{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to recover the first TESS planet candidate with *Lightkurve*?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recently, the first public pixel data from the TESS mission have become [available from the data archive at MAST](https://archive.stsci.edu/prepds/tess-data-alerts/). This tutorial demonstrates how the [Lightkurve Python package](http://lightkurve.keplerscience.org) can be used to read in these data and create your own TESS light curves with different aperture masks.\n", "\n", "Below is a quick tutorial on how to get started using *Lightkurve* and TESS data. We'll use the nearby, bright target Pi Mensae (ID 261136679), around which the mission team recently discovered a short period planet candidate on a 6.27 day orbit. See the [pre-print paper by Huang et al (2018)](https://arxiv.org/abs/1809.05967) for more details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TESS data is stored in a binary file format which is documented in the [TESS Science Data Products Description Document](https://archive.stsci.edu/missions/tess/doc/EXP-TESS-ARC-ICD-TM-0014.pdf). *Lightkurve* provides a `TessTargetPixelFile` class which allows you to interact with the data easily.\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import TessTargetPixelFile\n", "tpf = TessTargetPixelFile('https://archive.stsci.edu/hlsps/tess-data-alerts/hlsp_tess-data-alerts_tess_phot_00261136679-s01_tess_v1_tp.fits')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`TessTargetPixelFile`'s have many helpful methods and attributes. For example, you can access basic meta data on the target easily:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'TESS'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.mission" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "261136679" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.targetid # TESS Input Catalog (TIC) Identifier" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.sector # TESS Observation Sector" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.camera # TESS Camera Number" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.ccd # TESS CCD Number" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We might want to plot the data, we can do this with the `plot()` method. You can add the keyword `aperture_mask` to plot an aperture on top of the image. In this case we've used the `pipeline_mask` which is stored in the original .fits file, but you can use any aperture you like." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 400 } }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "tpf.plot(aperture_mask=tpf.pipeline_mask);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to access the original fits file that generated the data you can use the `hdu` attribute of the tpf. This will return an `astropy.io.fits` object, for example" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[, , , ]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.hdu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access each extension and the data inside it in the same way you'd use `astropy.io.fits`. If you want to access data held in the TPF, such as the time of the observations, you can do that easily by using" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1325.29698328, 1325.29837215, 1325.29976102, ..., 1353.17292214,\n", " 1353.17431099, 1353.17569985])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This returns the time in units of days counted since [Julian Day](https://en.wikipedia.org/wiki/Julian_day) 2457000. \n", "\n", "You can access the corresponding flux values using" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[[ -1.3825388, -37.66533 , -91.830536 , ..., -108.04645 ,\n", " -103.54175 , -134.1816 ],\n", " [-135.68407 , -125.30367 , -112.52773 , ..., -113.03839 ,\n", " -122.92997 , -131.28302 ],\n", " [-147.63722 , -142.73625 , -134.99854 , ..., -101.330734 ,\n", " -114.31767 , -121.03055 ],\n", " ...,\n", " [-138.13503 , -137.8448 , -146.29425 , ..., -77.273094 ,\n", " -105.22347 , -135.82652 ],\n", " [-142.20255 , -139.6766 , -147.65201 , ..., -118.81814 ,\n", " -129.52805 , -130.46175 ],\n", " [-133.71326 , -134.32669 , -148.82013 , ..., -127.16725 ,\n", " -90.90953 , -112.974434 ]],\n", "\n", " [[ -3.390986 , -47.140965 , -90.53796 , ..., -106.87563 ,\n", " -108.55464 , -136.6413 ],\n", " [-133.7175 , -125.38933 , -114.30842 , ..., -115.82087 ,\n", " -125.8608 , -132.87209 ],\n", " [-147.48918 , -142.87836 , -138.43767 , ..., -103.16773 ,\n", " -116.372955 , -119.86726 ],\n", " ...,\n", " [-138.81976 , -138.86803 , -146.27737 , ..., -78.0859 ,\n", " -107.27506 , -136.54706 ],\n", " [-139.40416 , -141.568 , -148.46045 , ..., -122.45605 ,\n", " -127.82529 , -132.05716 ],\n", " [-131.66135 , -135.35051 , -150.45163 , ..., -128.91386 ,\n", " -88.85448 , -111.716286 ]],\n", "\n", " [[ -3.5488758, -47.50886 , -95.015564 , ..., -110.717064 ,\n", " -108.882744 , -137.5612 ],\n", " [-137.84918 , -126.03129 , -115.643364 , ..., -114.72093 ,\n", " -126.24343 , -133.79109 ],\n", " [-147.31683 , -145.31314 , -137.13574 , ..., -105.026146 ,\n", " -116.6999 , -122.60661 ],\n", " ...,\n", " [-141.17563 , -140.43784 , -149.25896 , ..., -78.849335 ,\n", " -108.58714 , -138.34416 ],\n", " [-140.01288 , -142.26175 , -148.14075 , ..., -126.20568 ,\n", " -129.13695 , -132.04318 ],\n", " [-132.21141 , -138.6819 , -146.84227 , ..., -131.71007 ,\n", " -93.29626 , -116.47916 ]],\n", "\n", " ...,\n", "\n", " [[ 15.500299 , -32.484245 , -88.58714 , ..., -99.75848 ,\n", " -93.617775 , -129.5383 ],\n", " [-122.93883 , -117.40679 , -105.49079 , ..., -108.75932 ,\n", " -120.350716 , -129.25839 ],\n", " [-143.43176 , -138.72139 , -131.21268 , ..., -97.953094 ,\n", " -113.65763 , -118.00191 ],\n", " ...,\n", " [-130.2462 , -133.78702 , -140.91888 , ..., -68.20146 ,\n", " -99.546646 , -132.0319 ],\n", " [-137.01523 , -137.3937 , -141.48993 , ..., -112.68788 ,\n", " -125.11879 , -128.38521 ],\n", " [-125.543655 , -129.38873 , -144.37961 , ..., -122.12083 ,\n", " -89.26432 , -107.87084 ]],\n", "\n", " [[ 18.095486 , -34.98728 , -91.17793 , ..., -99.494095 ,\n", " -93.221954 , -128.76079 ],\n", " [-124.04631 , -116.41686 , -102.980415 , ..., -107.50661 ,\n", " -119.95467 , -127.54848 ],\n", " [-142.71834 , -138.71126 , -129.78357 , ..., -98.722206 ,\n", " -112.27363 , -119.09576 ],\n", " ...,\n", " [-131.34 , -131.13364 , -141.24506 , ..., -71.29033 ,\n", " -98.11233 , -129.48041 ],\n", " [-134.56529 , -136.50882 , -140.93579 , ..., -114.41215 ,\n", " -122.87399 , -129.40953 ],\n", " [-126.638466 , -132.9018 , -142.17902 , ..., -123.72011 ,\n", " -89.90764 , -108.07525 ]],\n", "\n", " [[ 14.83668 , -38.491974 , -89.118706 , ..., -104.50926 ,\n", " -98.43293 , -133.46823 ],\n", " [-129.66971 , -120.571465 , -107.0652 , ..., -110.490425 ,\n", " -121.109955 , -126.844826 ],\n", " [-146.30688 , -139.21913 , -132.79062 , ..., -99.678925 ,\n", " -112.38672 , -118.37381 ],\n", " ...,\n", " [-133.21715 , -132.51721 , -141.62198 , ..., -73.295105 ,\n", " -100.20323 , -132.46454 ],\n", " [-138.18147 , -138.7651 , -144.7824 , ..., -116.421265 ,\n", " -125.88614 , -129.6993 ],\n", " [-126.65554 , -130.70747 , -144.31444 , ..., -124.7908 ,\n", " -86.73392 , -112.15379 ]]], dtype=float32)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Flux is a `numpy.ndarray` with a shape of (TIME x PIXELS x PIXELS). If you want to access just the first frame you can use" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[-1.38253880e+00, -3.76653290e+01, -9.18305359e+01,\n", " -1.29922272e+02, -1.45692978e+02, -1.35893311e+02,\n", " -9.54683685e+01, -8.85729370e+01, -1.08046448e+02,\n", " -1.03541748e+02, -1.34181595e+02],\n", " [-1.35684067e+02, -1.25303673e+02, -1.12527733e+02,\n", " -1.35690414e+02, -1.45928650e+02, -1.27757614e+02,\n", " -6.09818077e+01, -7.37526398e+01, -1.13038391e+02,\n", " -1.22929970e+02, -1.31283020e+02],\n", " [-1.47637222e+02, -1.42736252e+02, -1.34998535e+02,\n", " -1.41663147e+02, -1.40064377e+02, -1.18161720e+02,\n", " -5.37216644e+01, -6.23722382e+01, -1.01330734e+02,\n", " -1.14317673e+02, -1.21030548e+02],\n", " [-1.49992447e+02, -1.43351776e+02, -1.39589264e+02,\n", " -1.37442719e+02, -1.31207718e+02, -9.68078690e+01,\n", " -1.37817793e+01, -3.41951828e+01, -7.66406403e+01,\n", " -8.33256989e+01, -8.85187225e+01],\n", " [-1.37578445e+02, -1.28364151e+02, -1.26376915e+02,\n", " -1.21656555e+02, -1.14596848e+02, -5.06528702e+01,\n", " 7.68901138e+01, 4.60617752e+01, 2.71646519e+01,\n", " 3.94530640e+01, -2.65274410e+01],\n", " [-1.36808558e+01, 3.27203102e+01, 5.92592163e+01,\n", " 3.10102577e+01, 1.12594862e+01, 1.24587753e+02,\n", " 3.30445312e+02, 3.36818207e+02, 4.67378265e+02,\n", " 2.58437531e+02, 5.39367867e+00],\n", " [ 3.06964386e+02, 5.08380646e+02, 6.83612305e+02,\n", " 6.75774414e+02, 6.43811035e+02, 8.33415833e+02,\n", " 1.27430811e+03, 1.84799011e+03, 1.48316943e+03,\n", " 3.57677521e+02, -2.22004585e+01],\n", " [ 7.54239929e+02, 1.21837598e+03, 1.75272681e+03,\n", " 2.08298779e+03, 2.50489863e+04, 6.54504688e+04,\n", " 6.99400781e+03, 7.02737646e+03, 1.77507739e+03,\n", " 2.59077271e+02, -1.98949337e+01],\n", " [ 1.11253564e+03, 2.07831738e+03, 3.65158667e+03,\n", " 5.48250391e+03, 1.00965391e+05, 1.02543531e+05,\n", " 4.09393594e+04, 9.44738086e+03, 1.42760950e+03,\n", " 3.31844025e+02, 5.17090683e+01],\n", " [ 1.02698645e+03, 2.25617969e+03, 5.54376465e+03,\n", " 2.46261230e+04, 1.03035734e+05, 1.04624336e+05,\n", " 6.53138633e+04, 7.71915039e+03, 1.35093494e+03,\n", " 3.36992310e+02, -3.54690289e+00],\n", " [ 7.21791382e+02, 1.66756409e+03, 3.87029858e+03,\n", " 2.42247129e+04, 1.03909016e+05, 1.06053984e+05,\n", " 4.83635586e+04, 4.23504346e+03, 1.32237488e+03,\n", " 3.16208466e+02, -6.57367096e+01],\n", " [ 4.29120178e+02, 1.26064551e+03, 3.15358057e+03,\n", " 1.05985273e+04, 1.02944805e+05, 1.05321906e+05,\n", " 1.19889746e+04, 3.39063574e+03, 1.40142529e+03,\n", " 4.15249512e+02, -3.48390923e+01],\n", " [ 1.72348724e+02, 7.88590881e+02, 2.23820068e+03,\n", " 4.44562012e+03, 5.58241680e+04, 1.03319727e+05,\n", " 5.61203809e+03, 2.66727393e+03, 1.30703625e+03,\n", " 4.99335266e+02, 4.71602020e+01],\n", " [ 2.69907742e+01, 3.23401794e+02, 9.99374329e+02,\n", " 1.78104407e+03, 2.04844604e+03, 3.67428320e+04,\n", " 2.80467065e+03, 1.85512500e+03, 1.18081396e+03,\n", " 6.49496826e+02, 1.00554329e+02],\n", " [-7.98464050e+01, 9.25059509e+01, 3.26399536e+02,\n", " 6.55647888e+02, 9.57525818e+02, 1.18310132e+03,\n", " 1.39609094e+03, 1.17153650e+03, 1.15672314e+03,\n", " 7.71616577e+02, 5.45056877e+01],\n", " [-1.13249367e+02, -6.13406181e+01, 5.93428993e+01,\n", " 1.54688034e+02, 3.48396606e+02, 5.27463257e+02,\n", " 6.76866699e+02, 6.34336426e+02, 5.01662018e+02,\n", " 3.01781311e+02, -2.48897457e+01],\n", " [-8.82987518e+01, -1.17512108e+02, -9.47615585e+01,\n", " -3.40316010e+01, 4.28901634e+01, 1.52270020e+02,\n", " 2.72233185e+02, 2.77604492e+02, 1.88234268e+02,\n", " 4.79093513e+01, -6.75118103e+01],\n", " [-8.60586777e+01, -1.14533005e+02, -1.38196228e+02,\n", " -1.20548019e+02, -7.74374313e+01, -3.44268494e+01,\n", " 3.27217293e+01, 4.88377647e+01, 1.26917982e+01,\n", " -5.03569221e+01, -1.11872086e+02],\n", " [-1.38135025e+02, -1.37844803e+02, -1.46294250e+02,\n", " -1.46713867e+02, -1.37058548e+02, -1.05716675e+02,\n", " -6.76952667e+01, -5.82716599e+01, -7.72730942e+01,\n", " -1.05223473e+02, -1.35826523e+02],\n", " [-1.42202545e+02, -1.39676605e+02, -1.47652008e+02,\n", " -1.50885605e+02, -1.49152878e+02, -1.39763824e+02,\n", " -1.17666542e+02, -1.09747162e+02, -1.18818138e+02,\n", " -1.29528046e+02, -1.30461746e+02],\n", " [-1.33713257e+02, -1.34326691e+02, -1.48820129e+02,\n", " -1.51972229e+02, -1.49277893e+02, -1.45098679e+02,\n", " -1.30031540e+02, -1.21871094e+02, -1.27167252e+02,\n", " -9.09095306e+01, -1.12974434e+02]], dtype=float32)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.flux[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These values are in units electrons per second." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building Light Curves from TPFs\n", "\n", "We can use the `to_lightcurve()` method to turn this TPF into a light curve using *Simple Aperture Photometry*. This will put an aperture on the target, and sum up the flux in all the pixels inside the aperture. \n", "\n", "The default for `to_lightcurve()` is to use the mask generated by the TESS pipeline." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the plot function to take a look at the data." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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i/PnzKC4uln5Wa2njLnEfAUBnZyfq6ur6xWQPw3kiClgmkwl5eXnIyMhgwE5ERERERET9wsGDB6XXkydP9ts2MJs3b5ZeX3/99YrbiMVMge5FSF9//XXs3LnTahuz2Yx9+/Zh3759+OSTT/D0008rLkQbSMxmM77//nsA3aFya2srjh49ip07d0qtbCZPnoyf/OQnivvLr9vw4cPxzDPPoLy83GqbhoYG7NmzB3v27ME///lPPP3004qTJFVVVdLra665Bp988gnef/99dHR0SL9vb29HS0sLqqqq8M9//hO/+MUvrNoWuWPHjh3SkxRTp05FdHS06rY6nU56QqC+vt7htvInDsT2DOeJiHzIZDIhJycH8+bNYzhPRERERERE/YKomge6F0D1R+Xl5SgqKgIADB48WHUhz8bGRum10WjEiRMnEBQUhLlz52LmzJkIDQ1FfX09tm3bBpPJhFOnTmHVqlX44x//iBEjRnjls/SFI0eOYPXq1YrvabVazJ8/H//93/+t+pRAQ0OD9Hrjxo04ceIEQkJCkJaWhmnTpiEoKAi1tbXYunUrWlpacOTIETz99NNYu3YtrrrqKtVjVVRUoLCwEAAwbdo03HTTTdDpdDh37hx27tyJqqoqXLx4Ea+//jqGDBmCG264we3PvnXrVum1s6r56dOnS5MOhYWFSE5OVt1WvsAsAFy4cMHtsfkjhvNERERERERERER+QizcCcAuaPUHZ86cweuvvy61GfnpT3+K4cOHK257/vx56bUImJ977jlce+21Vtulp6fjt7/9LQ4cOICWlha88847eP755/vuQ/jQ9OnTMXXqVIfte2yvW0REBF555RVMnDjRart77rkHzzzzDI4fP46TJ09i06ZN+NnPfubwWADw4IMP4oEHHrA71saNG2E0GmGxWPDmm2/i3XffRWhoqMuf7ciRI6ipqQHQ3ZJp7ty5DrefP38+/v73v6OjowO7d+/Gp59+irvuustuu8LCQmkySGhtbXV5XP6M4TwRDUh6vR5Lly5lxT0RERERERH5LY1G4+shWGlpacGLL74otWZJTk7G3Xffrbp9V1eX1c/333+/XTAPdAe5v/71r7F06VJcunQJJSUlOHHiBMaMGePZD+Als2bNwqeffgqguz96U1MTKisr8e9//xtff/01vv76a8ydOxdPPvmkYvgt768OAI899phdMA90t4X51a9+hSeffBIWiwXbtm3DQw89hLCwMNVjzZgxwy6YB7rvtYcffhj79+9HdXU1mpqasGPHDtxxxx0uf2551fwtt9ziNNgfMWIEMjMz8f777wMA1q9fj927d2POnDnQ6XRoamrCnj17UFpaCgAYOXIkTp8+LY23P2A4T0QBqzcBu16vR1ZWVh+MioiIiIiIiKjnIiIipNfyqmdfu3DhAp577jkcP34cAHDttdfiqaeecrjP0KFDrX5euHCh6rY6nQ433nij1JO+rKwsYMN5uUGDBiEqKgrJyclITk7Gxo0bkZ+fj//85z8AgJUrV9rtI79uV111FebNm6d6/IkTJyI+Ph4VFRW4fPkyvv/+e8yaNUvxWABgMBhUjxUUFIQ77rhD6nlfVlbmcjh/+fJl7NixQ/rZ1YVg77vvPnR1dSE3NxddXV0oLy+3668fFBSEJUuWoK6uTgrnw8PDXTq+vwvy9QCIiHpKBOysficiIiIiIqL+Qt4i5uTJkz4cyRUimBeh7YwZM/DMM884bM0CWAeoer0eWq3W4fbyBT5tFwDtLx566CFpLYH//Oc/0oKocvLrNmHCBKeLAsuvm+09YxtiO1tE1dGxHPn666+lPvATJkzA5MmTXd73/vvvxzvvvIN77rkHEydORFhYGIKDgzFixAjcdtttWLNmDe677z4pmAe6J3P6A1bOExERERERERER+Ynp06dLrw8fPozOzk6n4Wxfam1txfPPP4/Dhw8D6A7mn332WQwZMsTpvuPGjZNey1utqJFv09bW1oPR+r9BgwYhKSkJn332GQBg//79iI6Ottpm3LhxKCsrA2Bf+a5Eft1se7HLvwNXjufoWI5s27ZNen377be7vJ8wZswYPPbYY6rvd3Z2Sv3sASAuLs7tc/gjVs4TEZFbTCYTsrOzYTKZfD0UIiIiIiKifueaa66Rqufb2tpQXFzss7GIivnKykoAQEJCAp599lmXFwmV90l3JegVldeAa2F+oJIH5PLPLPTmutkuInzNNddYTe44O15PvoOTJ0/iwIEDAICQkBCkpqa6tJ87Dh06JE3YjBkzBlFRUR4/hy+wcp4C3qpVqxAc7PxWfvvtt70wGuqvTCYT8vLykJGRMeDb6JhMJuTk5GDevHkD/loQERERERF5mkajwd13342NGzcCAD7++GPMmTPHaQsZTxMV8yKYnz59Op5//nmXg3mxz9ChQ9HW1gaTyYTGxkaH7UiOHDkivR47dmzPB+/n5C17hg0bZvf+rFmzoNFoYLFYUFtbi46ODofZl2g3BNhftyFDhiAxMRH79u2TthVtdZwdy7bqXs22bdukhWfnzJljtW6Cp2zevFl67Wo/+0DAynkiIheIQJrV4kRERERERNTXFi1ahBEjRgAAamtr8c4776Crq8vl/T///HOUlpb2+Pytra1WFfM9CeYBYPDgwUhJSbEal5rGxkbs3r0bQPcCoNddd10PRu7/zpw5g++++076edq0aXbb6PV6JCQkAOj+LsQiuUpqamqk72no0KGYOnWq3Ta33nqr9NrRd9DV1YWtW7dKP8sXllXT2dmJL774Qvq5L4LzvXv3SgvoRkRE9Khtjr9i5TwFvNWrV7N6l8hH+EQBERERERGR54WGhuI3v/kNVq5cicuXL2Pbtm1oaGjAsmXLMGbMGNX9qqqqkJubi++++w6rVq3q0bltK+anTZuG559/3qXe50p+8pOfYOfOnWhvb8ff//53TJs2DTNnzrTapq2tDa+//jouX74MALjlllukyYlA0NjYiM8//xw/+tGPHFaN//DDD1i9ejUuXboEoLt/v22/eeGhhx7CU089BQB49913MXHiRKt2N+K8a9askX6+6667FNcCuPXWW5GXl4e6ujqUl5fjb3/7Gx544AGrbSwWC9577z2pcn7EiBGYO3eu08/+3XffoaGhQdrH9rt15vjx44iMjERkZKTi+yUlJfj9738v/fyzn/1M8WmDQMVwnoiIeowtboiIiIiIiPpGbGwsnn/+efzud79DS0sLvvvuOzz++ONISEjAjBkzMHz4cISGhqKlpQUnTpzAvn37UFtb2+vzvvDCC6ioqAAAhIeHY+HChVJLFEeuu+46xcr6kSNHYunSpXj77bfR3t6O5557DnPnzsV1112HIUOGoL6+Hlu3bpWeVB8xYoTDhUG3bt2K06dPW/1O3if9k08+seuVnp6ejvDwcLtjnTp1ymohUwBW17CmpgabNm2yen/SpElWTwMAwOXLl/Hhhx/ib3/7GxITExEXF4fRo0cjLCwM7e3tOHfuHA4ePIi9e/eio6MDADB8+HA88cQTqp9zypQpyMjIQF5eHlpaWrBixQqkpaVh2rRpGDRoEI4ePYqtW7eipaUFQPf9Yhu4C4MGDcLy5cvx9NNPo62tDR988AH27t2LuXPnQqvV4ty5c9ixYweqqqoAAMHBwfjVr37lUhtpeaX97bffDo1G43QfuZKSEmzatAkzZ87EtGnTMGLECAQFBcFkMuHbb7+VetkD3RM9t9xyi1vH93cM54mIyC16vR5Lly6FXq9nmx8iIiIiIqI+NGPGDKxduxbvvfceiouL0dXVhfLycpSXl6vuo9Vqcd9992H27Nk9Ouf3338vvT5//jz+8Ic/uLTfu+++q9r2xmAwoKurC3/5y19w+fJl7Ny5U7FVS2xsLFatWqVaRQ0ARUVFVoGtrX//+992v1uwYIFiOH/27Fl8/PHHqseqra21m/BIS0uzC+eFzs5O7Nu3z+lkxnXXXYf/+Z//cfp0wMMPP4ygoCDk5eWhvb0dW7ZswZYtW+y2S0pKwlNPPYXBgwerHisuLg7PPfcc1qxZA5PJhIMHD+LgwYN222m1Wvz6179WbI9jq7GxESUlJQC6WxHNnz/f6T5KOjo68N1331m1+5GLiIjAI4880q/a2QgM54mIXCAPpPsjd9rT6PV6ZGVlSfsRERERERFR3xk5ciRWrlyJ+vp67Nq1C/v378eJEyfQ3NyM9vZ2hIWF4eqrr0ZsbCxmz56N2bNnu1Tx7G133nknZs2ahc8//xzfffcdzp49i0uXLmHYsGGYPHkybr75ZsydOxdBQYG3RObIkSPxzjvv4MCBAzhw4ADq6+vR1NSEpqYmaDQahIWFYcyYMdLnnDx5ssvHfuihh3DzzTdj69at2LdvH86dO4fOzk5ERkZi6tSpSE1NdXkiJiEhAW+99Ra2bt2KXbt24cSJEzh//jzCwsIQHR2NG2+8EQsXLnS5hVFhYSE6OzsBdE8Q9CQzueWWWxAcHIwDBw7g+PHjMJvNuHTpErRaLcaOHYsbbrgBqampfbLIrD/wv39TiYj8kDyQ7o/YnoaIiIiIiMh9iYmJ+PTTT93aZ/78+T2qMB43bhx+/OMf48c//rHb+7rD3c/jjlGjRuHhhx/Gww8/3ONjvPrqqx4bT0++PzXjxo3DuHHjsHDhQo8cT27ixIkeyyTCwsJw77334t577+31sTIyMpCRkdGrY+j1etx99924++67ez2eQBR4U1FEROQ3+vsTBUREREREREREfYWV80RE1GP9/YkCIiIiIiIiIqK+wsp5Iuo3TCYTsrOz2Qe9j/D6EhEREREFtr548jVQjklE5I8YzhNRvyH6pjM8dp8r/+eX15eIiIiIKLCJJ189HaQHwjGJiPwRw3kiGvCcVYQPhIpx/p9fIiIiIiIiIiLvYjhPRAOes4pwVowTEREREREREZGnMZwnIiIiIiIiIiIiIvIyhvNE1G9w0aC+xetLREREREREROQ5wb4eABGRp4i+6dQ3eH2JiIiIiIiIiDyHlfNENOA5qwhnxTgREREREREREXkaK+eJaMBzVhHOinEiIiIiIvKFrq4uXw+BiKhf8be/q6ycJ6KAZDKZkJ2dDZPJ5OuhDGj8HoiIiIiIPC80NBQA0NbWhs7OTh+Phoiof+js7ERbWxuAK39nfY3hPBEFJJPJhJycHIbCPsbvgYiIiIjI80aOHAkA6OjowJEjR3w8GiKi/uHIkSPo6OgAcOXvrK8xnCciIodYHU9ERERE5F0zZ86UXu/YscPv2jAQEQWarq4u7NixQ/pZ/nfWlxjOExGRQ6yOJyIiIiLyrmnTpiEkJAQAcOjQIWzYsAGHDx9mixsiIjd1dnbi8OHD2LBhAw4dOgQACAkJwbRp03w8sm5cEJaIiIiIiIiIyI+EhobioYcewnvvvYfOzk4cOnQIhw4dQnBwMIYOHYqgINZaEhE509XVhba2NqmVDQAMGjQIDz30kN/0nGc4T0QBSa/XY+nSpdDr9b4eyoDG74GIiIiIqG8kJCTg4Ycfxl//+le0t7cD6O5B39LS4uOREREFppCQEDz00ENISEjw9VAkDOeJKCDp9XpkZWW5tU9lZSXWrFmDFStWID4+vo9GNrD05HsgIiIiIiLXJCQk4Le//S0OHTqEsrIynD59GhcvXvT1sIiIAkZoaChGjhyJmTNnYtq0aX5TMS8wnCeiAaOmpgalpaWoqanpVThvMpmQl5eHjIyMfl8xbjKZUFBQgMzMTOj1+gH12YmIiIiI/EFoaCiSkpKQlJTk66EQEZGHsUkZEakymUzIzs7mQqA2BtICqSaTCbm5uTAYDFI4P1A+OxERERERERFRX2LlPAW8VatWITjY+a389ttve2E0/YsIYufNm8cqaeoTrMQnIiIiIiIiooGKlfNEROQzrMQnIiIiIiIiooGKlfMU8FavXs2KW3JJTEwMkpKSEBMTw4rtHtLr9Vi6dCn7z/s5fjdERERERERE/o+V80SkSh7E9gfx8fFYv3494uPje1Wx3d+uiyO2n1Wv1yMrK4v95/0cvxsiIiIiIiIi/8dwnqif8sRirvIg1tPH9iZPj1ftuvRHA+mzEhERERERERF5E8N5on6qLytzvmoiAAAgAElEQVRnA60q19F4GxsbA2qiob/xh6cQAm2yifo33o9EREREREQDB8N5Iuq3RMjV2Niouo3ZbO71RAPDtJ7zh8r8QJtscsSVe578W3+6H4mIiIiIiMgxhvNE1G+JkMtsNtu9Jyq2tVqtx87j6zDN25ME/lD1TtbEvQiA3w0RERERERGRn2M4T9RP9TY47e/V4KJiW6fT+XooHuPtSQJPVr27er/19/vSU3Q6nc+fSCAiIiIiIiIixxjOE/VTvQ1OHQW9gVYxrdVqA2q8A5G435SCd3kg7y9PKRD1lUD7+0pEREREREQ9x3CeiNzmD33CBUeV1PK+22rjlQdhrMr2PaPRqBjOi+C+L3qpMwy1x38XfMef/r4SERERERFR32I4T0QBrbeV1PIgrKfH6k/hrj+HskajUXH9gN7qT2Gop+5FPqFARERERERE1PcYzhNRvyX6yfd1X3l/CXc9EcwylA1s/nIvEhEREREREZFzDOeJSFF/qgYfKLwRzPZVZb1er0d6errT7Ty1foA/PyFARERERERERANDsK8HQESeYTKZkJeXh4yMDI+EsyLo9XeebOORl5fnoVH1X6Kyft68eR6dBJBPLNgeV6/XIzMzEwAQFxeH5OTkXp9P/oQAK82JiIiIiIiIyBdYOU/UTwzUdiRq1eImkwkFBQXIzMx0KXg1mUwwGo1IT09nUNsHXKlUV/su9Xo9li9fjuXLl/f4u1E7v9ICtMQnZ4iIiIiIiIi8gZXzPdDZ2Ynjx4+jqqoK1dXVqKqqQm1tLTo6OgAACQkJePXVV/t0DO3t7fjqq6+wc+dOHD9+HGazGeHh4Rg5ciSSk5Nx2223ITIy0mfH3b59O9atW+fWuR988EE88MADbo+ZAp+rVf/y7QA43MdkMiE3NxcffPCB1fvOzuWpJw8CVV+Fsn1VcR8o53eFp59+6Y1AeXKGiIiIiIiIKJAxnHfTrl27sGbNGly6dMlnY6irq8Mbb7yBmpoaq983NjaisbERFRUVMBqNePLJJzF79myfH5c8z59CPE9wNTiVbwegR2FrIIS0viRCWVFp3l/usUDg7r3Z3/4OEBEREREREQ00bGvjpgsXLvg0mDeZTHjmmWekAF2j0SAhIQG33347brjhBgwePBgAYDab8corr6CsrMynxwWAcePG4c4773T6T1xcnDuXYkBTamHjyd7rgbBQZmNjIwAgNze3R2NtbGwMiM/pK+Ies71G/aXdiXwB2kC9FwZqKysiIiIiIiKi/oKV8z2k1WoRFxcn/bN3717861//6vPzvvHGG2hoaAAAjBgxAs888wwmTpwovd/U1ITXX38dZWVl6OjowGuvvYb169cjPDzcJ8cFgMmTJ+NnP/tZTz4uucFTbSgCpbLcbDYDAAoKChAaGqq6qKcIXm2ri81ms1UVvjv96fsLVyqvjUYjAFgt1tqb+0zt+/CWvLw86bPI75lAuOeJiIiIiIiIqH9h5bybZs2ahQ0bNmDTpk147rnn8JOf/ASzZ8/GVVdd1efnLikpwcGDBwEAwcHBePbZZ60CdACIjIzEM888g1GjRgEAWlpakJ+f75Pj0sDkbuW9CIjd0djYiMLCQulnpUU9RYU3AKfVxaI//Zw5c7Bp0yasXbt2QFQju1p57e6iqUr3gDvfh7NjuUssDmwwGKw+iwjodTpdj4/tSf3lqQQiIiIiIiIicg3DeTfpdDqMGDHCJ+f+7LPPpNe33XYbJkyYoLhdaGgoMjMzpZ8///xzdHZ2ev24NDC522rDZDLBaDQiPT3daSgpD3iLiopUj5ednQ0AisGrXq9HZmYmiouL7fatq6tDbm5uj1vlBDpPtTRSa7vUkyDcE61bxORLSkpKj4/hDbbV/ERERERERETUvzGcDxBtbW1Wfd7nz5/vcPubbroJQ4cOBdBd5X7gwAGvHpf6Vn+ssHWlzYkrLVWchbl6vR4GgwEFBQUAuqvwReV+S0uL6jGVQmt3f+8JfX1sce3kPdndGUdPnoSgnvH03wF/WW/CX8ZBRERERERE1NcYzgeI77//Hu3t7QC6K9idLZ4aEhKC+Ph46efy8nKvHpf6Vl9W2Hor+BcBnFjY1R2i3/yMGTPsjulOMGwwGLB582apr7qjscoXRxVjr6qqQk5ODqqqqqzCxL5cqNNbi4Dq9Xrcd999iI2NBQC770ltHOJJiEASKJNdtqG1p/8OyO9nX+JCt0RERERERDRQMJwPEPX19dLr8ePHY9CgQU73mTRpkvS6rq7Oq8eVu3DhAr766it8+OGHyMnJwYcffogtW7a4tC95n6cCP7Hwp1rAJgI4EbSrcVRFe9NNNwGA1BJHKRh2FLympKRIFfTp6emIiIhQ/SzAld7rtmMXi8vajjEvL8+vA0b5tVGa2LBYLKiuru6zczrj6Sp8rVareO5AaSfT16G1/H4mIiIiIiIior4X7OsBkGvkIbqrPe+vvvpqxf29cVy5b775Bt98843iexMmTMD999+Pm2++2aVzK2loaOjxvmr8PaTzNyJEFa1p5At/zps3z+H1LC4uRmZmpt024pgzZsywO45WqwUAKUwX51UKLV1phSOOIUJ4g8FgNZ6ehpVGoxFpaWlW18abbL8XW/JrU1FR4bDi3d1e8fI1BGzH4cr3