kXyJkAdkiMDZCwul19Ue+iFK3ezrOkdlSd6vdzpL6i5+heZftpURHecM6+OySn3hkQ+kgJIyjTto4rTf1WONUl8sVrQL7ITCKnyWmL/HOfZj5Nf0b5uzY5wudK6bhCnvt7k/YNltNhlWWFUMcHVm6nzrlEPkeoX/n4cBH9lsbi6+TR5o5zlIv0rB33aMcPj5KnSeNnu+E+qssmmMIGw9AB1Zn34yaqMpd1wjt0uW/b8O1tsBmH4fhzPNpcz9NGq43aTtI0//lc45zIJU+v8ynvF88Ra4RvNrFzys31HKnNSktTm0FC7fcSOYzoLKlOX6IbgjUp/6ezqAjPrfrysbU15r01voQL9znA2Q0eTLUuygPqvh9HKf3Nqqp+EDhWVdU3Av8h8M/ubrHGk1OETtM0AZ0ndLyu1HVukewRlKsuPMOqffrkLuVmXBzkJs3BQC4aNL5zHxV8ox2j3skneVFaedrAHjnO7NCedYJc4XcAuTBtvmN2BaWsQ+dNFJ5JVtbLdAeFOGH7OHKShC9aJScdb1oktNAI9+ocfKOCt1w2GOa01OdJxs/VPs+wclMS4rt4Kjy1qUTWBZ9wpbTod4k2Um5ld+yiLFuuPO4yGYG1i6e9dWWgzWqhcq0R6rIc886Dq/6kQCWnz2oKOiothi5t9T5PsJyqbzZhDx1HfYM8UcEqaYzL4uzE4p46dpVUL+KlnbVzXXYZtlB+mnbxYB0lC1iPx/2O60pZJd/kNCm2XWOgaYz7xt6tvW14TQj1MmqzpDo7RZ5AQyJM6WG8l8aU97mtWI5+ca36gfrrSfttlEHBvUm75BjcdTt2rPcewx5Bp1+DlGIbUjpUrVmeXlm0S+vxeIHmjbRv5rUm6lpPKFKK85hOmmzBn6tP9Q/nah53rfBxUwb3qf3vW3fwOHIXAp3eLBmHtuz7gS8Bnwf+feCXgL9yNws1lalMZSpTmcpUpjKVW5R6MNm/+0RGWkrruh4Afz/+u6+kCfPm0uY2k/TJLT/7dEd6yrIh14xnIfId2hrJ1XBAM0VHF3mvUsVBjh8bZSndInf7eMSm6Fl8tz0gT7fmu9eurBaymmnH+gJhBywr7C7tSQx6wGPkUc2e9q60clwgt+CNIj0uKZGcqHuW3P0KyVp3mTzStByio55bWvjczThu1H3TcyVeL44N7dv3Zwj16t4Bt7qq/fWMso1LqMkTpP4zT6hXp8FyYu1SyrSqp8it/zuMXy+iQYLQX5v6prvy3KK1RI4LGxdy0EYto7o9E5/ptEVu/YUcR36E1C/fQz72SgL2Abnly921wrq6S/lZO79kABhl7fHI9UNyCrVSRJ4OYdx6uk95A/ojnjeOKAmBs2ioLRzzDWkek4xDddRlpVux+4k+qckdLNaLktBdVja5yN0KPaq/t1HXQZ6WFXKLpPcXx3VCwF3Okdq4jLbXvAdhvDstXBstn4vqZp3E5uDXOlvHJbo9TuPO8RLVh+P1R62RkK/Phwz3B/U195w9kPKAWkpb67yqqs/TgR2t6/qptt/eLCldZk7pss14uFApE6PckMvknbctbSfknbnEA40jvtg3uTNLxcrlCklB9oUPmhfztoCSLrlIWDD69p1T7zTVpWdYWSJXdlZIbVli4kr3/igpUxI6z944gRNdk5orN85Tuk9wkem4z/AC5IENXYpRGwREkISStsuVp5fIs9foU78fMFld+gZN76f+JFqfNikpj5ziZxJ6LN1L1zalnIQ86423i5dR8INxeSibRPcWb6/3qX1SnXsfl3hQjI9LbZ7VLz5VXLduz1Xb63opcCX1lafuFGb0PM3vrz6hecWx1z6HLttv2lxqgajifUYFLvq92ubFLUJbaSPSBGlxGq9yLDYFinWJ84UKkwntFF+QNvxq41PkWN8L5LhyzSvaTByQ+uwOQSFUXTfVoc8LKyQFTuNBbag+NGfnDkh13VU3L8TzVcY54BlSfXy26aIoffKAQV3TxA0t8SyJojssz+kSjT1BzWD8+c3Xl1I8WK8pkPCBkAfYfd+1EVC4//fGz5+Kn3+a8TYkb5p4oMekhOXbxWeblAOlrLhl0mD2HaYmeg2aNkV5PX6eJF+g/DlazLsmfu2cIUyMZbS1yta3csNkSql481yc/LtJWXFFzJUFBdj4QlhGm3rgxyJp8tolWXcg4VUd6+oT9u1KeZ/SKiYF/wzD5OdzNLf9SXLcbFNSBhq+cyy0WzacQcIXWJhsc1QqDWKF8Hv1O64vUzu6VWmu4f5dMiApam2Wlr797owLjq8cxanqHo+nyC2fVwj9UsebhPcr76lnnSq+80hlsXG4N2SHdi9Nn2GPj/qDeCh1L+GI3ZKmv58msSq4qF2ET9b8cpqcQaLcWOj5xHtOErziiRtmCWPLLdyOdZSiCaEufMxLND9sENpFkdnlHNgkGj/i/1X9dG1iFeUtxVkMC94//FMiJceVoafJE50o8MYj2V2E/YWE+y7fURYjJ82HZHlv62uuSO8W5XqS7iA4N9qI2aVrrfK6mSStsLxQ6teTzu8yjMDwWJhj8iCs+1beakppXdd/CFBV1dfXdf319tP3V1X1fwI/fLcLN5WpTGUqU5nKVKYylf9/yDiQieNVVb2vruuPA1RV9V5SwpD7Qm41nePtSBlJukfu2nRLotM6tVlKtTudI7jCPBJTO+VxLEvuQvLdc4+UZhFSBhKP3C75VbvEeSZlkduz39pkiTw1ptxY2vWKlstdKO4WPU6isfJsTpDjoSC0QZsFuAmjtU+ybDft3N0q6bybogeSFW+ZYP1wd5dTt3jfuUxuCZkhT42p8peUWirnlv22Gd9LbbgcjyehN5OFb5GUKlDld15SWUUcv+xygXbmi7OM7sve/t6Go67bIo2l1Vi+Lrcj5O/sbAz+PNWpv8sTJAte6RJ9idAHJNvFOU/YM5QtTOVucimWNg9duxLv7eN2nXz+kGzRbP1T2/XILVuXSZAVYYpVjt9quE+XKAUw8RlfRvIOPUTKYqTyuFW2hPCs2m9l+0BijtC5bhlzGFbJwzlH6Guai56KZdW9S+iDZ0oS5EhjrclKKLYYiZKMizXF+ULnGYbsqP4WSawps8DDwDvtXtukvlTFcx+2d3avnmfh2ia3LF+Jx7I6Dwj93bHPbevFGXKM6a2ydDSJc53qWW2QhDYe0nKNmgST+kDIW9R9L/l3gX9UVZV4oreB7757RRpf5AJ06hAXD/qAbmLkUe7E0+S4yHKQeYo5cS1CWMQ3aA+40nPdvb1CmkSw+46Dk2pTxPZJmENIObIdi3SCFKx0geGUpqXM2aen5FMKySbFboVhkvcT5O4oJ9eX8qj6VM5k4vd9u4/wu05TskByE54nVwTc/ao0eF1uJG/zkjLqMmnynifQ/3gaxS4cqafgUyBP6abeLT61QJV9fpvU550qZVxxCiin1yl5TLHv26SLTqkMCnLxFKQrdPf7Joyk+tY83RukEyTFFfL86wpklJLa5LqcI9X1OqEvqqzOF1u6BDU/6HcF53UppaWoHZro8Pr2t7vg29zR/jzfrK2RFulZQl10zQeOESzlCdKc9ieAr1qEtbX0+8YGzG+l8m/TriCcszI2zdkezCcDgUN8tJHQ3KznLJKnqZVbvI0zV5tASOlrNR4VTOP14fyhZ+1aKfyqW5H4O8RpnjRHlljHh+1ej8RjpR3dJ0/MMENOT7Zvz/XEMZCw/t7vfbydZlg8GA/CGf0AACAASURBVFj3d1mPn/OMTh8raYMBqPsskBR49XHNn+MGNr5llFGXt6pSWtf17wL/clVVi0BV1/Vrd79Y44nwUr4wa7CeIudtFJZmPR5vMdoCo3NXSLyMEAZ20wTfj5+r5ITdTfcuLSxaXM6R52+/CVyNf4+D++wijYY8W0dTdKUUzXVGR9I6RtADXxR8IQV4h6QolAqG8GSSs/HZqmtNzj4hS3EsF0DVj9pcCofa4gS50ukbFhjNiOB9rWR9OGfPVZaVNgW3Ca9ZTrptZdHOv01xecb+dj7CcUXK04B8oVymPcioSZR5SOWAHGPqwW1lpL4CoyBZjPS+WjhdGWiTDbrZOUTa7xjkG/b7DZIipT7oBPA94PF4fCSWTf37DPnm6aRdu02+eVDmqcfi8Sjsnu7hoqhvZRZTfZWb8FGBXofkWaw0pnsEq5srpeW9uvraPvCO+PeXz8GZM7AStfDDQ7h+kJTSOYJH5NV4/izJIrlelKvtHSTlu3oQ5Qahb+mdlHmtDMjrsvKV2HiJ8OylOGuC+ngVz1XGLylUut6jyyG3muqZrngeIc2fuvaonVfizMu4iq3i08Xr8wLDgbK6h9gJpLgOCOuJGzK6NjEubbhUrXXrDG+WJg0u9vlm0mvvS6l562Z0qqrqrxbHANR1PcWUTmUqU5nKVKYylancV/LWdt+/bn/3CFH5v393ijOZNO34taNU1KDnBZ4jWViWCDuwLleZdqwPk1vr2iKkvVzaXfdbzumikzpG2gmL43BcKV3u60U5VD+b5Jigc/HZbiUocZelaDe+RJ4ZRpHo49BplO7fXZKlFRKtlUePjtpde4aes+TZgFTGFwhtL7dPWdYeYcfsVll/bslq4FH/7pptktvZiavfNblRnyGnEyvrqYvGrJQ+4b3caia2A0jegKa2WCPPpKQyq++VXIklBMGt/bK2e/pK/+ySUfhoWbfU9tvAH8W/Z+IznS7oOKnPC3soC9SNeD+V9wrdfWCd1Bb75NH4StOr+4ySJ8nHiyzRECxzeo7S0KrPP88wzKbMpua8tFdJ9X46/uY48q42OSC5jHs9mJuDGTMtXt+Hl+PfmvN8SXXsu2fGKkW0gDq/xFT3i/OXyTluB6Txo4x/o6zxkNqpVxxLzsSylzhiPeeQ1JeOEN7xwM5dIXfvl7Jvn5fI1zX3PAi7et3u1W96seJ6aB5PbfAd1blDYyB5zNaZzIvTlV72Crfnfl8l94K+ZeQ+IsSfRMZx3/+4H1dV9beAX7hrJZpA5giTaplGEZLb7aad2yMNxgNGY7c8H/kRUoddpB0zCWHweuDSol07QzdP40wss08ymoxG5X1uCizRc58j4UphOBXhJrlC42lUS5Gy6tgjGF5E/J0nkRIT5gFMc6QAkguMhjQskBNY6z4Cx+t6uaddOR13otsmD7o6YJgS6lZF5eqawEX/IsxfW7lHLbClOJG4uzghBbZJedohd217HzxF4vWcVO4UnZeLXIorhHEt/J3300vk73c8/tO1gpXI3f8q8PERz1235z4MvGL3gty1KeVlHKXU+7U4XTU2S2ou38x40goXzRFO86b2LoO11uPfIm0/LH73zYQUklM7sLwB+7FD7O3B712C/yX+vk8elDlHGlufIGygdd8S6nAl/vMx0SUvkCAvghk10d1B82bSidbnyfurJ+54iTA/a/wcIfWd1+Lf7kIu5yKHzqzYfY4T1gtZjq4AnyzKsEuChqicGotHSW1cpqNV4okuHPGo+cQ36i79hnPbAiNVlra17ySjced6x6Y2lCEEQnk9FuCBlbd4oFMpnrxnKlOZylSmMpWpTGUq95PcI6W0qqo14DuAf5WwZ7hG2Dv+78AvxyyhrTIOptQzOx0hYPt/5DbKfMdknbALkjVjjpyQWin5IO2s9SLlbniB4Ug93309T9pRO0G9xF2jns1lkcncFJfILZZugWraKS6TR5uXO1fVx3FyWpbyvE3CDrErM4asDweEniYLpIJFPKWhKIQgWDnO2N9tJPJ6nz3Su24RLCNvj8eCUkBo4yaLpHZMsgqorUpLkcop8YjXHrnrc5RV/TJpF77YdeKEMsrVv04e6doV3LTNaELrUvrxc49kFYOUvee0/S4p7z/g3tC2QU7DMyC0k/qavCmyMu2TJzGAYJmDkBrULS43SV4XGO/9ZN16nNC/ZKHdJKeQ2md8C7Eo4GTlHZBHNSuyW+IpJ9tcr56CUXV3NH7v7BwOOVgmQGX82Yuk+eaARM31IvAf9FOQ2Bbws+RjsezDbq18sShHk5QQkTbxNNBt6Uf1e5d3bIdQH/LUycrsSQ1Kj5He91VCXfva5YFN18lpv9yKepQAq1AfPiQPUr1AGPMOReuRIGHeP9yyqzIvMR4MqxQFc6ruxgnSLdek9fgp76JbMD1YtLSSljAl0WDB8HzaI1iDNRbKTIXjpFq9b+UeKKVVVX2YwPj2i8DfICwHPcL08EHgh6qq+v66rltZ5caxlH6L/X0IvFzXdRcTzJsmO+RYxuMEzjtIbm8pIVfIs6pIyVBqNE3WXW4Ad8+WSsqe3cvxhcpApEE5iqLiUjy3yd0gt5XKIXyQup4vThLh8+Sy6VJIPGNNKY6BEj2MY0id7kQR787jqQmlXGyURUffzxPq1ieVPnmKz0HxqXIpAt5d/5DTKcnVp4VX76sFU9yBwomux+OyvUv+O2+nSbJjjSta3Mv+0yfV1QqjxTdxW6T3aoKGlGOhidlhnOwn3l9heHMwih7KFb5Vwnhy5cDngBPk7tyLpL6n3O0+RnxM9Buer7Y8H+8j3N9NgstVi/sxupUWyBk5HA6kceOpQaV0vUQYI96/RBkE4b0vk9q+HN++OdS7q98q+ln1Ixow778+1gYkpWuFPDJ9wHD/+CSJJq1kE/h10kZVPMSaP0Wn5e9cKhOj+t04mFyxPrQpoxIxG6yT5oPPMjwWr5A2FoLzOOfnOVK7vU6a814q7vVeckXwKsOpZ52HdovU/wcMK1JX7P5bJDywyqnfyjpdJs+g1yRqw0PCHOKKwaeYbC5UOdbjdQ79KMeVGCsg38DJEFEquKqvc+T9dIHw3qftWO90ngcYY3rv3Pc/Xtd1E3nI88DPV1U1R57wbkjGUUr/y7quv9O/qKrqp8rv7oXMExYS71Bu6dgiTap9woShjnyGFMwD7RQeLl35ck+TBs7tcp45LYnLMomHDoKlpUxP2Lazu8RoC1m/4zdf3AaEuvbOc5NUZi0qvvip3suF+zB+5wp/iX10a9cN++2Q0KYejHId+GI83o3lVHuV9DVNipjOeZwUGNIkb7blr2szc6X4LMW5aX2BWWN4kyaZj7+PWrDHlS489DlSXxHPrpOflwkSynF6QFrgRd+GXee0PS+RlO2nSIF0o6Qf/0lBWSX0Q2+XBbpF77hJwtmqXKuk+tkjLYxr5OP7ifid8IjXYrl8FfC67tv3TzIcgOWWU+GX1Ud8o6l2Ka2oo7gm26itfAOlDa6UiyaOUm/TcaiEuhQprRclBlQixVJBo+pv1+25beNR9bVDWoMks6RNjCdYKe8l/HVXgGtZ704F17TBU32+EP9ps6AgVRf3vDi+f528P62S2lH0ixpzlxjNc+3WzqdIirWnl4Xmtu6TW5MlSv/qskDuUVu0cs8T6vuC/aYNzdmGez1Qcg8ooZoU0qqqHgXeUdf15+q6PmAE5fo4Sum/VDxgFviaSQo6lalMZSpTmcpUpjKVN0HucaBTVVW/AXwrKanel6qq+s26rr9v1LWtSmlVVT8A/CBwrKoqbRjEn/yTt1voOyHCjGpH5aTC2uH5TmeWtLtair9pJyc8mXZJyqzj0oUrdPyqS0kMPo54OZbIM388RMLFXmPY5VKmzixdg7cj2tXK9SMc0xGCi8mzpmySZ++QNUoULKrLE+Ttskf+DnK5eoYsPWeLYDXSTr+K5SjdiG1u7Sa8puO8Zmlv80l30CVe63akCf/cJep/YoFQP50n1buspk6900VQPqk01aMybbnLbJ+AB/Sx5C63UWOpbPseqe+X1u3PkWctGkdKy4+e59RCbeIWn4ukdxb20iEubfioWfKMPBo7GgMHsSzC0Lnrs8lqKWo8PXeFZFnftvtAsJprHHrK0SaRK/6NiHtyuItDjWSd1TzX1FdKa/koUdmeivfWQrdNarM2r5LqY4FQfk/UMCqrnsqudvE55nkCCwqEeaoN9/oZgrVW81YvvkcXTtb75Sgc+gp5XzhT/K6+d5JkLSV+rtnxZVKffxc5JKE/ogxlOfdJ/W6ZvP+vkeM+BTsadw4uLccORdPcozlgk9T+q9wd9o83Te5t9P0jdV3vVFX17wEfruv6P6+qaiyod6tSWtf1jwI/WlXVj9Z1/QN3qqR3Ws6SBkYXDY/cC8qaIYoTryXPCbxLAj7s0j3Qm7BkuvY0YVHV5DxOCsEnSUEAzle3RT5YZwgDx9Pgbdg7+LlyO5a5yyWjFJ0nyGkz3LVX1s8GYaF1zKe7tZyHUaD+FTs+Q654QuqoR8mDJzwfO4QJRec6eJ1YnnIiLOVi8VkqtKqDk6T3u0S7K1ByJ6cHf99RNGEuJR3ZLGnjIFyv3+sM+WbBA/gUBKF2Okvqp/0xyyMX5DnSglQqHIdMpjQ6x+3JeL9PtJ8+tvteoo3FRfIgkDm6uYubpFRwNCYcclJuJstZ/QOEucY3rg5x6HKfNt1/kzQuTpHa/2Isn+qqTzeGWRscvVNZNxvkgTtNMAAPTnF3s/qxntPUP1R/p8nnQd84jILgaK4YhxtX49DnlyaKGt1DGGUYXjvEK6qNxiF5OzaNeT/X2/TpWCav/03SePPNQan4XqY7jTDk/NddUI7T5FjysvznSXORuGJ37Nw14NF4LIhOCWuB0Bf65NJUV7r2NDmMTzAVeMBd93CveUpnq6p6O/DtwA9NdGHbD1VVnavr+kXgZ6qqeqb8va7rO0XFeMtyhTBANXmJe9LF8aaQIl7b+Bx9V6iBvsCwUuoWuhnygIwzwJfHvzX4FT1+lZyzcYNhsnDHHt0gTSiXCdghz8/teMwFQpRwGZCk3/bJrTWz5KkQXdmRhVY4H1d+VXd6hyvx/lqkdsk5QH3x6jMsimyGoHQ6fnUvlrOy89VGqhfd8wyhbsuJVL/7pqOcvNukxDMt2Kfq/ZDRO+o+eX+5Fc7OJhlHIVW7bZEHnQ1I9X7IsOJQjqVtUn8+R8720BRk1yZlmlXnzC2nURHLa5OnAIhyIVcf8wVX93Q2Bu/n8+RpRssgqS7x4Dy4MxaVUdjgJrlOeA/NgUcJG1nVb1O53KraJKqft5EsspfI8dujNguLpOBBiRTCBUanQ4a8j2jcCfcqS6y4NVWu0ju2Q1C0pByv0M2H6QT35XzZJZcZTrvq1j95j9wYUG4u1R6XYjk9UNPrq6ncKqfmOA86XbVyac5Sv/B0v+vkxomSTaFLRp23ROhP8vKdJOdFPUN63y8RAuFcTpGCmOdoZs+BFGfSJT6+tMlUX1thtKX5gZB7z1P6w8DHgI/Xdf07VVWdBv7FOBd2YUq/D/ge4McbfquBPzZpKacylalMZSpTmcpUpnKX5R4qpXVd/wzwM3Z8Afi2ca7tct9/T/zzQ3VdZ4adqqpuhbrsrojj4lZI1p0Fwu5KOyhlu/EUlKW1aou0S56jHT+0StgBl5H7brF8JP79CMHKpx3iw+Q0HHIf9u1a7Pdt8p3xgGRF7RGoaCT75PgpUXoQv3uNtBudjc/SDrq0CCyRIA96R/0tOhtd4xmsYNjtIStCm/RIbahMJ2obXfeF+LlNjvnaJVkYRu3Wt0hWkiarnuipukTWxFVya+44MsqV2ialBWZScbfwFXIrYwmjGPWcjeLTv5dVaBSkoLREXLIyrRW/9ejGTUu8/2rsqI+rXA/FY5+qD0h9bI6ErxuFHXyzpYSkqP+qLpwGbY9hKyWE93yO3CXfdJ7qQOkuIbSLqN50LPJBCNApt/w1jS+Nk6cYz6LlorG9QI6LhmC1nynOk8gdPWe/u/WyXAME69KzJpEdUt31CFZ3z4C2SoJRbZHqSylIfVx+lhzSNIpxwCFcjpMWftJxwi5lClZ523TtLpPDUppknrD2qR2OEeYMvbMz51xtuP55Unuo70lODp8+JO5JaeIO97iUSe5738q9t5TesowTff8JcsaJtu/uifjk1yPP9e6uXNEUaTEtJyPhQj0IpE2EkfTKWyj+duxqmSbTJ9U9msmuncNuvfjNA50OybFPnspOz1I5HJ+q+vDB6fx1PUIdOmXHcTt3397hXLx/iVNVuZ3+5EnCBKn634rllKJdx3I1LZYS1fVpQr2OiyPpkStLK6T3PUFO7D8Kb7Zt5Xgvwb3mypbToazHct6qorPDMM3ROCJXnhYC56uEsEge2m+344J2ouxR0qW0qjzrdt9JRXVUKtjr5PhLcY069cyoDcZ746c2MM4R7Gk2x4UBtElJ9r0eP9WHHMLipP4a1233PEHiWtXiL6Vc1+kZzv+6SJgPND6eivfSnHCWfPyo7zfx684S2qHfUs4mUdkuklz4knGgAKovD0ibJ/QFb3Mfx5OOB58/54vPEwxTL2lzPUPz3NClhArOIno+rwOnFFOQ6LjqiSegqbg14vwmcYMAhD54klQ/B6QNUJthQO2xS1ivNY4XSfUnnLyv4zLWwGSBx3vk/NhTeXOkC1N6gsDMf6yqqq8m6Vnip70v5IA0uL0zK+BBk9cG3ZOgdkieHUqDaJPcynUx/hPR+iAey2qwQrKUSiFzYL7jWbWACsjvucQhDDB9p+s0wV9ieAFaIXEY7pAi5G/E43481sD0icItUiUB8SJ51P0mOUNAGSTlOLctUv0+R9gxa2GcJSxsUkodaN4mJ+1zQL4L7pJ9UsfVtZqshL3SRHeRXOHXNVKmXiK1vyI41cay0KnP9BjGx00SPQ/jK6POPao2VjvomW690TnjYucmkTbsYpNCqkW2xAnfirT1nz5hkdGYeJ2cE3gUzvcJEq7tEXIc7RECY4Oe/Rxpcm0KtFqn+x2Fg1W/UZ2Js1dKhpQqHTcRjUtWCONO49gXdeI9xO0L3Z6HFwjvrkVb0fOaQ6SUN/XzC7RHvo+SK+TjVDIKJ+t9Tn1tNv5Tu+t9b5WDeIf0/lIKnX93heYI+nGVJN1zmZx/u2zvHqkNHyXfeI3iHd4i9WE3PDTJkwz3zzZR8JLKsUNoy348Pk3OKFEqj4vkSVBeJFmdvS/MkFII6VxPmjMqot4t0tvcu0x0d0TegpbSbwL+HGGd+9v2/VUCVdRUpjKVqUxlKlOZylTuJ6m5Z0ppVVXnCAbN367rete+/2Bd1x8ddX0XpvQjwEeqqvq2uq5/7o6U9i6I5y5eJKdGcYtJf8z7qQbfQbJebtLsIlb0oDB/6/H4GAnr+RDDu80jpJ3cSfLI9YcJO0ZF69fkeLIDkqtG7/es/b5HcsvJvQ/BcqFnufgO13ecjv+CUB+yEt0gz9W8EP/WzlUp9dwKKWvMDMlCBc1upQXa0xPKfA+hjmty6pUBqW6bdu96rtw961auh8gjhB2DfKHhfp5lSmWDBLPQs5SlquRu7JJxrb+llNbdBXLXoLsvLzG5xXYSGRdDKy7aOyVtea4hjJ31+PdFUtpFCG3UL85393OP5K52eA72t8N0uqxHo5gKynHhLAeH5BhCx2x3ZTIS7ld1rXlClrZn4r3UJ0puUUh9fIscslGe10STJ7lMXjeTuFTlAVMZnyTMEV19za1fK6S6dA7VOyE+VucJ87LWiPKdXcbBss+T91NZ8Jrwkcuk/nGUMEfKM1Wm7W0ST83dBZ9pgqiUUBDJi+R1/yL5unhAPibG4QhXn3OWhFPkKUhnCNZpZ4Ypxb2Cd8NjdG+kvicZnaqq+o+A7wV+H/iHVVX9x3Vd/2/x578O3LpSKqnr+ueqqvoThMxOPfv+h2+p1HdYHHu4SprMpZROan7XIuQchEcISpYvDA6Iv2LfQ1BunL6iIi1m7qaG3J0IydWi63ftvsfI08KJp9PdsaL9gRxSsE9QrAQEfoZhRbusqyft+iUSllXE0I6bOm7lejvBvan6c5e8XEKevvAIadKcJ3C0qm7fR85zum/nSvQccWXq2i6lQAtuPx4r0Me5TaVst4nDRhz3WZErpZcJE/gkLstbVRbLybxcHCbBfr5Z4pyVpayT4DGQNgttSsgqqV86zQuEBWebVCf6XXCQefJUwUskl+kWKVhSZdY1km3y/tK1+RiVSMHfzxW8tus0dk8T+raud3exUj9KsdyL91Zw2aOEfufYvVK8nZZI7thSCS0V0rOkeUx8y1IAFhidXELz0GlS4hMIfWOdVO9lnUuRU/3MNZzjCrUnK+l3lKdNPKXvUdo31y6jFFLIg3tukOaetjrTPUWpJzjZ1wEv043DH5cGqkl8vnFo2OV437a55xJpMzlOfUCaX5dJfesFcs5kp3+DYYzsSUJ73yqO+L6Ve2cp/fPA19R1vVtV1Trws1VVrdd1/RPkzI6tMlIprarq7xLa9APAPwD+FPCpWy3x3ZQ7kbWoHz9PkJSwm4SMFco5P0OIZP+CXTdPboX0gdUD5uOoWFqCXi/1l50d2NpKg+cVci5F8TQSn79EIhHej+erpQXq9km2DV83Sxi8Gtir8TtduxGfqwX9cZJF0EnxISjLD9k7S8Hr2flaFLYISrjzxc6QFM05wgQqvOosOYZql7QQKjp43s5VwAkMT65ukSktO5rcNZG+SMpv3iZaeAfF5w3CO+pZWpDG3SCdtXvdThT4JMT6d1NuJ5vVGvm4Xia0nSKET5BvxNzaqY2HT81lRO050rj2xAzKLOZcim6BOqAZHygl9nYt0K7ETLK0CK+piX2dXLm6QOqXwjq7pbB8lidPKOUKaX7Yozma3e/j88EMKce8gkZ1Ly0ubnWTInmW0MZu7V8iKTQb8Xx5bU7FZ70zHr9K95hQsGibdNWH/36UsFFfbjmvS8pI+2fIExfcpJ0Z4H3kPMivE+ZTKe1LhP6u/uEL+agI/1I8Xz2ENvKxWtbzqDHRlu7nNKFNpfBfKZ7jmFHIA5wPCfUnpbO0jiu24IHGjjZKfa/I84/IZV/Xdb+qqm8gKKbvZEyldBy+6/fWdf1dwKt1Xf81wmbrHbdY4KlMZSpTmcpUpjKVqdxNGQwm+3dnZKOqKu03iQrqtxD2PF81zg3GoYSSUWuvqqqTBOPcuyYs6H0nZwg7rNJiph3WNslqsE/AMcoFf5yw638tHs8RKmQ9Hj9G2jHPEKykJ+I278QJODYPN+ODtrZCf9i1rZq7oL2rCIvqsIKr5K6+4+S0WKU7QuUS/k3WvhVyOhDIeUpnZ2AmFka7Y0ERHiLPhd2L9z4Se9fNw5xH8WHSTv4GeW571b+e0SN3ex8Fvhj/1nt7CtLjtFuWmlwz2jHLreu7+y7Le4m383zjS4T3ernj+i4ZB3M6jqww2lKq9xdN16jkxO7qHmXFdatjEz5xHIzt8+RWEN3DqZjcS+G8pEsEa9y+XaM0nHr+MZKl9AY5LrqUPqkvtrn5muqkzGA1qYxj7Va5FhhNkbZXfOr+hwyXv8tTsEHyaEA3e8FnSfh0Yf81xvfJo77VFwUrcKvxJsFSKIuesPx7dgy5F0PeFgjtrzZuo5JyyjmHdGzTbSl9ktQvvkQeOzAKN7tEGlvqe4oVeDg+T+Xt27krhHrUsTL8qcwzhDlRJqpDwprRVP5J8ZQL5GNnnjT2mt71Vnmal4CvIHnTSu/f8/bc9xP6jp71KKG/lGPC23GD8RShB0runfv+uygQGHVdHwLfVVXV3xvnBuO0xS9WVbUE/E1C29bA35+woG+6iBeujfi3Ka0iJBfDZ8kJ3HuENGmQAneEVxI36BukzD2YjTU7MxOU0tU4e6+twcIC7MVZYTCAixdzGgqfMDx4oibHY4oXUW711wgTYRt20Xn0FHyjdxBZvgb+u+N31+PxtUH6Te55SQ+Yn0nvLKjCQZwZDmdgNv4t5VX0H0fi++nYKXZ0vv6GoAA7J+OMvdNMUbb3Exa7JjyX8idLmgjqz5IrTM/Z376hWYnnflUs2GPLsL8PvXjDXcIi0RWAJbkTLne91zgu5Iv26Yq1p5F1UdnGCUzaLT5dnqHbZeZUQytWTo0TwQHE0anF8TGSG7hHTpd0lODK9M2mjzUtrBDon0r4xxKpL40DFZLSdYa7j3fSmLhEULrG4e6EHO7Qb/hdCpwSL/icqY0sBMXQcaQl7Znj/sQpKMVhi0CbJcXqFDlnbBmI9AXS5ukM+Sb0ufhctZ3Gr/rTAt2L3iJpDnonYb5x5Vlj+FmCAu9K/A6pPi6TzyejsIqOGfX5DcK8v03ePp5W9AJpHj9G4i6F0CZOTD8DfLKjHKukdujCekNos/X49xWGFd1zpDmkT7c8S3rvK+Rwn1lCOzjXbLl2q5xfSU5fOEvzfFqOD72zQ9raAvUeDLk35Pl1Xb9RbVVVPUrwqqtprzVeVMg4gU4/Ev/8uaqqfpHQ3uc6LpnKVKYylalMZSpTmcq9knvIU1pV1Y8QKEX/X1J4zljp6SeyWtd1fR24XlXVz3ALTBpVVX0Q+AmC8esf1HX9X0VIwE8TvAp/2nmtRskfB36l5bdRO9N+y/dyGfkuaYcQ8CBXlciJtTud74UApuOGPhfGuJqBh+bC7wAPL4ZjWREHA9jaTjs3kbarct0tLsuOduCHhJ2vft8gj84vLSaKXNW9nDxebkxZQ8UC8IrehzylqYPJZ4HDQepMgwEcHiZr8HVyeiQfKjcZDnQS0TLkzAQqt34rraoqt1voRIUF+Y55j2BtaPpNUgbnfIrU5sukulQav/X1cPzYcmjfmX44fmU7BWG1PeuJ+NlmPfR0oKP6tup3UpexIsxhNJH8uKlV28TdaU0BMnrH9xBccJ51yT8/Q3CbOnTC++kMwXoK8K6T6r9IdQAAIABJREFUsLwM1+LNru0F+Mxr9nAFL84R3M3qY6LSmSTwzCPEJ0mY0BUY1mYFVX2cJCcIHxXAsUYO6Smtw3r/Js/SSfKEEU/YOedI1GiQKLUgBWKpPvr2DEhMHrJKe5pMzVsKdHPLJiSLbinjRFXPkdKpqpw9Un+6QT7neFprCO+uQLcL5PPcWcJ7trmwFViqcugekCcfkZQsEErQ8H5yb9olQjvIezBPqDtd1y/ue4UcotMEu2kqxymSRwjCmHzczluI9ym9UZr3RIUIzfPue8jhWm1BWdfI5xOVqY2qSuJz8gfi5yK3x0RwT6W+N5RQJt8OvLuu64lRG7cKpRgriiq7oKqOAP8D8I2EfvI7VVX9AgGD8BcJc/GfAf7uuPe805HFz9K+2LqidEhQolbiSvjoclBEZuKMNRgE9y0EVz4k1zbA9YO0MO7thQmidKl4Zid35+yRJpIrNGe+0ALdt+/fQxjIajjhjqSEHydMDJ616UskLsMDcvwYJNjAG5NA7H4HB3l92U8cxnvfsO89o9PR+J1gA4rU10R9hOSamis+X4//yqxAbXylC6QJeJGULQbC4uMTkiZBTZjOFbhJaKOjsaHm5sJ8MDeXzl0k1cdZ0oJ8mTChj5r8VK5R6Ss9s9Q++aZlHBmljHaJFPZxIu2fsvOd8muGPJp2gVB36h+qJ4/c9o2OcmxD6GOPzsC56Nd55pkAozmMN79yJUBnLqrDXIJfjX/2CX1DY2mf7tS3XfLplu/b6IIWi9/OkfrLDN3u+cvkmexK8RSdh+Qpf8t+8j5SG0kh882E44+XCAqG7r1FmJc0VpfJceLexqcI85Aw+9pE6F4Xybma10jzmLiYtUH0jFVt0sZj+1S8jzbINeG91ff2SWN+QFBWRbH3GfK0xWVdbsb7t/UFV7CkHEvBKzczZ2jH/n6UvK7PxnJpnhPDRNdmxTdil8mj3sv38jTeCwRDkZdZ1IYnCXWj9+wX9/mDhu9cPlU8e7HlvM/GZ6m/3Ao+X8rxSudZD4Dc24xOYkGcmBTpVpXSevQpQ/Ic8FJd1xcAqqr6p8CfJIz5Qfw3kbI7CafYAilFH4RBVC6ebg0t5QxpsjpKKPRiHBlvWw1/SymdnU2W0Pn50DeknF7fDwrpl2JTXbkyrDQ5H+IeefDRLqmVtfjIqnoxnuuNKpzFiXhfKXv75IB58YVqYXg43ksDVO+s8h2xMlbkisFMvPYNAmdjh94jtxYoMGUprl4zM8BOUIh1vmOkFEQFiRJKE+MNEt0MpHqTAjMg9ZkBYcLWpCk8qiu8vvg7ObPKofvuxnLuxG348QW4cZD6wC6hjlQuKVoQFsYuSwSEPjnqHIkrvzPkuD+48zgpWYY8xeI48hi558H7zgGpjeeBhRk4Hk/4U4Q2lHVPfcB5gHvxhVcWgkL6jVopv/VPBlB3HKiPXrjAV/wfv8ZvfjTU2O4ufGVcrfuEcdkV2LLO7aVDbTMhOGcj5Fb2QxIxO4S29cCO5+leiEtFbNOetUNQQtU330HuWXkbybK1Q96XhIXXvYTRlvLzLlIbibJI/fIUuZIq3mO3fqvcwki6l2KHNE9pDugSp7HyTZh4ZjUnXCNRXUGYd30z8EEr43q8vm3TuEaYU98fjy+T5pR58jVgFCVO2YZnSfPWRiyL6nKOHEdbE+pHbbzKsNbga6TzyZbyNHmyGcit7vskEKHSufaLe2jO6KLhWmc45Wdp8fSUuV3zUFPsQCnabD1Hssg/cHIPMzpF+VHg/66q6nmS2kFd19866sJWpbSqqn9Gs/JZkTazk8iXAX9kx5eAryUEUP0UIU7n376F+05lKlOZylSmMpWpTAW4hzylko8AfwP4PJM56zotpX/rFn9rkyYraF3X9R+SNpATyWnCTrXJMlBiTnZJKeog7RbLlHPaYXrk9fvitdrp16SdOQQ37dxcsoYuLCQXoayncudvbweL2hfi1rh/aXin6jvfRXIr0CxpJ73PcIo6xzo+Q8rkcRjrQLtEfcoC90h8zmrc6h6Ln6/HrfDBQXJHQ9iE7R2kcrjFQdbaN9zXc3Aj3mdAniZxieBSFbzh8BCO7ORUKm6lFQYVglVku3j/OXv/ecJu3l1Mbn1ZJG3htuKxzvVoYUgWEt3brUJzxIwlsU2Fpd2KW3vRsMia5WnxxnGXz9PtA1GZlhm2YN1tuRVy/xXCrtYtQqXVUC74xxeDt2Eu1uW1/TzKeYXgRlU/X56Hs5Fr6vRp+Kr3PQLfGjfn7/63CDad2Jse+z2YneXk50IWvM8/n1LYfojQZqr3d8Rnqh88x7DF6r32Hm1uWskTpP5Tzl/79t3T5NnjxCjgCTUc23nQcL9SHDd8nsQq8QLBciZrqKdI3onnX7LjUj5LnhHPLbw3rYxKM6w2PkIYI87I8TA5VlwwokNCm8giJ8umzt1mNKyrrX5Uz5sjzpP0Sa7tGbpd4lvxXL2zUkLDcHlVzz5Hera5OZKXYZfkGlc5POOZ6PZUNs13HpdQijNb+BqqLHeyNDuc5TCWybP+9UiW0bZ5wjOCaR4r6Zv6jJbt4rON9muUlRQSZMVhQw+k3FtL6WZd1//trVzYqpTWdf2bt16eRrlETrq/xpiw0Kqqfgr4NwCWl5NjSy5ALVAln13jvexvnzSfiAXUQlPmDxc3qaQmKZ6Hh0Fpk1I6N5dokSApphACK3Z24GocHTvx3hropwiDwTEz/twZO3cQr9WELVonz/OrQb9NHiRzSMA4qTYfAx6ZhZV48dJSUBSlTO8asOn1vaCseio3VzQXCHUhpXR2NrlUZw5ioFg8eX4+nKvn7OzkGCpVo57lVCs75OeeJE8NumDXQFDA1S/OkSul5aT5AUL9aqJcJ0yO/XjsuC0tBHpOtZ02Ejp3k25FRVCAlxjGkI0C5ZQT8p0Uz/1+p+RJggLiXIouPSyj12w+firyul8F5udSX1tdTRjSr3jmOLz36+DdXxvP/lcIo0OT9XU4ffqNDdiNg1zZe52kmJwnKJ1S4Bbjs1VO0ZOtx+NRSmkJy4HkKtwnzWWH5POauITV1kr3q3lMeDphbx2CIt5Nv98yyV15Kl4vReVl0vzxSryvxsNqLIPPsx4YNkPaCEOocblyt8nn3i8BH7f7fJCgaKotbpAw6JcIbVBmcdO87tm9ILT2Gqk+uqIupIy1QbhKedHeodxclkaRRUId6D28LpsWwXMEeiMI9fAKqZ0ukuYLwbJ8DtAGG8L43SDPZz9qLPv86lQ74vxsKm8/vpPqvkc+TtuC994bPz1rn0Tr2IlY5v6IcktOMayMjsOJLFEfPiA3PgH8wR/8AVVVefztz9d1/Z1jFu3Nkxrqwa2gLO+Y/G5VVT8K/AK5+34UjfKbyhn7O8CXV1X1LkKQ63cwprs+Nvp3Ajz77LNv1PQNQueXprtId3ALpMnjNXKS+lnCZN8Egtcg1gA7Gs8VZnBnJ1hwtHj2esFaCuE7x5hKgZVC2yPw4WlHJn4+TYzOB6myqhwHhDrQjlXlFITuhl0zQ7AoaWcvEK8G/hJBERVLgJRSWf2yaPp92NvPAySOWlkX54Ol9aG5dK0soTcH4V3dinpwkPCYL+/n1s+aFBwFYUJuC/KQddMXCsci+SKxT6ivtr3k1eJeWkCc4FsT/WL8W5uDV8g5DXuEiVLlaCq/Wx2eJU2Mn+LNHaSlaPHbZHzuyzaRQneKnENYZOqQWB1UV7NbYeOyGzvbEUI/1vmqG/WvR5fhlIC/a18Gy4+R0OB6glSD12HvdbZl0T7M26y0knzC/v4AOQdiP35+e/x8H7miVYp7PCD0J0+YIcyo8IDqH4oIXrFjH+d7hLlLCu8SyQ2lSHX1eeUidzzegDROSsVaQTMQ8KXOdDFH2IiJrWOTUNPaBDtO/qX4fnpO2a8+Sqg/bYiuk2OqpZhDwi6qv3yGXPF80t4LupNDPEMY33pHT10LQbEqyyol5yw556veTVbneYKC4wGfbV6SNcK4U7toRV+Pn9oAQYor0PE8Ye3QO8gKrfrrUkilOGpzJG+S7q3Uu23BwOXG/iS51+o58gh674u7pLH8/nie1uAeIZJf9yoTapTShL/Xc9cZrdy+wSLT8Nu73vUuXnnlleMNP913cm8NpXx1/HRY7p2nhLodqev6sKqqvwB8jDBW/lFd17/3Zj1/KlOZylSmMpWpTGUqd1fquv7A6LOa5U01wtR1/UvAL93Je94kRUsu0I3RG8fa425zp6yBPKr7qNWcrJ6+M8lcjpbtaG4uWBFXzUe0sA1z8dptgnVMkWTzJNfUvn2ncm0zvPv9jfj5HMmNfJOUhtPfRRinBYJlU+WcnQ1lrQwTK9qzwSCURfamI+TuttnZUD+yhs7Y++t6yd5egAO8LJoe8gj9G+SUUF2p7JTKUG24S9g1N7m1F0hWJckpkoVhmfCO2pGXNDN7pHpfIFgzZNE4QnBJCueo9ivdtW1yifGwT3dalkieArnaZPF5O8FyMI77q43bUFmNVuOz1I4ngcVYOfsHoV0zLNtess7Iuq2xcJXgdn88dpi1/QQ1ObZ3DTa/BOuxNEfFUiJH8ufg+d/j5diRBoOc0ujXO97xKmFM9YvvS2x6m0SSiTekLXuOcPAy/soN7fPUl0gW25JaTNg+SJl9Sqobd/0+Q3v095eR+vQCOYfwTYIZROVwvkqd7y7lQ4Y5lN2922ZlPkPC1arMF2lnp6jILbrrtFvKLpKzd0hU9+L4hEThp2m8dNcLKuEsCj2SO7iJ/UUR6LLuSq6Se/62SC71HYahRGI/IT5PqTSbxCkFdwmW3Ufj8SPkdG17hHZ1XL3m6VWG69XpCcXtLc5XZamSdXWbNB+IItBhao+Q1qpHCammJ/HclGXroq9z9/2kqVfvF6lrGJTYgzdRqqr668CP1XW9HY8fBf7Tuq7/yqhrRyqlVVX9c+DfLG7+T+u6/qbbK/bty0uEDutgc00Sywy7E8bpxOqQT5FwKEvk2JKbhMA2d9/Pzyf39v4+HI2zQj0I38s9vb8fvpPCNj8flNr5+PssYfCKpkD8ofq7Jik5A5oxUvru4yT36wKJPsffVViIAWFRPrAbzs4mZXJhISnar+9GV2c89waJagTCbzMzCWN74xDmD1NdHRwkDOlrBJefFkYnPYYwAe+Tp/prcx9JqfL6KRVSudPeYdfoc4k8iExcrirHHGmBcqVjn3ySnCX0Q/WfY4T60eQvFxuEhcg3FhcZXkA8JeooaqhxKE/aZJvkMpWoXL/e8FubjCrjJwkLrxbW1UV4PFbIjQPobcAfWT90CIZgF6IM+wJhI/OheLy5Cf1++Ht29o94dO/1wLsG8EQfFo7DXlRKX/g9XvmVz3A+apIb+6m922hlNNe0YUbH5TI9T1LYmkTtvRX/lYqkyndAqBv31D1J2rjOkBZkEam34SoV2NLWfq+TgBBSLjQWP0EYWxq/ShagBeZR8o32hr3TZjxf+MLLsdxNbTBbfN+WLnrdynzNrjlFvkZsk8abFJAygM0hOxoDJ2M5XXHycevc0hDa82FSO5XzkvC8unaHNMdsMEw11Y+fq+Q0cNvxWqdm6sLR+m/bhHpzEv8BafNxJZbJFWZtgvrkskaY/xwCc5xUf8IbO6RDfysIWWNgN5ZN8/oNwlwrhfcUk3EIn6O9TtZIbSQ6rQdV7i2klA/Vdf2DOqjr+tWqqr4ZuH2lFFiRQmo3HxcLflelHz99UmqzopUiS41niDlFGginyPMlO66xJuSCl1ImJUyK6OwsHInazWEk0r8aV/eru0FJlbVQGFNfVIRPgjAROGn/nB07P6GLJrfLpEVWkfivxeMDwsDXoJsnV0J7vcC9qiCQlZWksC4uhoV/K87eOzuh/LPxnRcWwjmKSRsM4GEb3TMzsB3r41rxjrOEhU8TzjyhnT1StVRKpXgrAtYDsEpR3byNUGbhQCuCtVcLgZgKfIFy/sxL5JOXW+hXCJsaTaKvkkdMK1MKhD62Sjd5fls7S6T87nL7CSXKyH0/vlPBTpuEOnPFXp6HOnL6HtfYiufLyrpIaBPV/SVCXWvx+8MNuBFP7vfh7S9s8dhyaMXV1c9mOOlLl+DFF+F81Fn/H5J1tMmq/QR31oLdlQihVFo0T7llC5qZFgakcm7QrmSW1r0dcuJ+x/w9T45vVq5yHx8vkLCwEBR3b2NdK15ajfEV8nzlX0kYi18Rj/fJeYsvkCu0TdKPn+XY9LoYl9Vb5y2R2uUyoZ4cf+isKQNyTmkFDKmfusX6BDnDggJU1Ybq+x7voHaRt0zPkZKudazNO9O0Tipwz71CV0lZzvaIvMHxeKbhPq4oupfPGVQgGEdm7fyLtG8EzxDeS+8sY5P6XpN3tC36vu07yQGp3lfIYzoeJLkbNKVVVb0D+MekLvuTdV3/RMvpR6qqeihmAaWqqmMkp3anjKOUDqqqOlXX9cV483dya+T5U5nKVKYylalMZSpTuZtyd9z3hwQX/GeqqnqYEGH/z+u6brKp/DTwa1VVfTiUhu8mcJeOlHGU0h8CPl5VlSii3g98zzg3vxcyLm5PllJlpHHsDORRh+LWlCauTBXz0ZozMxPc8LIGOn5SkeWvxm3d1lbgKhUOdWc37MxkCThGTnN1BfjF+PcKwVqj3boiSU/b7xfJrWWyJOh+2lXeJOxS38CbLQRIgVz0Kp8svkd7cCS+1+JisGa9wS0a/72RhWc+nKOMV71eztu6uZmsroODnLNvlpx3kFjOT9EusiJuxjrox+O14rxTJChEUyrCbUK6O2jGnT1NshIskHbUyjWtvvRkLIdbN2fJd92OtXKr0VPk1GSQ+h+EwbdJblkVjrErK4pEbtVxpLTKQXKL9se8R5v8CikqfH4n9bsjs6mvQKiHX2HYpepyltSu14DPxE5/dRPWX4C1aDY6eTL0cd1/cxP6G8kV7zjGJsv0qFSwk8p6/OyRW298XJaW7zYPkGApsjhqbijrbd3uvUbowz62nOaqtIRC6oefJIwH5/11rO8CAX+pvvYyyfUv66Xjk58gjQ9xLWvO2iOhgK8QxtYoS6nkPMlqeLtynpwuSp4rSC7nLiqwi6S86sdI3hLROGn87hC8WjJ0nSRlapLoN+E6S6y3swwsktKhXo73aoJAXSK0qdqpxNaqrd06LFf+BqE/fXk8FlTDvXpH7ViMEaq/ddrnFPXDNv7lJ0jjVS53HWtOHpdP+QrJyrrAhKzv95ncaUtpXddfJCDVqOv6alVVv0+Amg9NjXVd/1hVVZ8D/nWCwfxH6rr+2DjPGamU1nX90aqqniHMMRXwl+q6vi/wv6X7CdpdVWskpUXHCriANFFqEt0nTcgPk+dUFp3SDeMpHQxy3lJhJg8OAl2Ugi92duDl7TTJbtk/CAPf02W5u3AT+C2SEvo0Oa1VEx4R+23J7ifFV+/0kPGK+jtJWRD2FeBqL1e8Z4gBFcY9+rAppZ5MYHc3p4CaOwjvrInwdYK7WxghD1xqEx8Rc6TJ+20k6AXxPtpYvEaOsb1JCFTqF/fWs3dimZ6x38qF4H3x8xj5wBIW2F1uqncFD6hdFIClxe8KeZvuxHt7uSTjuO5LXteua/y5UhS0qDxJ6FO3487+Lfv89rjTeoywKdHG6wLdCuk5Qt9R/zkgja0X4vHNeDMlgNCGaHMvtLf3H9W7lCLnbLyTPLDPEmhuiGUXTx6EtpWCtk7Aa67H43cR+qpcncLUawMmCIvXmZSdHjlWT3Oau4XdjV7SVpXi2Oh58v7QI59vPkNSQB5lWOmXsgmhXnqkMeRBhXJT653WGJ0s4k62m7v8PYHGuBHDX4yfa6Q6uBCP1eaHhLnJlfRlcpyw6nI1fu/E82Xd9ghzIfG6DdrH7SXSnNgjDzLdidcqWNYNN+cJ9axAuPl4vuaXkuf7NUJ/c77ZNpkhb+NZQh0JtvQ4aV5XSmfHqo4jGj/nSOPyON2wqftZ6vruYkqrqlon0D79dvF9Vdd1HcpQf5TA8FZe+8Y5TdI651RVdS5+PkPY1F0mzJun4ndTmcpUpjKVqUxlKlO5z2QwmOwfsFJV1aftX6NHvKqqBeDngP+krutyf/PrVVX9xaqqThXXzFVV9ceqqvoI8Ge7yt21Qfk+gpv+xxt+G4sE9W6LyH0vFN/B8O5YadvatHBZ+2RV80jkeYK1VLs6EVrLiijL32Y0225vW6T6Xjj+QtzqvbYfXPXagV0lWAd1b33K2gPJSiIXsCypohhRr+gKnJA7R/daIuz0Zfm6thesmDL5VzMp25LE2QZ2dlLAyNHZAF1w4v1HFnOCfN1naSlcp2NlNpHFQYFYEo+8Hkfc8iMaEVFX3bD3vU6wFMl6eZnh9HYwbFFoS0cxT7Laq13U124Sdu9H7HcNvF0SvQykCOY2arNJokxHySRBUbLmyzK2ze1F+pfyP8fPP07o33r/0gp2ipRgAlJQiI5vkluDNzELzR709vLsQH3ySHf1BwVweKKKi+SWsjOMZ4mZI1h11OYn4jOdHqcijWtPyblEIOR3tm5Pf/piLJssYQrW04pwEUtqQZ6u8lq8Vq5/JdjQGPTnyBXvc4y70RUBrv4gJotN+11UQ6XVjHieLF+KUte9vsDw3Kbfyv5xlpy2aFQfP0Nq4y7mgSa5SGrTCzRDgkrx9UV97QzBAql3eQ/5vLVFeF+98yYJ+rJCnuGrybI3Q7J+luufIByQvEGaY54mh7VpDZFL/HFSv5T3Tu8k8ntBQ86RQ5o+Rc520uQNUR+eiWVRXxyQKKYg1JOzHXyO0fOSj0VlZ4NQ7x6N86C6728x0Gmzrutnu06oquooQSH9J3Vd/3zDKR8k4Ef/p5goaZswrcwQkFj/dV3XnctYq1Ja17W05A/VdZ2tkVVVjTP+7rr0GMbHdSkwnvnjNGEh06BQKjt1/A3yhWmGlKVJje2pMb0DlK78vT3YjudeJ2VigqCoHLdyKPpPrtMZcp48d6kdiffR8ThYQU184ozT4D26l6d0FMWVWAP2onINIWp5dzedu7QEbz+Rou2XlpLrvpReL9xbaViFqZSLSJ8aGU0Yrafip3BG6oyCXzh/qKK3ie+qxWqZABNQfYxyAY6SPRIu8CJ5ZO4M+WLxOmkyv0qOBT2gGcvZJst0u7cnFSkGB4R2KRfpcSOWJxW1+zahHfWcUfCcS6RUi5BTqJ0m9AUfS0qVSPzN7++Y4TlSHUCCTPj7d3Eiv8/+3iKnQFJktt5Zc4Bj2tU/yqjlA3KOz2XC/OAbL8jrSYrzEmHxddqzLZJSekCeScfhKauEei5dzLqXMuuJoeSA0DaqrydJi/0soR2k3Ij55J3x+JF4f+HsmzKstC1AM4SN97j433mSy7mpv3fJGvl602OYhaPsv2rjT5Pav1QktT64Auu0cSdJ/WOB0J91L2dMkHjfg9CWnq2qy5W/SVoH9Wzvt2r/VfKsduU7bTKcSrRt832WPG31AaGdVOZZwhrgcRcyRCwTxrHqXf1A/VYMArpW2fg81kL1fp3cOPRAyV0IdKqqqgL+IfD7dV3/7cbHBl3x7wB/JyqwK8A1Z3AaJeNAYT5BDqVr++5NlwFhohUl0DhWJA3Ay4RJV1iSJwiDTIPpPGlSniN05F6cFeYiybyI5V8/hN0d2LLRrf5QEzq39w8PxjpCWHj0+zbBKuA7/G+InyfitVo0XiEMGg2ic4TFyq0kpejcAbmV9QZwbScp2jMzeQKAwSBRQG1tJXwewGPLIRmALKW9GBR1Pd5rfz9X5J0LVZQhjmN6mPZFZ500SQpn5YvnBnlygUPyfrFuf2vhvNPSozkwS4v/Njkn4RPk/eOLpD5StuHJeI2qcI3Uh8+TT/Jr5NyR5+lWdk9aGUVnM8kifTtyYJ+OdT7BsDWyXOz75LhJWRwfY5iH0vuVFDDNloskRUkbWD27CbvYxpcLuTKpICBNtluE+lVucymkSr7wEHli1CvkKRcPSErvgJx7VJyfTZQ42/H91LfkedGcsE943zYl5WHS4i+FQufOxXK7dc+tm7MkhWQQ7yXr2ip5cOP1eJ+X43GT9U/3eo5EEwVBSRpF46PxcpJQn55gpGtDWHoGyv4gqxuEcVMqpCfJMev+Xk4/tE3OkblGqHdZKpdJdSVFUEF6TcaxE6RxPE9uLb1A6vMl3d4CacMAob0OyPlCvd9t273lxRS92HYsv7dNqZCqHMvkyvUni/NOkjZnxPtKGRHftHs4Xire6wypH2sjomc8S+rD+1jS9gdMau4KpvTrCeneP19VlZbVH4xJkYbLUNc3SDDqsaVVKa2q6gQhsupYVVVfTeqLjsOfylSmMpWpTGUqU5nK/SL1XYm+/zhJD7xr0mUp/SbgzxE2aj9uhdkBfrDlmjdVZslJuJ3cuJQyjZ2sa9rtKuq0CTP4qySSboDVA3j4IO1W9wk4LO38euSWDrnnVOYjVs4BwdqpndyVWBa3lMptc53wvjN2vE9OwrzMMCGy7luKcLSSfZIVU6T+Yg24OUjue2FJhQvt9cI/WY6vH4R/1/bSvZSi9MZBuF7wBtWTNnXapbbJBmkXPKA57aVHAM+RdtHKSALt2NA7IW3udFkr1klWgBny9INXGSZ3fpYEY1gA3k0z/vAEoa+of6yQp949pNtSepncjdUVeX0r0pXaT7AKtc9qceznnSRPq7iGsUiQLEyz8Z/e6RVC2+i9ZN2R7JD3i3X7u7SKrRDGmsq5T24F8/G/HMuk95YFUdceJ7cOyyULAWLykl2rxBqCKNwkwQEguStP2af63Sx5OkdZ4zTXOI6zlIX4Tqo7eWxkzRQRuuq6X1x/QO5+XSBZNo7H93glHh8l92I0zem69mR8puru0+S0TSq76scxksImy0KnjIBtY+QUudVdz4fENFBSEsrzMGB4XvC5ucxM5evNfCz3c/YsZyZ4lWGro9p4h1CXWiOaxp7moqfIMcV6V7WbrLkOl1I9yKNDTLRpAAAgAElEQVSg5/biuQ73uERqh6fJ1zK9iz6X7fvSM7IYy+Y6l8p0jLyNmzIyeQKA18nXxhkszoJhK+2DJPcyzejtSBem9CPAR6qq+ra6rn/uTSzT2CJ8iDr+Gdp54tqyRUheIC2aTfIiSVl4H8EtoYW0IihVwlO9Sj5ItIBAUqTVX+QmlDK2EO/rioneaY+Au9K14pz7ungsJcwX8jauucV4rsosDjkFX8xHF/0bXKSHSSm9GhVyuff39/PgpcEgfaffBQsQXZbuVbrmjsR/D9MsDl9oc71r4lsh1Lfu9QgJ8zRKQZOcsb891/OtcKKpXO5CE4xC7fDx8iJyPkS5G9WOR8gzjTkOUteqP8wzvDkrRfwd4wbxTCJawBcZhlT049/bhE2E06+5nCPgETVeZgl91l2/u/abQ2duEMaMKw5t7tonGFYwXKSQOp67b78fIQUf9cj7zmE8V2P8RLyPFO35XtocXh2EOUGKmdyp2sQJ16eJXFRvzkvsStcKqW7l6tY7NI0nKULHyHlIlU9efes8oX3bUnUKrwqhDRbJuXpvkJRS8fKqHUf1xYp8ISs34LvkmYfK9lY5FuK/s/abb3p3GB73l4tPyUlCW0j52Wkol2d7Kvv5gV37KGGzpXPKzEhNpiu16R45JlSid54jzQfK8Ddrv0HuFj1C6ns7DMcxOH5b95T4+jpDopmDME6FIZ4l9FON2zPk9T4gN05ADkG5Sh4rIHy4pE+q2yMk+B/kcJYHlQ4KIiXUPYjSqqrqY4Rl5Jfruu5KntUq42BKv6aqql8TULWqqkcJrP4jc5jebVEgi1sYhKXyXVmblDixcUnFxQPok8EeycqwSxrIj5FbTbSr98CEQ5IldSZ+15QG7gWGAfxrJKUEwuTtE2Q5AXtEowiMIQU+qVybe7Brkcq1navBOhNf+Ggk3ZfiOTubc7Xu7cErcZW6the+34kDZocUTSlxKMwyybICYQIdFVnpCo3wWRAmMQHXm/AnCiRTuXyxUISmk1Z3YQqbRNaKbdI7KOlAW987S1ImIfQ7z7ntvJJ7wG/YtafieVJomhbVNhlHIVUUOXSn7pNIUVkgx7qWGydPFatzNK6XyIOCBoQ+qj5zkzzSeGC/HZJvWt9HwHXq+ZfJLV+QY+LmSP1Dyp0nfXg/qX88RL6RcOaPBcLC6MpCD1iOD52bSx6K+b2gtKs8VwkLqd7/ZvxO77VGaHf9vkeyzIrP0i2Q4hdtkpNWZimhag/hUX18NHktJC+RlL394plnyCOxZXXWOy+Qp05eJ98MjJNeV/Og+Kl17XkryyKh7vx338RN4jlYIg8uGhWAW1o6hR2HvC9BikOAnFHExeujaRMqhW6BVDcHpEBDSNZvf+/XSRt75xktRVZQzdsPx3JrDlC/0Rpak953ltCvFRi3RmDlkBK/S6hbYYM9UPYaYY7rii+ZIdWPrKaeDlXSY9jq/iDJ3eQp7ZA/S4jA/y+qqjpL4DH9KPBrdV2PpWKNM84+5JFTdV2/CnzzLRR2KlOZylSmMpWpTGUqd1FECTUhT+ntP7euN+q6/h/ruv4OAvLsHwNfA3ysqqpfrarqL4+6xziW0iNVVT1U1/V1gKqqjpFTed0zkbXJXUWe8WOTdnzfGonjjXjuFZJlZJb23ZZbSHTsri1Z/yBo/Y75OUZw6zmvmkfmDgiYnnEpgbB7X2C0JUw7W3E7auuyHp8t19A2OSsApB2yrKdvWKs2Q6T9G1ma5nJarJ0d2NhN990nWXdluRSH4UMEV442eV9Lnlmjx2i6F+2gFF2rtnBKsKYx6JmUZgl9R1YGWS5kYZhjckvpZvHZJPPxWapb4aPcEnmJ5H57B6mNSnfTRXKL1J2MTnyKUIeTsBeony4QYCivxmPHbameVbdzBKuquyPlZoRhWifHKs7aP+J17h0ZEPrbuh3L+jJHjs8VNtcnzKPkUf8eMXxI3medl7RHSjeJXTPTYCIQ5duiHV8lQVJmCfOF8IePxftrfJUZiEpWCLcEnSKnCNolzZ+y6Ov95eZVdHJT3yozhsmSeoZQN6pr0dzp3vMECIePNc0P4rr0udb7ffnMUkQhpntB6j+CFbw9Hj9Kni1p0HBNmwh+4GXrinko5SSpjRfJUw27Aewoo1NrnyLV7SY556n35xfILclzhPd1q3uf8eY9eXDcW+B4zT1CXfg41zjYIcxpouqSqBwvEfqH5kB5CyDU9yivzSI5r+uCPWuWVDc+7h44uUfu+6wIdT0A/q/4769WVbVCiFXqlHGU0p8Gfq2qqg8TxsN3Ax+5jbLeMenCxrW5kjyNoE8s6vCOtREWq3Rlyl2kCedxwuSgASZ8FfGcTXIl87Q9Z4sc9wXjuUIl+1aOcfgqPY3qeZISLmyZfne3t0Tv8DkCDkeT5m7871qccY7O5ilL9/Zyyh9f7DZjWZwiaYdUl0q/p2f54vUSwa3bFrT0AikVK+Rcom3ioH6XSYjmb0eUdlQu+ZMExUkBE1LI1SdnSa6nQ3IOQsh5TFWnuvdTJKV1nE3QKdICrf4ziXiaxKMkJc0VxcvkwTmnSalXIbiil0jvUJEv/q4ceWpgPfeUPWuDUGfugtdipQWzVLrFn3uS0EecAF8bPUhBiCrjEvBILMz8IRw7TM96KD5bm7jBIEBnVI7XSIqIuHh1raABshK4+xHa84lL5km4UZXf+48W6LMEKha3RuyR+tYVwlhUfc/SDgtQ31WffoSEBYSkhCqYz+E7R8iVItWd2r9twypFdI+cE9l5WSHMD660HpLqY4vx4S9zhPGhe0+ikELej0V/5AGvUqLU/7Qp+RzD4krpEqGOVK5yzfC5R5uQAzs+Q1Iey4QGZ+zcAbmRQ/st9c/ZeH3TmrVGviboej1vidAfdE+vmyac6xo55lR4VpWzDKZUmQ+Z0gzdSYnp6f/JqPNGKqV1Xf9YVVWfB/41wvz6I3Vdf+z2i3hnZNLBrglmhuaF2CO3S2XUQesvkg+aJfLOLSWmR4qK13O3ScrRrn0PYVJo250tk3IXe5k0cMbZGJXP69u9B6RJd5Y8d3U52UmxkBwA+7ECbh7C8X1YjAWbnYXjCtwgx5QN7NkqX6lkintOf7t16jhJsW7KaLVNqvumCbtNbiWQ6U6JY8w+QT7ZSzyjjVvZFeii38pJf5ZkofKoXLcit8lF0oI1qUIKqX2EIZSFtyyjKzMXCH18sTjXF7kZkqLilrNVQv9Q/XiiCd27jHqWaOErReNnmTCulVBjbw82B6kOb9j7CYfXi538WA+W96Gn8RLLsREbVVhoXSvFVO+9T5o/niG0oRbSG/Eajadz5AFVpRImKyUkjGgTS8IhQQHUBmibPChPJOSOA/WI+1JmSYrV4/Fc4er342+aX47Y+4htQscKHFW/9A2Ni8+ZUqwfiefr2hcJc4n6mrIqqW/16eaA7pGwz14mSO3pwV2eU97bRAqXPFKvkTC9EOrKFSfPcFbKU+TYX3FuN+FQxcPqSqi4ayFh1PVej5P6+CVy5XDOrieed0CyrLsxpZTV+EzVcTkvbRPWCLek94tzNHaX4u8yRontxIP9nPFlljyxSamwPkjylou+d6nr+peBX77LZZnKVKYylalMZSpTmcptyF0iz39TZKRSWlXVe4D/jhCoOkdkoanr+p7DLUpX5SRSWkmFU9OOswlP6jmS3d0uDGkbF6jjZSDslku3oO9026LLV8gtVCdIWZ503y0r2xLDFFkl5EE7RlkG3b39JM076lVyt2eP3NL2Wvzu3fEEcRwSP6+Tp6eTBZh4H3fnvgi8i2QNniO5rGYJu9kuC3Gf3GJxO9LW39qs9aIauUS35fUMaSA2wQsukGP/PCJ4m4SJ3CelktRzS3GKqC26MzadI/V5RXHr2qYMR+PKS+RRvet044RPkFssRAUH4Z19rF4kuYV7JEsaBCuO43G73n+bZo+FXLuLhFS5szaDDsgtQSrzUUI/lbdgZgaOzCSLnSzjL9uxrDfCy3lE9AzD84/XzyxpvK2RMJI3Ce/rVrmXSJaweYKb3nGjsnxd0DvbdS6z5Lj6JfIMR84P+zyhb8nad4RkwZMckuMEnYoKu9ceOU9r03zl8gS5e/oIuZVV2bcg4N0dhjFKlI5a0mRp1708vavosVSnS/H3PbvmPKldztl9Dghjx+clYaclntVslvCe+3au3l846F07dnz3iwT4iqBUsiRDmHMuk/MN75Dq4IDQ93xMtYVin4+/dUW+ezrp0yRmh5lYTv0mWi5Z5Y8SLKHOyLFLjm1VPT/MeN7H+1LuA0xpKVVV/Tt1XX941HnjWEr/e+A7gJ8h9MnvIp8T75mscetK6Tq5yd/B323iLvkV8qAGaFY8tsgDmeRK8Rzjh+TuhjasbOkyFZWS44ocx3OUpBhJGfEJ6ArtOcYhTGRa0M+RByY4cfKBnU+850mCewfyAJBt4NftGYukxQGSC+y0XfsYyaUCOa7N+eqepnkz0YWXdPLzUe1fYmxduWmScTlNZ+h2E4mXD5ILVqKAARgOGHmSZkhDf0R5vFwlXrnsm+MGfpRyhaSELNBOrC++UK/jHYYhCz4PSMGdJyyarvz1JyjjDsldK65YVzT29xMOdG+Q8sHrWWrTYyQ3PMDhfr5RlQv2D+OxKwa9eJ1TLwkCBEGREYE8JJquh+x6p3Vaob0OFMiitjhF6nfzDI+tdfu7T16/z5JDi1zhFF2Qu3ZnyMe4Q3w+S07V5e5oBbppDmgaw8uk+dY38RDqxxMxeJ+X4qO+p7mqTa6Qz/NNAUhufHAuzx45HOxz5DRYLq4oKkDXxTcpTZu9Z0kK8YGVY4McOvQUObZTCpxzJEsepTmJg+4thVvzhXDCTYqpvtNY0/u1JYK5QMJFa33z8TNPDjVT6m8IG59N8mQEbsR4UN33Nfel+/6vAXdEKaWu65eqqjpS1/VN4MNVVX3idkt3J6RpJzquzDE6UrNNzpAwVBA69YBmbtEtmpUWB9P7INAget7Oa1OqrpCwbRDwXkfIrSyaFISl0QS8wWiF3hWNU+SBKk4+/8l4X4+I7dMMJi+VpEvkE7iSB3j++uOkOhJmjnjNol07TzPRdhdWsq0OyjzXKquL2nUlnq+FYiOWRcdnaO8HkG82TpLndZ5jOPCkxI+pnrVYOQfq7Ygry2WWMck4yqgsnTr3FOEdNfkIdy1xxfQKYTFyi+anSFm6eoQ+43XkGw0nbZ8Eew6h32pBFkG/FrcdYH8As/Hme+QYNA8QEb7UrXkld/Er5JOxzh0n6NH5VV8g9D3hrGuGN89N85TEFe9V0nzxyYZz+yTF1Ps7hLr2QBEn9Jei7ZspZeKBxDDgSrCT1D9j36tfaQycju/lY+0sqU84G0eZDUlsJB5tv0mOIx5FtOhj5EmSgt+EXfaodlcOVY9ta5NvyprGn8/FTeIbgJr0TmV/UF9Q3W2RLJ6Q49eViEF9Xt4jn4vl2dP5c6T1YI9U7+oXroxeodtooPf1fob9rf4g3LNvts+TW7j1900mZ1i5b+Tekee3hW5UpHwinTKOUrpXVdUc8Nmqqn4M+CL5pnYqU5nKVKYylalMZSr3idwjTOnbCLRPrxbfV4S43ZEyjlL6nQQjwV8A/hKBGvHbxi/j3ZMD2lPQKRq+3Nk61c+tYg1LXtJ+w3O6ZNmeLXeJ3uEsYfe2bvd2KS0SjocZkGcakjsKUs7rMnXc/8fe28TWlp3pec9hsVgUi0VRFEVTbPo26+aiUigXZKGjthtGgCBGJm4EiGNk0HAgIIDdCAInQDKxZ5ln5klnkARIOrYBD5KGB87fJDAQx+huNAxZbhTKQuGKvmZoNsWi2GyKolgsngz2frXe9e219t7nVql4WdgvcO/hOftv7fX7re/n/dx/zE1sMq+5iV67y6+056ouZUKOO1lnMpB2M5qTztp/2iX/GilbjJ71pr3HnNzUf0+ed9m1g/vU3TJiPmXIfeYW4Yk9I89+A8kUCk1belpF769RIyutlzQskaKntHPXb6L16vP17NO8R5wzzIHYB9dmejapFzTaUpXbtVpRm6z+IUgDI4aGkrVD58tPXH3iksV8YbdJmp2vkPMh/iuavujco+5WckWqu0/Jo7hlUld/eY3c5O5ZdbBrIGVrim4OqgO9n/hIo4nUKcJKUH5zSJYIaEy5JRXIYfiufntG8h2GNAZ033WSxu3/pMmu5f6In1Kn5HONt/yt3SLk7ydLimtHnSJO5RT2rBzLpBSwtNd53/E5s2RxOSH1H+WML7FWaM4e2y8/oN9dYcgV7ZQ8DkHvEMfSNUkDqnNPSdr7D0laVPmfaz2JbB7vkGeAWyYfE9j5WuNcQ617Cvv2rB26goxTO0a/8z17rp6pd3JWBM+G9tjwUGlGgX8IrM/n844n3Ww2+0djbjCGEkquTj+l8Ql4ZfC75H5NjguazheFRec26+M5dTyhmdTcvOJ+XQfknbck8AgbjDPl1q6PxP1HpAn3mFxofUoeIOFmYdFi6PgFeaq/7fYamQV90vwG+QK83pbB3+nAynFJEiT/Avl2aZeUNk7P8fStejdd/xOSgOsLjJ7jlDYKtiiZQiVweLtd8nJCmLj7ahQnIgpfse9akEuLx5mdezji+bEf13yvntK89xih9Fs0fcV9gaFu+t2xc6GpExGee4pa4QVp8hnjQvPE/vbFrnStyvERjQlVfX6N8Qu//Fzd3/CaRM0kX3GV6y0aAVXt5ubpC3LTPzQLslMevWnff0bX9UL+3FrUa3NXrOc4/52TBNxd8v71Tlt+PduTWIzy8yJPGACpvG5Wfa09z12JPiDNNcpB79Rv7s7kG42d9p+ee2jn6fnO6/qRvcsmTT90uqBj8vlzizw5hbuMebBNCe5WoBTGXveu1HDEjeMWyeUFktuWv8Mi8OcdkN4pjqUPaPxPtfH6hO58pTlmlcZPVQKsuFHP7LgHES3TjBn5+h6T6jL24eh2Ir5h9aevkPrpz8gFyyvyefApeUIE9QuNL/d1Fu/zY8VDCKXz+fyv9Rz7q2PuUZ1rWm7SqgJ4Pp9/q3ZswoQJEyZMmDBhwheP+fyVDHQahb4N8L//hZXiM+Cw51hJi3IaPiOksfNUoS/oN3u9R7PjVGVukXay0Vwjmgw3J/XhCTnh/VPS7k73jiYXRVbek2tUfNd3S7Pz1L0UdeqaVMijSVWOPyZ3fbghUY3o2nVymidpRb5KY6o7bL+vk1IHQrM7XyJpwGX2dg23tAgX5DQkJzRmJA+wkolO8DJt2fv1MSiU4Kaoe/rNPMc076N3iNpYZZYR+kjHx8AJzJ+Ta9lW6A90EWRCjuXQ+FilaUNps3bJ3TX8HZ0+jPD7WOj6mja6hgtSX13EXSdSDN2S+pvutW73XKPRduqd3gT+Rfu3SPrfbr8r+lzaf2Ul+tS+S+Ok8Xljn5oHdG9nHxgyzSuDGu0zv23Hl2n6hPrFHWkcXtH0I8/45niHZj6SJlp148FNqqvXaNwgfG5065EiqT3YTxq1TXJmg9P2vlFbqGcp0UkJ6q8+X5zYu2mu1rhdJs1jO+15ff3RGVpetPf2PngYzhfxvlg01Nd2wnWuzfusdHexDBGubFMK5NK88YKmr6g8b9L0F3czuCJZA96g0bxqTXKifWk3NW+pHp2t4w2StU6pqSFnv4BGM+7a7Oc0fSkqEdVvI6XXLo8XXzqeUjPbPxockKegfBlo0d0h9388p57NQ+dpoTim30y4iP9p9NXcpW662yI3x8QFyv1CzylPSDUfKZnzoVlMPOPNEXkmlXfIU5Z+nzThipNU9XxBXle+2AgebQvdjE8+SV6S+w27fyrkZr5r0sR3yDjonZ16aYz5+Yw8tapQExBfNurzGel9r8k5cdVmY1graiZBTfb3NAKNZwNSma/INyJ3lH3ptCBtUI8AFlRnu+RUcKVNxIHd99buOZZvUji1cn1E1/y4Zt9/Ru7C8TH5OD8l+Ui6Pyl0hfNVckq0I1IbXtPUQeT0jHOTNgveT6MAJSHLfSZXyMej7isfct/UnZLmojjXXJFznt6R6t9dnxwHdu613dNN/yvtvb3OvK+KzSSaZ/sgoTS2g0z9JVorzWNxnt+z4+5qpT7ovL+Op+Q0Z3ekd/iQ3F/e22y5vVZ9zWMMsPOH6O5qOCcXBp0j9yMrh8qgCOi3aARQuWLdk2eLKpnz1cYa2+6i4HW9Rm7CvSO5dJ3Rz3lMW061w3vktFpx3nuXx4tXjad0LB41eX7EHmkHpMlcA7QW+BRR2lVLS6oOW+NX06QRJ6p3yVPKHQ6UwXFJHhTlGjk5lmvy3iPf2cdF+AV1PyahJgw5lxs0E4MmK5Hp+7GV8JvX63sMTxzyDTmhEUKlKdmgzt+n3zbt+3Ioh1/rgsJY+OS/CJ1YLS3nIgFVUO57ziPoAqf3DWgWaNdgL4onpMXtkpxaJZZxKEDAEwa4gDZE03ZCI5S633DcgGq8rJALBjHV4zn9gV+lwB4J0nfkAp8CFt0HVxPkKY3AJS2RFmT1S5Hue7pDteM2+XyyRktH1X4/IPcNh6Zu1CduyQWjd0mC/LW9h8oZ60J19ss0Vg5/X984xs3BHvnY8/lTmkBtCFdo2lzleE4esLRPLswsk29oPG3mJU1/0Pcxlg89902aeUeC9hVJIIRmDlKbrrb37qOJ8yChA5p2Lm32FICqsp6017tAfUKaqzweQtpvbR7UJp5AwvuHNNIaxx6cVNKyH1q5FKOhun+fXFB3bf8nNPUpIVWJGzS2D2jqU5rNDbprr851/1BIc4/K/am9T2ldiePj2O69TdO/9E735Eqmz6qJfih8Wc33witLnj9hwoQJEyZMmDAhx5dWUwqvLnl+hGsVY5T6u+R+K6c0uzPtikrtp93Tdvt31Lg49sh3jY4PSVqBklnfTao7dDU0NbPjLY3WR+Zq7eL1LrE8TlP0MpC2UqYWJyyOmUpqaVeXyXezpRSd3yaP2l0mJ1qXFuiCsmbX769oXSgTwEvLFnfTNbh2Zyx7wxj0aX+HjktLct/++3nmoHDeFY3GZaxrgPteydfQzbexn6occhOIGl3XdkcN5iIa4wuSdiuaJT0jj9gUonbKNUI7pP4xxuXHfUhvSOPZ/xZ85+5j8Z5Gu6P2uSE3SZeIvAX32dR970jj+j2a+UAaqk9IbajMR+pLMqmqHUr9Wc+R36uXJ86Zu+TaYXdT2CBvh6ek/qL5xPuDWzvcD3aH5p0VES7Trtq8j1S+Bmf4cJqn6FLyhNT+s/Y6zQeiz3P3FvfRX6ebiUm4JmlWseOa1/Wcr7ffP7HrnWZN8IQi26Q0rv4sjRtnMpAJPs7bqgdZe5xOSvWhlKSC+rczF/jctde+j65/i9x/2ynkzmj6tTMZeOrqISYdn9eladc7nZEzhbxBqnclC3iMmPMl9Ck1PBry/BPSZLZGswiqI2/TDBC98Cm5v0yfOV6O9X3UG+JErCEuWE7bc0VaKNbI0/v1DQrPGa/yeorCRXxXx8B9q+5Iwl8UcmJQiAsoW+QpPUsd8HukAAylkfQMT5q8Dxh2AzghmbI8GCfihnoOe4cWsEXMOgps6RN61U9XKU+wNWF13/4W7ZfeMS4uTlM0Fk4R5mY/6AqeGh/n5DRfKpebPpUtx6/Dzq8FQT1pn3vYfo/v48F9caEv4YI8QLEvUIhwv5pLBjR97pfbv+VqcBM+fcH2TFy35G5IJW7V2hj/gGYDrvnltXD8uZVnnaYNan3r2+Tz48/sftGvU2XVuIh97VvkvogSDiC5VekdD8jHiv+tfqT1Vj6LiwYqCu+RZ/C5p5veUjgi53deph478Ifk1ICiSzpovytgDZJvsvvZR3q+VZIQNie5FJQ2Uj5G3fcUUr27gBc5q4eCLA/tUxtNbUC83znPdbznOo07iPrL61am0jzt8/x3aOZU1ccnpHotuaA41JdU7ityqi53UbljJNv7q4iH4yn9zBgjlH6Xpr+9cuT5B+SavzPS5CQSZAltd+S8i6vkgQwlnIfPPjhZdiS4LyEOUndyj9HYGuiakLWIH9MsWBpQS+R5wsdyMo6F+8A5Sb9wYOf5sS2S0K2FXBPwLTkHnyYUMe+qHUuBITc0E5jzoUYobefLoKQ91SS7QxJ2S4KxC2x9z99vz+3TVjkPo7MlQJ6+U9oYTe6fJYJfz9JzShP9FUnA8SC6GIR0QJ5sQpy26scePQ5Ne9eEC0XhShjvE7JLfo6KsBYW5XhUO9Umzl9rP79G2rmLW1fv/wmprSD5o0o49LH1Pk39LDKWPyS1RYmbdUjDrxSlkbPRNwvi6NTivkaeTvgJuV+tbyb3yOdU+bbqXPkLeqCPIAvNhX1XcobSu/VZQJ6Q53qXcFyrn2PSXLxZOcfh/e8DmoBNCbzvkAI2L2nGrG9ElknvKLYWaYdn9vw4dgTXOmtTqN8P7fseaf1wza6O1axRgsaSa14hkeMftt/VB7Ux0diI0f16ric80Pzqlodb0gbpdVK7+NwAzftckOromsQ/S/v5OjnPqdfVY8aXVii1KPwbXjHy/AkTJkyYMGHChAkJX8pAp9ls9h8A+/P5/Lfa779Hk8wH4G/O5/P/5QsoXy+089YuyemAbsg1juek6GNoXvyA3I/Ld5RXLOZ/eUTaNe4veC2knaY2N04VpDKXXAiOSBo7+XJ+Xhskp7zxdHsesetw6hnXRp2TNGra2Tsnnac2jBq5Y/LMOa69GePTeUyqy1Jn93qOWrcbcu3vEal/+H2fFsrimhSnw4kQDU8fZctN4bj7ejre4/Nr/zGaVmn35JYBydzs/I+nVq6owXSamSXyd1KfFsQf7JQurqnuM8HLbWAMalnZ+niOvw18056lNeGG5NIATd24/6X6ZUlre0MzNjTGnb6mBvHTCmO0eoL7CbofYKyLzfZfdOlxk/QOqS3dkrRDMz9GC0PkhFQ5npHqCpr3d+2vR7kLWgf6zPmynuJLYVYAACAASURBVJ3b97H9Qxn+xnD+OjxFsrNAxLqQNQrS2BcjibuJlfqCs71IC+28u7fk7BXuh+t9UFrSTTv30I6XmCucU7u0Ruhecxq+a2konXtWDCF67wO6/uynpDaWjyntuziThajFYsyDc+BC4jl1n/yXpdGa8NnQpyn9mzRR98IbwK/SaN7/R+DBhVJNvC6c6u+P7DfoDt4dctO3BFINskV9kyB19MOXuLZmnnPTXS2QyilwIE/PF0m13a9rCDItQ1M3njJu1e6lABo9f4lEpq3jbm7Tb5D8pbzsV/bcY7rk+Yu6JfQtGPGYm4HcHBknWNH8QDfoyZMSQL8v6Sl534yuG1CeHPXs43C++xSX7vV5wgU390vcp/H70rNlfq2NKW+DpyTaI+i6s1ySKHMgcd5KmLgl1c1heI4HT5SwQxIUxvjerpHGnnKIq6216AL8PzT9yPljIb13bQFXOZbIc4b3CaXb5DRZzh88hPfIN74eNCZozK+1x50ibIckPH5Ck5da8I2EfKxlvpZCwPmFJTxBzmG5FL7L/za6Yen4RriX45hy8KMENpXX571ILeQBWHFD5euRfDnFp9mXahpyIWqNfGPhVGRxQ+wBuZDmTifxx64pBXYJ++11elasp5JfvdePX/usfc5bduzHpDH6nMQJ+nVyX2hRoLlb0DbpPb9pZbkh57g9KbzXR6Q1cp98XXXKxkVde141fBkDnVbm8/m/su//eD6ffwx8PJvNXqlAJ4+OjM73tQn8lHySWWNxYdJ9oBbtwPN502Nms1nxeCnaujSxyqcKuo3pvopr5BmMDui+r/tBPqGZ4HS+k9zLD0kC3C5JmISkRXCofuJEdtb+k8Zhndy/aoc8YMUnnM+KUmCTE3yvkwsOEXrfO7oC4MsGmcU2LvnE7ZLqfotUt2e8fNKIl0Ft8lDAi5OyO7Zo6r6k6Y6/7bbna4OjSHP1D3GDep/wuvc+PbTRvCZnlOjDezTjX+XQ5kLzzyZJANFvUVuj8vRtWo7a40/st1K/lR+oiNWdhcStP+6rCE39qh3XKEdfQ9qguoXD/WChWdAlWMjX2f0kXUDbIml/X5CzZCy1ZfRAsoP2U/7lfZutDdK43aJf41U6JgFwg1zLuERqQ220nH96m9wf1zV0Sj6i7z5OFch5WCnjNTmJv2sVT8iZX+TbrXqXFUoCf+QBPiRnOnFoDlyy4z6eSuX18RsD9MSjDc2mTTywgtg83iUXFEtJR87s+729wxndOaQUOOkcqCskq8YVue/zI3XLbKLvH2nh+4TSr/mX+Xz+n9vXbzBhwoQJEyZMmDDh1cKX0acU+L3ZbPab8/n8v/cfZ7PZfwr8/i+2WC+HqK2s+YUJnmN8TJYbNxlBN3eyw011Jc7GmoZUGLvJ8ahnmdRcc+r+Rx7RGO9/QL7zlTlyyc7XNUftP9E2yfdUnemQeuRiSSvkfmzir7yxY66ljPeVxhmG6zRik1zb+YzxLhhb5H5g++Tv/7KImoyShtbN1272rPV1RUif95xTgqJ+9ZyoVboizzJzaL+vkupS7evUS57R54ic79HTKF63xz3FojQ20G+hEH2U+sxh/dSfl3ssPqDJ0e4T6DV5e0kjKc2mLCvr5FmZ+iB/XB/HJdcCleONwjFp1ffbaz2CXpo2oZamT/XuWZdKzBTSUqmvqE6de1SR/Jo31Z7OeRlx2H5u0vR3aY5L7e/9dFE3rHfJ6ZJ8nvSMRIJrbD2zkmiGvH/IHxoaLbGztUBq4xsaTaqsRzvtbzUKsmvyceguBM7rHMurMqm+ZJXwMvuaAfkYUVvovFtyDXDsp8fk6WJr7yPt6XbluD+fnvtAOcWq+0IrRsGtGd4PX7m0lQvgy6gp/a+AfzCbzf4qyf3n36KZ9/7yL7pgnwckWEF58vLBe0viCIVmAMXOXDMZHYbvLgxrULhwV4JPTE5bM4ZeyilNnFQY8rRvcyvH12gWVZUzvutJe44WuRqfKKRUh5GuaCzcZw6aRVj1EVPK9ZnthlwiPF3hKc3E6AEkLwbu74gCjIJXPiuUSEH3r7W90nhukyZ6UdxocZOfr95piWQGhabfui9WxKqdv9SeX/N/9f5xSL7YyXfbz5HvFyQKGEhpIz3Iw/umTMRrdn7NPPuCxufuFzU3+2Lmwru+Rxov95MtCcASzKNgAUnYqy2SGovfJg/kWCXVlcoUny1B646mD2kT8wPSfPin2k/5ye5QnlNrnKfXJGHjCbn/LXQp327IA4H8vDO6SgSVU/7oqutFeHmfkqfdlC+m6m+bNLZq/MiRMkzt8KI9po28r0135AKrp42G3He5Br1nFMI/ap/rPMg1yE3Eg6TkpuH3dr9ivafSuzrcFK53O+x5fsTQhkJt0dfGpQ3OCrl7wHHlb8gF+seE+fxL6FM6n89Pgb8wm83+IvBn2p//t/l8/n9/ISWbMGHChAkTJkyYsDC+jJpSAFoh9NEJojIJSbMwJhDJzbkv+0zId6OR6qmG6/AZf6/hGTnZr2e6eI1EjXHT/q2yvdGe5ztZ35mekJMQ92k/DwfKOASnhBI9kBOJe2R/Xwan2WyWmfMjSllxtNtWQISTSjv9VNy1u0ZV2rohWhgFgTjdyWH7qYEo7US8dw2uyXhCnmhAfx/a+R4hDf0mZNdu3tPVspyT07jEY4JcPzwL0RLlgDVpanRuKehmi6TBf0rSEkKXQqqPNmynfdbLJJkQ9ZTqWgToqs++flqaY54xro9f0miva8Fb3wvff4Vuuym6XDR5wilNv5bG/9dIgQVv0rS1RtcS4+ZUp0zS+x3SjHnVlRIJuKn/huR24Mk1rgrPjYGmTuszBA8kVFCT93mPIPcMRHKz8eQAp+SBO/v2ThrDGi+e+hOa94vt7hYOp8Ur1XufVvGYZArfp6lXlce1m9F0X6Mfc2YH9f/auqmxOCZb2hC8P3gAWh/i+rlHCjpT+ZzKLLpP1TT/rzq+rIFOjwK1RXuXYVNsHCh92St2yCN+SwNCg2bRRc5N16XJVMfXw70P2mOevtD92pyC5I9IKQihqZ+ZnVsSOr9v55fqUoubU6PA4hOQt982zUKoyf6GZhKuCXyL+pE6jsnTlzqVkyajMT5FfelLHc7hGOtbG4BFB6TXezRL3dLdMIh1Ygw8arXEkbtHP8cmdsz9m/sEhhcD94LmvSSUxncZMw9rPG2xOGWWzKBiiXCqopLgjp2vNpbgIt5J+S6O3RAfDhyPTBC+AF/Q31cvSO+0S3qfT8kzKWl8uNtRSYCJnLN6xgVpvlQGON8APiGZTt8kuSH9CXkdl/ykxwqkcZ56Qc5moY2pBLrXSXUpKimnxIquVkck9xdl4tO9fZx+Snnd0XvIR7s0R7/XHlM9l4Qo34hKEaF7fZs0xj3DGAzz4Q71pbhBXBSRA9aFePdZj2wU75He5fvk0EZC9S32jrFz4qPBlzTQ6VHgkjTZO12QJte4wEmQWicnTtb1NfjuqrZojhVGY2q4JdJiJ0JnFzYix6cExUgy/AOagawd9Zt0aWl0L/kDuc9N5Ly7pesP59DEprpRXUZ/rw1yQu6SA7wm0z/Xlk1CR9+kVvK3dSFVi+phzz10/T1lrdoYYfNfFHxZ42ZJCxyUyfRrQXPx+bvkbe51Ke22+ukKufZDQTPef7VYld7z0K4tTRSeNzsmTNgj9wk8ZjH/PuGAbvt5n10tnLNvx27ojkv5xJWCt/rgfoBOl6Z7ub9m5AfdIq+fffJgrrMFy9IH51t1YUY+50PPcYHJLS3HdLV5Tnn0Dmnsn9HdSEYhwhMRPCXVnfyK3aoj6F1UrmXGBTP5uNI8dUs3CNXXAwXQ/Ird43X7+4ldGwnaIXHGQlN/roX7J+R8qCXfx771xLmpl0kCXEkoXSafR124jdRtF4ynlRvqR/7MqKQQhWDfPTxxyxo5x7VbceK8ckVq76d0lSbX9lxRJfr6pLLekFsLHxu+dD6lEyZMmDBhwoQJEx4X5vPJfP+gcL/AmPUomud0bqS66IP8vWI0rWMRaiJpaVWOM/KdpO/qfYcX6au2aLShMoP9Eo0viZ7uqQ59JwjJlKd3OaUcaeiRuQ5lYoK0E48Rp0KMoO7DFU0bzux7zcS6Sa6dmM/nWd0vMUz1tYjP0BDFmOOWVJ+qZ490V1tKU6P2r2XtEk5oNIMyKbpLh8ioD9rv6lsRutY1BtDV4GNlLpkOXQNzT+qHG+SaRCfghsXcW0pj1FNWqo2lKTon908ujVUfe1skwvM7krZ8k25dnJPeUffW/aVhUd3ukGeWitaVI9K7fd5+a5HyRu97OvJZh+2nmzkv6HeruCWff51BROgzBz8nRf3LiuNaWuGeLu3VkN81pHbzOeO0UMYSVH+fkjSlSqNac7lQwg93f4lljJmYIpwyDdJ84hr+G3Ji/W/TvJ/Pmc7moLVF1zuF4C3jaMrGoo8mT2NW5fGxpGv1vkvkab+vyC0xMcHIC/JMfPGdbsgTOXjmPq+DLT5bjMlDYzLfD2A2m/3HwN9qv14B/9l8Pv9n7bHfoElr+j/P5/O/vch9n5KbH2L+3Kd2zCehVbrmNcgd1zVY19rr+ya+PhoiN+3s0XUbcP8YnaNnx6wXkKeY21uC9VbSvrmB89s0id2Qp/rbIk10mvid402LNKQFWHV7Qk55dE1Of3JBnkVkm1S/LjiWOFsdykCjCaov6CMKnLEN7qlz2KnOS2Yz4YB8ka0tqqW290w6mzTCQF/QjXDE8CLrGVtK5XdBogQJqr4oQNnPtY8yyifzC9L7yiTo9/OsXBvt+WMEJPVJPUf1oneMC+k75FQ7zn8ZU6K+Qwqy0T1lbr2n6xbwlJwuJ45L7FnO61vDIsJoX471NdICLvo0PdvbJZplD2jGoveHmPHJ/ej7BJaT9jr5yW7QuBnpmku6JtyYAlp1q6AnD0BS+8uMq3fqmx8cbu7WtaW6LGX/UTleIw8ifYvcZ/SQnD/4hNQXl9tzanNfaW6JmzeVO/IY35GnR1bQFXTnHPVx3WNRoesd0tgb2lw6b2vE4cC1TgMon2Mvq7t8ldB3bJtcORPnKuHzyhz4EJg0pePwQ+Dfmc/nP57NZn8J+O+AP98e+w3gV4G/N5vN1ufz+aixosVKk4YHC2yS5/VVGrhaZz0nCYzQ7aj39GvdappSCX+H7ffS8+Nkv0TuF+g75APSxP/rfw6+8x34xl579tISV+e3/N7vNl//0T9Ojt7n5PWhyVeThjR5K3Z+nCgjKXPkQnTN6bKVW8IBJK7EuEC6o3kpErWE0kTiqe36tCBDGgFtDFQuMRuMhS/sqyymZR3S+ngfKk363m6lNKWCtK7QtEvUhIkwHcrC7ylpEXbNTNTAnpMWZT3L77dNrr08JQmHrkX2+8Xf1K+dZxHKC47qZ5c8ZaVrsIWD9vOwPd5XH9u8XCS/6rnGwAH9fdmDGyWk+DvHSd412of2u6wUPvmqbkpa0hip7IFQ8mvtS1wQ69oFhaHxvygn8K191iwvtQBNbWyd2UKfK+FT/X6PnE/3ksU3IbHNS/OHguQ8Ut81/hEnhftGSHGxQtOeXidr5Iobn8ejpUpaXGiEWQ+8LAXj+ZjyPn3LMIuG9yX33y+NR1deHdK8r97pZfzeX1VMPqUDmM/n/8S+/i65D7F6slufJ0yYMGHChAkTJiyAiRJqcfw14P+w778D/AHwd+fz+Z+MvYl2NyVOQ0XouUnId6rKIqOdrSKEtcPyFItuOoLEDerag5r5/orFdsj7dKOzD6xMO8CTtiC/8ivwjX/vz8J+K98vL7N+dsaf5/8F4KOP4KN2WyzKI8+MdEXaGcpHdIxPkVIEaueurCeens1pNjw9oXapyqS0RNNunhlnbEaoO3LNKORanr22XGOjSR2iDlEfEF+qw/06S5rGWA71tdvCMdV73NnvtcdqpqQSX6pjqD0PK797diFo2vwZeV0qlSLkmp1bulQskFObuTbzjNxX003wN3TrfZ30XtLEuQ+la7HWyV049sjvfUSqw1j3G+R0bdGV5hm5deCGNCbGZGITIvPCmOtitiN/x2ekudHr+R2S1hrKvL0xEr2vLKV5zefbGWn8xHEasWnnjrGSjPEFhTQmdM9n1E3WirauldPHoFwkvB+6xk5zZF9GvBr2yV3P3M8ZcgqoO3JXoVLGrkWwTHp/cZp6elhIbRxN7HENjFH//nfUVus9oKnTIX9bxxJ5Wu9b+17C2PXA3d0eHSbz/XjMZrN/l0Yo/bf123w+/23gtxe912H7KVPOKqkDy4FZEIej85NtkczKmnBcCNGEE7kqJYRp0pC/VUlwGCOQuu+eAgQ0sTjNyptteeVDurEB7H0TdtskgCsrsPoG63tfbY//MRsmlLpv1gm5QCJT+5h+vEPO6XpN41KgziSTqwshEhTOaerTydaXSZP5JmXOuBJ1UYk308s/FDRUCuxxfGjllGnTF+kz+9wm1eFle776xzI57ZcvqGc0C2UciO7buElOLeN9yu91SdeEVkL05SvhiGZcqb+ozVwYuiE3fXs5SnBqs/hsfV+lGQ9rdm6kV3LXkI/aa9Q/4mLnQSBasNRH+gQb0f14msgIT0GpDbDcKU6pB/7VfIY1f/S5eqyQE+2X5pyPrFzvko+nPtNuxBhXhFIqUGjq2TeXnsgkvvsq+UZjUZQ2AAftZ3QlcTesaK5XQI27Sx2Rjxfda5V8w3JGXn4JZLKg3pO3axyncjfzMqr/vEse3FeiQPLkAqX5cygFs+B99YjuWPR2XSLVVWl8xEChof5Ua/8NynOV5le5R+keH5H62tBmCPKNm+jI9PsYnupXFVOgUwGz2exvAL/Zfv11mr7zPwB/aT6ff7zAff4O8FcAtrYik2O+uKjzin/MB6tPXPJ7FLRQSMCN/qTu6H9OLkiu0F14YmYhnwzeIS2MWiSj75YGg/u8fdI+59P24ru79r+7tvct3bU/Jvh7yGEcupP4h4wbwLTljde7MLBCN6+1B6q4P6oWAsEFHUichmr1LVLdxbqKG4DSjngjfA7By9anNTojTWa75EL3FTk7gUOajShMxYVn7EDtW3Tkg127V8knTGPrCc07afKXFm0oqAqSBn6MMKzI2Nfa76XMQXek/vA+XX9WD5C5teeeMZ4ku0RyHnFN6nPi/1TdPiMXhu9IAolbaAQnAO/bGO7S9N0hAc77qgejjdUw1iBBTD7Curf8R93S5O/pAl1EiUs2wv2RXVDS/CEN9g45h+UGeeCkrDjQFaQ11g/aT2navd28726QW4DivdwPfYl8oxHHaYw+d0udOHBLdXRG805at2qBm/F5aschH8ojUl3vkb/TGmmei1aUmiAZ4XEHtfNLG44lcgYCvY/YOHRsTByAW+d8LT+jm6nuhz/8IbPZ7Cf20+/M5/PvjnjMhJEYayl9Kczn89+az+ffns/n36YZW78DfHc+n9eComv3+e58Pn9zPp+/+fbbb/9CyjphwoQJEyZMmFDD22+/jWSR9t8rKZAq+n6Rf68Kvkjz/X8NfB34b9td2918Pv/OZ71pTDGmnY00btIMlPxslIMb0s5K5y+RNCyiSfEMLJfkZoxYkX0aK49GX6ec3tR9Xd3f8lNgq91y/8sX8P7JH8FSW5L1dbi8hKvGLffWtu9K+aa+N4aCpIaStuWSpL2SGVP145rVS3Jz/gr5bvaY3IfogjxzkO4ByRxWynrUV07/HILKVorYjSYxvaPzAgrRJCuN4xnjcoh7NhzPYuPazZKJzk3FYqAojQXdp8Yi8YJGQ6E2fo+mrUp9JppTb9rfxlKseNRuSZPjWmdZEu7tu7SIz2ne333P/d3lFnHYU5Y+7fgmXVoome/dbUDaF7XhRzT1eGDluiHNCX3jUAwjfxh+dzO6z4nH9I95SBmu7tp7S+sULQ3rJM3WVlvmP7Dj+/YOYh2RSumz0Ou8T84a8lUaVyZ9vyC1+aGVRWX2+hgz1tTmmqNK9eaZ0qCZs3zMj9H89s1BrvF39yZB73dP08bRjWcIJYtBjIj3skCX9/nOvsfMaqUylNgNVIfRyuUpSnXMXWVuyedT3WeLpj/Lh3gM48khac1xN5Kzkde/qpii7wcwn8//OvDXP+/7XpCbYr0T9Tl8n9JvXnDammO6i9NnMYM9J6UKlak7lsUXKA3G/fY8TfTb/zu8vvzP2dn55wCsrsL1Nfz+7zfH/9lhKqeE9D5ezh1yyhtfSEvCgQayJlBNaFHQdCoQKPvZur9ZrItrysEP0ZFjsy3T2ACTEtzkOsSp6sJgFOAi4uTWZ1bat/OjmdaDHLwM/rfXpS8OEhq8nc7CtX2bqWvysbZFuV/EMm+TczSWUs0KmzRBO2pb9RUXuI/IJ65D+zsu9nfUBQRRMck3LdLfRDgNUS2pQ3QpgSTcxCAiD+4aG2R4RFPmffuu+6mM3j+cpqkG96N3wSOmHb4izUtv0V08jkgCru7xGuPwhPQOMouXAiXv2nvqu9ywYt15opOhevUxv0suhC2RbyD37Zhvhob81wVtWratXKW5zfusx0xAzmMd50rnSYW0Eb0Lv7uQr2fVqLIE+VhHFwY9d43U/jXXqUiIX0NU3Lki465w3CkUl+iOD6Hmc693WuKzu7i8Cpgz+ZQ+GDbIJwoNBg14n1D6ELU7is6HcTvPbfvboxIF3VuLlgZkFOAIx/3aa5qJWwPt5hr+9d+Hb7YzjAKgXrQj7P8jLUjya+x7l1PSZPeEfDddCk7xXfIJ6Z3F56dnjQn2KgU/QHlB0YS6Q/IhEzz6OgbIQJ1PNmoZRUjuGnTn7ezzDxsTee0bDbWrsEzqT2rrsf0Y6m0sPz+1k0fPj9GSe/DgDbkvm2sh98k5gyN5fWlBiZuf2GdiHR+OKC/0t8MYrZnqXdmN9E76jH6yOl/+rJCyp8XFrkS+PwbKnqRyHZHaXJm1VI9DAqnX/TU5sXgJnp/+njwQUPfQZ+SerGGPPMvdDYn7GJIGF5oNy/vAn26/S5iPc6jPVU/I66Fm4YA8ScgluS+wQ9e4UDrGJ99ZETRP1fhRtVmSpcj9U12b51DQpfc1j5+4JV+bXPu9THlM+NoW69mtMM6ZXOIL3iCfq71/PLN73ZEL7S/I10Odp7o8sPsqXsE3fH0sObHNvgwCKTBF30+YMGHChAkTJkx4NTAJpQ8E3+U6X1ncScqvqKYpixqVU9IOUjuyPi3VGTmPXMxQ5CknL0i7sx2aXaHM+X3aE12j5/w+zXvutYVfaT9F9PpTkoZgrFbGGQa2yLWh7qu5Q5dqx7VFy9TNM0NUTF4OyNNMuulKmjun3nGGgajxiYwItb4AySVBdb1LUxca5xsk02af5kWI/lraka/S1ZIcFq6v9b3oYtDncuBcgILaUFoZlSVq2KQ5dz9qaZJ0H2eUuKNfW+c+tkPatC2StkYRkjWKm6glHkOR1QeVsUSJBV2tr853M3iMvP6sOCLNBe/Q9E2Pcl8EB+Tt4D6lV3Q19DI1i2JP/eak/U3lOiX3DS9ZLVwDd0yeDcp9Cu/JeVj/kDSfiS6pzxQco3m9P7hLhsak2lYaZ49U1/utk6eolebT/R59/oQ805ZTK4lRQfODqApdg31h91qhX8sf+5q7YGzQtIVbSyIfd6Qy0/2iX7y3EW2ZVMZn5PypirtwE7xrbTdJbSHXObWpNMnRJK92cS1y1OQOaa7jcackXGM8fdqrhjmTT+mDwYUQSBNb9C3T72MXKF/ASxQu0DVduR9ZjShYJNGqeC30GqzRnPCUfNI4Il/kv0+eg96Dt0q+N8JQ2stVEpWN7qX6OCAXbnQfDy6IqSSFA/KUiqq7Ph69c5rFV+VW3ckdIVIA1SbsN2azQb8ph7hsIU18ztsp1PqUm3ZLlDG67wbpnWo+jXreJs07u1tG6b4luN8UlP2Aa1Qx8vFTnxcvp4QU8biqjOvkKWyf2/dIGRYhoQQaQWEMjZP63jJdob6vb7nptC/4RGmInVLsBvhe5XwP7vtFUpzUaEzi3FTCLrm/vPwBnbu51h+PaOYmCQH77bl63rGdA03fcDqpviCSU5q+4n6hDt/gKeBr346d2LP60opC2Vyrd+rztXThU3BfRrnJuLvLC1K/3yQPDN0i9a2vtJ9SLngwWQmlzXWNE9Z5VvVszWmH7Wdtkxjby9cWjaOYU94F3Eik7zEOPgfOyN0b4vhR8KLaZ4U01yoAzsvh2CGneor1E9NDP1pM5vsJEyZMmDBhwoQJD40p0OmBoZ3UBWlnNBScFEnyS8E4HuHpRMk1mimnbnLT0zVJe7fUPnuTMrbaY7pXdAMoYWzaNMcaeVSmdoiuLZGGS5C2UloCvX/MfKVo2JIZW+lI5RohTc/YTCO+a1YUt+plKKCqT2NVcik4Je2olbrOzV59ZPAHlE3JkL/rKTmVzir97ATqi76jr2XViTgnjyYWKTekIJ4+Aus16lReOkdl3bRzFajhmg/v157u1suCne8a3VvqZOAl9FFmOZzWLNalTLVukod6ANoYOplahLBD9bxI6kgPMumbGzz5gc59Smob1yLr/T162usDmjF/aN/v7PkH5BRZQ3XTZ54uJdeIbBWxPzlim0Wtso6v9pTzlCbgSu8vFwLdS33WM565dSCS5b9L6nuvt9eNZREp9eeaphTy+nuNbp+OkIXjmK4WVevoHikLGuTrHzTv4hZCaVIjdRykedbLE7X27i70kb3DGg1tYk3bK2tITT7wdcDdtx4dJk3pw0J1HxfJUlYlp2KSrw6UzdlxkPSZgTxaPw4opwvRYHTfonvSJLJGMyn9rP3u7gmL+qW5sBMz+azQvLNzGB6T+2tukS8yzgVZ4mb1CThOqJrYlN1pyI8wLhQX9rtvQrx8NRy0n8vUF+nahKw+cNz+7ZQ3bsJ3Ye6gPb4IN6ML3SX/O6FkjvTn+KS6Cvw0+FR6ViOPxL+nP/JUftKv228ulNySFqgNmr6jNqq+UAAAIABJREFUp8oX19/Rs5hFoczpo3T8oP37XZp2iGZr913rE/biAh7bKPZL35R42lHV3Rh/c8Gjk72/9EWpq72HzPGq+2XGL6SXdDdjit6GfPN4TJ6lSj6zXpty6dDfl6Q54zm5z727Ssj0r+eu0byn2m+P1E+1OdL48HkBum4hkQlD8x5teT6iW6eH7aeYXUr9SAwrkYtZG8pdcnP2ED4k1a3avNbW7ourfudUU+7rWXJn+QEphiHeN44HMSNAMwb9HQlldPefmNLXqQYdOu4xD5s076NjJ3R95eNcJTeiTeANUh3ttOXQd7lKxI3/QeF9YJi94lXG5FP6gIg7XocvQq5BEOlwbTfqApn8XeKA9d3osX2PtBcrpE5/QTMwPRBrm1ygfY18h3lk1zo0AXg5LkgazR1yP64bUl3J0d5Jh53TUBOuhLAzK/MuKY2rrnUB/7Q9X8ed3kXCiSbryKsoxMlB9XNOl1S5Dwek9ujbONYEMi3YTnwOea5qneMEzKV+VdJoyC+vb/FyLeMN/e9xSqp3tX3UEOpZt6R6HVOXyzRaCEibJT1LlFmQFsWl8D1aEmqLbmlSckG65Cem8i+iUSwhalCcAipqkZ8wnkJmlzyoxvlToy9riSJI5dhr//Y0itLi69qh/uTYIn8v1yItk/PFntHdePumxn2Uld7VNy1bdq6/81H7Xq6FXSMXYPQcDy7CfqttCjQONRYURKRy9AVduuY8Is7F6+H3E7rt6O+sDSOkcflPK8+K8HfdpemH8qV8iyYd9U/b73fkpPaCp2VVv1yhy5frSgBo2tH9ztUvfb4X3OIROY4h33g4LmjWRLXLkNXTNx6H5HSG75ILx9ekpBnQnatuyOexxyqUzueT+X7ChAkTJkyYMGHCK4DJfP+AiITWQkkzpR3VCf0+O77D9bSWkHaqtchG32Fvke80t9rrT8JvHmHvGs1obo6Rlk9JOzs31UPyG4XuDviYpr60o5Q57si+OwWQJwSQ+U3f3yRpgCFpzXw3Kg3KWVuuqGGSlnGVsula57ubREwxK7hf4CGpflzzskk5IYAg+h/V2T25hiL6hDk88trvV9LiRTeIyCYBuQ9pSWvgJlZIffeK8hgYQxtU0mC7WfCWRHIOOc2MEjW49sHrXppS9dcd0ns9oekfqneV9UM7Hus9+qDWENOo6reXhffToYQJqi9IVhohtqmPHfl0a3zINeH37b5+nqiExriObNG0nywrcolQXb9v5XifJtLdrUHH9PtCn5IsLd4/run2Le8vSurgBOhu4apps/vg9GQ+H/hYKPkcD63rKrPYSlyLGNvAy33D+L73jDwDkkemr9o/HYtlXqGeevmUPAJebCCQTPVq4z5f4Bc076dylGi61sitjzUogcPYVNA+7mSxdGYDZ/uQX6u7mdyQa3RLCVIeG+ZMQukrC+fKc7+5OGD2GDZhDnVSn9Q0IelTgoN8rRzPyX1uzigLPHFB1f01EciEroXqGbkgCYluZIlm8dGEs0k+YWnB9eMScN8iNynPaPx49IwdcgoQ0aFA1xdTcH+zFfp9Pz0TSkmw7FsMPGVfn+lVLhUu4DlKwo3K4W2gc30BcjOX+A5VdwpwUF3XTFyOOPcMBfSUMMTnKZOannVF7ie4Tqpnp4eCLkehBBD1rTVyuihI7RTbtrRh0WKq8/39XRDV918EhoJSNujOH27O9s2rsiVBY3rdAL7efn994FlyyxkTJCOuWc01ceN6SXejq/qXD77TwZWECA9uUs2XBEv5Deoa90/1vuSuT8KiXLROIef4ymw2mJJU/VTl84Aed9PSONZxp8sqofQOLpQ7JZ+b1EU79Un7/Sft3/Ed++STuFZ5O5wOlFvzlNIy+xwQ4fNtqX96ZsaY4e6TwnzrLhkekPshqZ0UoOzZwiDvU5fUqdUeMx6pTPr4hdJ9ug7ikARMTWzaDTlhsQYSLMZJtk+uzeyDJq8hgVeDsE+LVZp4L8hTDOqZtOVz/5hPSLmofUer70/pkgXruJMKCwrG+qT9253rl0kTj7+Tk0KXEKPzj8knbBfQ9tpy6R1vwvGSb54vsqUFKEai1gJM+hbB6M/XF1yjIA7V7evkPsWxrkqLV0241rkxErcktA7d85KmPWO/GZPOcoOccWKNZhOjvuh+smPSUjqno/ygx0Yqf96IvK41RoaoHYXUD9zXHXLLitLoKsDsE/qFBPm3j8EZeZKDiBfkwr77RMa574RugJ7nkfdNSa38ngDA6yQGIfZt+CJK3LM1/tMbciJ2bXYO2u9irxDcN17E+E68vkrqB+LW9ICsaA2I49LPfUEewOak/dES4XWtTbynNT6y60vjrWZ5hKY/6lrvZ0pk4gqHkgVAv8nK5dZH1WUcO3eU51u3AsZxVwsUjRaNMSmhHysmoXTChAkTJkyYMGHCg2LOJJQ+CJ6RR2N6qktln3FfG9durpOb9ktaM5nXdsl9XEQF49qCuGN3ehz3E7yjrMGraUg9nad29pGLVd8jrdUFXa3JbfgUZK6O/ol7dlz1fEOjsflJ+/2nNO/ju+4lK4vXrZv9Ha4puy+cU9LuiabG3RccsY7dR7bU3q7JuCT33fo84JHIwjnwDZImTO/ycfspzbW7CyxqrowaC7+25BJSO9cjbEumWpV9g7w/K92g0za9Rh7JL63MR6SsZ9B1q9kj8Z5CiqZ2d4/4fv7dadJkPemzeHimqHjuKmlMlsa006DdU+c0PW2PqQ52rYyionN/dbdm7LZl0DgdY5VxDEUXD6Un9lTDSySt4hKLp2j0PuO0cW5+vSPX4ss9o497NqJWrk2a9vb1RGZ53Uv3k8bQUxo7y4hM+95uz0jjp/YegrtwSOuncnn5n5DPu8c0Fi/nInY6QPXRmkWilHbVEanMpBm9J0/JekA+ruVzKqjfufvHosKIz/d6n5rvviDf39I9SucOuXNM+PzxqIXSG3IaKKedEdeh+yWJexOSA3Sfz42b9t3HqdTpfVLcITcTa8IW4uLlJiMNVgUfuDlEpm/dSwENmghF06RJ65xckJa5FJq6Uz53SJNoHITuUK83vKERRC/suz9Lwl1pwSv5R/o7KkgmnldbdNz0GxfjKKS7sONuCcI6eUCW7iE4ebjTjGii3rdzY/kPSIPNBahjmv4ioXSFRuA/bL/XdrslIV3msVhX6ot7NH3GF7U+AS6iLz0fPcdEU+Xt7ELqJYlnEMpBcKpj1ZcHX6xRR3yfC3KBb0ggjW4KDh8rJfcbvd8mzRwQn+UJEbBnuZ/4HU0q4Vo/UF2pTfvqYizc53koYMoX9TNyoWYsZELVc+PG8YRU/yUO1pIvppuYhwQVQf6Z9+F76dpT8oA8maKdqsupuyDfbDunp+YKfw+nxFL/L/XVkpna+YcllEZFRg1jKc4gV7boOk+/6puJGpybVuij0vLfFtl81TaEUE7TCo9fIJ00pQ8AdTB16Du6nU6DRppAjxCPwT2xc2rAizzfBZrSZL1r5+u5Gjh9g2KfXPg7se/esS7JibS1U43aT+fMu7Nr/R2U/cod00vv5BqKT+zvc3Kh9JLUDtIojA248eAv59kUatl71ukPAlJdH7SfvoiUhI04Ce2SLyKe0SlGOG+R6r9Ujx6pHvEBXY1+nFDGZDBSHUpw1mbBEzM4ubpr/s4pR6fH5x9W3gG6fTv6i3k+amXjgmE2gFKmLQ/68AXLF7ANuhHDVwxr/wTn7RWGSOwdmlsu6W+vHfKo8CvyaGHvC0Mbh6j58fPHatjHRO6LlFybWgXEqF6GLAwueKjM+q750OcqYYVmw66+pKA6tfE13f5yRb9FQHWifqoxLn/v0rtEX3D5s2vslSxCzsrhC2+JoP+ERuMJiUtUa0mfHzCkfi9ckfP41lhLYLwAD11faMh9q12TXLu3W4+0fshSELMNOsZG5ouz96zwm/CLCn58SEzm+wkTJkyYMGHChAmvBCah9AGwRr6rX6UbDSsovaK0N+d0TRWuKXKtwofkZtySJuGAfNccTQs/6tEaijsNkiZGO7sNK6d2nfKFFY1MyXcTUuYlSCYcnaNoSe1Ga9oRPdvNpDIJua+VP+uYOg/fQXvM6z5qNpwr75auT2GMAI9wnlLPvOSa4hJuyM1JTk0iTZ+erXeGxHlaYhsQ+sxityQN5Dq5/+EqZe16TdPxxK69b8sorYLazDkfVc96z9hmpfEA/doWwcvtmo9b+v0NSxq9yCDgkcuRxkjaqi3Ga1RKKNW797kxdQApx7z64Ta5xrnUXzzjTsQi2s8+hoUx0POlFXQzcKRjcy5SnV8ygcrHWO0k9gS5v4jGp+b3vUZOW+TjpRZ1LQzVgfeXzfb+rlVTGVUXGvOywrgrFeQ++m4BcfefdRp/02hdc//UZfse39H7gGIYVHc3NGPNLXF9JnXXKuue8o2+I5+LX5B4aA9o+rSb81fJNcDS0kJKaer3UxvqHVQ/a6R6hOT+NMYSF2Mn5JNeoxx0LOq7/6phEkofAFpIfeJ2c0E0x3tO9lqD+WTvKC1QkbMumoZL9xU0AGUidPPeLmmyLz3XU1/2mdqcwkQTlTuEQ57Lus+/zifCEqerm6ZVDz5pyEdWk3yfkOaO+SqvJj93VygFATlHLOQ+hHGBgVyAhWGaL/Ub51tVsJ3qep+mn328AF+opzHdJE3CundMtlBr96XC37q3eBOdEzX21RisVBsPPw4Ttic1uCfvL9vk/XsMB29ccEp+qkL0OXPqqRLivWMfqCEKoYvQyPlz4nV9aUGjwBr70pi+9TK8tYLqVeNP/TDW1Rb5RhVSHnbI+0OcJ51P2Y+XhHWRm3tfc5/TGsa+uwsiblIWJGTJz3PFvjs/sYIkY5CnC+0uOF7SDSKKAmxf6lhPOe2JGp6TEoHovpHYPm74anVVGh96/3VyN4Ta/O5prOP9zuxTNHKQYi7iJqVUTvHl9m1GY1+ppbp+zALpZL6fMGHChAkTJkyY8EpgEkofCL4zv6Z/NwnphbfJndGjg3xpl6SdmzLUaIfpAVS095VmIRK6C26e952byI7l5O4mIk+1CcMO6bdWrhJx9569g1Ibqv76zGClqMcaGb0fV5n6drHKBqX6USpUaQLkOlBCKQr3lOGMSGMRzTmehcg1G56uVdeVyudw944LUnDWKvk7n9HVMPj9D8mD5C4L56v/lLTjUWsyFj4eYvuoblyrsihqAUbvkJskPYuO3GJikGFsB5WrFHAiOAOAcEkeQb9B0oKe2/lybVEZ432G5izHGJNi1PzEbGJ6XwXTOK1TdKvwgCuP6o5QH3uZ/iN2E10Ty+ABhwreVD0vUdaS9gWWCqX2jnVbm9dicKmi9KMG0uvB06Wu06RnhoZaL2YU8hSo0gyXNPMa+57EIlqynM7PUz4LfbRIQ7SJKmMpkC/C2VBEL1ezTlyS5ldlsIrlLs2rmi+93kuBx4TjelZkfhmizHtVMWlKHxBuCh6j3vcMG56uLUYRegYj3T/mCNZkLtOKznOeQZmMaxHGoqpSOZRub8eOey7756SBLSHSzeVjIqgFNznL3KR60CD1jE99FBxxco9l6PMhdO5I8cj5JO3+iCWakdoiPRTV7TmjI9bJKV4Une5w85pz8pXe1a99jzTwzmjqNXLc1vKAe2R2DXp+TYDva8danX2tUMfR1OlZZBwn7T9t1JbJF6ToI9n3nAj3PdO9BadkgjRuduz4BfmC7YuTR4CXhNVd8v7jJlYvh4S/yBXpeMeOX5E2hV6GPngaYzfXfhDOO7dz3yGf9/rcF2SaX9RloQ+ebe6WeqrHaFrdtt9qAv22fd6QfHi9zeKcHyH3ljE+3aUIfReMIquGFBvQsJqUTMjeX/18R2lcxPnBmVKWC2V3H/TT8Lv325j+eZ1cyIxwoXyHXGCPdH0OUdcJin3o41sW5N4hBdIJ/UL3Ll2qLnfn6VtPX3VMQukDoda540K2R04NMeR3UnLSr9FKSJvpg84nKSdCltClBeCkcL4LqT4ZOakzJMH4sP2u9x3jC7NOnnhAAoxrINxndYl84XtBmjhqQsOYYIwdcg2T+FIlHLygqXctINF5vm+3XTquCebrre/pceVcaSc84EgcmTruFFAxjWTpnXUvBUb5fedBU6pza6kW+yZKtekTutyzQzyENc6+kjYq8irqubXJUAtaqc38/eO7xXp0IV39VO94SKo7bTpjeXwDtEzqT9vkZPkKEinBSdAh+QXWfBtdaBfcZ07nQD7PDFGDbZEChyDNHXrHb5H6pScO0XPdrzimSl0ivad8FeOGxrVZNS5NKPcr16wvoi2GnEpok9TmoojyeSz2/2d2zPtHHLPR4lGCB9WtkQvWT+zvpbZsEpDepEm1q2M1LSDA2208hNarddL7l+a++JvapobanLAHfI2c39qF0mi12LFyHZGvr4rnUJ1o7dKzt8k3KTekOpH1ozav7JD7zLrP8R7NnFCzFolD+LD97oGiO3y2QMmHxiSUTpgwYcKECRMmTHhQTOb7B8SPKlq4N2azLAXlEuWsKjX0aZTOyM3qMdr4I1JGJtrznMB8nXznJlOxzj0iaU98lx/NW6I8ksblkn5ThWsC3O9Oz/God/kBSrtzRvJzVKTlYc+zatRC8biI0N1cvUTXTFgzOXtGK6fPEj6uaP6GNAzn5Glq12l20fruPqRn7b+allFwTdnMfos+lm5u3CfX2uuzz9wtbZ+X369VHZWu7dOyu19lTO+4yAQYWTMWySoFjVbEtbJO4u7pCjfoZm1aJ6c28zY5o8vkURtPKsO9ndsXAX5E0hLJl9GzzZX8OcegFMHs7A1O+7VCM0e4/22cU0QzB828onnpdRrfx6jRc3eFTfrn15ovb0lTuEtqi0vyueYFXTYHp+yLLh1R2+X+oH39tm9xlGnaE3ms0WimIbWvm6GV1pb23E/s99iOpUxtwgGpD8ss7hrdfXJN6pAbUw1KB+xzcw3v0M8Gs0ruLqV6d81pPKb5Siwyaje9n9NvORuDWxdXaTTj32u/39LUmT8r9g835W/zeDEJpa8InOvOefU8l/JnRWnhjP57cbJX4JIGjExI9+QTrBbBIb49aAbTATnFj7I+QVcg8TLL3cCFLBeAZS7xAeu5yzdIE0qsC/kEnVaOR7wgzxPu/pkwPotNya/rZSh0vFxa0CUYerapmA6xllM+CnAKslPZ47v6vV7QTKJR2O7zvfTUsTGVbi0ApoRY732BdT6+xo4z9Y8nJMH8q6FMJV+7e/J0hg4X8OWPq3NEW+QCbXyn6INZwzn5mFdfiP6qDo1p9+FTOWv+jSU3oiGXlYvCs/3aSKnm8PvKlxEa4eQ1cl89/1SbaDN+TS4oxb72Ll23Bcc+8Fb7t6cHVh36+zn11DJ5gOc93bpSmWPmuIglmnla/TQKL3KdgGSK92vd1L1BSqEMedrqe4aDfhy+CStRRXnWv9LG7Ampvg4Lz9MaqvGhluszZau/e7v4O52SC8uiQlQ5Pb5Da6RzQvt3netrV5z7VebX27+/3X6XD3ktqO6FldFjQx4bJk3pA8InO9c4yjdRi84p44iuHZ6O0Rfa0mKutHuQTwBa2NX5ndtUz3DhOS6SfdosTTi1yEofrCVB4Zo0yYuDsS9q1SNsPSIeciF6idxvckz0exQs+4JxvE7kGwpN3Q0t2MI2uUBTK+Nl5dNJ/BWI5cJDnzDcJ/jE69zfSRhyvHdNkOenrgWSlBAF0gOatqktTEd0hXRBi5FrHSPvqhOFf8+OlSYoX9DjZtDHg5OsQ/Kv1TzgPn411KLJFTBUSoE6hHVSoKXKuUYjqEFDnN8XxV6qk7FcpDG62BEZBjy1sIR7CSzRKnNKnkCjb2F5Si6ElLTM3qZLdt8Szkjz5g1JcIbywlxLB1zyXfa+5kFx0pLr/p+QBGKVqQTV2Ycky5MCyKLAr+8xAMmDPUu+yqf098N7Ut97jzyozjWDUnBonuvbHB0WnhOF5SNy/mmP69gmZy+JgV334e/oK+9zj3Mxb9BspvR9rX1mHAMxJTLkSonHiEkonTBhwoQJEyZMmPDgmITSB0D0tXHqICj7TAniw3QTQNx1ujbTd+MluEkF6poL7Urfbz9XaEwMn7bfx9IdefncRcGjad3XBnJTv8qsHb00FSUTuOBZQvbJtVuOI7p0M8J8Pucbs1mmSXB/omgCKtFc9dVJyYf0wMrplCxxt+3mypJPsTM9HJNrvXftXsqaEv1AHfF9+t5p6N3jbxoTMlP1aU2c/qQvvadMzNIiHBWeW3M5uSHvC7E+onbzGcn0Kf9q9bXd8F1tqHe+JY/E9U+dL4yJrPVzfL4pZQcbixghrL7o5VwkI41DjBqyYhwucK3gvpyq5zl5Oz2h6eNujj0nNyvXIPccjTX5hfs7n4fzfTzGeT8ysJyQm35rKLWhj4Ebcn93/xsSZ6qjpiEtlcN9Jp3zVi4rtbgGWYRoyzPEqBERU0bL5eKGXEMpS4vKuURKJ6pyO0qpiCOXt64puST4WuxaZ78emno/Io/DqPXr98j5yGuMGou022PAZL5/IOzRTMLqOG4ivKc/EOeU3LcPcl9Gd2Jfbs9zX7C4APdRoZQECS+zC0e3dIUQDah9msHnuczPyQev+4kektPf+PuKoiRCHblGpaQyPScFU8SJXRQ1tUX7jDyJwRl1k2L0xxxC6bxIewXNu5+TC0jL1M258gkTnMdWQXRaHERzpf6jILIfVYRLfz/xKB5WyhGvLeE8fPbB38mFfz1D/UU8larLEpl8zfVDC50v6L6pgdRXSr7fclNReXyzJRqmQztffelb7XkaA9oA+rV6Fx3XIipKGu+XLjjs2HmQ6nFM8JiEdA+SuqXeXjENqftY1hICvIzAfBo+N8k3Wl5mjSX3qXX6pb6NkOZOF4zkNwgpTe/36KLU787oJlfQZ6xTF2CHBPTnNBskN5VHGjjd/4Y8kElw6rco4ERh0jeTQ1gJn44otEc4X6oLLhrf7hoTzeZLJBeOG/KxXpqXPA5BNITQtMPzwnleJu9bXidX4fga9bb8gGYDpesP7fm6h7uhLYVyPVaOUpiE0geBAm7Uoa9InTMO1pKG7owkWJQyQXhHf5c0oG7pCqVD3IrSjGoH6BGGrukpaaDkW7RCM4Dcqf8wlMOJ6CFN4NJqeGThHbmmbMuulYBWCuIRVOY4Ea/TzZAl6D6aUBbd5UN9oqgJa9K61XIcCyU/VtX9KvkE7MJr3KnLqT++Yy0QyiFh9732+yFl7k61kzhyhZJPredc93dUvu54nsPrywVxCYr3dl5tYyZhRudetPfS5COhHZJmxv3rTsj5Q2fkQRG1IKHv02iBfqn9/lW7BzSbqku71x55AFrsK09IC5jKKSFVY6DWB/dCmX18nA28RxQwx/itep+QAF27Lm5E9I4X5BppZxzxZCG15zri2PNscpr/nBN1rVLe0m8eS6B2qPXFoYU6tp8HK+303Lf0+zY5C8IZqX5KQqNnDHTETfk69fdwxgRI0fe+0fN1wBUx0gT7+uIcstcMW14ckU96k3wjukaqN08Co+8qh5gNbuw6D9Zaob+Plyw4qg/5DffFXkz4YvGohdIJEyZMmDBhwoQJCZP5/oEgehfXGnm03KH9XdNgeC5iV+VfkGsQ3IQgqhDfRUctmF/7LXI/N0+Zdk45lZ1nOFIZxb9XM1XElKVxx31M0pRpB++mzbVwTS2L0Gw2Y4tU19LWOb1H1ASM9Qkt4U9VItlL2kY31dyR75L/9YA2uwSnD4qDxV0u4vv2MQ7s9By7JfeZ3Kfxi45lLdGIQdmn1rPf+PeYUvBHA6Yqp3CR5qJkci5lWXNtn/KvL9kxnV8zYavur8mjwu/pTxf5A5LmSPXk3JpO+xL7u2tN3iN3I5Cp1jXPNbPps1DGW/K5A5Irkp8DyZToFo0SNBa+0mb/8XlM2CXPYOXXOfyaY/t8xvg0o8/I/UTPSe2gKG8fpw49w7O6uXle7QbNu1wBf9LDPrBF0gb6ehGtH9BPP+fjRRyW7s5Qiuh2ur4+K41r/obcCpwFQHW3aZ/eRsqUpHlQ3Luau5yhRlrR2MbuR+7azGiVWbd7xTlAjAEeYS+XMsjXQFlg9E7KFufj84a8HXXuWC2u1i5lx4rcqMKUZvSLx6MWSjVZ6SV80Sip4SN9DHQpTGqTbiRkXiVNmjLJa1KKqeo8QCB+3lEWSPfoYijnuQZmyV8oTrbH5Ok9JQz5s6Ipzq/fIXeIV85h7Dd/9ljIH1PPPiY3kw45nkcOv4jagqPAjbjoq03jZF9y4RAWncS8TM9pfCHVFuvkwQWC6meoT0C+GPoE7r/XUvV+vS2b0275ZwnxXjd0Uz+6C0uJS9LhubAv7X6Qxv9B+/0wXLtmZVVAkb7fkkzF0PUpd4GzxIUolx9dG/umKJ40L2lMlNrsmrRZUaCcQ/UjQSDS9MR+7YKN2juSuZeug7opNM6BJfgm3+ss1o1vvNQP3YQa6e28Ppz8PGLIp9ffqdSHx26YtxiuiyU7p2+8qFyxX5SSS+heLgxv27mi4vOxdUsS/uQu5r6e+rvkvuRuJ7F8ccz6O8rP1yka3edYbgKlNeOW3E9Yrj+a8w7bT7XlgZXxCflG9ZyykO/r/Sr5hlWuQmOoDF9lTELpA0ADTJNbzPQShdAd+y5evSU7H/KcuVGI83vLn5X2+b6z+0N7pkiFI6+iJul76oFNekdfKPugXO7Rv0r3jc9xHzHx8fVNopokpI30SHYXOpwBYAjid/U21C4aEoG/nl2qA2+nE/LIVPGvxvMEaVzEHalrL8iFq9LEVvMjLj2nzw/WNwwb5Iu/gnpUP1c07+h+XqX71dDnjzaUaKCkAXVoMj8htzqojtUnjmneR+Nng5RM4oxuXfdx1kojV+OxdO2NtER+vwPSuL6gm/XKhSoXktwPVdcuky/UutcGDbm6+8hFnNMlLS/BA2vGwqPHSwEybWevAAAgAElEQVRQB+3nKUkTXcKhlTH2O42zmK+8FOmse0WozqUZq/ldup+jsGhWMKGk3X5mf99QFk7G+MI7ib804yVWllLwlsoGecY+yC0WEirdOuaE+uLY9tgJ33y7X2cJVySBVwLf2HiAHfJx6YKlrJy6l/uFrtCMK19vb+haF7yM7nPuPuo+//t33Ttyovrm8RmPV0CazPcTJkyYMGHChAkTXglMQukDQDviknkhZmGCXAN3Q7PT8x2T57reoMuD9oEd80hCmSJ07z1ybcxzkmbggNwv9JZyFp+ahiHC3Rd0T+18n9h5LwrPES8dlCOkIX+nSBXiqfzcvB01D31ai0jNJZOfR4BeAz8xDYPO/dOzWVGL4bnVt8nb8TCc637CMVMQLE71VTvWVwd+LHIhysTlaTUjh1/UqtWeJVoz13irnWtaCMcZde3wgf2mVJbqfxt0J8hrcrcb96FdI42foQxd0grVJuCh7DaQR/77fdZJ2puSGXCX3FpS0xzd02gufKyVNHTP7fyxvptC1MBFiiTBs/ackY+9PZp+0Fffzq0J3SxEQuSH7vMpF+WVyhHnPtd2DWnnFtGS1vpyH6euo69vSgsY+2WpbFpznPnBtYzKfuWuEW7qdt5SpxmDZhxF68gy/dpRh2t7NTfXXH1K60vkHnXLpGfyuiZpqKUpd5edvvI+IXfZuiK5VsX6vyAfW5GezbPAxRiLx4RJU/pAmM1mmc+Lm8VLC0hpsolCjSZZNwneAD+2QffHYQC+G+5d8uX8tEK7Iqd9D6CIaUqFGOAzm80y+g9o3ttNGW5mc0HbTTyQTGJDpNe61tNXymTuwSix7I7Ih+nUXJq8+vzvZDKVgHYYnvcNo51aDvd2wVlUPDrX3/+OfEIqmd2GqKk0ya6SkzbHOhbVl465eVICerwm0qVAzi+p50bS8XVy6iefoF0w3Wc4IAZyuilBXIcbdqxkEla5PbjCN3dQJ+jWc+UnOTaFcBQGPe2o30P11McHeUKd4scD0RSc4xugUn24ANmX/rQkDJX8DgX1HfFs+qR/RmqHNbr+y31UdzuMExJ1nd9rn7zN3cR8Qb6p72vbofSqmis0XrxP165xn+NIieZl6RPe92nqOZZdc/MpaYxvkNeHXLbcF1pmacj5YSWU6r00r7tgP+RKFetQdbZCnopXwmKpPWazWdbn5YZU4xotkdirPiJPaSnuAhLpv/t2l9IyQ84rfGnPVqCjuz+MSZX7GDAJpRMmTJgwYcKECRMeFJOm9IFwQB6p6loPQTsg7fI8c0wJnoFD55S0Fm6u+JCkDYNmRy2N62uF4JdNkoZJ5nc3u3iKytozhSuSuUFp3XzX6Dv9p+RaqFOG3QQ8taiXP2rhzulGhHtZpaH9kdFlOTzK3bO7qL38Xp5lxtuxls3Jo5rVH67II+gV4e2mKjf1fGM2q2ZkKuEdkrZMWoKn4Z10LCYa8CA6uaG4tsuD+1yjAnmwVikzkrsoeFmGJoJa8NbHpp3WvRTh7xqPSI4Nqf+ozaE/EMshLdUGKU0j5OZo0a05nKRd48b7sY5FJgtFOf8oaP68Xp6QxoBnl3MtF+RuQn5tzcoDebrXdcZl64I070HTDqeFazUG3iMF/NGWp9bPlZ3H3ZAi+kzpHmQp5g4PyIouUDXU7q/5xvtkqXyle9SyUsV22SaNpVhWpysqne8pTo9JUfPQ9DnX6K7RrzmHPP3tyyQkcej918k1/vf0uzN4sgWtYU4R5RafUn+Ry4eox3SOyP/d7WSXrquCyhA12rqHygGp7x2Rp0N1V6NSQN1jwiSUPgBkXtPA8cl2haYj+iBwSgpFvccJyU29ulamg76oZh+sF6TFbbsth5tmNsh9F124igP/l2aznw86504Vzuj6GnkWJ4f7JZV4N6HrLlByH4jl8FzR8Xl61lgfptoi5wuIJmzfCNRwSr4QaPKO5ta4qCgDieqy9ByPlvbrffFxeISnR5bGyaPkBxkX0JpJ091U1G8klLuZC+BTUr/7MNwnurWMSZ8pXLbP0niUG0ltA+Q+bkPC1jfCM5Vlxu+l+vTIe4ezM8Qc6hqn2hxqbon9ozR3uOuBb9JEC6dnHZNYJ1RmT4ca23adZFJdJu8/zwtlcXcgMYNAN5VpvO6U/hSVLhzFzZDggkPfxi36nEKdiqrPd7Mm+I6db0ro80F296dVUt1ukPuBSuh0oVSsLdCdH5bCeY4hgdQRBdIhF6PS8cjh6ZuHS1JfLG0aXAHgzAW6zk307vZ2RZofav7t3qb+nr5+PiPv/7EflPpFzOjkiqsxG6NXFZNQ+kBwQcvzk8eJ/YiyZi0KV66Fi5RKET5BnZM7qvuisG/XlHZ30akb4NvtZwxk6nOUX23P8TzcnsPcg5Mi4fuQz+RQ4M58Pueb7W/y3XT6rRrn6TI5cfRl+0/CQGkh7cNsNusIizW+uT5/OfczqsG16q69krZPfVABZR4Y59qrMYOwtsC7ECFNuJfb09JqwnWfubFk06X2rtXfULBJ7GtjBAgthLEf/VF41hgtkSc9EDUc5Jym2szEtumjHnIt7DZJA3lEV/N3Si6E1epA7au+tE53Mxbr2v2MoyUpvou/g/t2C84z6fVTqud9+sfMkHWh1hfdyqB5RULt501uvkuqp9LGz9vpnNSGStHsSU+UitbP9zlA2A7niivTqZe27Noz+jfjQ8GBjugL6s9Zsn/67r72JW22+2BHS42fu0c3sFSBkSX+55L2U7gLfzsp/5i5pZb+dhFf9VcNk/l+woQJEyZMmDBhwiuBSSh9AMgXyTVW7jPi2iqAT3pM04J2aX1mLGh27p461OktRDPh5fAyixDe4akgN0mmvLeA1+2c98nJ+aEcPRyhNKpOGzWkJeujPIrHPSJafq2uFa5F4Spd6ap9vwvXRtqsoYhb7fSl3XFz0NC1gmdN0XUljRRt+UXUD03bRu3XfD7nz5h2OCZtqKHkovDMnu10JiLSjikqhVMav0H3OZb2Qqa6qGHx9IVndE22MeMT1P1PY3/pg7eTaKJgHMVODcrC475qkNrCxzDkbAyiLfJyxWe7S8wyearPkhlwjJZa84Rrcw4q94M0ltwnu2Qqh7LV4Zo8pan3YdfAlbRxkTmh9oxIWyWyc6c9i+krpc1+g8btRM/5fuHe3teekPspH1LPggXN+26G3/qyyQ2Z4aMbktrFMwLKuuF9zV3NdslJ6HfItYkH5FpU71djEnmozz8lp02EnGXlitwXto9RQ+uy2vGyPaa61VhTH1i2vw9IlI2xjCV4Uhw9V+V4j8ZSoTZcop6JDxKFls6dKKG+eDxqofRDmg4cgxIg5VZWZyzxdM5ms5+bX/6oHahDPjiCMu1AMsf6IPVjkKdXKw0wn7w8p/IceM3uuUmiwrho7+eDN5rcJaRrUtcic0q/mVW5nd0EP4T78PeYrDPignMfS8h9bJWFRHCXhJK/lXOc+qLh7ztkYo5pI+O5+6TF+ys07STEbFCCB134JsT7w3Z739VwXG28R86R+xrNIq0yyxeyBGXYkXvDEqkvCZqQX4Tv8nnUvUt1N1bQhm7996X2c5NhvPcivJQ1k2b0B4bUfr6AbdCF+oD6otqyRp3zMojveFg4x2ngfB6KY9DvVao3D5RUEB7tp9dfafPi7kFDwTlPyM3E2qxDOU2t8Bo55+su/ZB7jM7foH9eKgW39CknVNZt8kxC8qmM99L5m6Q61NiKpn0X0sW/GfEueZvBeJccwce405WJPklzjwT86LPuiGlEnSvb14Rj8vGxTx7MVxJ4fbMEyXVinbQBl1DtfViZH6Fpp2fkdRldUZzGqhQb8FgwCaUPhEP7e5s8z7Mv/qvkGgNNTrUBPLTQRe7ImL7Qn+s7rhXKgu+b7fMUJOMcbZ/aeb6jlBaxr9zOI3lPd5DV/EYVGDZmUMqf1FOD3pDXR60+RaLsdekCofvnCpq8NCmpDs7JUzh6NL3KUNt07JJrJRVMou+ltIoq15x8MSsFpEHS2L5vv0WfWRHJu5C+RK5RcPiOWIEIfYE+3k+f0NWK6P67NJN1JN2uQQklBHEc0t4nakl37NySsBcTCqgfbpKnMP2zsxnvUNYG9vmh1VDTDEI3Gn2TnP/Qz12E/H4+n/PV2awq/AzNRb6JlXVIbTUkoETi8Uvy6GsJfXE8CxKGFS2t511TblfhmJRwQUKI6i+ONUWnQxpnEkKGUi9L86X6iONhhzwQzPmWFZhTCxyFXAiTEKffXWOnfqh7rJML/K41FEe2158HSS2R2kVCpN4hlnGtfacaP6vPU19r53CVI/K0qk31zr5h01jzzXNk+qgx3tCW79327xgYq7nIx9c75EL8Uzvmm6O4ybinm5bYgwEjS8Yi6XxfNTxWofQL107PZrNfnc1mn85ms//IfvuN2Wz2T2ez2X/5RZdnwoQJEyZMmDDhywIpKxb596rgC9WUzmaz14D/Bvi/wqHfAH4V+Huz2Wx9Pp8PJaEAkimqpO3boUuN8g55ppzI41mDNE5O6xSzIUVKHecohLTLK5k/l8g1Dvfkvjiu/fXdZqkjxbrwc5z/0s8pYZN61HoJogHSc2qUTvGZL2jqV2bTJbq+kLVr78On+6gJQ3QqB+2n/EJd0+E+UKc0becaCteqXpO7RjhiHbtWJJbPzb+0z3QN1VV7jmddUV1fk/vmbZNrTlSPX7PyeH/yTCeCa1VX6NL2uLnb28F90w5IribxmXpu1HhF39/oGqJxe0DTdr/WfneKqEO6cH7DIS3iUASz+gx0+7tr3M7JXS4g1+y+1frNqk1v6Ja9jymi5CqifjrEsxhdRV6Qa5lce+fuPOqnmiP26DKW9KUbds1oTF1Z8lf9gJfHGXXO6UtSn47+uHIr8rp07aC7Qryg67Lgf4uZQNef0O3jqjv5bnpkemTs8HXLTf+Kq4hMH752OXz9HLIqLIdPR4xriOwlYnuprbfOwBLXtVUak7tbG53XFnIXvivS2I5jXEwGpWfo3q6R3mPCF40v2nz/XwD/K40A6tBsNbe/R6PEuSZu0JoJKfo8RuF2l9w30c21miScP9SfP5vNfj6plha2KKQ4t+Rd+PSgKNGhaPI6pmwmdmgSiGne5gUf2tlslqWGrKG2EXBBvBaQUirvFamdSj6DEaoPmdd9Qtb9IKVQdOL+uBmI6WFV78eUJyQnfNf73tEIcyUqrhKO6PpHYd+HhKGSECfskgSR2jnqrz42LunfhKiuJKRosndh4ip8CqJZ8eCbKJgO9WN3jfDF845GMH2r/f6JPf+O7ju5K8QKubvDGqkPSXiIgoPnen9BHszk8D4tAaOmjYhUO0O0Sn1mcaG0+G+Qzz375DRGIijXtW6OHuIa9gARoY9STmk4oSuAj6Ez6gs48+87NHVf69s35IKmJxjR5rrP7OwobYB1LylIVEcfkM+JXuYnbbm0cZEpX/Xlc5ba6pkd882SzP4+r3tfXcQn+4TcFa3kHuMKlGXyoMu+eox93n1RlR7Z5w9PQCGXJ0juYLUN54ZdD2nTrbn+nlRXUfB9bHiVtJ+L4AsTSmez2S8B/yHwF+kKpb8D/AHwd+fz+Z8scM/Od5+sLsnJer2jxuj6uCjGnagCf6C76zxr7yeeTvdNjIM+LnIiXNaAPSRFyqucrt1dJPp4h7SQ/KC9V9+CtkddmxVReq77k8UJWkLYn24XVa97Xxh/HuAV6qkktMTJCfIJajkcj2XesGMxyllaxjgpadLVvaEclV5akEublohatHLfAh9Riy6N1/UJVSqLrlEQ1Rgi79jnj2mEEA9y6EN832NS/4iCtvgh37LfxFbxlKadDu3YLfkmZsjnbaiua9ol96nsWyRVDtcklxInRD5UtZssK/GaUruWGD/uyX3W90hj1X3Wx/A9xoDEGt4hn9eEWl8s9f0xfra65yizW4vn5AJRX6R2LFupXJ644zVywTK+vytBfGGO4660Wdb4kNbU+ahdKJVPpcZgXDMh1Z36gWv1j0n141nbVmjGt66VYOwbxNJaqO8X5JphWX2w31zQPiW3lnhgcWRNcX9tMSL0JU/Rc9Z5vD6lU/T9OPxt4G/N5/NP48Cdz+e/Dfz2F1iWCRMmTJgwYcKELyUmobSA2Wz2N4DfbL9+Ffj7rUC6Dfz6bDa7m8/n/2DEff4O8FcAtra2fv770C7VOdXiTn8oatOh3Z52iNqJRtOlp2eLXHjSznxzNsu0sCXNpO/sV0laEPnpaVc8xKV6QeqY2215dX5J0yCtk+7tfk0eyX5K7sckk2pJC6xro0nEy+00RmNyDcuEGn3YIDfHKpq8pvXtM+tF1oF9ck5cd99Qe4zlQHWU+Dt3SG1e0pw6L59rBs4p+6r1PTuids0pORerckSXtFCRKxLG+yeXrhV3L6R+o/70NXJNOzQmfIA32+sUmavMYkPuDX2o+cRtkWthTxn/zhpPkR9TqI1VyP1rHTUNrs8ZShXqlpglcq7JW/s7ckdGDGlTpUVzdglo5tUXdM3KfdA8JeaByNvplpe+lLyXdLX/Y831Q4gZrt5o/wF8i8Y0CF2/6Rv6zcYlS4OntI1ZmJwv9YJ+X19I86u08NHVqE977G5nUI8tiG4XF/ZcafC9HZwz+Ji8Hx6SW7D8mSXrmGe1k3uHp5/us+T88Ic/ZDab/cR++p35fP7dnkseDJNQWsB8Pv8t4Lfi77PZ7H8C/uEYgbS9z3eB7wJ85zvf+fls1UfxA3nQxx5NR+wz2Q8t4rGRfeLwfOdOBSJaCU2ickTXBK4JJJoJnGTZg2LE6wnNZOHvs09KrQnN4JNgqOv6zIgKyNBz3Q/VSdlFcB/LGqFneTCFfBM9sKmU693hQkr0HypBE458gX/0EmkI5bvngR6rpEVFNFCQ6kVl3CPftCwyOWyH71FIm8/nnJI2SE4MvkKXfknloS3TohyGwi3NYu+pda9JNFeLLORj0kJGwdoFhx0rxxuUabKgEU59gdpgfB28zAZjnbJgtkeXMirC/VljoM8WaX5Ya58RA9JqiH5/Pl8olaog4nwnD/dNaZyjVkmCxGVbZg98KykJIAkY0X++D7U+LQWB+HaXyHPSn1F3OZH/YImCqoa+93NskAemak4S53Tss95Ox+QpbsfUj/qLXFKc5iv6zULdRUH83sIiPrWQXGXeJafUg3J9uR+yz5MeNCbf5kPq8HiGkmLjqR2/IPXFtbYMTu1WC1gFePvtt/n444/f7CnKK4HJfD9hwoQJEyZMmDDhlcAklC6A+Xz+n3we9xnK5uFmP6fFgJcz3blmTA7jtM/we/tOdZncXKUITNcclrKIaOfmJlIFUElTGrUyMXtJJFz26GnXhkCzO3fNiJztnXZJ7z/WLOn143V3Qnrfkrbaf4umXNc+3JBrGORSoB3uHd2I+0XgrgBiX1AQzSdWjlIAibtZ9GlrBJnIVFeuJSmVXxqISLANdS3fooTujk0aLUqMsNb3PjoZtwy8LDwZhZNfz4Cftf+gaRe1/0f0a1egbi0Z22c0vzwhH8eu6RTZf01Tuks+J0RN6Tk5bZGnC46IgR197XJAl6HAn/uUfKy51muHnPanNhYc7vrikf3S0H48Ig005NYBcSyq7jTXqh306RajRecxRx/VncoNzbs59dAxOVWTW8+ugB8X5ql9O35GnbED8hTX2+RpNWMfOLBn39vfKpPmKq1zmotiv3R2m6hV/JA8MUHEu+Sk9VfkLkm+XnsCgxJcM35LV6iR6xUkzbEnLnDrgFssnB7ssWHSlD4QhuiWLuiaQ19GGBU0iUkYVqPHNG+REilmlPAMHHGChhSRD7kwc9aer/eOZpWSv5eeEzlZr9pyaqLbJvnXqFxusi/l764JP+L39CxEeo9oRiot/jFrDlbOFfJJc4204JTcICKGTMexPNoQHJEWcT1bE+VPw4KizYAW7D6BVNd5/3He2lty6q9ozh7jgxtpT+KzHbUo/z2auvcrIh9trT/ck7Ky+PExZnzhY7u3L5Rzmr4pP9Irkmn7cPTd83IJz+w5Grfuq+g+1/K5VH/1uemUnPNWQoKzeHj7l+YoX5Sj//ZQ6tAIF9Bi+8X5099DwrOuxa6/pJlD9E5R4PPFXoKjczGXUGMtWbfnalPvQpj7WTsTRw2LMFtEX3OPWI8bL9/kXwF/SJ5hr5Q6WVDUPKR3qG1qdsjnA7kOQDddsu7nQpordzxifoglQ37UDu/j7mb0jJy7WIw2Yn7wDHASGtWGtbgAz+jnAu0GKTsUJFcjlSu6sPj7r5IUDx438BgxCaUPgDELslNCjeEMraE0cakz39El3Y07+Wv7Hv3FYrlcKxnf8YJ8gPbxzG2SJp/Su9/ZcfHAubP9NWXfNT2zJlxckycuuCMXRn0HKsLqmG/YO+Y2uX9RTP2ojYf8hWI5Hb/Ufj+nnBe8hjNyjfgV3U2Arn9rNst4bRVcUmonkdI7uXfUWFO41oVloTaBOhm405VBWiShqZP4HC0q8g9zP0AXwq7Dtf535Gj8iM+GF+TpLz2Q44SuQLSI8Cu8R1M3To5/S75pe4PkI/gpXS5gx6H9LQFf5w5xxELq4xJOaxyXfddGX7kVyvRLMxsjDk+JG1PYrpDXVySSj/PjKkmoULlKQmjp99lslo35yDntvoyRjzKij6ZIST0kxJxT1/iXApM8oYjq2etUG881mv4R53oPMotQ/1ewmsaW55CHXCso+PoSlSd3DAujTlR/Z79FDmG/v+IsfPz4ePnEjp2S1/MG+Ty10h73jZpzD8eA1Cv6N0AX5FYkJ+n/vILeHgKTUDphwoQJEyZMmDDhQTGZ7x8IfVoCHdNuU+kZ/fgi94OudkKaMqUu9NSL2m3Jt9A1OY6SudnJ2ONxN5mcA6/3lNfNqyUtmmeSgpz2SRrePkLrvro6IWlonJpKEbueYSQSHkdNM+RuBBG+q44aFi+nmxC3aeqvzzzjZh2Z0LTTLtGieH3skGf0ObJr10imdJFMq51P2vdR3a3QaCtrPoJjzEtuJr4htXnUQKicDpXrsv3bszb1peDbtOPRD1Wm/DGasfib2lPlcPMoNFoe197W7leD+5O9TtKEQrePzkn1I0LukpapRHHlLj9DLkV9LCElP0TXFN1aGeWuo3kqtnVfPUX/ulLWLplkIWmzVB9Oju5mfshdO2CcZltjXolGPLuanufnlTD0HKWKHbNIakx7+5/RP0Y09pZpXIN+EI57LEHUTN+Ec3y+iK5kkTrwnK42VRjSkmLX3pLP4xt050VPFuAWQ81DJXaXEn3jDrmmfYt87nPXOrdoOQtDDa5J9TVCz3qsmITSB8AYAdLNom7OfsMEVr9Gg2yTXJAsOd7HfLlrdv6+HYNcSL0h9635yQJ+jk5zJYHOJyhPu7lix3bJ83FrgvBBd01uZtwJ5dQEWDPbezmvKQtuevcYcBXbwt0X3H/z00CPNEaA8ffxRXOFNBld0O1PJ6RFxSfP0vOiULUPfL39/jrwbwL/sv1+TjelZPQf84xePnnLp1j9C4ZNv55ZSGZWvYtTqZQm4L4Ag74FTIEwkDZl7qLhaXzHLISC2ki50A/oZtRS3QwFWPXxtF6QCyQS6D1g0c3G54yn24q8qqqXMbyxJSHUc6Evhfu7b6LosMZS4e2Rb8b6Mk1FM6fcNTw4J+YjP2g/YwDe12azqgIhlvUwXBuFtyH0rSEKMvX3rpUluh3dtWWp+YE+JV98fV6RP77HHWyQv1dcuDXXKtDH5/k1cqH0Lvzt88cYdxAXdnw8uH//KU37rtm5HtdwQdO/PMVtVC7UAjUV6Kh57QM754Q8Jbigfij/Yw+w8qxvHmT6jG7ffCyYNKUPiNpud9b69bmvifjfoBm87l+3SsoFLfgu9Az4evC18kXWd1i75BpHX5Bvyf1I16hrjEpwbYRrQaAZjB7p7TvJd+nmH1cQDaSoXscFaZLxuowBK7HsJQHez/XoafntRB9cj56Vlq6Eoej9JfJAKIezEdwBf1KYCFU/zscIXd/Mb85mP2+XfXJOUwnA7tun+yjK1Hlpt8gncy/3Kk1broffIPlq+jtsWzm10LtWyhfNMTnVx0JR8tAER3lqPwUMeX8bWghrQVSH4Tz3W4vJFTSOVR9fn9XTvT6nWVjVZtHHW8EXJUFN5ayNZfV53VNl+FolaKZUN+JdjMFmSh1b8m/vux80QoKEC5VTKI2/GisGpPnF6ze24WH7e2RR6WMM8PuUyqH2d4HON8HO4xw317FeFonO1xyvOthty6L3V/1pk+uJCaQMiBvTyFbg+FGlzCfkShFZ6vy5Hjsw5DPpfKZaW7xedN/IgvCMPOAKukkB+jajpT4a07DquycbgabOI7uNIL7ukrIIchaAC3JL0mPDJJROmDBhwoQJEyZMeHBMQukriB/bjvqX252XdqfSSAnKOhTNdZB8g7Tb3iH3H5P203eF7nvnO8tV+weJg1D3/sZs1jFjuC+WR7HGFIPyryohagkVOalyyg/HtbA/6zHluAbS7zMWqttPaTgmpR3xCGd9r5lF/43ZLNNYPqerRfGUnFd0aWmctuorBXOR+3piZfPMJ9Iw3tinNAcO+Sd6u12TNFS6v5uXpH3Rd3GxelarmoZTkf1RG1gzQV7SaDggRTAfFq6BRjPsFgA3D6of+TtckI8D1+aVMGRido5Hh6cM1BjWOJdpW+0k06ZbFMaatj1LWQ3RdUTtcE6uCRc0Bjao+7/LNUT9sJStx032l9SzP0WqHWlJ/b2cemmbrobO2Rk8ZekR+Tj2a0rleEJql1NyV6tFeYZdQ6cob9ecabyc09W0D1l5amUpUWCV/FH1jq5ZjpHwytxXirqPqJXVfSydYlDzvvri/9/e2QbrUZZ3/Pc/CRBCiCENr0bmhEHqgC2p4rso9a3YL2htq31xRNtaHNAZZjot/aTUL4xth9qioDIo09YqbVEZx1GpDqjVqkGBBETF5IKpF6gAABhHSURBVIApL5HQTAyHJJOcux92L/ba+9nd53lOTrLnObl+M2fOs+/37t5777XXa5NfsdccP0Y93VaOtT1PO5drM22s9ZHtj9FuWfDXeZrB956P3M+fpR3U/fn9OD/HYIzDKdT90O15eYww3/fBRAul5ncyimP8Qw3rHC89I1jlPoNPUn9gd1N19OUMmiV8DkP/wOQvzacbBpHcnJ37weU1o20gWE7dt9BeZP56PEtVHkxvtjHTf57yZ5Q0W1BPB+L9FJvwA8zzqSc73klxvtZ28/31aUfamHJ/beSBZd7s7Tv/XDa9nnqKKfu/r7y2x0i1a2ftgaLfnMZgPXZfMNkXdfCCgZn6TVDaTv0lawm5p7JtoDDpbqX6WLA0X97vscs/b9q1y7ehad011N0MfOJ4e6H6xOv5c5DnEB6nrOdZ1H0mvdl0ivZgCwtosD5gqars+jyYHb9rXDGTs++3+fo+oMybBYcVEmjydTcsJ6Wtk3+wradu0s9N4d5P1HzOvRDv00TNUt23YQF1ZmL2JlnvU7maavzcRT2Nkbk/2fQa6uc4Drk7g7mR2L5FVYZ2PuVNR6Vt309m/z0+zVX+Yvbvm1H8Pv12/n3lP3BhsAxt3of3U/XXdQw+x3n/8/ffK19MqLTp1TTn1fbkJa+9S5e/Pk2Co/VXf955+2y5z5/qg5K3Mzzv9WImhNIeaEoYPU5OwjzvIrQned/jltnL3gdyeC2r7wxzI7TJa/As4t0PFDYomPBqD80q6k7dqygqafjr4R/YWaqHzDQZXpBu6sRdwRcmGPkXbhvnuHPwPlIPM/ji3OWW28DkhRafgNoLP02DUy6EeQ02VC8CC8rwvlde4LU2+ms7U/6fLtfzA94m4AVu374Kj68GNks9nyHlul7ozLWQHn/fllPX4Fr7rZ+uo/sla1pYv18TvvIXiPkbew1vnqjcZ75oCrDxdPn35QUw8nygljPVlnlOc9vPUggD/oPAv+xz37RcawRF/lKofLDt+jRpI72v5DgVrbpe1nmhjRx7vrwPrK+sln88zlFdg0cYPVjL8L7RueC60wlPeXCMF1LtWfNBM36M8B9uwxQRuUXDcsJ6H1P/sZTTJfB5DbUlpbc255XjHqbKwTwKPijMnj3vZz9qEve1VNlgYPAFb/763h/TxgdTwgx7n44qEN9PPRdr07Vo0kKvojkQzL+jV7t2r6J6vzxGcV/2Z9u1+a8+ST0AmKydwwTnxcoka0onOeNBEARBEARBsESYaE3pKRRfQl7T1vYV1zTffxVbnjX7SjqTSltq6z3slh1LpVXzKVfsvzeZdrXL9u1NJG3nk5/rHPUqKk0+SN5E1qZ9M5ryfTa1O8+9Z1/ybelrUkqcl52HHasp0nZUbXeu3d1Lt29SE9aO/dR9r8zFwO7pegpNgr8uduwmLZn3bbRIZNNEdGk9zqDuz5xrbraXbfRlV33VIR/Vaxp4Owfbzi838py1RpPvI1RaUntevGsIVOl0YLxKak1aMN8vz6Dej+1Zs2udawJzc/Vqqvvg07hBve53nv4MKt82GCwX3IRpHfNBtk0b3KRNnaZ+D619+fNr0fh5VgPvm+n7if33Wnvzoe56fvJpXzK162VilYc8XqM/66a99Qbqmr9h5PmpZyi029630a5Pnhc0f9bMBcdrHf1YeyzNFbZsejeD98nn9fRaaW9tyqtA5drrLr9X83X2kf173DnY85JnJ5gvZg0w87rdQ9Mwehc4n2Kw6f1j/fRMij7po+B9tag8HsRH/VuOcHuWLE1i3mZbfoDCbWeja4NZUqYZv1TxYmJSNaUTLZRC0RlHScMCg8JOLvBBe2Jxv+2zy/Q/3tzkfep8+pthDEtL0vWCsCAp71+Xb2tprCxHZf5iyF+EbQPUOqj53/oApKYgp9z0ab/Pn6ePlic3+43zwsrbaOymeHnZ+YsiAMsHIayhmTYTl/dTWk7dmb7tvu6h3neahLdZKuEkd/XwPEE9b6MJKHb91lIXWH0fthyceZ/ywX5eiPUCvJX2szYOKyOZLzu14Zy9f5kXQndQv//e3HYOlT+atWuF29Y+Mk2g8y45JtB7IcLn/TX/1LaUUtDuj2bn6lOE5c+hna/553phyAckTlF3w4F64OEet6891F/Ya7LtrL1+TGq7T7kAt5LiPti+R/F7bPOvtATo/nmzvmVlgsdRPuTxAMP8BE3QsmfC+ol3A/ABlIY/56br5otmWIANVM+8V2r4YixN+2sjT6lnH8xnuXW8UsDn47Z2+nG7TZljy72blcU8UP72HyKz5TH9s+qVGzuoTP2WZ9fHP8y4dU0p5JVBfpzuSmW2isrtzdb3vtP+2VpJ/bpNGiGU9oB9rbYNUHkSZkm1KDzPdqogEqiSlHv812ieABvq1W/Mh2WUYCz/8I9bp/sB6gmLc/w5+Pxs66lr5OzhbBuwzY8WKiG86WUC9QorOTPUg4BMQ9Q2EDZdD6+ds7bbvqbofmF5f1SPr8IFVbUeG7y7hI/j3eDchPe3hKJv5G30fsFe22kCVNtHy7CBx38w2LOQ+83afvx9M8Ev96nKfYO9f54XSr02Zlz2UPe5tX0a+xva5fHBFV6b2eTb6q+nDzBZS91yYprfYbkV/b6HRfK3+Zn6gBITKn3uVS/8GfbytL7j74WP6t5L9UK2D5r8Wo4TdGbBfnlgXBNt/sm5AGt9x483TR/cnrYxQ1ItaMoH35xL4feYj712XJ/snawNjzDo69zVrvwcveXKsh54f9X8Wub3wq7lKuCn7phbGayQZfNtOx9Y2/QctSlKmvqFjSkHGLTaraE5MwlU44evxGVj7FqKTCV2PdYAv+7aZx8HuTUSBoNArd32oWs5a73g6q0L3pf3ULXIfTLJPqUTLZQGQRAEQRAEdUIo7QEzIZr2817qkeGnUS/36SM6zd/Ha1J9VKLXfOVfqWaO9doIi8aEujbFtCe5qastN6Kt5zVFbdrTrmpW+To2b7qcb5pPr5Hz2q38nHfTXWEkpcQJru2rG/Zh+2mLxIRK09PVMfNUTm01k+0eTZfTPjdm7l5hX8veJLSDdm051DWOvtSjmQh99Owyqn56NlX1JSiuh2k+vIkYmittka1v9yU//7zf2XSTtm8ddRP8drcNFOedR/bj2rqLupnca5mb2tLFLJX2P0/t0qQlzZ+fvC64tavJv9trQ6eydb3LRpPlZFyrhsdXdcv3l0dxe1/GuYbtoNKEWTYOu147qMa4Yyk0Tl4jN9OwL398O/9V5b72u3WaotG78BHx+Rjpj2U5n3Pt8HzJa737Ptx0H/LcnaO4h43at5tcbXKXDMvI0UaXVrqtwp21L49c9+fu/UO7aOqn5hri/ZO9lcLKX3srRp6Dele2ruV1Po7BbBt7qMaXWXc+exm8xrmfcJ4JwvZBuc+27ByTRGhKe8LMbdbRLRgFihvigxzMjOXV9L7zrqIYKNsSka+l/oLygoMJJU159XLhzFJwWDsezpabv0uXudgYNhA2CSR+oPdC6X7qdeWhEFR8KUTfpjygxG/XNGBaYnpLDG8PjN2D48rlp1A3wRznghb8cjtOXsrQzs3avw44uZw+hiJfKAwKetupvxh2Uw9symkyv/ucsT7YzfsfQ9Enp90yf9y5bFs7x/y+eKHeBwjM0V4esStAosmv0S+343jhyPtO+2Cvs6nXprYAtC7yF39+vj4fahc+rdMMxTXxqWOmqITa1dRTqvnxAerBFb5cMQzek5XlvrrM+8a4gs1W6r5tXmjIhardtL+MbOzx55Bvv4JKOMlNmd6txEyvbX0N6h8ieencOeofF6dRT9LuXUNyf2Xo7k9Ny3yqKC9IN/mFdu1vmJvVye558uvZdtaOvVTPsAnh3l0hDzA8g/q9sH427EMgf5bsI8yugTf1P0blr9lE7gud431K83HIcsX6POAWEwF1H3TzE28qt2r7zt077Hd+P3MF0GPUgz1NwJ1x69jH7LHUx/RJI4TSIAiCIAiCoHdCKO0B+6I+oZy28p9QpcZ45suauonJvuLsa/WXKXGS08qtoPpKMm1sXn7P9pVrYa0tUHwdrqb6WstTp/joaKhKTto6M27ZKAEIXVoY79BtaYpMS5IHST2PujZ0N7DFTT/plg8zQ5pGCgYDMVZTnKuP5N/l1t9PPQp3BXXneFvfjiupFsXqzbOJyiS0n0Gzrzep+/3B4HX12mzTwOWaIJ96KTfB+vQ3fplpb6xP2LlZfzLne5/ixZvNm7T142Sk8Ph+tp7i/Hyaq1maNYNWrcn6xyzF8zWqiTNfz4Iimtqdr+v7ce76YNV9fF/02l8foGjHsP3voUrPBNVY4rU5XS+BJm1bfpyu59s00WdQH4esD65wy/MAHcO07n78ya0yp1GvemYav91Upl/KdXIzaZeLxm7qFYu8RWoFg+OrD9DyGltLrO6fcX/PbHzx2mCoLA95GijPsEwoXdg2ubWhbR+7qEef+/dHrsE1DaTXMrYdfxiWBszI3bAedu0a93r4/eYaS7u3eb/MzflQPMM+2NGS23strG+3D8K16mk29lh2AV8yfBf1ZyAvlOPbNp+qYouBMN/3xC6KTmhCqa/sYBVCfOd9gsGckrb8WWWUpq+qYSzP/pupxQsGXtDKyaP4fNS7CR8WxWqC9EKkOcrTBT2dEie6l2y+fW6O9OaY46hMzjPU/ZJWMpjD0+MFNvPT8cL/HPUShP6/+Qz7+2GDch6ZnmPX8WA57Qcz6wdtA63tsy0C1V9XH0Vq5+T73cpyff+y92ZQX5XKfDHzDxWf0sYLn3uprsdctt0wcnN+ky+y9Uszc9txcwHe8wT1KiltqbSayK+3faTZ9cnzh3a9jFdS9zGzLAjWF+2aejOxb0cuKPqqQ7lAm3+UDmNYLl0zoefuKf6DxuMzUqx26/zcCYpPUq/4BfVKSqdQmZKh3ofz/Kj5GNV0vXy1oFxo92Z0ywpgY6+1x2cG8dv6jz/zW7R+uTprm3fBGJXcncoY9mzlri7rqK6br8IHheDlXXRmqQvheQ5h/745lNKXO6i7cNjY5HnELWtyxVresNzGaH8OZ1M9Y3M078v6tn/GoZ72zgR9+zDfS730cu76cLZrh123ldk+7Lh7GFQ+WKR+k3/qJHE4hFJJFwMfptDv3JhSumahjzHRQumPDiHQYJKZr+YLCo3VfLcdlYXaz5E49qjr5+v1eY7jME5fOdznOM7+5nvshWxzV3qnQ9nXsGV9XveFOs6kPB8LyWI956Uwrh9u/Lk9vgTO83BoSiUtAz4CvJ5CD/V9SbellO5fyONEmdEgCIIgCIIlxNyYfyPwYuDBlNLWlNJ+4DPAJQvd7hBKgyAIgiAIlhCHQSh9NvBzN729nLegTJz5fsuWLVxwwQV9NyNYpGzbto0NGzb03YxgkRL9I+gi+kfQxebNm/tuwqh8hfbsXW2skLTJTX88pfRxN90UgLHgvg4TJ5Tu27dvdtOmTScMXzM4GpH01M6dO6N/BI1E/wi6iP4RdCHpqb7bMAoppYsPw263A89x0+sZLTXzWIT5PgiCIAiCIOji+8BzJW2QdCzwNuC2hT7IxGlKgyAIgiAIgiNHSumApCsoXAOWATellO5b6ONMolB6a98NCBY10T+CLqJ/BF1E/wi6OKr7R0rpS8CXDucxtJRzjwVBEARBEASTQfiUBkEQBEEQBL2zKIVSSTdJ2iFpi5u3VtLtkn5a/j/JLftbSZskvbqfFgd9IWlG0mZJd1s6C0lnSPq6pC9IWjVsH8HSRdLFkn4s6UFJV5Xzon8cRUhaIel7ku6RdJ+kq8v5H5D0v+XYcbek3y7nT0t62s2/we3rovJd86G+zidYWMbtH+Wyvy7HlB9L+i03P/rHIbIohVLgU0Ce0uAq4GsppecCXyunkfS8cvmrgMuPVAODRcVvppQ2ppQsge37gPcCNwJ/3F+zgj5xZfHeCJwL/IGkc4n+cbSxD3hNSul8YCNwsaSXlsuuLceOjaW/nPEzN/8yN/89wIXAMvfuCSabsfpHOYa8DTiPQk75aDnWQPSPQ2ZRCqUppW8AT2azLwFuLn/fDLyp/L2MoiBBojm5a3D0YX1ijugTRzNtZfGifxxFpII95eQx5d98gymmqEqLR99ZAsyjf1wCfCaltC+ltA14kGKsgegfh8yiFEpbODWl9ChA+f+U8vd9wErgW8D1/TUv6IkEfFXSXZLeXc67DvgYcBnwL721LOibtrJ40T+OMiQtk3Q3sAO4PaX03XLRFZLuLV3GTnKbbJD0Q0l3SrrQzb8R+DYwlVL60RFqfnCYGbN/dJXbjP5xiExiSqgBUkrv7bsNQW+8IqX0iKRTgNslPVBq2l/Vd8OC3mksi5dSeojoH0cVKaWDwEZJa4DPSXo+hRLjgxQfth8E/h54F/AocGZKaaekFwKfl3ReSml3SukrFHkagyXEmP2jtdxm9I9DZ5I0pY9LOh2g/L+j5/YEi4CU0iPl/x3A56jMKEFwRMriBZNDSmkXcAdwcUrp8ZTSwZTSHPAJyrGjNMvuLH/fBfwMOKenJgdHkFH6BzGuHFYmSSi9DXhH+fsdwBd6bEuwCJB0gqQT7TfwBmBL91bBUcQRKYsXLG4knVxqwJB0PPA64AFTcpS8mXLsKNdfVv4+C3gusPXItjo4UozbPyjGkLdJOk7SBor+8b0j2ealzKI030v6N+AiYJ2k7cD7gWuAWyT9CfAw8Hv9tTBYJJxKYWqBoi9/OqX05X6bFCwWjlRZvGDRczpwcyloTgG3pJS+KOmfJW2kML3OAH9erv8q4G8kHQAOApellPLA22DpMFb/SCndJ+kW4H7gAHB5af4PFoCo6BQEQRAEQRD0ziSZ74MgCIIgCIIlSgilQRAEQRAEQe+EUBoEQRAEQRD0TgilQRAEQRAEQe+EUBoEQRAEQRD0TgilQRAEQRAEQe+EUBoEwdhIOlXSpyVtlXSXpO9IevOQbaYlzau4gaRLJZ3hpm+UdO6I214k6YvzOe6oSPp2+X9a0h/OY/tLJV238C0LgiCYHEIoDYJgLFRUK/g88I2U0lkppRdSVEtafxgPeynwjFCaUvrTlNL9h/F4Y5FSenn5cxoYWygNgiAIQigNgmB8XgPsTyndYDNSSg+llP4JntEWflPSD8q/l+c76FpH0l9K2izpHknXSPpd4ALgXyXdLel4SXdIuqBc/+JyH/dI+tqoJyHptZJ+WB7rJknHlfNnJF1d7nOzpOeV80+WdHs5/2OSHpK0rly2p9ztNcCFZTuvzDWgkr4o6aLy9zsl/UTSncAr3DonS/pPSd8v/55ZFgRBsJQJoTQIgnE5D/hBx/IdwOtTSi8A3gr846jrSHoj8CbgJSml84EPpZT+A9gE/FFKaWNK6WnbiaSTgU8AbynXH6n8sKQVwKeAt6aUfo2iTO173CpPlG27HviLct77ga+X8z8HnNmw66uAb5btvLbj+KcDV1MIo68HvCvCh4FrU0ovAt4C3DjKOQVBEEw6y/tuQBAEk42kjwCvpNCevgg4BriurBt9EDinYbO2dV4HfDKlNAswQs3xl1K4EWwbcX3jV4FtKaWflNM3A5cD/1BO31r+vwv4nfL3K4E3l8f5sqT/G/FYTbwEuCOl9AsASZ+lfg3OLbwkAFgt6cSU0i8P4XhBEASLnhBKgyAYl/soNHgApJQuL83Ym8pZVwKPA+dTWGP2NuyjbR0BaYy2jLu+366LfeX/g1Tj5LBtmjhA3SK1wv1ua/cU8DKvEQ6CIDgaCPN9EATj8nVghSRv7l7pfj8LeDSlNAe8HVjWsI+2db4KvEvSSgBJa8v5vwRObNjPd4BXS9qQrT+MB4BpSWeX028H7hyyzbeA3y+P8wbgpIZ18nbOABslTUl6DvDicv53gYsk/YqkY6i7HXwVuMImSm1yEATBkieE0iAIxiKllCj8Pl8taZuk71GYv/+qXOWjwDsk/Q+FSfqpht00rpNS+jJwG7BJ0t1U/pyfAm6wQCfXll8A7wZulXQP8NmWZr9W0nb7A34DeCfw75I2A3PADS3bGlcDb5D0A+CNwKMUQqjnXuBAGXR1JfDfwDZgM/B3lL64KaVHgQ9QCNX/Rd1H933ABZLulXQ/cNmQdgVBECwJVLxfgiAIgi7K6PyDKaUDkl4GXJ9SCi1mEATBAhE+pUEQBKNxJnCLpClgP/BnPbcnCIJgSRGa0iAIgiAIgqB3wqc0CIIgCIIg6J0QSoMgCIIgCILeCaE0CIIgCIIg6J0QSoMgCIIgCILeCaE0CIIgCIIg6J0QSoMgCIIgCILe+X8ySaL0HraNUQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "images[\"flux\"].plot(add_cbar=True, stretch=\"sqrt\", vmin=0);" ] }, { "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": [ "plt.figure(figsize=(15, 5))\n", "images[\"niter\"].plot(add_cbar=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source candidates\n", "\n", "Let's run a peak finder on the `sqrt_ts` image to get a list of point-sources candidates (positions and peak `sqrt_ts` values).\n", "The `find_peaks` function performs a local maximun search in a sliding window, the argument `min_distance` is the minimum pixel distance between peaks (smallest possible value and default is 1 pixel)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=9\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
valuexyradec
degdeg
float64int64int64float64float64
29.36520199266.38470-29.01322
26.8175260272.43197-23.54282
11.056993270.40919-23.47797
10.8793299271.11366-21.72027
10.80136103270.82028-21.79615
10.3398092270.15899-23.98049
10.0943194271.37469-21.79916
9.7537273119263.18257-31.52587
8.4524124102268.46711-25.63326
" ], "text/plain": [ "\n", " value x y ra dec \n", " deg deg \n", "float64 int64 int64 float64 float64 \n", "------- ----- ----- --------- ---------\n", " 29.365 201 99 266.38470 -29.01322\n", " 26.817 52 60 272.43197 -23.54282\n", " 11.05 69 93 270.40919 -23.47797\n", " 10.879 32 99 271.11366 -21.72027\n", " 10.801 36 103 270.82028 -21.79615\n", " 10.339 80 92 270.15899 -23.98049\n", " 10.094 31 94 271.37469 -21.79916\n", " 9.7537 273 119 263.18257 -31.52587\n", " 8.4524 124 102 268.46711 -25.63326" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sources = find_peaks(images[\"sqrt_ts\"], threshold=8, min_distance=1)\n", "nsou = len(sources)\n", "sources" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot sources on top of significance sky image\n", "plt.figure(figsize=(15, 5))\n", "\n", "_, ax, _ = images[\"sqrt_ts\"].plot(add_cbar=True)\n", "\n", "ax.scatter(\n", " sources[\"ra\"],\n", " sources[\"dec\"],\n", " transform=plt.gca().get_transform(\"icrs\"),\n", " color=\"none\",\n", " edgecolor=\"w\",\n", " marker=\"o\",\n", " s=600,\n", " lw=1.5,\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we used the instrument point-spread-function (PSF) as kernel, so the hypothesis we test is the presence of a point source. In order to test for extended sources we would have to use as kernel an extended template convolved by the PSF. Alternatively, we can compute the significance of an extended excess using the Li & Ma formalism, which is faster as no fitting is involve." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What next?\n", "\n", "In this notebook, we have seen how to work with images and compute TS and significance images from counts data, if a background estimate is already available.\n", "\n", "Here's some suggestions what to do next:\n", "\n", "- Look how background estimation is performed for IACTs with and without the high-level interface in [analysis_1](analysis_1.ipynb) and [analysis_2](analysis_2.ipynb) notebooks, respectively\n", "- Learn about 2D model fitting in the [modeling 2D](modeling_2D.ipynb) notebook\n", "- find more about Fermi-LAT data analysis in the [fermi_lat](fermi_lat.ipynb) notebook\n", "- Use source candidates to build a model and perform a 3D fitting (see [analysis_3d](analysis_3d.ipynb), [analysis_mwl](analysis_mwl.ipynb) notebooks for some hints)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.0" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 4 }