IfZzZT0CVz7n0qVLERcXh+TkZLc+hzvnISIiIiIiIiJyB8P5ACHvhS2CSWfkYdr58+e9elxX1dbW4ve//z2+++47PPHEEy5V7ttasWJFr8ag5NNPP/X4MfuCr8NCpQB9ypQpyMjIkBZldaagoAAffPCBYjifk5ODl156yW4fcQ+qVbo7C3NFWGt7z0dFRSEpKQkPPvhgj65nXl6eXfAsquqdTVK4yt3Kc3fP7crCvK6Q35M9GYfasZQ4O747EwKO9PZzUO/4+u8dERERERERkaexrU2AuHjxovR68ODBLu0j306+vzeOCwAjR47Efffdh5dffhnvv/8+8vPz8fe//x1vvfUWHn30UasK/C+++MLlMHegUmrv4uvezGqtaXrad1z+GUUVu9IirSKgjomJwdKlS6HRaKz612dkZAAAsrOzUVlZaXfd9Ho9MjIysHv3bixevFiq3LdYLCgtLYXFYrE6n9rElWiTIt4XbW+cLabaG33dgkUefDr6HGqTBM4mD/pysU9/byPk78R97OpEbV9Ru4d8/feOiIiIiIiIyNNYOR8gLl++LL0ODnbtawsJCZFeX7p0yavHnTNnDtLS0hAUZD3/ExISgmuuuQbXXHMNFixYgDfeeAPffvstgO4K6nnz5mH69OkujUNYs2YNoqKi3NonEHmqatdX1ae25xXBrzzEl39GEfirhfOiEjo+Ph4VFRXIycnBn/70JymsX7duHQoKCqDT6RSvW1VVFXJzc/GnP/0JycnJqv3NTSYTCgsLAQBTpkyBRqPB8OHDkZmZid27d2PJkiUAYPVZRPjvTwujKn3v8t8pkU8EqPVpV9vH0Tj6qvrcaDT266rqvl64Ni4uTmr/40ueetKBiIiIiIiIyN+xcj5AyKvVOzo6XNqnvb1dej1kyBCvHjc8PNwumLcVFhaGlStXYuzYsdLv/vGPf7g0BrmoqCgpPPTUP/6st9XBnqg+FdXPolJdjW3fcfl5RYCtRlTvjh071uVAUqfTISMjA++++6600KsI922vmwj/8/PzpUVebcN08TmNRiNSU1NRUVEBi8UCvV4Pg8GA3NxcqVLe9rOotc7xhJ5Unyt97/LfOaqE99ViqT0Jo50tRBzI+vq7CJSFcQNFXz4lQkRERERERP0Dw/kAERoaKr2WV7s7It9Ovr83juuqIUOGWIWa+/fvtwr/yZ5oneIuVwN1V48lb2cj2rvYhnrOqpgdha+ir/yECRPsAkPxWXbv3o1ly5ahtrYWwJVgtqioyO54atetqKhI9XrKA/u0tDTVz6H22bKysqRqZE8Gnq5OsLgTbvdlMKvRaJCUlASNRuPWfq6OSd5+R/T4r6qqUgxGxb0jb3fkaoja15Xr/oKhsmewDQ8RERERERE5w3A+QMgXvrTt761GHsKGh4d79bjumDlzpvT60qVLOHPmTK+POVD0ZHFQ8T3LK8nlYZw7wZwI5ePi4qxCVFfH1dNAWHyWgwcPorS0FD/88AOA7nu4t61kRLW/WpsbW2JCQKPRWH1mcR0B+LTy3N1zq33/rt4XSts1NDSgtLQUDQ0N7n0AF4nPKX9SQYT0Sp8jJycHNTU10vvuTHYMhMpyfw2VB8rkiMBJEiIiIiIiov6P4XyAGDdunPTa1fD67Nmzivt747juEBXSglKPcVJenLM3YaHRaERJSQmys7NRVVXldlAJdH93Sufv6bjk4ZujIE5MEF24cAFA9ySTWguZsWPHKi5qKt82Ly/PajFZvV6Pqqoqq6Bf7b4UIbDFYrH6zL0JOL0Vyun1emRmZqKgoMBqYkZ+L8gnbVz5PErbiQkhs9ncZwGruOds/55Q/zFQJkcEf50kISIiIiIiIs9hOB8g5CH4sWPH0NnZ6XSfI0eOSK+jo6O9elx32C4qq9bHfqBz1qPdEXkVuFarRWpqKgDghx9+sKqm7+mxe9oSxHZf2wVI1drZ1NXVAQBaW1sBdIfzGRkZ0sKtwowZMzB79mzF6xYXFyeF9iKEl4/P9poMGzbM6v2etmpxRV+EckrX37Z3vm3ffXfHIb/P1Hq/uxOwuvJEB6uL3ePsern6xEhf4ndKREREREREAwXD+QAxdepUhISEAAAuXryIqqoqh9u3t7ejsrJS+nnGjBlePa475GE/0L3AKymTB6zuBFjy0FWn07ncP13tHKLiOj8/H+vWrXMa4IrAz7YHvTvV2PIKf6UqdvlnHD16NADg/vvvBwAUFBQgMzPTLpjOysqSAvrCwkKHPfJF73sAyM7Ollq1WCwWh2PvCz2pPrcNxZXWIOjtegTypw3U2srYcnQfi/sjOzsbJSUlUi95pW3kEzxKT1GI85jN5j6bVOkJZ5/f0yG1s3/nbJ8Y8YVArhiXf2cDrQ0PERERERERuY/hfIAYOnSoVW/2L774wuH2xcXFaGtrA9DdFz4hIcGrx3XH9u3bpdfR0dGIjIzs9TH7K3nA6ijAUgv10tPTodFo7CrMlYjKZ6Vz6PV6zJkzB/n5+SgoKHB67p6EbUotVUQ1u1grYdKkSUhKSkJMTIy0X2pqKk6ePAmgO1AvKSlBbm4upk6dqth+R0xUuLLQrrzti21lvVqleF/obXuPyspK/PKXv7T7HO48QaH0PavtL4JypbZDrtwbRqPRal0BOTGhIP5XbSFecZ7GxkaUlpYiMjLSpRZKfc3Zv8feDqnF9U1NTfWrUDlQqunl39lAa8NDRERERERE7mM4H0AWLVokvd6+fTuOHTumuN3FixeRm5sr/bxw4UIMGjTIa8cV4b0rdu3ahR07dkg/33rrrS7vOxC5syinUqiXkZEBi8WCoqIiAFdCbrGwqzyoBK60e8nNzcXatWsdBrEinJb3r3f2GUSgWltba9e+xNFxxLgTExOxfv16xMfHS+9df/31AIDY2FhoNBop1BX/a8tZoGw7dtuqYq1WKz1FIK/s9ueq2ZqaGlRUVNj9Xnxmg8EAvV5vFXybzWaMGjVKul7ye0x8Z+KJhtGjR2PDhg3ScUVQHhcX59Y4Xankl/ezl7OdyLJt1SJ/UoIhqr20tDS/uh6BXE3fU/78N4SIiIiIiIg8g+G8H9i+fTvuuusu6R81119/PaZPnw4A6OjowG9/+1vU1tZabdPc3IxXXnlFqhwWvbgd8fRxv/76a6xYsQJFRUVST3Bbra2t+L//+z+89tprUlsQvV6Pu+++2+FYBzpPBlTp6emYOXOmFJpmZGRIAaZt//aCggKpL7ka0cbEWfW1CN3l7Umam5vtFqRVOo7o867T6RT7p4tJBQCorq52qeWMUggPdAfKmZmZWLx4sV1LHDmdTgeDwSBNeIhx9yTwFSG3RqNRDeXENpWVlR6pJNZqtVi8eDFee+01NDU1AQAyMzMBAJs3b5a2a2xsxKlTp+wC87y8PLt2QydPnkRtba1Ufd3T8NudSv7CwkLVfvRKrVpceVLCV0wmE1avXo0XXnjB10NxWaBUtgcSThoRERERERH1f8G+HkAgeuGFF9DQ0GD1O3lgVV1djV/84hd2+z3//PMYPnx4r879q1/9CitWrEBDQwPOnDmDJ598EgkJCRg5ciSam5uxb98+aYHVQYMGYeXKlQgPD/f6cQ8fPow//OEPCA4Oxrhx4zB27FiEh4ejs7MTZ8+eRUVFhdVCsOHh4XjhhRcQGhraq+szkIi+7wUFBVIACigv6Gjbqx7oDuDl96MIxefNmwcAbvWdTklJQXFxMQA4bZkjr3SeOHEigCuV8M5YLBaUlpZi/PjxuO+++7Bp0yYAwJIlS6Qga9euXVb7XLhwAUD3pNE999xjF3TpdDoAwJQpU6z6kOv1eixfvtxqW/mEgvxpA7WWJEp99h1tJ598UVoMNy8vDzNmzEBOTg6uueYa6ftSC/HFcQGojqWwsBBxcXHIz8/H3LlzrfYXLYt0Op1qUG40GpGUlATA/ntUqr4W47r11lvx5ZdfOly3Qj5xIn/KQ058Z0VFRXj00UcV1zR46aWXrI6Znp7u877qjphMJuTn5wNwrb1MZWUl1qxZgxUrVlg9RaLEWTW2oxZEzsbs6H50ByvGiYiIiIiIaKBg5XwP1NXV4ejRo1b/yIOrixcv2r1/9OhRdHR09Prcer0eL7/8stRju6urC+Xl5di2bRu++eYbKfCOjIzE008/bdVP3hfH7ejoQG1tLb7++mts2bIF27dvR1lZmVUwP2PGDKxbtw7jx493+ToMdI2Njdi0aRMaGhrsKtptW6/Iw9C8vDxpIkle8Wy7MKhcamqq4u/l4d21114rBbmiglyut2Gb7SKfRqMRNTU1yM3Ntfv8Imy3VV5e7rCqt6Kiwmmlvfj3PCUlBbt373YYvLuz2K14kkBMqihVdTt6osDZ+dXGMnv2bBiNRqniPSIiAkuXLoVGo7Gb4BHbiP/V6/XSYrpCdHS03e/UxlVTU4OcnBwAUL03xHdp+5SHOE52djaam5ul7dX6/osxGwwG6SkRR9v3NXcWDXWlvUxNTQ1KS0tRU1Pj9NzOqrF72oLIkwK5YpwTC0REREREROQOhvMBKDo6Gm+88QaWL1+OpKQk6PV6BAcHQ6vVIj4+Hg8//DDeeustqfe2t487b948vPbaa3jkkUeQnJyMiRMnQq/XY/DgwQgJCYFWq8XUqVNx77334g9/+ANeeeUVjBgxojeXZMAxm83Izc21W4xVLj09HXq9Xgrgy8rKpDBUVA6LoNdoNKKurg6A9VMgBoNB9WmGuLg4GAwGAJCeohBBvji3IMI2wHllvWDbBz8rK0s1eH/55ZdRWVlp9/vGxkbpc6nRaDSYMmWK9LOj9hxicmDu3LmqbX7crTgWzGZzn1Vz2y6aGhMTg6SkJNx7770ArjxdAABZWVmwWCx2Y1EK521bW+l0OrvfOWt3otPpnAaxGRkZiI+Pl+4h+ZoEcqK1klo4n5KSYnUete37gtICx/64aKiz8fiqfU2ghN7+9n0SERERERGRf2Nbmx6QL3ToCfPnz8f8+fPd2ickJARpaWlIS0vz6Fg8cdyQkBBMmzYN06ZN8+DICLjSysaVgFuEpB999BEA4NSpUwCs+4jLiffNZrMUgqekpODZZ5+FwWDA0KFDkZ+fj6FDh2LRokX48ssvcdNNN1lNEKSlpaGoqAhpaWlWrUsyMjJw7tw5vPTSS9JCpFqtVgrcYmJirIK3zMxM7N69W2pXo0QErkB31XtNTQ3i4+OlayQoVfLLWSwWaUwivFZrzyGui237Fvk5e1txnJqa6nTM7rJdNDU+Ph7r169XXBTWti2SmGgZO3YsgO5rLUJlQT6RAgCLFy9GVVUVYmJiUFJSgpycHIwfPx4LFy50ecyirY5tv38Ryv/6178GYP1dyO8JOduWOGLtAtES5+WXX8azzz7rtCVMb9i2jQpUnmxf4w75BB8RERERERFRf8HKeaIAotfrMWfOHLvwVq09R1VVldQL/ty5cwC6F3dVqrhva2sDABQXF0sLkoowUyyMmp+fj9zcXKklyQ8//ADAvqr6o48+smpdYjKZUFNTI4XB6enpiIuLk6qvRYAvquQNBoNiZbq8lYpSECuC5SVLlmD58uVSmC4q+vPy8pwuamt7TeULr4rwXpxbHE/0pxc96h21CXLG2cSYCMJtJzQEUdksFnVWG4fJZEJubi6AK08+REdHW7VFSk9Pl6qAJ0yYAKB7skNcQzG5EhcXJ22n1+uxatUqbNy4EfHx8dI9Iv7Xltq9K8ZnMBjsqt0B9SBefkxxH0dHRwO4Mrki1i4QbYzE5E5fEN+HO/eDXq/H4sWLkZiYKLUac0VLS4vXq9pdWcSYiOxxEWUiIiIiIgIYzhMFHNue41OmTEFTU5PUO14ektmuhWBLtBgCIC1yXFBQIL1uamoCANTW1lpVU588eRLAlXYoERERyMzMxLfffgsA0oSAnDxMlffRtu2HLq/ctg1uRfXs0qVLpUpusaBoYWGhVQ99eeCxePFiqZWPaCuiFIrIW9LU1dVZtQMymUzS9Th9+jQA+97w4rjOeqnLiYBbVHGrhZy2Qbho86IUzufk5Fj1Ylda5FO+4KsI5+Vtg+TBvKOxu9vCQ/60RGZmJjZv3tyj1jLi3tNoNNKEjaiQF+1qLBaLw3ZI3qC0VoCzFi22ExxqxxX3sGhTNGzYMMX739n4ehMQis8nrjXDee9iwBu4XF2XhIiIiIiI+jeG80QBbNy4cVYLmRqNRikkA6z7u9sGlKJ6XVTmyhfpFcH04cOHAXRXPct7kJ85c8bqWNHR0TAYDKrtWBobG63GorSoqQjiq6qqpHOJkLWqqsougIqMjATQvRgt0F3RLVr42Ibm8l7o8oVw5Yuw2l4j26cBAEjX2XbhWJPJhLVr12LdunXS2Ddv3uxwwVhBqV1HT0JO2wptEVTrdDqni3zatukBYDd2pQVglc6vFjRduHAB2dnZACBNLsyZM8fhugmOtLa2Wo0VuPJUgW3ff7UwXKvVqi543JfUJjXcCVrlwZ5oUySeblBaUNiV43gTQ2XPYMBLRH2Ff6eJiIiIvIPhPFEAq6+vB6De4kUeltu2xxDh69ChQwF0h922LWNEJbyo6rZ11VVXAeieBHDUtsNsNqOkpET6WWnRVBHEy4N7UaEvJguys7OlHuZioVdR9Q3YV+wrhbJGoxH5+fnSOY1Go1VAa9uPXJBPMIjPLYgWLPKguaCgAFVVVarXxPY/euXBv9J/EIsQTu0/lJUqtOVaW1uxfv16rF271m5/ebW+fPFYMemwdu1aALBb7FVOPuEhJw/+bUNEtbE6Iu6dsLAwANYTJWJxWTHJIm87pBSG63Q6j6/b4Wjczp6kcDVotV0XwJs8tTArQ2UiIv/Gv9NERERE3sFwnijAxMTEIDEx0SpQ/vzzz6XXSn3VU1JSpL7bAKz6eI8YMQIAMH78eLvw9fvvvwcAnD9/HgAwe/Zsq33Gjh0Lg8EAo9EoVa3Lz6HT6RSD7sLCQrsxiuBbXmEvzismC4xGo1Xv8qVLl0pteZTIq9LlYaZthf/ixYulwNG2H7lgNpul/cSkhTOOwmf5f/SaTCarz+3oP4hdrYqWh8Fi8kCsGWC7/xdffGFXKd/U1ITs7Gzk5uZK+6gFsyaTSZrwyM/Ptzr+zJkzkZSUhMmTJ1ttn52d7bBvvNq5xFMAo0aNcrqt2rWStxLau3evam93T1YNiokDT7R9ka8L4G22Ex3yyZy+wupNIiIiIiIi6q8YzhMFmPj4eGzcuBGPPvqo9Lvy8nLptdFotKteHjJkCKKioqTK+EWLFmH9+vV45JFHpG1Gjx4NvV6PzMxMlJWVWe0vWohcf/310rYAMGHCBKSkpAC4UrUuAvybbroJWq1WMegWYxQ98tPT06Xgu6ioSJp4EBXqor84ACmgKywsREZGhkv9xEWYKcYmiHBYKTgVFd8VFRXIzMy0qvYXTwFMmTJF9akC+bkdBYuizY74/M6eQhD7qB1PhPLyRVqV6PV66ToXFRVJY5QvmioPgBsbG5GXl6fYqkf+lIZ8wViTyYQvv/wSq1evllquiN/n5ORI1z81NRUajUZxfQGl3vtZWVlWFfm226q14BHfBdDdWsdisSA/Px8rV65EfHy83XfliapBT1Wau3ouR62HAhWrN6k/8ubfBiIiIiIi8l8M54kClFKAK8Jns9ls9X5RUREsFotUGW82m5Gfn4/9+/cDAJKSkqDT6ZCXl4c5c+bYtYcRlfJlZWVITExEUFCQYkV8enq61CZEHsiLdi+pqakwGAwAuiusxUKSau1SlHqhi8VqS0pKVMO69PR0xcBDTC4IojI/NzcXu3fvxrJly6RrotFoMGXKFBQVFaG1tVVaDFZMRqSmpqKiogINDQ0OW4zYVsjbBvVGo9Gqwr6oqEiqQlejVBEu/75dqdDW6/VWLV2cVeSLtkPuBKTOQlX5/dPQ0ODwOtn+TkyWFBcX2+2j1+ut7inxnmi9I45hW/XdFyFwTxbNlY/Z0Vhs73P5gsmunq+3AaGYzNHpdKxwd6Ivro+jp1n4Xfi3nv5tICIiIiKi/oXhPFGAEaGLCIvlpk2bBqC7Inzz5s1W7zU2NqKgoMCuChwAZs2aBYvFYtWzXN4uRlTKFxcXY//+/ejq6pIq4uXHysjIkAJv0S9e7AcAt912GzIzMwHYt5aRs33v0KFD0mvbCQF5BTjQXbGvFnioVbkXFBTg4MGDKC0txZEjRwB0X8OKigoA1u10Zs6cCeBK0P/RRx/BaDTCYDBIwf3s2bOlViki+M3NzZXC4ZKSErz88svS+eUV5GrXRjzVICY38vLyUFlZ2ZvJozIAACAASURBVOcBnBiTvO2OM7W1tVi2bBlqa2ul3ymFiPv27QPQ/XnFfSdfsNdRz/24uDikp6ejoKBACufl4b58wkStH7/4uSe97/uC/BrZThQoha1KTzHIAz9XAlpPBoTOJjdsJ1AGWtWwJyd/bJ8CUQrn+bQBEfXGQPw7TUREROQLDOeJAogIZETFuZqWlharxUmB7gAyNzdX6gUvHDt2DDk5OXY940X4nJKSgpiYGNV2GfJj1dbWSsHymTNn7LZtbm62qzIX7VJspaenS2G6o8VkbSvA/+u//svuPyRFQC4mDgT5NRStc9ra2uzeA65U8Yv/PXXqFIArEw/y4Pyee+7Bxo0bER8fLwW/BQUFUkX8J598goqKCmkCRITz8sp++boA4nMuWbIEoaGhALonDNauXSstwiqvYLYlgv3FixcjMzNTOq7ttVSawFm8eLFV26HGxkZpkVh5CxoxMQEAP/zwA0pLS63WB1AKgW2f0BCfy9GTA6LCX14dn5eXJ00EiIVsjUaj6hMU3uAoGLd9r7KyEsuWLcO5c+dUg3J52OpqtbRaQNsXVdV5eXlO2zHZfgZWDfccw3ci/9Ifn1bh32kiIiIi72A4TxQgTCYT1q1b53AhyOrqagCw6xkPXKlkf+GFF/D2229Lv7948SKAK0Gp6Fl+ww03IDExEaNGjcLw4cNVW8/o9XoplD5x4oS0iOzOnTtx7Ngxq17jLS0tVr3fRVW20Wi0qn4HuquCw8PD7c4nWuzI2S4smp2dLVWVV1ZWSmGvCPtnzJhhdwzRV19cj08++cTqfVE5rtFokJmZKVV9C42NjVbXUIkIuMVkw9ixYwF0B/5Lly612jYlJUUxfJV//+I4dXV1iucT9Ho9li9fjlWrVmH58uU4d+4cli1bZvf0RV1dHXJzczF16lQUFRUhMTERUVFRVt+9mOSRLywrvwdSU1MV2xHZjsf2+5ZTmghwFPzKn2yQV8ErVZbLie9J7fvqTdWgo/DU9r2amhqUlpaipqbG6XFte//LAyFXA1ulVks9fQpD9Lm3bc/kSazeJCJ/xwkz8lf9ceKIiIiov2E4TxQgTCaTVTW8bSANdAfsKSkpihXJ//nPfwB0B/jy96Oiouy2PXfuHLKzs/HAAw8gPz8fVVVVVtXtxcXFUgW2Xq/HokWLrM4BdFfOV1ZWWrU2Ef9hICrE09LSpErvS5cu2VXhy4kwVwT2BoMBGo0Ga9eutWq5Inqj19TUSP8rwt6wsDAAwMKFCwEA3377rd1nv3TpEgDrtjzAlSC8ubkZBoPBahFeoLuHvvh+5P23HS0YKyYCoqOjkZWVhejoaMXtxLFEQK22sK18exFqK4WuZWVlKC0txYkTJ6QnIqZMmSI9WXD48GFpTQJ5T/309HSrIFsemMsr7eVPGSiFqrZPO6Snpys+nSGfCJAHv6Klj6Ne/0o0Go3VWgm2TxvYhsC+qhq0bcsjZ9v7351ASFTo2/47Kf/3xZXjePI/9L3desfbXL1WDE+IiKgvcOKIiIjI/zGcp4C3atUq/PznP3f6T38jD8LlYmNjFX9vGyYLQ4cOlV4bDAbk5+dLwezHH38MoDt4Fn3VU1NTUVBQgDlz5gAA1q5dK7XEsT2HbfgtFnMV4ag86C0uLrYKe5ubm632tV3MddGiRbBYLMjNzZWC8wkTJjgMw23HJfaLjY2VKvJF2xhAucJeqSp89OjR0gSAaKUi/mPoiy++AHAlUJcf8+DBgwC6w+HKykq89dZb0nvvv/8+KisrAdj3TLe9FoB1sFxVVSWF2u+++65dmCsmMywWixSSV1RUSK18xFMEQHcYLKr109LS7CZCbI8pn2CJiIhAVlYWANgFj2JCISUlBVlZWRg+fLjV5zEYDFb3h1arlcJ7o9GIt956y+qJC/G0iHyfvLw8qzYwkZGR0loJYrJL3uanL0LgxsZGt0NXpbY84jOoVfnLKfX8B65U6MvbDfWEbeW9uD/EUzfuXL/+Hho4akfUk6ceXOXLpw040UBEREREROQ6hvNEAWjMmDF21fEiFJUHq7aUgnt565jExESrxUhF2C5+FxoaKgXDZrMZJpMJubm5ipX6AKQWN7b27NmDxYsXY/fu3artSiIiIqyCSI1GY9X6RamFRm1trRQwi/BXXlUeEREh9U+Xt9uprq6WFr0dM2aM9Hu1Snbb0NO2yl6uqKgIBoMBgwcPBgC0t7dL7zU2NiI1NRV6vR41NTWoqKiQQvzq6mqUlZVZVcyL8FO0w5F/Ljn5tbFdXLaqqsqqh78SMWkgZzAYsHnzZhiNRqm/vPh+bMPkmJgYJCYmYu/evU6Dx7lz50qTGfKWRykpKVZBv06nQ1ZWlhTGi3tOTC6In3U6HcxmM4YPH27Vnz4rK8vqeOLeFe14PB0minAUQI9DV3lbHtFjX21hXnnPd9Hzv7m52WsBbXp6OuLi4hxObgz09jS2kz+9CeSdXUtfPm3Q3ydciIiIiIiIPCnY1wMg6q3Vq1cPuLDHdmFTAE4XYwSA8ePHS33phalTpyIzMxMAcPr0aYf7y8NTV8+ppKSkBIMHD0ZxcTHGjRuHKVOmoKKiAkB39bsIv+Pi4pCamoqioiKEh4cjNTUVr732mkvnUArno6OjMWPGDBiNRruAXavVIjMz0+r6fP3114rHFcecMWMGBg8ebBV2G41Gq3Y9ANDU1CSFx7YTFmlpaVb37w033IBTp06hvr4ep06dwl//+le89NJLAK4E1JWVlYiNjZXGGh0dLQVi8+bNc3hdbCc15OMU1edKkyoXL16Ugn6DwYDi4mIUFhYiLi7Obtv4+HisXLkSDz74IFJTUxUDZTHxYTsBcsMNN6CkpAQajcbu/hLtcOQTDqKiXj45cPToUZw7d87unOJ4jY2NdkG9uHbe+FtiG6zqdDqMGjVKcTFfOds1B+TEfbd06VKrtkL333+/3bbydkOeClDlEwmiLY9tz38RGFPv9fZaqn1HRNQzA33ykYiIiIh6jpXzRAFCr9dLLVFsW77IHT58WPU90fJlzJgxUgWyTqfD8uXLsWjRInz22WdOxyGC6A0bNqhWxsuJPu+jR4+26m8vwuqTJ09KwTwATJo0SXot701+8uRJ/PKXv5SCWY1Go9iXW6PRIDExUQqax44di8zMTGRmZiIuLk51QkGn00mhsyAPssWkxNixY6Xwc+HChVYtZkQ1/kcffQSNRiO1YRHHlLe0EZX6hYWFVgGpxWJBfX09gCtPQdj2SrdYLKiurkZsbCwMBoPVEwh5eXmqlfyVlZXYsGEDACAyMhLTp0+3er+4uNhq8kXeWkYtEJdX9otKdbk1a9Y4XMTY1p49ewAAX3zxhbRgrcFgkIJk26Bfp9OpLlZsS3yfZrPZKqjvC7atiORsq5q1Wi1OnTrlUssawLp1UkFBgVT9LyZvnC3I++2330qhrAiUYmJiPBYssXLafp0If8PviMizAnltDOrfOHFERETk/xjOEwUIvV6PuXPnOt2uvLzcbsFQQVTmnjhxwmpBTqC7H7WrQU1QUBBqa2tx5swZq9+LtjkpKSnSaxEwL1myRPE/DESF89SpUwF0L0yalJSEmJgYqzD2448/tgrx//znP8NoNNr1hbdYLNi/f78UiIvqd3F+28Bd3upHLUhLT0/HT3/6UwDdobZav/+Ojg4A3SH3P/7xD7trLEJ3ALj99tsBdIfeJpNJCmblPfNFe5nm5maUlpZKPfuF6upqpKSkIDc3F3V1dQC6A3IxPnFt0tPTYTab8fTTT0tPDDz11FOYM2cO9Ho9MjMzpYBXTDZMmDABd955J3bv3i29J8gDcaPRqBhAC/InFOT91+VBuZyY/CkqKpL69Yt1AEwmE4qKiqSJjdTUVGg0GhQUFCA1NRVGoxFVVVVWxxOLx8oX59VqtdJ56+rq3F5Ytq/Y9shX+w9pEayL1jyizZAzMTExmDJlinTPAVcCpfj4eLuWK2qtfv4/e2cfHFd13v/vOgGDo3ctRn4RyEZCskE2CJlx1jQ/ViQdVp2k3pXbDmzcDDWyM2ESo9BOAiGNM7juOIEIz4Q0YmHaDixuO9YudRotJbXWmWDFsYX8IsASUmTZll/AK61kGWECZn9/7DxHzzn33NVKli3JnM+Mx9Luveeee+65d7Xf5znfh/dPDRyNl6tVNCDxG4Dl/HixaHqPj8OV8Gy/nMGpq/WaGgwGw0zEBI4MBoPBYJj+GHHeYJhBcD90gnvGE0uXLtXuz/8w58KQyhe+8IWU/fj0008BWLP077jjDgDA7NmzUVZWZtlPl9F74MABAMC9994LAPjiF7+ILVu2YPfu3WhtbRUZ21yoWrZsmRC6uS2K1+u1ZB9HIhEEg0GxP39/xYoV6O7uFpnIXCgmARiAZFMTCoWE8D88PCydExffw+Ew+vr6pHHg4vq8efOk90pKSuD3+3Hw4EHxGq1MoABFKBSyCHZksXPmzBnxGtUK8Hg8qKiowJo1axCPxyWhnLz5nU4n6urqhLUR0dvbi3g8jmAwiPLycvE6L1JK5OTkCAHfTvQrKyvD0NAQAoEAurq6xBjS9XA6nWKlAUHXXs3Qf+SRR1BRUYGHH35YFAWmsQyFQmJMKisrEQ6H0dPTg0AgIM45NzdXmgfjyexPB7IMofNLV6hUPfJVQTfdIAL3/O/s7ER9fT3q6+uRn5+PJ598Mu1zsMus5v1LJBKiyO5EuNpFA1rNoF5Lmo/0Hh+HK5HVbhccmwyu9mtqMKSDKYxsMBgMBoPBYEgXI84bDDMIXsSUIP95/t6HH36o3Z9nt3JhiOwxiA8++ABAUtzkIrUKicDqcaPRKC5cuGDZPisrC4Bs73Lq1CkASeHe5/Nh69atiEajCAQCQvxXRZ5bb71V/MyPo3q9875T1jaHhHXKROaC7cKFC8XPTU1NwqaG27tkZWVh//79lvMkIpGIlO3PKS8vl4RSp9NpsdWhfvBsctUqg4R73TXPyMhAW1sbduzYIXnvA8m5EIvFhHBLbeoCKLSv2+0Wc4b3ITc3V2Rv29m4dHR0CAF3cHBQzDe6XtzCSEc4HEYoFAKQnOvPP/88SktLxfs0Z6PRKLKyslBeXi6K8KrnvnnzZmGZQ+fLgw6XKqp0dXUhHA7D4/HYFkkd7zHUorscNQBAnv+hUAg9PT0IBoMIBoPT2mYlHa5WsWuyzutqHR+DYSZCQTZzTxoMBoPBYDAYxsKI8wbDVQL3arcTjPkXxOHhYfGlkWcyc/70pz/Z+pcTduL97Nmzpd8LCwuRnZ0NABZ7nuLiYixfvhwFBQVob29HMBgEMGp5o36xJR97lSNHjkjZxbzvg4ODFg9wVYjmwj4FEoCkyK6zqUkkEpJYr0LBC53NUG9vr+grBQ54ZjvZ7fBsfGBUpKZMdRLu7QIytI8qUJ86dUrYotB419bWYvny5aJt2ofGyefzAQAaGhqEuA0k7Vi4ZQwAS8FVYDSQoPrGk6jI2ySoNgKAlGNN9klAUrz/3ve+J61woL653W50dHTg5MmT0nu8MO+lZi7THHO5XLbZw/wYulUD6rZ0jdQCwoA+O1vHWBZEk8XlsjW5Wn3SJ+u8xtMO3afp1jkwGAwTQ1eLxWAwGAwGg8Fg4Bhx3mCYIXCBTsfChQuFCMxFXk5/f7/IsD969CgCgQC2bt1qW9hVzYznkPhOAnhubi5uuOEG8f71118vbR8KhdDU1ARgtOgnMXfuXADA66+/DmBUkNZl3wOyPQw/ztmzZ7U+9JycnBxRIJZWHejGa8GCBdLv4XBY+LoTXGSmsecZ94QuI/zQoUMiuxoAAoEAXn31VfG+bpUEQSI194J/6623AIwGSyorK7XCG9kgqfUCSOAtLS0VWfCqOJ+bmysEQCpK7HK5EA6HJVsTuwxt6jf9zwubctsZDtUi4P3UCcx2ARtOc3OzaI9snQhdm9wjfzzQuJ0+fXrM/SlAQ3Okt7fXsg9f2cL7ORERPF2bnfF6ksfjcdTX12PLli146aWXxGqUyWC6F1fVMd1910tKSlBbW4uSkpKp7orBcNUz0c8Sg8FgMBgMBsNnAyPOGwwzBNV6RuWdd96xvKYTZ0mIpqKh0WjUItSmw0cffSR+LioqQjwetwjynGg0KvpP2d5ES0sLenp60N3dLb3e2dmpbYtnid90003iZxJ3ue0NkBSQeUZ3XV0d6urqxPYkNFNxVL/fb2kDkO1RsrKypPO4++674fV6LZnugN4qhgIMixYtEkEL3p668kAlEolIXvB0XW+77TbRH2qX+ltQUIA777wTQHIM+SoDLh7QWC1YsAC1tbUiK56LozQWf/rTn6R+hUIhywoFTiqbJAp2ULa8Lps8Ho8jHo9bimrqrhc/d4/Hg3A4jGPHjgEYtXWimgW6e4VWW6QSVHRWIjQ277///pi2BmoR23Pnzkn7qF7zzc3NYwo8qfzp082yTxcSoQEgGAwiFApJNR4mAwreXIms/8kile/6WEV0r4Swb3zhDYbLh/oMTuezxDB5GIsvg8FgMBgMMw0jzhsMVwn79++XxF23251SzOKWL3v27LmkY5MwvHv3bvEaZcOniy7woArdlNHNs9rnz58vMsjtsqerq6slmxUg+eWN7H9IPKfiqHV1dVi0aJGwliG4yE6CPmEX4PB6vbYiHJAMQOjOnQc6KCtfzaZX7WHUfvB2MzIycObMGeHDfuHCBakQKonqsVhMjNWbb76JmpoaYUc0NDSEF198EcCojQzNuZycHMmT3+FwSJY0dA4079xut6XQK+27YsUKAMlaAHZivlpUs7KyUgRWVMExIyNDzB2+GiMWi4kxVOdHuuisRGie0HwkAd5OcB8cHBTHp33JCoG85oloNIrW1lY0NDSgq6tLK/hwf/rFixfD7/dLqyzSgfoz1riQyJvu+JFo0tnZOaZ4MhMz5jl2ApFdEV1eF8MI5wbDzIWewfwz0HDluFot0AwGg8FgMFy9XHFxXucpfKmkyiY2GD6r8Mx2slqh4qsqY/nKpyu0c3ucJUuWaL+YkkiqovO8VyGver5KYNeuXVi1apW03dtvvy39fu7cOZEVH4lEhOhJYvDw8LAojEpf5hKJhMjkp/PQZcATH374oSSiAklhfsOGDVq7FhL3z5w5o22PC/oFBQUAgE8++QTA6PVsbW2Vxnj27NnCiogsewCgrKxMtEeiP/3ucrlQXFys9XMnUZmEV+6xr37pzc3NRU1Njfg9kUjg4YcfRnl5OXw+n22xV50PelZW1rgzh3lgxel0wuFwiOBKS0uLyGbPy8sTx2hoaLBcM2qrtrZ2wn7clI1P1w0ATpw4gUAggK6uLiHckP1SJBIRArRaG0DHyZMnU2aSU1tVVVUoLS3F2rVrkZeXpw1ccOzE5EvJQlT3JdGkp6dnTPGEgg9kJ9XS0gKfzyfu4emEbozSFYhovg0NDYk5MhGmu5WO4dIw2cDTHyqyzi0Iy8vLUwboDQaDwWAwGAyGKy7OP/roo+jo6JiUtj766CM888wz+OUvfzkp7RkM0xmHw6H1M7eDi91+vx9lZWW23vJjMRHbm9zcXFFAlLN8+fJxt0VZ1yRk8xUC0WhUBB3oC7B6nsPDw3A6nfB4PFrLjaNHj4rCqN/85jclOx2v14uHH37YVqxVs+s5d911l1QslXPdddcBGBXcVY4ePSp+JnGfVhLwMfT5fPD5fJg3b54IyKh2MB0dHWKMSJx/8803RVuqnZDT6RSifzpWIm632yIIDg8PY/fu3fjpT3+K9evXo729XbxXVFQkBQOam5ulcSwqKrrkzGEeXIlEIkL0pjYzMjKEME/e94SaDZ6OX3BjY6N4X82CB0bnLq9bQFY8LS0tYpztxPnx3PvUFv1P9Sp40VwdapFaEnrHk4WoBuRIYN+2bRtisVjaQYhYLIZQKCRtG4lEcOedd066bc54SSXE8xUS6ULzje7zwcHBCQmxxqrm6sZkA09/urq6EAwGRdJQNBpFe3u7NkBvMBgMBoPBYDAQV1yc7+/vx+OPP46dO3deUjsnT57EY489ht/+9reT1DODYXqTSCQsNi+pioZyMjMzsWjRosvQqyRqZr3X68Xg4CCef/55S6Z8R0eHRcD7whe+YNt2ZWWlEDm5yM3FSvriu2vXLvEaLySaKuNdpbe3Fz09PeL3qqoqNDU1YWRkBHl5eZZis+ThrlsVRP7hqgUOAGEV8/HHH4vX6Hq6XC4pAKGuBFBXGbjdbmn1g66QLgVYSJwnkVQVel588UW89NJLwlqmublZaytClkDAaDFTtWAxCUlUL4HOTy3AG41GLQECggoNu91uuFwuzJkzB7NmjX50bd68WQRTUgmaNAfIR58HWuyKl5I3OGU083Y7Ozuxfv16cS5k0cOF7cWLFws7mf7+fgBJoZnGk89nOlZWVpZ2HHS1DMaC/OnpeGSVkw6phF7dONM5UyCL9qMAAWW7jxWE4MegAE5mZqa2/sDlYixhPJVIOhFvaToeHxMjxBpSYbLopyd2wex0C3EbDAaDwWAwGD6bTInn/MWLF/Hiiy9i69atUmHHdHnjjTfw3e9+V8pANBg+i5DAOxbnzp0bl/3TeL9Aqpn1Fy5cwPHjx9He3i6yvElMj0ajkrALAB988IFt2zzL+vXXXxevP/jgg5ZtuYBJhVGJVEUyeZa6yuDgoMiqTyQSuP/++wFAeJzfcMMNtvsSOm94EvO5/RAFOUpKSqRtVTGbF9/dunUrfvGLX0jvRyIRHDx4EABwzTXXABhdbcCtVqgtTjQaRTAYxGuvvSZ+D4VCKC8vl6xy+DV3OBy2BYvj8bgY997eXikw4/F4JC90nQ1STk4Ozp49i3Xr1sHj8WBkZAT/93//JzztOzo60NPTI8QqVdCkgEBhYSFqa2tRWVmZtkc6eYPzoA/R09ODtrY2nDt3TgjHZAPU2NiImpoalJaWorq6GsBogOXs2bMiI5zXFaBjZWRkiLGJRCJwOBwWYfrQoUNibHSCDwUeotEoYrHYuD8r1ZUCNP/a29ttve5JzC8tLcWGDRsAwCI4jwX3o+eBnszMTMky6XIz2cK4Op6q/QwdbzxjNV0xovGVwQRvpj/882yyC3EbUmMsvgwGg8FgMMw0pkScdzgcSCQSaGlpwWOPPYbjx4+ntd/FixcRCATw05/+VBL1J+oLbDDMdEikGwsuqqYDz0wmli1bJuxlOLr7j9uIjIyMoKCgQMqgp/5wEdqu8CfPGufZ4a+99lraGfHnz5+3+Itz6xaepQ4kxXSHw6G1siE/8dWrV2POnDmYP38+gNHMaLUdXfsAMDAwAEC2taEVAOkILvQM7Ovr09oVkfc8ZeaTwKoGRmbPng3AKozT/sDo0ny6pnxVApA6SLR9+3atrzuQLNRL9j4AcN9990l1ATiNjY3i+NFoFIlEQmTsDw8P2/rH03lv374de/futVwn1dJGBwWHuHUNoQrHauY0BQGoHwcPHhTtqYESYHTOXLhwQQSEqH2PxwO3242WlhZ4PB6UlJQIwYe8juvr61OeSzqo53Dy5EkAwB//+MeUXvccEg/Vmgp0P3V0dEge+Dy40tPTIwV6cnJypNUIOtFlOorC1GcA0ng6nU7U1NRY5hM9z2by3zRGNDYYkp+nOlu/6ficuhoxFl8Gg8FgMBhmGldcnH/44Ycxa9YssZy/r68Pf//3f4/du3en3K+/vx/f//738T//8z9IJBJC4F+6dCmeffbZK9Bzg2HmcuzYsZTvq2K8zmN+ZGQE1157reX1sYS6ffv24cyZM1rxmmfMk+iterjb+eQfPnxYiLULFiywBA5Uqx3VX9zpdEpFSimzPzc3V4i/lAFM8Mx71bJG10+dKE+QKP/5z39evEZCtc6WZrKIRqOWrPGKigrcd999Y+5LwQN1VUKqLHTVgoeEaY/Hg6amJklQz87Otq0LEA6HbTOLh4eHLcK80+mUMs5bWlrQ3t4uLItIOE1l3aKutLCzhXE4HCgrK9P2TV2ZwO17CgsL4fP5pIKB0WgUbrdbW6DX7/cLu6Hy8nKp3+QrTxnn/NzTDWLZFcKl/efMmZNWOxxaCUDQXIlGo/B4PJI4rwuuuN1ulJSUWDLzdeI8t1G6HAIYtauzedKNnVq7wK6/BK3uUFfOGKaWyz2fxmM1ZbKBpzd0//t8PpSUlMDv91uCkCZ4ZTAYDAaDwWBQueLi/Ne+9jX88z//M/Ly8oTIfuHCBdTX1+OXv/yltjjigQMHsHHjRrz77ruSMO/1evFP//RPadkTGAwzncHBQVs/6rHQ+aFzli5dOmYb3d3dFqE1FZShTaI1t28hTp06JTK3ddYb6RTBdLvdqKysFKIlvbZ06VIhmNplbufm5grxsLS0FABwyy23ABjNkubBh3A4jKGhIZENC8je2fn5+QDkAIPquU9QAIQHRij4oRuryYD88rm4ePbsWVvrFjtUkZbb7lCQ5I033pCy8blXv9vtRnV1tciOpu34s5ysQHRCKACp6N544IVhddnLJJh1dXVp5w31i1/3RCIhCp2rFkapgldUNFktGMiDRtTX2tpaOBwO0b4aqODj1NzcLNqIx+NiH7VwryoO2onJJM6nqg1hJzTSihgeFNP5x9tdZ5/PN24x8nIJYNQuAItISmNXUlIyYQGVW1/wa24ybaeW8c6ndEX38QaUTDbw9IcE+b179wIA6urqUFdXZ7lmulVYBoPBYDAYDIbPLlNia1NWVoZnn30Wy5Ytk8T2SCSC73//+9IfrNu3b8ePf/xjqaDi9ddfjyeeeAIPPfQQPve5z03FKRgMV5x4PK4tLJoOJIDbYVcs1k5YTofW1lZJXLez1iEhmixreGbx2bNnxzxOVVUVnE4nFixYIL3GBVNuh8Ozn3NyckS/SJCkbHfyD6eMZrJyIZsRCj7wYpUkMt9xxx3iePfcc4/kq06QGMnH5dSpU2Oeb05OjhA8x7quKrz4rEo0GoXLs+k2CwAAIABJREFU5dL2FUiKqyTSZmRkSJni586dE2IiicItLS3SNrfeeqvtsSmwsnnzZiH0nzhxAoFAAENDQ2J8Z82aJVYXRCIRtLS0oLi4WLr2JEDbZWJzUZu801tbW4UwRoIZieoej0e6D6hfDocD5eXlOHDggOizy+USGe90fe0sSrxeLxwOh8jOz8nJsRWtycN+YGDAdjWGGkQCIIJI0WgU+fn5lsK34xUdaaULWT7xbNBt27YhEAigq6tLuy8dm4IiqfrPr9FUBN/HylBO5R/Ngz6dnZ2WAJMu+153PBJiE4nEtMu0NdYcqZlIcGi8+5gs+unLyMiIdvUXX401nuLchkvHPLMMBoPBYDBMd6ZEnAeS9gVPPfUU/uqv/grAqA/9u+++i0cffRS/+93v8KMf/Qj/8R//gU8//VS8v2jRIjz77LNYuXLlVHXdYJgS1ExZO4/2dFCtY3Qir9vtxgMPPDDutoDRLGmeAayztVEh/3YAyMrKss0g5xY2lFm6aNEiIaIODw8LsU/1R7fj3Xfftby2fft2ERAhK5fm5mZ0dXUJEXb//v246667AECqhUHj4nA4Uhac5SLdkSNH4PV6Rfa+jq997Wt4+umnUVRUlHaG/Zw5c+ByuSTrHSqUyi1Pli9fjo0bN1qylb1eL9asWYP29nbxGgU+1DYomAEAr776qviZ1w6IRqOSGEu+5B0dHcLfnOb7rl27sGbNGvj9fhw4cAAXLlyQ5r7P58OePXuk33nfU11/6sPJkyctwhhl5VdXV4uixnze7du3D+vXr0coFBJ9pu04JC7T3CQvYofDgZdfflkI6U1NTcLOqKWlBT6fD36/H8CoXzkfs0OHDqUUGkhApuP39/en7WWuCn+LFy9GRUWFGPfs7GxJnObFgKmPqs1LPB4Xnvgk7ttlhWdlZVnsIK4kE81QJgGotbUVgUAAhw4dsmTaq8Gf8R5vOlispBKSjWh8ZTBZ9NMTu6DwWO8ZLi/GTshgMBgMBsN0Z8rEeSAp4qxduxZPPvmktFz+3LlzePrpp3Hw4EGx1D+RSOArX/kKnn76aW0RPYPhakcV53UCbl5ennZfVcRVveN1liZ33303nn/+eSHi2sGzxIlVq1YBkAX5Tz/9NGU7gOx1r/O3JzIzM4V4mZ2djUAggIGBAZGFzotQkqg+VjDj8OHDlqKoLS0toq2DBw8CSArL3IInGo1qVzTQCoCenh50dHRogxg6qqqqbLOPgdEiomQBlk67IyMjUnY5oJ8/wGihXP4ltqqqCjt27EAkEoHb7cbOnTsByMI3ZaHzVQr0sxoYUPnwww/FKgsSbkdGRgAkx3fHjh1YsmSJsFXixxgeHpbsbdRMa8rKp3FSx8EOOtaRI0dEtuPSpUtFIEINMAByDYXm5mZpDGlFwrp16+Dz+RAKhaR+RyIRMb6RSAQ+nw9r164VljS8IC71LxaLobOzE+vXrxdzf6KrXUic7ezsFJn6ANDQ0ID8/Hxs2bJFCmCla8FBNi8AhCc+1XPgWeE8cJCdnY05c+Zg7dq1aR2LjnclRWGdmE0CkBpg0mXa5+TkTKi/l9uy51LbNaLx1GAyg6ceXZ0S3XVR/84w185gMBgMBoPBMKXiPLFixQrU19cLsYiy5EmYnz17NjZu3Ihvf/vbuOaaa6ayqwbDtCA/P18rrg4MDGi352I1ALzzzjuSiBePx5GdnQ0gmR3s9/uRSCTQ3t4uFSwlFi5cKPanwJouMNDZ2Sl+JrGVuOaaayxFW3nNiVRfVKlgK4l3QNJu5PDhw5ZtKZudAgY66Fx0WdZkX8Ptdkh0oy/ZJNjefPPNAORitHRN0hVNBwcHU3r7Z2Vl4YUXXkBfXx8AaOt06OBzo7KyUojYubm5IiN8//79lgzt4uJiDA0NiYy/w4cPi2MvXrwYgLxSQQdfmUEieU5OjjhuIpEQbZJwy4XucDgsBE8Vuj5AUgAPhUKor68XKxKopsCf//mfA4A22ERt9Pb2YvPmzdJ758+fF0GjkZERi6c8kMxiVyFbJBLaU11TXW2FxsZGyfeeZ1zyudTT04O2tjYRILrnnnsA2Hu4cyGItonH40Kcfe6554Q9jeqJTX0IhUKXJOTq/JZ5UGVwcFA6LvUnlYDFReHLJdTzdqlf27ZtQ319/bjHggv2ExXnprOoN537Nl6uxHy61GOYzOCpR5cZr7suak0Rc+0MBoPBYDAYDNNCnAeSX1R5RiNZIzgcDtx22234sz/7s6nqmsEwLeD3x6ZNm6Qs87HgwjIxe/ZsSRCjorFVVVWYM2eOyMTl+5Jw0NfXhwceeAB+v19keXMRmgrX8n1VsfDjjz8e1zmokGcricI8qzgjI0OIodRnslXhRTEdDgcqKipE9r/OF59nfJOYnJmZidraWvh8PmnbJUuWoLa2Vmvz8s4771jaVrP5PR6PZAuj4na7kZ2dLSx1ALkYayrIqx1IXmM65zvuuEOIBa2trRaBoLu7W1pZwVdDUPBlz549lpUdZG1UWVkp9XesAOvZs2fR0NCQUuzncA/28vJyhEIhBINBAEkrEbJKmj9/vkX8omxtauPkyZPo6OjA9ddfrz3W22+/LZ0LZfDTXFNXdQ0ODiIYDOLOO+8UWfK6AAAFJgCI9sPhMLZv3y5tR0EEXV2AQ4cOwe/3i3uvqakJsVgMDodD8v7nYndTU5OlHToXvjqksbFRun+pj8FgUNjUUJ9UqxqdjUs4HMa2bdvEdQJgWyiW4IL9WFyu7G1du5FIROsvnaoNdR6mCkCkEm2ns6g3nftmh11AYbzzKV2hXQ0o2R3jagp0fFZwu93YunWr9vN5oqtmDAaDwWAwGAxXL9NCnD916hQee+wx/O53vxPCFBWKBYADBw7gscceS6tYosFwtUIZv2VlZRgaGhJin9vtFkLoWPCM7mg0aptdGwgEtMI5FwdCoRD+8Ic/WDKCq6urJXF6vOiy1+18w+36TwWmvV6vENRJZCdBvb6+Hi+//DLa2tpEdjWJq3bHu/vuuwEks9e5ZQeJvE1NTejv75fsSshHvLW1FStWrJCynm+88Uap/QsXLqQs+rtkyRJt5nY68FUMWVlZqKysRG1tLSorK7F8+XJJwCWhneYVibHqPKPgy549eyyrM3R2R0DyOlCGO4ni3I/+woULCAQCaRU/TjXvn3vuOdx7771iRQj5pAMQ3ud5eXli9YPb7RafObx2AF/xQXOIxPvjx4+L9zwej/Dk57UPOF6vF6dOnZL8+lOdg3pvRaNReL1eyQKGjtHS0gKPxyOeE5FIBLFYTBRG9nq9khg0ODgo5mlTU5PlXmpubhavhcNhIdbzlQckTCcSCWzcuBG1tbXCZmosMZFsfAin04k1a9agoqIiZYBqPKQSNWOxmJgH4y3cqRZ0VVmwYAEqKipw2223SZn2DQ0NAGDJmKe2dAEIO9FWDZhcSQHXTnye6SJyOgGFdM5xsoNDMzHQ8VnG4/FgeHgY7e3tkhUY3TclJSXTLhAz0+/dsTC1MAwGg8FgMEx3plyc37NnD7773e/i+PHjwspm1qxZ+H//7/9JQv2xY8fw3e9+Vyr8ZzB8lqDM0o6ODmH5BCQzosnKgiBxULXLKC8vT3kMj8eDwsJCy+vFxcVCwCai0ag2Iz87O1ubkZsuZJXCsev34OCgECq5oEfBAfLNVqGsXRIHaXv63y67mzLrd+3ahVgsJvlqe71eRCIRhEIhyV6HC6nqF1/1ONFoFD//+c/F76oFSzQanXBBOX6tdu3aJWXA5+fnawMSqsD+8ccfj3kcCnDceuutKCsrEwI8D0q4XC4pA52vTqAMf25rA4xeGy5m33rrrdptgGRx2Z6eHpGx/cwzz6CzsxOxWEzyPqdVA1VVVdqVE6r1EjAq3vP70OVySWKzjqqqKrzxxhsARu19uN0SrWQZq4hxXl6eEBrUAIAdNTU1tsJEJBKxrFRobW2VsufpOHYrNeheoHOglS0EFblV7Z140CCRSKCtrQ3Z2dnw+/2IRCIWETwej09K4VI+D1Tf+FSCfkNDgyjyqmb600qcRYsW4fnnn8fKlSslIV7ti25VwVjQ50A4HJb2o7YmKrCNR7yyE58/CyLyZ+EcDZeGy+USn3vcdq2/vx9vvvmm9NkLjN57tOpoKubX1T6vTS0Mg8FgMBgM050pE+cvXryIF154AT/5yU+kzMS8vDxs2bIFjz32GJ566ilJeBsZGcFPfvITvPjii7h48eJUdd1gmBKcTqdWbI5EIhZRkURVbpcBwJLZq+JyuYS4xjO+SktLtcKlDtUznWxFOJ/73Ods9+fHJVShlsPFQCCZAc0DDFzA8nq96OvrG1NEJXGdhFmyCqEARTQaFX7YlA2r+sgSN910k/j56NGj0ticP38excXFkr0Nfx5SMVuCi9iqcE8rBFS40Eve79FoFC+88IL4Ms69zQGI8bv11ltFZvmyZctSFnUtKChAbW2t2LeoqAhPPvkkgGTQp6CgQGvHwoMXADBnzhwAwB//+EfxWnFxMdrb2+H3+3H//fdbtk0FF5V7enqk9xobG4U1TSQSkUQTGrf58+ejvLxcjAMfZ94erWgoKioS11hdQTI4OCjmVmlpKWprayW7KhKiqYitjnA4LHz5nU6nZf9IJKIdZxV1BUZOTk5KW5nMzEzpff4MaWxsRGdnpyWj/MUXX8SmTZsAQHjvq33TBQ1yc3Ph8XgkeyKaJ2p2eToZn+kK+lx811nMcE/p3Nxcy/OYggs8aDNZ8GeNXdARsAZFdG3o3teJV1d7Nu3VhMkMnnroGvDPNL5S7LnnnkNbW5vlc4juvUQiMeHgu8FgMBgMBoNhZjMl4nx/fz8ef/xx/OpXvxL2NYlEAuXl5Xj22WeFKEK/L126VNpu586dePzxx22LXxoMnzXUYqvHjh0TP3Mx8f3334fL5cIDDzygbScnJ0eIazz7+6OPPpK20wnBduKwLhNfDa7xL7PkYc8z9ckPX8XhcCASicDlcgmRdcWKFUJ43Lx5swgquN1uzJkzR2zHaWlpgd/vR25urmTvQkEEsljh4vSmTZvQ2toqhEK77NdUQY0jR45g06ZN+Na3vqV93+68KysrLdnVnZ2dFg/7yspK3H777eJ3fh0pc72xsVFkSGdmZiIYDIrjZmdni6BDOlnzgJzVTZAX/KJFiwDIdi9q8IQy78kOCEhm/ZPozOcTt58BkvPI7/dLwrE6/lw8DofDIpO9paVFEvtJIKfCyPQ7DxTRfHC73WI8eWY5n1cVFRVSX66//nps2LBBW6BW9a5PVUyY708e97rtSaB2OBzwer2IRqPSdlSglIvnPLiQlZUlronH45FW64TDYfT09Fgyyml1DX828Hu9srJyTDGR+qVaSBHpZHym61fPxfd09nE6nfD7/fD7/ZckitK8TVU0WHee4/WuHm927ESzaRsbG+FwOGa8WDxdghPpCO8mM3jqUVcPERcuXEAoFBL3d3NzswhmTvXcMhgMBoPBYDBMD664OH/o0CE8+uij6OzslHzla2pqpEx5Ijc3F1u2bBFf9kmg7+jowMaNG3Ho0KErfQqGacYTTzyBb33rW2P+u5rIyckRmbyA1XqDW7yoWbjLly9HSUkJ/H6/1AaQFIO3bdsmvVZUVISTJ09Kry1dutTSp7vvvlvrF829znW4XC4MDg7i85//vPT62rVrxc+0AoD8w4lEIoFgMIjly5eL186cOYNwOIxly5aho6ND8i4PBoP41a9+ZTl+JBLBypUrxbOFUIV8bsXS3d2Nf/u3fwOQFGTtsvHVwIkKDyCo2Hlv33jjjYhEIpLoOTw8bLExWr169ZhZvOFwWIjlw8PDiEQi4nqHQiHRh1RZ80BSBA8EAjh69KjlPQqWjLX6ws5ahsOFDxpbt9sNv9+PkpIS1NXViZUjp0+fls5fZwHDg1C8EOy8efPg9/stfVfHwev1WgoDE5FIBH/4wx/Q2NiItrY2aTWAw+HAli1bsHnzZst9yCkuLhbnowbAYrEYGhsbASQFcxJ/yF7F4XAIATkUCiEQCGBgYEBkXqtZ7E6nExs3bhSCM/88pjoOQDLYQkENfu/ZQfMpGAxKllf33XefJCamEiHthK/xko5nPKCfK7o+1dXVoa6uLm1RtLGxUSvIjYyMiDoZY7XF+z4dBVl1dcdMQZ1/uuDEVGSoc+H9cgYMpksw4mqD/91Av1Mw04z1lcfMc4PBYDAYDNORKy7O/+M//qMkls2ZMwc/+MEP8I1vfAOzZum7M2vWLDz00EN4/PHHMWfOHDgcDjgcDgwNDeFHP/oR/vM///NKdd9gmFJ4QTEuCKoZ06oIyLPBz549i5deegnAaHFUEgf/67/+y+IjP3/+fIsgOTIyAp/PJ3yzAb2lQ2ZmpsiMtsusJ3Hvk08+sT1vykbmmeS8MCbPZibBlv7nmcKALGy5XC6RATw4ODgu72dg1Mf93XffFcKomtGuE9i/8IUviJ87Ojqwc+dObftkp6NCGd5q4EXd/uWXX06ruKadv3s0GrWI+5WVlRZ7Ej6/Tp48KWxBQqEQiouLhf/uwYMHxfF0ImtTU5O06gOQx5NsW+g1Ord169ZpBdJ9+/ZJ5z88PJy2uLtw4UJ4PB4xb/bt2ye9TwGxmpoabZs037u7u7Vz7/rrr0coFEJHRwduuukmKfCUlZUlAtLd3d1i3GgVQzAYRH19vbAj8nq9qK6uFuL5rl270NbWhoGBATQ2NmLlypWiD3yOU8Y2z/zmgjOdl1qEFhgtVltSUiK9vn37doTDYSkrn1sH0UoXGmMgGcBbv349+vv7xxR06VnQ3t4+psiu2kzQ6gHK8E+V9a6K87FYTFjzTCRTnnvFkyhE/QNGbbmqqqpsBfx02p8qaHzSsVSarqSTfT6ZGeoTEQkvpzf41e47fqW41HsxnQDdZPNZskUy89xgMBgMBsN05IqL8yT0JBIJLFq0CPX19bj77rvT2nflypWor69HUVGRyLr/9NNP8corr1zOLhumOVu2bMEvfvGLMf9dDZAwAEBkoBYXF2PWrFmSUM7F9A8++EDKBo/H46IQIgl1Pp8PXq9XyiIGkqK9zmphzpw5eOKJJ/DjH/9YHJdE0DNnzghLmhtvvFHsU1VVpc0Q1vnJV1ZWSl7aKl6vV8qi5dnpJFyTcJ4qE7u6uloq2MaPT6iBDx3cq/yrX/2q9B7PxibUcz5y5Ig2eKHbF4DITnc4HCguLsa1114LQPbrr6ysREdHh20bgFxclcPHRPUir6qqwhNPPIGvf/3rwotdLVJM5xQKhaRgD82v5uZmxONxSyAjEolIdjbAaODI4/GgqakJwWBQ2NnQ/729vVi/fj327t2LhoYGMf9aW1ulfqWaUwAkX/yhoSGRlU5tcSj7PB6PS9sRar0AYLTYLSDbNn3wwQdS4KmoqAgbNmwQ4073YGFhoSg8zO9fNUDAhfhUBUdzc3NRXV2NI0eOSHOYREOyJlEz1rndzdtvvy21SX1VM+p1tQ+ozZ6eHosXM4lFg4ODWL9+vViBQ8H906dPS+emE7R5wWZVBG9ubsbatWtts97VegFUQNbn84l9YrEY6uvrUV9fLwpEp8r8V73idasB7Dz1uU0Mbc/3o7Z0x093tcClQOOTyoJpso5ztWS9GpHw6sTpdIpAqno/pFolRc+PqVhxYmyRDAaDwWAwGKaWKfGcTyQS+PKXv4yf/vSnFm/dsSgoKMDTTz+NL3/5y5el6JrBMBOgLEUgKUJ/+umnlox3vi0wmumbl5cn3nvxxRfh8/lQUlJiEY7Kyspw3333adssKChALBbDjh07LCL4e++9J37mfdq/f7+20CVlBQOjYnFVVZVtwdOysjKsWbNG+hJJ5+Z2u7XPFLsia01NTULIPH36tLAwqaqqEsIot9exg3u5FxYWwu/3p5VBSiIlAPzpT3+yvG9X8JSE4tdffx3d3d1i3xMnTsDtdqO8vFyIwzS+lKXMxQKySykoKJBe58vw1cKXhYWFiMViePnll9He3i5E1z179kj/qxnwHAoekR++KoQCyXnq8/mwatUq1NbWSpnhlD193XXXwefz4Ze//CXa2trw9ttvIxAISFnPs2bNEpn9On93ACLAVFhYKMbh1VdfTVmcz+FwwO/3o6mpCeFwWGS+07xUAzDFxcXS9Tx+/Lht29SOek+q1yId6xXAWvyVbG8GBwfxwgsvoK2tDYcOHRKiJ4mGiUQC9957L5544gnJS58flwoeLl68WAriOBwOlJeXi/uWByt4vQM7YZLEong8LoT7WCwmAke0+oSCR6kKoepEcHV7NfO7sLBwzExSEqSDwaAQ59MRuDZv3jym3Rc/RiAQwI4dOyzFc9Xxozmjvk5tABhXdux0zKY1grZhJkBBQx6knDt3rvibSn0mA0YgNxgMBoPBYPgsc8XF+WuuuQbf/va38Z3vfEdke06kje985zuX1IbBMBNJJwOSZ6jyLK1bb70VAHDDDTeI13p7e1FcXIzGxkapzSVLlmizoYk33ngD27Zt04qXaiYtkPxSGo1GtVnsPFufsokLCwvhdDq12eS8XyQezZ8/H0ByBYBagDZVAJCvCjh//rwQDQsLC0UWqq6grQoPQjQ3N6O6uhp5eXnw+/1ShrQKF/XVVQtj9V09LrFixQq0t7cL8erw4cNYtmyZ8O3nhTyp/fb2dtx5551SO3zu8GX6ubm5UnDo/fffl/pP//Nz83g82ix9uo46kZky9EtLS1FTU6MVM26++Wbceeed4tx0fPrpp3jyyScBJMXMwcFByYYHkAMWdBw1U57Og+bkBx98gDfffFOMw9DQEObNmyfG/cMPP5RWXXR3d0urGFJZKOlEa7fbbRFtyJ5KvX8B2YqGB1uobktbWxvi8bh477XXXhN2REQ8Hsdzzz2HtrY2nDp1SgjX5DdPlJeXY/fu3SJblLZpb28X9SnU4r1FRUUpBXWV4eFhNDQ0WPyb1YDFRKDnKs/8pkK0AFBfX49gMAhg1BpnIuKw0+kUK034KgFCZx9E6MZK91oq8ZrOaTzi/HjFQipS63A4ZmyGu261wmS2O53GhPdpOgZjZhJkz7V3717xt8WCBQvEZ8b777+P4eFhlJWVIRqNTol9jcFgMBgMBoNhenLFxfmf/OQn+MpXvjIpbVH2fTq2EwbD1QAJL6qwR+Kmx+PBNddcI16/7777hCBIWdqqWHzmzBkEAgHJCoeEWZ0gCiRFbbUAKrVL7VCQIDs7G/fee6/YTufFWlRUJFno5Obmwul0SoVnW1tbLZnPJB6RyBsKhZCXlycdg4REvq9O9Ceh2uv1oqSkRLLE0G3Ps6B7e3tRVFQkBMeenh4Eg0F4PB7b55OdCMcz3JcvXw6fz4eysjJbz34VmgvcHobX+XjjjTeEyEoZ65FIBJ9++qnUjs/nE0KNLotbBxcaeGDH7/dj1apVlu3fffddy7L/s2fPAkhm3v/whz/EQw89hNbWVm0gaP78+Vphf8GCBWI1xZ49e4QgHw6H8corr6Cjo0OygSooKBC2J6r4y7fz+/34xje+ASB5L3K7KEAuIHzhwgVLQeF58+aJwABl2s+dO1f01eVywePxCNGVxFwgGaxQhZzTp0+jsrIS4XAYTU1NUkDlrrvukoo7U3BELapMUFAlFAoJoX9wcFDck4lEAn6/H0Dy/ne73WKuDg8PW54h1F5GRgYqKipE36kfPBM/HYaHh6U5QCsTgsHguO1aVGuJWCwm2iZxmRffDAaDolgrAK34TX1IJcByuwv1dZ19kB1T7S/PUQPGFABIJBIzNsOdrxy51ExmPh8mI+t/sgV03ieTuT1xYrGYCGQ+++yz4u+joqIirF69Wmx37tw58bmhroQxXBlMEMpgMBgMBsN05IqL87fccsuktrdo0SL87Gc/m9Q2DYaZxpkzZwAkM1h5BnYikRAicm5urjYTnPzaSRR1uVxCZItGo/B4PJKAaueZqmbFk43F0NCQEH7t/N97e3uF5Y3H40EkEkEsFpO85Gk7HTxDmIqgUj9JXOzt7ZWEThUSqtWCjHaCmuopvm7dOm3/7ER4LrbzwMHFixcBJIXn3bt3i0zbdFcJkWjJs7R5v1paWlBeXg4geT3ULHIOt8iw+0JLwjIASXQif3WXywWn06m1rjl8+LAkfs+dOxeHDx/GwoULsX//fkQiEbS3t0te+nwu7tmzR8x9YPQaFhUV4f777xfHiMfjQhCh+VBaWgogGQy56aabbMfg5ptvBpAUlTdt2oRnnnkGgFycWMc777xjeW3fvn145JFHAIxenzVr1mDVqlWoqKjAgw8+KMatsbER/f394nfKRHY4HJJlEt03vFCux+PBuXPnpJUVPDii88gnotFoWoWRyQ4LGK1RQIEwvnonIyMDW7ZsESss6LrwvuTm5qKiogKLFy+W3ovFYiJAyPtcVlYmgl4kgqUjttAcfvjhh22359nlXLQfi8HBQSHEBgKBMTOkm5ubpWcMHXMs4SgWi6GxsVF6JukCArrVF+PN+k8n07urqwuBQABDQ0NXRPCaacJaKkF+IudiBPTpSSwWE58t/Lkbj8dRWVkp/vZQa9xMx9UUVzvmHjIYDAaDwTAdmRLP+cnGzpfZYLhaycnJkQQ6nRAIJIVIErHuuOMObWYm3T8khBcXF0vZw36/H9/61rcAJLPKfT7fmP1zOp1SII4sLU6ePIlwOKwtGkgi3IULF4SHsw7dUnB+TpFIBKFQSLJVoS/GPp8Pfr/fYsvB4QUZ6YuzDsr250U+eR+A5Bdz6ptq60Ji8Zw5c5CVlSVep2zrDz/8EIFAACdOnAAAbWFeFbfbLVYw8NoCdgwPD1uyv4mmpiYhvNEYkFjPxX4725733nsP5eXlePDBB9HY2CjOUQ0y8AAMCbiqTQ3f5oEHHhBzPxKJiEKmy5YtQ3d3N/x+P5xOp/AkB/QrQPLz8wEA3/ve95CTkyNHugKtAAAgAElEQVStSOEBByp0PHfuXHR3d4tzT1VoGIAlax7QC9+JRAKlpaV4/vnnkZOTI8RgWoFBc+ncuXMim5cy2IHRoBq1BUB6n6D7KRQKWQRnfr7AaPY4DyypwZVQKCSeE2QBRIHBjz/+WGw3PDws2SBRUVsiHA4jkUjg+eefR2lpqSXTOBqNIiMjQ8wNAHjyySdF1j5gFdRTZa5v2LABpaWl0vZ2wQo12BYOh8X9GAwGpSCgw+GQxPyxLHui0WjKPlLfQqGQFMDSrZ7SCcDhcNhiVwLos/7tSCfTm/oxGVnm6XA5hbXJKJw7HrHViIRXP01NTVKxbdUuzdRQMBgMBoPBYDAAV4k4bzB81sjNzZUEOPrCpwpokUgEmZmZ8Pv9OHLkiOULoMfjEVleZIOiZqtzP+uamhpb2wXuj15WVoa+vj5LUVQqgsiLpKnnwAMDqmhIfeBihp24xsVsyjLNzc2Fx+OxCN1er1dk75LoGgwGhTitY9myZaiqqpLsY9RjDw4OYnBwEAUFBRZPdxKgR0ZGhKjJRTgKmoxV9JPblFRVVYlgTEFBAfx+vzYQQvOEW8/o5g4JbyT0tba2IhAI4NSpUwCS84cHFjitra1Yv369EL6zs7PhdrtF8VoSV9MJrqp+5fycyLv7nnvuQSgUgsfjgdPpxIIFC8Q2NKf43KWAlm4+cyGYfubFe+1WjwCQRGPd7yR809y2Gz8VHlDidjd2QqLdvKGxKCsrE6tpKJudj8WGDRuQl5cn5mRWVhYikYg4LrWjGwueOarOK77igFaPhEIh8WziYhWdGw+EFBUVweFw2Gb38/3TEUq5oF5cXCz15eTJk5btaVwjkQgSiYR4toxVoJ76kpubK61WsesjvR4KhdDd3W0JSnL7HQ63vOH2SOla5owF9auzsxMNDQ1iPIaHh1FfX4/6+voZKzTa2cZNpI3pOAYmS/vKE4lEsGfPHotdmvGbNxgMBoPBYDBwjDhvMMwgJrIMPpFIwOPxiGx0p9MJv98vfMBJSNZlgANJgScUCkl90Pkd8+Xax44dk4orUpYyCdIUMFCFPVVI5vYYZP2iWjN0dXUhHA5rC44SJCDZCZk1NTXIyclBW1ub8GePRCIiS3b//v0i0EB95FnFbrdba1+Tk5ODeDyOM2fOYN++fZb3dd7XBIl9ZFPDj835y7/8S+l41I/CwkKsXbtWe76UxUzXzO12Y/ny5fD7/VJAhQu84XBY2MvwDG21DgAwKvIeOXJEBE5yc3MlK46VK1cCSBYq1p0XhwdATpw4IWXCHzlyBF6vV8wVsvNQ++VyuaTr39raCq/XC4fDIfrocDikAAkwmg3ObYKWLFliK3CRXQ6hBqJInKYVB6kKBnPoPqW+Pvzww6ioqJDEfz5XVFH8hhtukO7bjo4O5OTkYMOGDSKwRteBxMmBgQF0d3fD4/EgOzsbwWBQ2OgQR48eBWAfsFBttM6dO4dwOIyysjLcfffdAEazyNVAm04k7e3t1QrhsVhMKtwaDAaxbdu2tIV6t9uN7u5uhEIhfPOb38SWLVvEqolly5aJeaGOK91v6vNA179AIICcnBxRoJi/3tXVJfVPtdRRg5JUCPell14S5wwg7foQE4X629PTg0AgIInzwWBQ+pyZSfYzHLvAx6Uy1WOiCxxMdZ+uFhwOh219mWPHjgEYrcmSn5+PyspKy71rMBgMBoPBYPjsYsR5g2GGQMIViTQksnMxNScnRwhDXNgmNm/ejP7+ftTV1aGurk6IXG63W3hr80xmniVLmV5c/OGiajQaFaIsidpnzpyB3+8XvxNZWVmoq6uzWOSoQmZJSYkQ3SsrK+H3+xEKhRAIBLBt2zbEYjEh4N1xxx2W8/V4PPD7/WlnJwNykIGEp2g0Ks71gQceQG1trfDbBpIZ6yUlJZagBc9UJR9/LoKoQicXI+fOnYva2lpJvL3nnnvEdSVRVrVs4b83NDRo7XBaWlpQVFQkLbHPz89HXV2d1hKFUP1yVdRs7mPHjgmBsbe3V7J6oczxN998E/fcc49tm2VlZZJFT3NzsyUL8a677hJjzbOF+coBPrf4vTEwMCD6qPq0c95++23x886dOy3WO4RqY0SBKeLkyZMIBAKW65bKXoVDqxjy8/OxZcsWHD9+XLz3zjvvCFsfdc6fP3/eUjuBAl0E9ZWEZpqPLpdLnJcqTpP1i64uA6BfmQAkgwOqvRQXpHWBNF6ngfpYXFwMh8OBrq4uUbgVSAaguL0UCfX03FDh/e/t7UUoFBLPx1WrVol5oZ4/nR8/T91Y0PnE43HpZ2L79u1CpE+XWCwmnTNdz0uxZUl1LN42zV8aD3VcZrJlC7dJulS4+H0pY3K5st5n8nWaTiQSCZw+fdqyUgoYtR6ja9ff34/Ozk7p3p0IZiWEwWAwGAwGw9XDFRfnf/CDH1yWfwbD1Y6a9eZ0OiUx1ePxYO/evbjvvvsAANdcc42ljY6ODjz33HMW64EVK1YI8XjevHkis56L52rmJh0TsIqyxHvvvQePx2MRU0n0IkGLRDfK/CXBzel0CsuNxYsXS21FIhFJyCKPcRJFFy5ciK9//euoq6uTrF84brdbiJmE6glLtLS0wO/3o6SkRCtm6DJW4/G45cs3z+pOZVlz9OhR3HvvveK6AMksZBprEsP6+vpExt6JEycQDofh8XjQ19eXspgl99OORqNiLJ1Op8WOiKC+ZGZmWrItdfUIeMb7q6++KjIIAeDgwYPweDwIh8NiHLgfPZ3nokWLRHY2oL8+qv1IPB4X9wcJ/zyr/PbbbweQFLpJgNatBiGWLVsmXQc7YR5InnN5ebk4l9/85jfS+5SNTedx/vx5rF+/Hq2trVI9hqKiIrS0tEhZ2CT8hMNhkWnN763W1lZh66PLLqdzpXvkxIkTkm0TDwTxYqzDw8PawAFd/4ULF6K5uVn0z+VyifoOTqcTg4OD4h7kBXx58WqVEydOSIGluXPnYvXq1eJ3enZ0d3cjkUhYAoDqeXPRPl0x69ChQwBG7zWdJRZB97rf78fixYst9weNPQ/ADQ0NiXGldo8cOYL169fbFr+2y3Sm+UvXUzefx5slTdtTMeJAICBWUdG8KywstBQa58VoZ6qAOFn9ps8FXYHe8RxzMuxydEEhw+Ty4IMPip/pM4CPNz0j+WeWzuImXUuu6WqhZDAYDAaDwWAYH1dcnG9vb8dbb701af+oPYPhswgVWvT7/aiurkYwGMSuXbsAjApfLS0t0pfDlpYWYT1AouiZM2eE2LJw4UKRWc+zQbm44HA4UFFRIYRGninKfeI//PBDIT7psl4J2p/Ewe7ubuzYsQOxWEyIPllZWRaBUGd7QWJ+X18fBgYGUF9fj3//938HkBT8uC3PunXrUFdXZytW0fkBSVGPhE9i8eLFqKiowOLFiwHIwjb9rxPzHnvsMfj9fm0xVlq5EIlE8MILL0jia25urhDijxw5Isb09OnTkhhXXl4u5sFYUBb59u3bUV9fDyCZKQzYFz0tLCwUAQoS8DZs2ICSkhJJ2G9raxM/t7a2SqsyWlpaUF5eLrVLfvTLli0T9QEikYhWkOfzCUheKwp60LyIxWIiO/s3v/mNEKW5RQ3dA7raAfx8x4JEl46ODrS3t4s+nz59WrLKUUXz06dPo62tTVgGkbd9b28vIpGIdG/xoAAv7MrtFDZv3ozOzk7LPVZQUCBeI4Gczj0rKwsVFRVi28HBQXR1dYm5d/ToURH04fcEPQ/6+voQjUZF/x544AE88cQT4t46fvy4sPNRa1rYcf78eSmwdf/990tWRQ6HQ/Ju54EudbWCHfT89Pl8OHDggMVeqaWlBV6vV1x/l8slngMUeKD5PzQ0hGAwiCVLlmD37t3aYCZBz9VEIoFwOCwFYN5//31pPqgBRLtM56qqKimLf82aNdIzOtW+6pjwQrIbNmwQ/QRgCbQCyWsajUbFvU/BI2pvpgiIPHgx0X7rAiDptjXeY443gKALEBkmB/obiwcf6fPs4sWL4jV6VpN9HqBPfJhJ943BYDAYDAaD4dKZcbY2iURC/DMYPuuQrYHH4xHCDBdPKisrhcCl80Em6wvV95qLM2pxwc7OTjz11FNoa2tDdnY2/H6/JGx96UtfktoiUWf16tVCTFOtLsguhYuMdLySkhLU1tYiOzvbkgk+PDwsxO8FCxZYMjgHBwcRDAaFUEqZwBs2bLAIKKqXvs5LXaW0tBTPP/+88Bl3Op2orq4GAFRXV0vnycXk5uZmrFy50lboUotukvCrZjxyW5yamhqR4XvmzBnbFQAqt912G4DRoE1XV5d4vuqes263W7L04YKf0+mUBE61v6oAQYIqZSgThYWFCIVCFvGeowq1AwMDIts4JydHCFc0P06fPi2sj2699VZxrV955RUAyWDIWMV3dZCYTuems8XhPvQOh0Mcm8+3/v5+AHrxUwffjgvrHR0dOHTokMU2Bxid/1Tklu67c+fOoa2tDQcPHgQA/OxnP5PmDwnqPICRqk6Aen/zcdUVeXa5XJa5QXOPAhsFBQWS8JlIJERwq7GxUVoZQWPpdrvh8/ksATKyf2ltbUUwGBSFYKurqy01B2pqasQziIIbfr9fBB64gA0kV4joRDWdNz2h2ltxfD6fOFYqMVYVXBOJBNra2iz38FiCbjqiID2fPB4PmpqaEAwGxfjRe5MpAF+p7PvJsHi5kjYx4xVwU81Bw6VB8/21116zvPf5z3/e8lqq1VcGg8FgmN7M1FWBBoNhejMl4jwX2Mf7z+FwiEwwI9AbPstwj+p4PK61nSDRJzc312I50tjYKKwmuCg+ODgovvCT0MBFxJ6eHiGKUXZzKBQSnt48O5pnKBcVFVkKIVIWKnna60QD6gMX/Ki/w8PDiEQi8Hq9qKysxIYNG5CXlydl1HJaW1ul81LFeW5L09vbK4IWqp8yhwpR1tfXo7OzU9g+qOIUL9zK7VQAWIrZqp7V9EU+FAqhpaXFIiCq8OzkOXPmpBRSuZc6kMygp4BOZmamxR5jxYoVFtsKOv9YLKa9hhRcsBtH9Zwoy5pnIarwjGDV1iQ3N9dSUBMYtT7iNkdcJCFRVyXVKoSPPvoIwGiWpI78/HxxDTIyMkRwaMOGDaJPXPjmgbTm5mbpd7vCq5zh4WGtpZH6GgnwJJ6TiB2Px/Hb3/5WbEf3dDQaxalTpwBA2AWpQSwqssvnBEdXAJeeHfQ8AIA9e/ZY2rcTPu3sm9atWwefz2exlqJnHFlL0PkXFRXh5z//OXw+n5iP9GytqakRzyAS9zs7O1FfX48tW7aIY9gFxXTe9AQPXlDGPM0LmssNDQ3o6uqyWJvReKUruE4kO1v9bKHnE60k4OdInzlqEe5LsVK5HFnEU/HFWi1mPtmMdU6p5qDh0qD7jwKfHP5ZT/7zVH+FViNNhchjxCWDwWCYGGZ1k8FguBxccXF+586d4/r36quv4uWXX8aWLVvg9Xpx/fXXI5FIICMjA5s2bcLOnTvx3//931f6NAyGK466XJ6Lj4ODgyn9xYFkcVW/3y/EPVUgTnVc1UtdBwmvBQUFAJKC5C233AIAUjFZbhsQDAaFaMnFL0In6Hi9Xvzt3/4tgFGBli8LHxgY0NrFEKr3r2rjwMVPOiddRjUXzILBIILBIHp6eqSMZp6Nn5OTI1m+vPjii+Lne+65RxLB7TK4o9EoIpEINm7ciNraWtx2221SIIIEAi5cj4yMWArtcriXOpAUaHmmsa64Jf+DlK5jMBiUiotyyIe3sLBQKtKqE/+BUaFbtUApKioSYi0XaLOysqQxa29vx6ZNmyztkoBP/u5qUIRnX3PsLG+uu+468fMnn3yi3QZIZqjTOb3yyivo7+/Hhg0bxHuAHMg6ceKEWGkRjUaloIHP57MI9GTjQlnpJGx7PB7h/U4rSnQZvTqrGe55zgPhJD7ReK9bt07ar6qqCjt27BBzYuvWraI/8+bNE1ZJLpdLnGNmZqaYR3v37oXL5RK2XOrYq4VJedBDJR6PIxgMAoBUWJpsrnTbNzY2oqKiQqyAICGfH5Ne6+npEVnjdl70BPdvJysyul/pOcPPm89F+hKoPq+p6DGQFFzH6ymfDvxzhuZdTk6OtJKAQ/OiublZKtidbib9lRIMx/pifTnGkge+x3vMdPpjxIKpI1XAgwv2vb29UtHYrq4uHD16VDxjxnPtLnWOmvliMBgMBoPBMH2Y9rY2s2bNQlZWFm6//XY89NBD+Jd/+RcsXboU58+fx1NPPYW9e/dOdRcNhmmDKtrxTGUqkKlm0ANJsYWKwJKwm06mY2Njo9iOjkUFAoPBoLAlIfF8rCX/qjiuE3SqqqoshSTj8bgQdUiAdbvd4ly4pUw4HJa+BPMvqE6nUzs+1AbvN2Wx8oxtbiXicDjQ2NiINWvWoLa2VgRHCC5+6oRFwi7rfWRkBL///e/xwx/+UIh+e/fuhd/vF0IvF/90IniqjPqxiMfjqK+vF+InkBxbu8KcNAZ1dXV44IEHACTnCgV+uB0MzSUSm+n69fb2inEjwRdIZrbz39966y2pPfLV5170QNLehsMF8nQg4TgjI0NaMaJy5MgRkVHd19eH119/XQR26HV+7O7ubkmcpfnucrlQUlIispPpvGj+kAhE21933XVYv369VD+Czp2LSfv27RM/U5scfm600mL//v0oLy8Xq3LKysrEvcMDhdFoVPTn9OnT4ljV1dXiOmdmZkoZ1vPnzxf7U7CvsLAQnZ2dePTRRxEIBPDMM88AGM26z8jIsDz/eCFYutY33nijxXro1VdfFdvzjHq32y3uITonLkqnskHSWTqR/Q1ZkZFdDgVOePAu1TOB6gqkQhfM5QGG8eL1evHwww+L+1hdzQQkz5ksqmiVEj2DSawfi+kiGE6mPQ1di7FWN6Q65mRZ7kx2wMGQGt1Yf/WrXxU/d3d3i9Uy/G+TdK7VlbRQMhgMBoPBYDBcXqa9OK+Sm5uLTZs24eabb8bFixfxs5/9LKX1gcFwtWAnWnA7GJ/PJ/lZL1++3PIFjwsqDodDEk3r6uokyw+Cf1GkY7lcLkmwWrx4sSTcqJny6aCK43QsXvgWgBDcSMAaGhpCQ0MDAoGAEMyqqqrEuaxevVoSvsjPXgcfn5ycHEvhUeoP2ddwgY5nzScSCQQCASQSCdsv0CSEkg0JFZrkvvlkH8LZunWryEym9gcGBhAMBrFy5UoxLtT38+fPSxnyVGSSt82z+QiHw6H1LgdG/fxVyxAA2kAAhwIVe/fu1YqFx44dAzB6fa+99lrLNocPHxbXt7W1VQrYkC0OkDzXr33tawBG5xNZ0Xz44YdiO4/Hk1JgT8X58+dx9OhRy+tqZj7x29/+1pIJTeI8XTN1RQOQnAtOpxPvvfceAOCWW25BRUWFbcY/L8ypwsedjuVyuaSVEsXFxfD5fFIQg7ZtbW1Fe3s7fv3rX6OiogIdHR1wu922GaR0LSkYkUgkxP2Sk5MjjQW/LlRsOTc3V7LU6u3thdvtlgR+enbQ/OZiKAV6eCY+7Xv69GkpmEfjyYusUh+4KK2K8+MNduksu4glS5bYPjs7OjrQ09Mj2qDgHD0DaQULf+7Q5wcFz/j159nqarFvoqamRiq0S89AWsliVwCbVl1Eo9EJC+5XUlS+HJn7qa7zpbY73s/XqRRzr2YbFafTqf1b4d5777W8RqulCL4yiv42meprZTAYDAaDwWC4ssw4cR5IZgP+3d/9HYCkyMIzNw2Gzxq8YCEJ4+RnXVpamvIL3rlz5yzvk4DAMx35F0U6FmU/k2ClOxbtB8DypZxEoNzcXElgUMUwQF/4lpNIJLS2PrRtUVGRKNRK2GWQklWE3+9HSUmJECtbW1vR1dUlMp5TFe70eDxamwtqm0Q8yoAmkZAKTaoBFL4PoC8mR6LbiRMnhBBKxUrff/99IWp6vV5873vfQ11dXUovfSA5P1RLi7H2yczMtNQp6O3tRSAQkITikZER8exWM54pszkrKwter9fWMsSuYCyJ70Dy84ICD2RDw+ch2QL5/X7h8z0ReECAWLVqlXZbyv7n4m5GRgb8fr82EEEMDw8jFouJVQLvv/8+2tratLY0VJfhxIkTaGhokArR2jF79myp/kR3d7ftShIiEomITPNU1iVkZ8PPBUhee7JrIn7zm9+In1PNtyVLloggGZ8j69ats9xHdF40N0pKSrB8+XJxXy1ZskTUFtCNJ5BcKfS///u/2Lhxo/b9O+64Q4wx94ofS4zUZVbTc5U/T1taWkR/6fnMM/LpXk0VfKTrEAqF0NnZafGytyskC8gBYhLnaS5ziyciGAxOqMiyypUSKul6XY7MfZ13/6VClnOqVdtEudzi+XRZFXG5UJ9Vubm52L17t2W71tZWaYWSWvfFYDAYDNMbsxLNYDBcDmakOA8Ad955J3JycpBIJPD73//e9su0wXC1wv8w4OLFWEJGurYGdgJPOlmA9CVfJ/4QJALl5OSkLbyohW91wg99QSZbGULtbygUshUJ5syZg7Vr18LpdEpZ7GR7wUXIQ4cOwefzCdHM7Xajurpam1FO1kKUZVpQUIDa2lpkZWWJ81M5d+4c6urqLMEFFRqL4eFhMQY333wzysvLhYDmdrulsebZsST4cy9wnpFNQQqd37Tb7Zb8qJ1OJ+666y7xPlmZcEGQhEReRFLN3i8qKkqr3gHvBzAalACS4rGdaJyfny+KFG/evBlZWVnalSMT5Ve/+lXK9/n8TSQStkEdYsGCBYjFYiJ4QT72OiGVCg4ODw8jEAhgYGAgpXi+cOFCRKNR0RYfh3PnzgHQr2AA5HmSzvPF4/HgjTfeAJAMjqie7XReHo9HrMhxOp2W+/39998XYxGJRKSscApI0L1GtWlInP7kk0+Qn58vCr++/vrrIuBGKyhoLlMb4XAYBw4cQH9/PyorK7FgwQIAEG3s27dP3Ce9vb3CgufRRx8VNjT03B4cHMRDDz2ELVu2AEgGWffu3Sut8CGodkUkEhE2PmNlottdB57J3tPTo/WyV4+t+wKqts9rmNCKkUgkgtdee8227alEd166ItLjxU7gprap/spkodqyGQ/yqUEXsCe7PR3c1o7/fCUx4pLBYDBMjJmyuulqXrFmMFyNzFhxHoAoNvnxxx/jnXfemeLeGAxXlnT+MBjrQ3msLOjxwoukUsHEscQfO3Qihlr4lvyNOeR5n52dnVJoiUaj6OrqEnY5qv0DjVlJSYnIhuUCONHS0gKfzydENW6FkZ+fj2PHjlmuweLFi1FRUYHly5eLrFc6P8B+iXy6kHA+f/58FBcXCyuRqqoq6TwpU5jj8XgsRWA9Hg8OHDggVhPU1NRIdjdVVVWiMCidOwm6wKj4QIKg3XW54447pN+5AOjxeIT4TuIfz5AHkrZOtbW14rOBRNPz58+joqICN954I4DRIEBBQYGoc9DR0YGMjAz84he/sMw7nk1Own9RUZElmJCfny9t29fXB5fLJfpNFiAEv/+477odb775prQNCdOqHQ+30yHhfPv27SlXe5AgTuhWAvBteOYnF9Z1+9G2ZIuyaNEisU+qZ9CqVauwe/duUbOC7jsaR7K/oesMJC22hoaGRECCglp0D9Dxjh49ilgsJiwl1JoHFRUVyMvLg9PplAJjdMwVK1aIftC8bW1tFffwyZMnxWqVjo4O8ayi5/bx48fR3t4ugoS0Oqi6utriFd/Y2KgtzBwMBqV9ORN55uqw+5xJ1T6/jw8fPmxZGTPW8S6XYNjZ2Yn169ejs7Mz5aquS2EsgZsXL1f3u9R+zBSx4GqE7odUK5+A0Wczt+4iLuUzfyKY+WIwGCaLqRaBp/r40xUTdDcYZhYzWpznBdPOnj07hT0xGC4/dqJFqj9IdB/KY/neUpbmRPpDx6MvqjoxO9120/nS2NLSInnue71eS7HCVJmK5Jvu8XjgdDol64F4PI4tW7bgH/7hH4TnNtW34JYcBPWBZ5T39/ejr6/Pcg3y8/Nx1113CbGS70t9uPvuuwGMiolqdnRlZaUUVOArBkg419n98AAKibVcFGhubhZZzWTzUl5ejlAohJUrV4pxCofDYrUAZRjz+WAnuqoe9vF4XHjw3nTTTVJ/QqGQqIuwceNGEQAgr3zKDgeSogcFDo4fPw4gucIKSBaMbWtrE8VF8/LyxH5Op1MSPvPz8y2FG/lxKCDw13/91xZ7of7+frEtiTCzZ88WhTT/5m/+RmxbWVkprcrIysqyCJ78Xl2yZImUnQxYrWII3i7BBXQuZhNUTFZl06ZNWj99bgFEwjatZlO57bbbAAArV6609DuVOH/y5Enp3qFM9b/4i79ARUWFCErcfPPNoi012KU+7xYtWiR+bmxstHirA8maB21tbdi6dSu+9KUvSf7/5Fn/wQcfIBKJwOfziYKONAa1tbWW81KfgXbPRLKzASAFOum6L1iwQASFIpGI2Ea3UodD9+dkB2SB0flE5073GUFBs3REwMspGPb09KCtrU349QP6z8iJZLdfasFd8wX66kANcqqUlpaKn9XPmdWrV8Pv9yMSiZh5MIkY0c5guPxM9WfYVB/fYDAYJoMZLc7zpfR2IoXBcLVgJ1pcyh8k6pfDyegPJ5U4bxdsUNulYrA+n08SGLkwnpeXh9raWqxZswaNjY3o7OwUIjtlKpLfe6rsNG5rcOLECYRCIbS3twvBlbLdSDDmftwkAtoFP7gvsHrNuM8/iXEkMKpiGgnL9913H+rq6sQ4kSCbkZEh7BO48FhWVobFixeLY5NXNzDqfb9s2TJEo1Exzh0dHaIIL40JF6Aoi5wE93RENZ697fF40NTUJF6j5zgFJshmhXyV6bg0Nlwcv//++0XggNojKxHKmibxkAd2gdH5efr0aWzdulXKoiZ4RvzChQvFOattAcm5SQGEaDSKgYEBbNiwQfLIVzOhdaI2F/roGunuJYfDIe7F2hsAACAASURBVGXLk4exy+XSngvPtFczPR0Oh3SPdHd3S7ZxeXl5qKysRGtrq2Qf5Ha7UVJSIrVFfZo7dy7Ky8tFIVsu7PPAhwp9xpNNDVntfPGLX8SWLVtE0OCPf/yjdv/h4WGLzzcXjsPhsMhu55BP9OHDhzEyMiLmEaelpQXBYBDFxcVSMWIS19X79oMPPkAsFkN9fT3q6+tti/gSuvsUSK4a+OpXvyqdgy6LnT/bKeBXU1OD5cuXizoLNIfpvnA4HGIlkcPhEH0lKyqqfxEKhaRgAL83dOeu88+nfk121vpktGeX3a47Bl3Tbdu2TXiV2GeFz7KNiu7vAnUcioqK4PF4xIoYHdNdaJ6O/TOincFgMBgMhpnAjBXnL168KH1h1gkkBoNhFPrSRAILWZTotkvXGzfdL2KZmZmWL+XpZkiSZcOdd94pCUIkbobDYezYsQM1NTVIJBLCTkfNGCe/dy6KUnu9vb2WrEcugpJt1vXXXw8g+bxRfffVGgCqlUOqIo18m+3btwNIZlJXVFRg8eLF0jbUf3rm0TWgAAXPmiZrGbfbjWeffRb5+fnC/oKL5CSmqbYy0WgUHo9HvN/c3CwJUNFoFG63W3tuNH5z584FkBTiuZ82/azL+OXB1sbGRhGwAGCb/bt//37U19ejvb1dvMZFU2BUJCSblaysLGzZsgUvvfSSOK6d9QsXkfv6+oTgrwsM9/b2itUHQNJSRh2fV155RZwTkBTF7fzm582bJ/zUCRpXICl2UzCAjg8kVxjo2uTjolrt7Nq1C0uXLpVe48ceGBgQ9kCqrZDK/fffD8Bqr8Sh+Z4KXa2HWCwm2qPzdTgcaGhoEHPvpZdeQjgcls6xvb1dsuTRBS/Ua8oz4wsLC3HdddeJ/dRgCQUSdPOCnmWqBU2qbGuajy0tLWKlTKqsfHru8GcTiVNdXV3YvXs3fvjDH8Lr9SIajUqrjRKJhFhJRD8Hg0EcOnRI2AR5PB5LjQB1bupWI/C+0GfGWKLZeIU+ek7wwtPjgYqUj9V/3me6pumuXKA5ms45pXP+kyl4X27x/Gq2URkr0YHu8QMHDojX+LOnuLhYmnd2RX4vt9A81krMseajEcINBoPBYDAYJsaMFed//etfS19I58+fP4W9MRimB+lY3CQSCdTV1UlZ1zrSyR7UFXoFRoUksqEoLCy8ZH98QudfbCd86wIMJGxVVlYKgYnsMyhL1ev1SgKYTlTkGf2RSER4VwNWq5Sx4FZC1KdEIiGsb2KxmHidsp6Hh4elazAwMGAZE3pGktc89ZnweDzw+/1C0OcZzTTOjY2NQmjUjQM/T34NqcjtQw89BL/fj7y8POHd7fV6tUVzqUAuD7byzODc3FzU1NRIAjwRjUYRDAbx1ltvWd6jc6W5QMJlIpFAKBQSwrtqxzFRjh49KgngLS0tePTRR6V+9/X1SdskEglpPCh7vaysDI888ogQackCiKxcaF9dgFoXxKAsZxKoucgPJMdRbUsNcpC1i7pfV1eXxbaI+seDZZmZmWJ+pWMDQvM4JycHPp8PW7dutRRRzM/Px+nTpxEIBEQRUrqu5INfVFSESCQinkvpcuLECdHfY8eOSedPGfB0LwFAIBDA7373O6kNssYi+FwbGhqy1L5QiUQiWLJkCZ544gmt8E8BV7JQ0rVDQQ5ajQIk79+XXnoJ9fX14lrYFd62ywqna0H3Fa1wWLhwIcrKyoToSM+HdMW78Qp91L+JZK83NjZiYGAAbW1t2lUs6ULBb25NwlcuUAB5ss5/MgXvq1k8v9zk5eVJK0gAvYc8CfLqM7a7u1uad+Fw+LJkoI/1d1aqOWeEd4PBYJhZfJZXrBkMM5EZJ84nEgns3LkT//qv/yq+8F177bWWTD+D4bOI+uXpcn0o21kukMgciUTg8XikjFX1C6HOHiCdL37kX7x48WIpE1tHqgAD2YQAoyImCaA1NTVjejNTxmRxcTGCwSCee+450f9YLIYDBw6gvLwct91225ge/k6nU4hlHN5eJBKB1+sVot7w8LCUTazLLqZzsMvq8/v9qKurE+IlH3u+MkEtHJuTk6M9J34N6dqXl5eLpfo0X2pqarTL/MkzXBU5SByMx+MWf21eKBawCsckQrtcLstcSGWpwsUTEllcLpelCCyHVlbo6OjowM6dO6U+8T7S55nL5UJ5eTlWr14NAHjkkUfw5ptvAkiKyzRHuR3Lq6++KgRpbm+j9h8AvvKVrwAYrZ9AQipn/vz5KC8vFzUFVOwy5k+cOCGtPNi/fz/8fr80/8rKyrB8+fK0gleqgNXc3Izi4mK0t7fj5MmT0nv9/f1CJFaDCSQ633777QBGbX/Gg8/nE9nmHOrHhQsXUF1dLYIT6ooFdYVCYWGhuId4xnqqZ/XJkyfR1tYGIDmOdJ9kZmaKgGtpaanFFoyEdrpveEAkFAqJDHn+LElVTHss6N7esGEDOjo6hOjIbcMmg/Fm1lMhbr4ayeFwoKyszNYeSD0WD2A0NDRYgkSJRMJiTZKuyJ7qs/pSM5oNl5dEIiE+T1wul2R5p8PuM5kH6tNZbTdejMBuMPx/9t4+uK3qTh9/1ALJhDixHBHy4lDF2LECtVMSJw1KZkHOdAZ5l1kkZ5mCyBY2GC9ld4J3p9BlwiyzpMy23+2YbAe6wTDMEgQz21ii7WIx7WLRHdCmYAyJCzjEOAInJE1kyy8hBCjo94d+n+PPOfdcvTh2YifnmcnEku7Lebvn3vt8nvN8DKYC55oEPtfnn64wQXcDg5mFs07Od3Z2Fv3vt7/9LV544QX8+7//O26//XY89dRT+PLLL5HJZOBwOHDDDTfg4osvPttVMTCYFsj1QDLVN2WVqFJJZiobAMsLYaGWBqqyltTTr7zyiuThXSiIoOHqWU7Ek9qeXp6JoOTEON+eiGNOxqVSKUQiEdx///1Yv349mpubpT4q5CGSFNIcjY2NQuVuFzwgsolvoyPC3W63IITJ/obg8/mk+qiKeeqDQsBtPMhGw67eKmFBpDJX7hKB5vV6EQqFsG3bNononT17NoBxhTglI6Vku62trYhEIggGg5L1DD8PoFfR+/1+kaxzIqDEoiqhV1FRIfqAyOf58+eLa4cITb7f2NiYCAYcPXpUENJkb+P3+/HWW28hGAxafOWBcYLW7XaL8ULIZDLo6elBQ0OD9JtKMBMoIahq8UK2SGpi23Q6jaeeekp7LGB81QYnnwF5Nchrr71m2Y+CTBx8TBFJnCsoY0ea2Y15SgAZj8e1dloECk7pAopUJ7LXOnDggAhwcpBKf+7cudi+fbuoRy5LjYMHD4oy0TXNSWg7G6fpjmJV+EA2GecTTzwhJeXMZDLavAO68+mCoWqQSNcXnNC3Q757tVE0T29Q3/r9ftxzzz349NNPxX1TDei63W4pXwrd59LpNHbv3q1dmWQwcRjSzsBg6nGuSeBzfX4DAwODycBFZ/uEjz76aE4/z3ygl2uHw4FMJoOlS5fiu9/97mQVz2AG4oEHHsBFF+Ufyo8//vhZKM3ZBV8uT7YlZ4qJvMiQilAlr+hhqRDyQwURDj/72c+EUp7KRb/dd9992rLzbVUQQWNXJq62b2pqQm1tLRKJBBobG8ULeLGJdKkd7D7Td4FAQBBpdqRZVVWV5C2vJt3lZBMleqT6cHIomUxaks4uX75c1Pnv//7vReJPDu6NW1NTI3lhk9dzOp0WhKxqXbNmzRq0t7dbFN7kfQ2Me1avW7cOXV1d2Ldvn/ieVPyqhz2BCOsrr7wSR48elZKf7tq1S7TvfffdZ1n5MW/ePHg8Hpw+fVryA+YJZXOBEgbng7rd6dOnLYprHdGs4q/+6q/wzDPPSN/NnTtX6sOHH34YDz74oPhd9Vi/9tprce211+K2224DkG1Xqufo6Kh0nSSTSQQCAcybNw+vvvoqLrnkEnz++eeCTMo3/7jdbkSjUSxatMgSoACyBHg6nUYwGITT6RQEvsPhgN/vRywWEwS1qo4H9Ir+Sy+9VBCqusSuKr7zne/gF7/4hQjK2eUBIPDAh8533O12Y/ny5eK3HTt2CLKOxiJdu2SvdcUVVwglPdUbGE/g2t/fL/mq64JvdG+g39RrWZ1vqK6UDBbIBsDGxsaERVUikUBFRQWCwSC6u7uRTCbh9XqRSCSwYMGCvMpzNTlvPo/3XPcinQqfxu2ZJDrXlZnf12hOpXPokt+q4IS+mguA379zgebuZDKJ3/3udwXtUwyKKYuBFdTHNTU12LNnjzQXUMCYoM6TlMNjeHjYko9CxXQnmqdj+XTPWwYGBgYGBgYG0w3nzNYmk8kU9Y9AL3GZTAbV1dX4l3/5F8kn2cDgQkIxirlCX5qKVR/QEuzJVu5xIrm5udli1wCMEyOkxqay07aA1U4HGPeL9/v9qKmpwde+9jXU1NQgGAxK6vbm5mZBhjscDkGO6QgYIKsKnuhLKZ0vFArltOuh7ezKQOCJHu3KREEVIgfJVoaOza1/COSNS+pqakeXyyUIioGBAcRiMYmAp7/ff/99kQiVW+NwUoisVhwOB5xOp+TDT0GLsbExtLa2orW1VdwX/H4/rrnmGixatAirVq0CkFVfr169GocPH5bIPK7yJpuZuXPnore3F1u3brVt16qqKm3eAzvofIeBbHtQm3z88ceCOCXynIjaXITnokWLLGVR+1CFjmx2uVzCs3zbtm1iXxrvvA719fXiM6nGSQV66tQp0adEQIfDYUGuq4S8SmzycXrs2DGx/ejoqAgAnDp1SlsvAPjiiy8s3/Eghy75q4rLLrsMAHDLLbeIcajazfD24IQ/tS3vk2QyKa3sePLJJ+F2u/HYY48BsOa34IjFYli+fLn4TO2cTqfFWCbynluoPPLII/i7v/s7tLW1iXHOr2XqVzWYSteyuopj//794jyZTAY+nw/JZFKohH0+HwYHB/Hcc8+J65HmTCovJ9Npvs5kMuju7saePXu0c3SxZDHN1bpE5/kQCARQUVEh+cXr7q+UVJquEeq7XHMCDxrw+3C++zddl7FYTCTdpXnB2J1MTxw7dswSNFLnHTVnxMjICDweD3bt2mU5npoY9kzUobSir6amZkIBsUKeIYstn7FkMjAwMDAwMDDI4pyQ8xNJtkVkkMPhwFVXXYV7770XP/7xj6eVOsPg3OCRRx7B448/nvffhYCzZXHDfVFV//CJKKeILCcFNr1EAoUl9yOSiSwh6GXPjnAgv3iv14uenh589dVX6Onpkch5Xp/Gxkbs2bMH0WhUCgQ0NTVJ9jhXX331GbWvy+VCS0uLSCypnosfm74jBf2yZcskRacOKmFL1gy6JJ4AhGIdkAnJ9vZ2rUUDP3c4HJaSYNLfRK6qNiFEQqRSKVGer776SpzH5/NZCAWyzKF7SkNDA5LJJH7605/i448/BpAl3Lu7uy3WPdw2SBeE0IHGIikh7Yh3/r2dFcyGDRuEbQ3Z3XCQQly1iuEoKSmxeLd3dnZKyT11IBsagsvlwpYtWzBnzhwMDg4KhTMFDC655BKhJH/++efR0dFhe+zm5mYEAgFBJMdiMQwNDWn969W6HTx4ED6fDx0dHZYgAgVlkslkTt9/FbrkqblAYykSiQj16+nTp/GDH/wAw8PDaGpqEvkAAEj2FATypyfweiaTSTz99NNiRUI+qypd+WlsA1l1O/mbp1Ip7Ny5E5FIRBCCOnssSt6rA08ATSs8YrGYZCHGraWqq6vFGEwkEgiHwxgaGpKUqjxAEggExG80zqLRqKU8+chi3fg+k3tcY2MjqqurLX7x/Ni57muUC4Xma07y07zrdDqLKqPL5RLlsZujDaYH6N6ku94AfS4Qwttvv43e3l7LXOLz+c7Id54T3wcOHMC9996LSCSCnp4eZDIZLTGea3xOhW2ECQoZGBjMdJggo4GBwWThrNvabNu2reh9vv71r2POnDmYP38+3G43Zs2aNQUlMzCY2Tiby9L5S5pqp2Nn2UJkhcPhwCuvvILrr79eUhCGw2E8++yzcLlc6O3tLcgLmdu20EveFVdcgba2Nlx33XUF1ycf8cFVn7x9m5ubkUqlsHLlSrz33nviBZ3Xl9poIlDPlQuk6CTSLxqNFjwWurq6UFlZCafTiV27dgkigROkN910E5YtW4ZoNGpJntje3q5Vk3K8//77ACDZzFA7DQ0NifJS2VXU19cLgt3r9QpCExgfBwDEGFAtQ4js5nUmkLqe+o8S3qrl6OzsRCwWE+1SX1+Prq4uYRlCNiCbNm0Sx3/77belY1RWVqKvrw+9vb1SYCcXdGVZvHixSGzp8XgwMjKCo0ePiuvm0KFD0vY0RoFs+337298GMK5W59dPNBqFz+cTx0okErj77ruRSCQkdXg8Hsf8+fMF+fruu+9i9+7dqK+vl8o7MDAgjYlcyZaXLVtmserhuQG6urpw99134+c//7nUFkePHtUq51W43W4sWbIE3d3dkrcz9WFJSYnU3rwd0uk0mpubceDAAbjdbq01j8fjsQSR1CAEV9Km02kx//AEznRe3cpA6sdAICACYul0Gu3t7RZrHRqHvb29kkXO8PCwWAXC59poNCqCS1xIQQmEC8Hw8DBSqZSwoOLHoTmpt7fXMkb2798v5gDVAkd3DiDbP8WodNV7pDpXE3bs2IFNmzYByAZUPB6PxZqMW6hVVVXh2muvFb/7/X7cdttteZOWF1JGYLwfddcOlcXhcAh7OTsrIGNdMzWgMa4LtALADTfcoLXiAuwDiDwXhcvlKrrvaE6/7rrrcOjQIYuVH//djAcDAwODicHMpQYGBpOFs66c37RpU9H/rr/+eqxbtw7V1dWGmDcwsMHBgwfR1tZmq4icbExUAdjf34+2tjZkMpmC9leV4FxlX1VVhcbGRlsltwq7JLNEToXDYbS2thalfnC5XMLSgCwxeH3VJLiFqCt0Kk11XzVBId+XVLt8STz3fK6srEQwGJTa9nvf+x5KS0stljOkeJ4/f76kdFcJvXvvvVeQlUQqELFYV1cniAlONqorBTh0dh903FWrVkmrAFSrCX4MAin2ycIGGLeiUNX1HR0dFkU61ZnIaa6OJ3uXW265Bf/v//0/vP766+I31dLg9ttvRyAQQDwetyjQedkoIe2yZcvQ3NyMYDAoqfBvuukmLFiwAB0dHVi+fLklyWkikRBWHUQi8raYM2cOtmzZYslHQOStWn+1L6isXBV96NAhhMNhy5h86aWXxHF9Ph9WrVol9Q3H4OCg5TtVRa+W5csvvwQwHgDSgXydk8kkZs2aJRHzXq9X1LekpMQ22fHY2BhSqRT27NmjJeaBLAn+b//2bxLxbBeMoPEXjUbh8XjgdDoF0asbf+q+mzdvFsT+8PCwbTJaIuB5nTs7OzE4OGjxwwbGiWDentxOiOYNIoN1qztSqZQ0R3ACubW11eKtPTY2JhS0Oj95FVSGTZs2Waw/7KBT6drN1b29vYLMVJO+0n5koUb3IF0Z0um0tCpsImXksCPnm5ubkclkciaNLTaBrkHhUJ9TKMDt8/kQCoWwatWqggM1dG+h6/DIkSPacWHUmgbnI8y4NjAwMDC4UHHOPOcNDAzOHJzE5UnnOM7Gg26+xH5nApVwJZX9+vXr0d7eLoISVG9KIgmME470f1dXF9ra2mzVbbFYTGtpkA9EVK5cudI2AEBlL4Qc0QU+7PZVk76SDQ8AaUk8EV4+nw99fX0i6aYO3HKGvNuHh4cl4h/IEg9EOPT29mJ0dFQo2IEsIdrU1ITvfe974rulS5dKKk+7tlAJ0kQiIcZXSUkJHA4HPB6PtA21OZGFjY2NgswixT73hrYjQIlIzkWmrF27Vqj3KfDgdDotpKQKt9st6qaSzmSv43a7LddSJpORCOETJ07g3nvvRTgc1iYiBbL1o/wLlCgXyNq0qIE88rTOR4QTuNrTzt6HsH//fiQSCXg8Htx5552SFYoKslJasGCB7fHUMh0/fhyA3nOeQP7xgDXZ8saNG9HT0wPASrLxbTs7O3Hw4EELcex2u1FZWSnGFvUTEXPqqg0Cb4Pe3l6Ulpbi+uuvxwMPPCDal1tLcSxYsEBYbQF6+yO1X3hd4vE4WltbpbGj+qZzpe+cOXMsuTeIDKZEyhzq/McJZD5mc40dsvXSgeauQgjpid77PvzwQwDZ8ZbrWLnmdUrySfcrNTBQiIc3zbl+vx9vvfVWwUS/WsZcAY/pmMhzJkG9l/r9fjQ1NeH+++9HS0sLqqur0dDQACCbj8PO7gzIJkJXrycdJmIJk2+unkxMR5J1OpbJQIaxOjIwMDAwuFBhyHkDgxmMQtTrZ+NBlxL7TSSfBGBPDOjIGSJ9BgYGJFKerCDsFK3AuALy5MmTQk1MxEchL6265Is8iRuRs/kSeU4mSDVeKKnCCUGu+h8bG9NaSXCrDZfLJe1fX18vCAcg67fLPbRJ9U3ERSAQEAkuh4aG8o7LefPmAcj2DSWjpPMMDQ2ht7dXGiPU5pyoJLJ1xYoVaGpqktTppaWlCIVCgpDmpK/T6ZTqpkv4qBIy4XBYCg7plPy6fiovL0cwGBRq+WQyKdVBRwg7HA6LTYEKPga5ndBHH31k+V0ld0tLS4VND4G3AfmRA9lcC2rZdOTT9u3bUV1dnbPM5Ls8ODgo9RX3bCbboWLA669ibGwMsVgMgUAAZWVl4jpQ+7yrqwvPP/+89J3X60UymURfX58ld8HatWvR0tKCP/7xj5ZzlpeXo6KiwjJPvPbaa+ju7kYsFoPP50MikdD6VfPEk36/X7L+AbJjj2xZ7IJF3NrJ7/eL7QGrR/aKFSsEuU65N+jacrvdePDBB0Uug9LSUqleufJgrFu3DkBuqyMd6J6R69jqvU8N1uoCqXxOpFUvRM7zY+Uj69W5lPJ7qCuZ8tmU8GCr1+tFJBKxJEW2CwgXQ0ROhZ/4hYzy8nI0NzdjcHAQd911l5Q4+ssvv0QymcTixYu1+5IHPWHfvn0FrQwsBPX19ZMShLEbW/z7Qp49z3ZQyBC/BgYGBgYGBtMVhpw3MDhPQCRFLrJiOkBVegNWYoBe2HRkAZE+5IFMdh4dHR2CHCMfYp6Ij+PSSy+VLAmA3ElBqTwNDQ2W5IttbW2IRCITUjNOFciqAdAnTuTbBYNB8ZkTwGrCWZ3KXiXh4vG4JQEiR2Njo1C68v34Czr/mwjev/zLvwQwTuDF43Gxf319vVCk0tgndT4fA2632xIoqKqqkny4VfAy6mxe1EBQLBaTiFDe9l6vF5s2bcIPfvADicAHsoR0MBiUfPTJGqejo8NCCFOb5UNnZ6cYq++++674nhTRR48eFcQRJ0epbWjVBJANtPCxwuuWyWQEWR4IBDB//nxtkKy9vV0kbFbBiXgCJ/1JFe/3+7F3715s3ry5KBWojiCfNWsW3G638P4/ffo0nn32WUE+8/oS1JUFGzduFH+rvuwU2OCrIKjfbr31VkugIhwOC7X2/v37xXjgiZUJvH29Xq8oV3l5OXw+H9LpNPbv369NxKvDhg0bpM9EAJP6P1dbU76Qvr4+MXYIbrcbZWVltvsuWbJEmmd27NiB4eFh4ftvZ+NB9wy71T+5MDIygl27dllWXQGwBCAB/aqEXCQfqdR5AKOY/VWogQhdu+gCwvS93Uquc4XzUb3scrmka4TGZX9/P7q7u7Fv3z5hY0bPLKoVGUGdYxKJBCKRyITKRPfBiooKrF69GqtWrZLyBU2UGLcbv7rv0+m0bX+boJCBgcFMh1l5ZmBgMFkw5LyBwXkCO0J0uoAeXqqqqvK+jBXywkbkEVlaxGIxQaLU19cX/JBE5cql3NQRQeR9D2TJYr/fD5fLJUgQh8MxpQ9ruR4GXS6XIOWIsFEtXwhVVVUSOVZZWSmIgObmZvE7nUf1elfJJ53Hcr4HVzXBsF0egWXLlgkSmHttExmgEvGcgBgeHsZdd90lSE0i9ekcuYg0n8+HiooKhEIh+P1+1NTU4IorrpA843XKeo5Zs2bho48+Qk9PD+LxuFZZTgk6gXFVM09AS0pLnR8/wev1imPE43Hs3LkTO3fuRFdXl2TtAmSvne7ubvT390vH06l51XmFe80vWrQIzc3NIqBmNwdFo1Hs27dPBLQ4brzxRsv2XO1OVlQ1NTUIh8PIZDJ5fdk5VCJs5cqV+Oyzz3DNNdeI72KxmLim16xZg507d+Y9Lr+ejhw5IrUxWTdxpfPcuXMBZMdyKpWSklHHYjG888470vEAfWCBVhiodTt8+LBol1gsJtTs+eah//iP/8ALL7wgPpNqPBgMoqWlxbI/BfICgYDUbjR26FpKJpMYGhqyPS9dqzT2e3t7kU6nRdCUE3uFENo64peOQVADhGpi8bfeeku0GzC+gudsgM+VfGVWIYEIqgeNO5rbeALvXFZBZwvno3pZDeokk0kpHwOtzlFhp54HstdGeXk5gOxcbtd3dvkO+H21uroaTzzxhBQQLJQYP9NgirpqxMDAwOB8wkwIMp6PQXEDg/MRhpw3MDhPMFmR+6m6gdPDC4AzOj6RPkTccQKPW7DorAXod05EEhlMntNEsqtQj2enRCQSRJfw9kz6SN0338MgtdN//ud/Skvq582bpz0OET99fX2IRCKif/h5dG2qEkYDAwMIh8OiHbl9AwCtdY4KVQnKCUyCzqpDta3g5U+n0yLpK/nit7W1Ca/1+vp6VFVVIRQKicACKZ43bdqE6upqtLS04OGHH8bTTz+N0tJSQZr7fD7JEkSF2+1GPB6XiFzVCobaJRfhfPToUQQCAXEdAVbFeUNDgxRk4MTpjh07pCACv3ZoH7vx397eLhHyXA1eUlKSczxyAoragPrP7/cjFApJqwYIK1askEhSAHjuuefE33wf8tQn8jvfCqJvfvObALLEpS6RbDgclpL58josXLhQ/P3ss88KAm10dBQjIyOiDYgE5oQ7BYecTicOHjxoGcdcEU/XUZUr+wAAIABJREFU7WeffZazLmRTRODXyxtvvAEAeefbw4cPSzY3hcDpdFrGazgcxoEDB7B3714pQJhKpdDa2opIJCKNQbpWdYp12peIPX59031KDYLqiF86BgWEOGFK9eD3pkgkIuXJmD9/fs55y25epwAGV72rRKrOh57Pt8WQmlQPGnc8AEZ5YTZv3jytCYSZDP5c8f7776Otrc2ymkbFlVdeaftbMpkUVmeANWhK+QjUlRQq1Ge6Yp/xJhpMoeuVgofTYfXGhaRwnalk3IXURwYGZwt8Hp+pc4OBwYWASSXn//CHP5yzfwYGFzrsyLFiH3Qn8iJWzDny2QHkemDgSlMi4bhdx7Jly4Q6n1sLULlWrVollnarxyXP6W3bttmS89z2xc5TPpe90JmoK4rdl5Pt/f39WlX5gQMHLH64ucDbgNo13wu3+kBI+6tqVV2/JxIJ+P1+oRoEZOudXGp3Ord63JKSEikYQQQdJbxtaWkRSmHyuM+XS6G+vj7nNlu3brV8RwlPyds7Go0KspFApC8AobQngobUvKpi/8iRI4hGo1pFJidT6+rqJBKXVkhs27YNANDa2iqSkS5cuBDRaBSjo6Nie05E8eSwOsyaNUv8TWQxAHG9tbS0wOFw4LLLLhNkfF1dHerq6kR5CKQYT6fTUvlJEUrEOW87HX73u99py0RQk0bzOtBqHSA7fqgviYT68z//cyxatAhf+1r2EUtn8dPT05PXqoLqys8HQJDeNBdw/39ADlzxeni9Xos9jbqaQgUP1AGwJGJW58FYLIZ9+/YhHA6LvhwbG0MqlU3kHYlEsGnTJjFudfOoLv9Fe3u7CKQR2d/W1qYNghJUOxg+j9B5gOxYam1txc6dO6X5ibYdHh623EsKBSXX3rt3L/x+vyBS8xGrukAo7VMo+DigvDBDQ0PmpXyKUFFRYQkm0tyim2MAeQUMBwVdecBMtYchYUE+6PIlkN1RvnGgG4eFIJ1Oi5VldH+Y6jw8hRBOM0HhOlmYqStULqQ+MjA4F5ipc4OBwYWAiybzYA888IBELJxN/PKXvzwn5zUwmO7givXpfg56YLjuuutyEuSBQECQ8/zllSsg6aGDq81oabd6THr55NvaJewjgubQoUPaOpxNe6FCkwrq9tu9ezcOHTokbE3Wrl0ryKJ8IPW2y+XCwYMHpd8KSexIvtTXXnstAKC3t1fb77FYDA8//DBisZhEQvh8PsTjcem79vZ2QTx3dnaKAA0dVwW3HwL0wZRC8ziMjY2JlReExYsXW7yFP/nkE/H7wMAAampqcNddd+HFF19ELBZDNBpFfX09Vq5ciffeew8ul0uQN1u3bsWDDz4oCBoi9VeuXIlQKIRDhw5JXsV2fsZU30WLFknXDl3DRHDQOOB+5i+99JLYnvuIq4EJTjwCMjnNz9nY2IjBwUE88MADWL9+PU6cOIF169ahr69P9CW3DuIgwtTtdiOZTApPelLQX3SR/HhTW1srvPYBmfBWiXgVdA470JilvpozZw6OHTuGr776StqusrJSqPGPHj1qm6iVtzkw3n40LjZu3IhEIoHLLrsMqVQKs2fPzln+2bNn4/Tp06isrMSJEycAZIMfXV1dqKmpsSST5YjH49i6dauoIyVizgWdRztHJpPBpk2bEI/H0dnZibVr10rX/djYGKLRKPx+v2iHaDSKu+++W2yjWyVTCJHY2Ngo5u6SkhKxiiYcDkvbEanO50M+z6r2M3yeicViUi4LCkzQXNbe3o7m5mbL8XkdamtrxW90zTc2Nkp2XYRcwXEaMwRaRWB3j1XLUey95UJGdXU1HnroIdx222249NJLAWTnlpKSEsuqlAULFmBwcNB2Xrn44oulzxTMKqTvVOiuFSB7TeXrX1WUQLAbc/Q9ADH+Sf0/1fmQ8j0/GswMmLnHYDrBjEcDA4OziSmxtclkMmf1n4GBwYWFxsZGydKCkhYWszqA+xjrXj7tlAWqp3Kx555M5FI/uFwuSVWtkknhcFgiAFUVnqrSo32ArB832TFQEILUvCoxpyMG8j3k6hSiyWQSO3bsACBbv3AimJR5+Zb5A+Mqvnyqb469e/fiL/7iL7B3717xncfjwbx58yx+wpwcp3PMnTsXHo9H2Nzcf//9qKyslOxinE6nSE5MBI3X6xXjTbXocDqdaGlpwS233ALAPjji9XoRiUQE2U31nzNnjiWXAr8eePsQue33+7F8+XLxPT8nvcjksufh45ISJhJZTuR6SUmJlNcBGFeT+nw+0R6kBKc2pGcC1eoll+85hy6Bai5iHoCFHH/ttdcAAK+88or0Pfd7fvvtt6XfVHsiXTmuv/56ANkAi9PpFKRrf3+/2IaCNhynT58GkM3TYZf82K4cwLh/diqVEup1r9crzYM60Kom3ZikfqIk0kBWeVxTUyNWbIyMjEjl5bZlNH65Glcdu5TwlcoMZOchKnNPTw8aGxu1gVSeO6OYVVA0T9bU1IjjqMg1P6mWXlRHmud1582lNF27di1CoZAlyWg+TKWy7kKzraB7Ym1tLSorK1FeXo7BwcGc+/BAIoGCf/nmIxW6a6VYqKtGcq3UVPMj0HVL3xlLBYNcMKpeg+kEMx4NDAzOJiadnDdkuYHB1GA6vtCcyzLxl7+1a9dqkxbaQfewVaxlAZ1/69at0rmnC/GgejjnInDGxsaEpQp5rgOwLIUnooz8dLkPNC3nP3nyJGpqaoQdBicG8rUNT9xIZSdi48iRI0KxW1pailAoJCWh1B2LBwYqKiqwevVqVFRUiGMA4/ZIuTAyMoJdu3bh9ddfx7Fjx/DOO++Iujz66KNSclddYlhSq69cuRLbt2+XyJVUKiURZ+l0WpCaZKWyceNGYTtDx1JV1zQe7cj5jRs3IhKJWEi6U6dOIZPJiOtYJRN1JBEAXHHFFZaktjQftLW1AZDbgogpIEtm5wtoxWIxi5qZyOlDhw4JMp5sbLjdDWAl4+3sI1Q0NDRIti2Fgkhxp9Mp2kxV5JP9DWBtV6obkLVz+vzzzwHI9jxEWo+Ojop6Ll68WDpPdXW16Bc1kSn31iclrxpYuPTSSy2WSC+88IK43slDu7KyEi6XS0ts0xikc+jIbZ26vrq6Gvfff78YozynAyDbluWC3+9HJBLB888/L76jYwwMDAg7pFgspr13+Xw+HD58GOFwGCtXrjyjVVAdHR2ir7gNky7htQ75rLs4uA8/Ba0uvfRSScU/1bjQrUXI21+XRHjFihXo6+vLORfV1taKa5LPn/F4HL/61a8AZK9Hbm2j3lNz9QHdx/1+v/Y3u/1yBdRz7acbvxMlu6bjM7CBgYHBdAWfM6fLu6mBgUFuTKqtDSn3DAwMJh9na8nuRPzjiynTVDwgHDt2TCz7z0WSk52LTkVbiJpbTaSqJiKkpY9TbSNUKFRC2g5jY2OiH1taWgAgr3UFQVXjzZ07Fz09Pejp6UEwGJSsYUidb7dEdGBgAG1tbaitrZWO29TUJAg/n8+HqqoqOJ1O3HbbbRLJUFpaKixvVOXptddeK1kaEeFGRKTT6bQsX6VtKMHi5s2bAWTtafh2ZO3j9/vR0NBgIc65nQ233QiHw2hoaLC0J5Ga5Af+xhtv4IorrsCbb74pSFs6H7UhkUJOp1O0Abe0UEn7Dz74QPz9yCOP4OjRo+jr68ubfBTIkpqHDh1CQ0MDHn/8cfE9Vy47nU4Eg0HRFsuWLcOLL74o9n/22WfhcrkESUtK8v/93/8FAK3St7e3F+Xl5UgmkyKxrxpcsbPz4aiqqrLYMRFefvll9Pb2YuHChRavdxVOpxPpdBput1vkbbj66qttbWJ0gaDa2locOXJEEO8EGgO33norfvKTnwDQt8lNN92En//85+LzqVOnRPCH5wgAxgMCND4A2UufnxcYt+Hh3506dQpAdkzSC59K/i5btkyyNXI6ndJ2DodDm+TZzpZm7dq1orw0t+aynPJ6vXjwwQfF55KSEjEWT548iWg0Kmx90um0hXwPBoMiQHbkyBHU1dUhGAzixz/+MX74wx9KKyDsQNdbLBYTqyDi8bho+2g0ijVr1tjeC6l9CvEUJ9BKgdraWtTX16Orqwv79u3DVVddBSC7yodbT07Fcv0L3VqEvP3vuOMOi00cTwyt4tJLL8Unn3yCsbExsdJl9uzZ0rVKc3lXVxd27dpl+5xBfVBbW4v29nZ84xvfAJAdU4lEQrKL0+3H+87OEifffgQaW5PxzHehj61iYcg4A4MLG3zO9Hg80j3DzA0GBtMThpw3MDCQMNUe9bmOn+9lQv2dezOrL22683Brllzn5CQR+QOrx1M/T8cXR53HvgqPx4OlS5fa/q56nAMQfrrt7e1Ys2YNgHFfWTXxnerBr2sn7lMLZAlqIt3mzZsnEQP19fXCmofKsHnzZqGora+vF2QGHcPhcIjgDe2js/8otA9PnTqFZ555RmxHgQCv14uqqipBypDP+Zw5c0S9OFnDiTvan8rs8XjwzW9+Ey+++CLi8TjGxsbQ3d0tEYlkLQKMk0L/8A//IIjItWvX4r333pNsYAicxKa/7TzQdejt7UV9fb0U/ClECUygcUXBgL6+vpyEeG1tLeLxOO6++278/Oc/R0lJCW6++Wb84he/yHke3TG9Xi9GRka056I2yEfMUx2A7PVAXvJ28Pl8WLJkieX7G264AT/5yU+QSCS03vbPPfec9Nnv90sEq12iSRWXXHKJCOzwa4TGpg7XXHONVK90Oi3K995776GrqwsffvghampqxFhevny5CJ7xJKoulwvbtm1DeXk55s+fb/HgBrLksmoxFggEJBUy92QH5KAafacj/nmgDcjmEejq6sLw8DCqqqoQCoUwNDSEWCwmXWMUiKusrEQkEkF/fz8WLFiA3bt3AwC2bNkiAmMOh0Mcn5eBkstSTglqe0pmy+tFRColr6Xru5AXab5KadWqVfB4PCKpNpC9ZufPn6/1yp8u96zzBZT/ZmBgQIz1XLktKIDLc9nEYjFLAmcCjSWn0ykR8TyYQ3ZIDz/8MAB5fucJ2ScL/FmJP1dN9TMlwZDRMs5WuxcL4+FtYHBuMV3nBgMDgynynDcwMLiwQP7jZ4p8y93576TEBMbJYh3slkJz0kg9JymAfT5fQf7l5woTfRl1uVzCvka1ZVFBL/gARHuTKjQajQoyir7LRfDyoAf3tKc+4OpuVbVOUElmKgP1IVfUqsegHAN0vKampklJUqeuDmhubkZTUxNuuOEGANnARSgU0pKGHH6/X5R5+/btwrcasLchofFNRDFXHtN18dlnnwmPep/Pp/Uz18Htdku2KvxvILvq4IknnkB1dTVSqZQ4BwDs2LFDIqPIS55A44oUygCE1z4HjW2yU+GrEAA5yMD90r1eL3w+n5ZknzNnDm6//XbL94UkM9aBW7SoSnTCpk2bcl5nAHDZZZdJn2tray0WGDU1NZJ9oEpy//73v9cem4h5VT1N3wGwzCO/+93vxN8+nw8jIyPS+cjuhvpm48aNFnsxImA4IaMGmCh4xr3hCfX19XjzzTcBZAlvUocDENZW/LtAIGCZg3Jd43RNbtmyRZtY99SpU2hra5P6mIK84XAYqVQKQ0ND6O7uxtDQkMiBwcvgdDqFTZfD4dBaX9G89PHHH0t1192jCrH3qK6uxvbt2y3fE2ms88rnxzREZ3FQ52FAtpYj+y2OXPMB/aYLYhEikYg4H89LoKK0tNRiY2M3DgD5ea6YBPf8WelcWBedz3ZJ5xPy2RqZucdgOsGMRwMDg7MJQ84bGBicMc4VgU2kSy5SLV9i11zIldRyOmCiL6MulwstLS05ffq5GhTIvpyTFz3ZVnCQOlR3Lq7UJGUsWdjY2YvQftTHhfpNF0omEDlBXu66dlDb4Morr8SiRYtw5ZVX5jynGmwoKSmB3+/XBi44cZJIJCzkjkrkcZK7tLTUkkCS2repqUmsiEgkEuLcwWBQ6zesQ3l5uUQOr1q1ynbbVColzuFyudDb2ysR42RXo4KTT2TnoB4XGFeyc2uXVColJVYlkhjIruSzI8b27dun9YRWfdC5bZAdFixYIM0tahCC8OSTTwrVOe/TX//61+JvsjEirFixwnKczs5OUXadqjbfPEx2VaQy//Wvfy3sgtR9jx8/LkjCtWvXWnIKqcThyZMn0draikceeQSRSETkFeC5CFQCc9asWRgaGrIQ4G63G36/Hx0dHWJMR6NRQeB3dnZi/fr1CIfDUnJk1QbG7XajrKxMzCd0TdKKAUpIS3MTBW3p2lHHztGjR0ViagJde88//zx2794txh3vZyr36OhozvsKb2O7BJ529zQ7qx8+N9sF0tVjGqKzOKhBX2o3SlzPg4EURLz66qttj6eOO12ASbVvs0NnZ6cU6M2HqX6eI3GAXc6HfMglBjG+9DMfZu4xmE4w49HAwOBswpDzBgYzBNMxek8qwXMFIlbpBdhgYlAJ9F27dgk1KCeLaLuqqipBgtHyeP6d3+8XxJzdgy0RcUQu8MSoXIHOiW86Tq6kdupy+nzq+FwP3mQVQ1YQPp8P//3f/10w0VGI57/T6cS2bdsQCASEBzAvv0rkEWnj9/tRVVUliE5ObFJbqWQv/TZRUEJTUt5Tu6p2UTpi5Pjx44JMLiTJJSWPVdHX1wePx4OKigqkUikpsSonfR977DGhquckM5Al+F9++WXbcxBCoRC+9a1vSd+pbTA4OCh82AF7cj6ZTOLIkSMA5KAfX11AAQg6B0/gSujq6hJ9rY6NfH1LhDz3oqeACA/C8Lb605/+BCBLvNut/Pjtb38LAHjmmWcEWR6JRERwgwflotGoRCjG43FBrnOLnmQyKexyeNn7+/stx9EFvWj7ZDKJTCYjrnO6V5ANFyCPGwra1tXVoampSVqNAWT7iOfj4PsmEgmEw2FRrk2bNmH16tUYHh6W8hDk8svnKHZVj11gkgctzgbxOt2eU84mVEW67hnlxhtvBABhYaSDmjujEBKeoN73otGomDO8Xq82Gbd6Tw2Hw2htbS3IqqzY50Ba9RgOh7Fz5060trYWNCbpPHZjmAcBc/1uiHsDA4MLARf6/djAYCbCkPMGBjME0zF673K5ikpYNxXnz6d+VrcnO5dC2tHOl5W/5NHfDodjxj4E8bGlKrE5Iacbg5yMoAfBbdu25VTlBwIBoWAdGxvDrl27cPDgQcRiMQQCAa06nqvliAzW2bOo1kec4C+kHXR9qBIu6nZ2+5Hnvy6BpM/nQ01NDRwOh3QdqefiBF0gEMCGDRtEG7tc4373r776asGKeH5M3tY+n09S+9IKASrrunXr0NTUhHvuuUdaxUDEjh2IlK+vr0dTU5PF65J+LysrE995vV5B+KgK8e3bt1valFvuuN1ui3Jf9XKPx+PCT12Xf8Dn80kKaiLdBwcH4Xa7ceutt4q24oR8LlunkpIS22BRXV2dCDQMDg4CgBR44PjNb34DwKr0JyLN7rr74osvAGRXGNgdW92fSPtMJmNbNyIST548qS2PSvA5HA7U1NRIiVIBqxKf148CIHx1RC5QXYGsxRIl7KV7xfz580WC3ueff14qa2trK3bv3i1Z8CxduhSrV68WwTEi7YeHhy39QBgdHUV3dzc++ugjEXgsKSkRZSgrK8tLFj7yyCO44447RPk5uDUYYFUkq4FKVT0/FS/uhT6nXChEKX9GofanVWBq4IdDZ/GkQ2lpKUKhkLSiSHdOut/ecsstlnsz9QW/p8ZiMRFwzTdG8j0H5uprOk+h5Hy+86g5K9Tfc9mpGJwdGMLQwODsYDryBgYGBrkx6eT8oUOHxL8vv/xysg9vYGBgYEGhDyCF2LkQ0RgKhVBVVSWR1pyQVz3Mue/5dEcxxIiamJCge8EqtB8aGxslcp4HA1S7oVxqOSIm8i2Pp7I6HA7Rt+Rzzfc7E5ugYvbz+/2YPXs2enp6LFYhKsrKylBTU4NgMIjm5mZUV1dLY5KCJ4lEAg0NDVKf6IIS6XQaVVVVgsjnisetW7dKvu+kLN+6dSuefvpprF+/3lKGXDh9+jSampqEwrukpES7H/2+fPly8d2ll14qvie/9Fzg+1KS2U8//dSynUqIeTweXHHFFZbtyO/78ssvtxwrmUxiYGBAJG/kSVVzjcPnnnsOg4ODKCsrs/hNU7ur3y9evNhyHAoqzJs3T2zPt7MrA6n0ScFvh66uLssKANWnnsYGBUV0AYeBgQG0trbi+eefl75/+eWX0dPTo1254PV6BUHI8wtQnalvAUgBIa/Xix//+McYHh5GIBCQViT09vbiySeflPJbfPXVVyKYkEgkBBk6MDAg+cnT3FFXV4cnnnhCtDP1l67eFNQlqOQ9lYHnwqCAxb59+6T2i0Qi6OnpESsGgPFgB7cG27VrFwAIRfK9996LwcFBKVBJ1xPNpVQOQM5VcTZwvhOlOg9/ykVSVVWF66+/Ho899ph231ykPYEHUU+dOiUC2+q9k8hsut/q7gmc1FZXx+i86XXPD7kIV/V5SbW2MriwUMjz0oUSvDMwMDAwMOCYdHJ+27ZtuPfee8WLgYGBwfmN6aiC4Q/2xZaPVNmq3/T5RCbo6kJtRgpjTijp/Pnpxb+YZMCcJOdK0nz72KnluO+0WgZ1DDQ2NmLPnj0Ih8NYv3499uzZM+H+nMhYIPItGAyioaFBEIvJZDInWZHJZLQkPtVPTTzJX3r5MYlUHBkZQXt7OxoaGgCMW4kEAgE4HA6L/caZXNuzZ8+2JPqlchMCgYCwfFi2bJkgnUixDmQV5OXl5VqbHgK3DiIlt87DniuqgSxxqwuQdHZ2orW11UJKEz744ANxreRKSM1x+PBhRCIR7Nmzx5Jcl9ro5ptvBjBOem/ZsgWA3l9+7ty5ogyqDQZgbw30+uuvS591tmBqYENtI7K7oXFFwTUeXBgbG0M4HJZUvcC4Ul73jKgLxPAVMjzhLj/ukiVL0NPTg48++siyP52zq6sLd911F/bu3Zs3OTOQtfYgBb16DVAiY6fTaWk/ug6pT7ldj51VDV3niURC2IJxHD16FLt27cKBAwfQ0dEBYJxIff755y3zUW9vryD06Zrjamyuulf99g2Kh5qfRHeP4KRkf38/ent74fV6EQwGJUKez30c3Ic+GAyiqakJIyMjglhfs2aN7f240Lk8Ho9L17DuvpSvbuq2PPDDvfnPpSWiwfTG+fS8bWBgYGBgUCimxNYmnxKQ484778Sdd96JpqYmQ+YbGMxATMdlc/zBfjLKp75gTjdMhsqI2oyravO9PBf7AsUVo6T0U4kt1aohF1T/al4u8p49ePAgWltbsXPnTkFiDA8PS8vf7drvTAJP6jGJfAsGg5J68ciRI9pEgnQMGnfqyoF8S/ipnkCW2CXy9uWXX5ZWKtDKCOoXIjy9Xi/27t0rEZNqnbilk26sEJlE3vtOp1P0C18pwb2yt27dCgB48803MTIyIo7V3NyMkZEREURobW0VvuYAhMI9H0iBzUGWIaQW93q9iMfjCIfDkj87xzvvvAMgS6r39vZKSladTQ5HNBqVSOgNGzaIJK9EqHIPeGBiyantPK0p8Eb9U1JSIsqvs4ryer1SgMXn84mggBq84Eku7QIbBAqecMK6q6tLjEHyst+4caP43S5AQ6sXxsbGbK+L999/H93d3XjnnXcsFj08eTNBtdxIpVJ46623UFlZKVnw8OuZ++wTed7V1QWfzydWY6l46qmn8NBDD4nPoVAILS0tUlmOHz+OtrY29Pf3i8AelYHaq729XbJv4pZhNMcQSHW/c+dOQcAWkiTdQA/KT6K+/9iR5Wrwm48hmlvUvmhoaBABXlrVx89H9xKdop22B2B7f6U5gI+hYrzudbC7T+mSNxeCQu7JJsg0c2FWVhgYGBgYXMiYEnI+3wsZx/Hjx8U/Y4NjYGAwHVEIEXouMZkqIyKEli1bNuX5BDgpwa0g8tUlXwI63l/Dw8MIh8M5PdGJvDp48KDlPBMN7OTqE92LJ5EVqrc+H3fkh60m6tOpqoFx0vOSSy4R3+l8w3Wk3KpVqywJ+6hOZKNB7fbss8/C4XDA7/dLqksijhYsWIA1a9Ygk8lY7BPS6bQU+HK5sskCo9GoNiFqY2MjMpmMSDxKdja//vWvLdvaJWcFZBUqEfakFtept1XCnWxTxsbGEI/HJfK8kATVnHj97ne/K/5WybB58+ahqalJkPeEyspKi/qb18ntdkt2Ozr82Z/9GYCsCpxsWjgRTti4caNUJ15XTg5+/etfh9vtFiSf6kFvBzsCkAJKnMi0uxZfeuklALIVjgqeuFeFnW88gUijSCSCYDAIAJbVVQBEPpNUKoV4PC5WFtTX16OlpQUALNcwz39gBxqbueYx9ZohyzDVVggYv/5isZho/2JWQRkUBp0dm2pH9uSTT0qrQGjcL1myRJp3Tp48KQK8uuuAj32+Qonfw+xU701NTWJcA9ak35OBZDJpmeuLyQFE+9gFGagedvfs6bjK83zDmQpF1JxHBgYGZw5jE2VgMHNwzpXzBgYGBjMFpMhSE+3NtBe+XGXm3rT5fGQnYzUB2QGUlZXZJm/VJWCdjMAB9Se9CNq9EE72gy23l6D2phUD3JtXbV/uh83LSolW1X6itlRtRYAs6UIBDjo3J/ypXFw9rHpdRyIRsU0kEsHp06eRTCaFRYNq8cDLHI/HheqdW2q4XC5BDOnI1B07dkjKzj179gCA5DFOmD17tvSZE108WSzH4sWLJVU01WHu3LmW4ANHaWkpgsEgampq8LWvZR+tKMGtbh81oS09N6nPT263G42NjXjzzTfFdwsXLkRfX58l0EJ1KikpQTKZlCxgVJSUlODjjz8Wnzk5zVcBALItCyD7UnMl+5dffol3330XmzZtAgCRcBXQK/ILTdRMY9HOpgcYrztfgUnWQPS/GqyorKy0lIvyWPDkytu3b8ff/u3fisDelAKiAAAgAElEQVQStZXX6xVjlvpeFafcdNNN0meyTaNkm3ZBxlQqJV23dFzdtWwHImtpH0qm6/V6pTFO/akjkotBMfPkTLxvFgNdAJnap6urS2p/u0TL+/fvx4oVKyzf89VldkElO+s6uqc89dRTuOOOO7B37160t7ejsbFRSiBLc0eh16iungcOHJDuYaOjo1KwuZAcQLnOUai1Dm1P9Txfx9x0wESEIoY4NDCYWhibKAODmYMpIecNDAwMziWIRCQ/72IeSEjNpUsySi92/CVwOtr65EMxCXRzvexOxmoCOzuAQstBintdglcd/H6/IKt0L+q6F0VVWT9ZxJLX6xWK5IGBAdGe6XRaal9SxtsRMcuWLdO2j0oQcdKV2woQ2U5BA53dEDAevKByqKQSfb744osByOSsXf2J/NH1BZGpfr9fKDh7e3sl6yUdyU7BgYULFwrytby8XKjCqXw6qN7tNC4TiQRCoRD+8R//UfzGSffOzk7cddddePrppwWxdc0112D16tX45je/CSCr5Kfy8ASuuVSCRMTxa43XWVX0e71e0T+5jjs2NiYRvZSItKenB42NjVL5qF/9fj+cTifi8bg475IlS6TjxuNx0Wbkbe/z+XDLLbdYysuV/naoq6sTQaC+vj689dZblm14Wfmqh1tvvRUAhJUMjUciumtqakS5Xn31VSxcuBAOhwMtLS247bbb4PF4AGTvIzwgRMECGpNEzheS4JlDtfYoLy8XquhUKpuYnK59NdBkB8p/4HQ68fbbb0u/Ub3V1RHxeNwSkMkFOzKtGAJgJt43i4EugKyzjuPQrYC6/PLLcdFFFwEY77+f/vSnaGtrw65du6TVKTz3he4ZiN9T4vE4enp68M4774hjARBltgsYUN1y3f+onv39/dK8RdfNVNjO5CN4L0RyaqaQ3rq+OdN8NwbnB2bKGDYwMDCYLBhy3sBghuBcPKTM9Aej0dHRol/IyFaDew1Pd5XfZJSPjlFRUaE9lt1Y0L1o5xs3k1le7r2r9nUgEJCW5bvdbmzYsEH43dsFHdTjqMr6iRBLvM5EUvj9flRVVQk7H/V8BLIR4VYoXKlNCm1eB5VsCQQCwrZAXQHCQbYAE1FMEvbv328pbzGgPluxYgWamppw2223Ye/evVr1tQry9gayJD2Rr/fff78gktWksHZwu90WOxlql0AgIBH1OtXxBx98gO7ubpGk9NNPP8WsWbMQCoWkcRmLxYRdiUrC8qCNDhs2bJA+r1q1SvxN/aBiwYIF4m+/3y8FrGKxmLSqgtfb6/UK0o8I3kWLFlmOz73WAcDj8aCsrAyVlZWSdVS+4A2QVX9zyxddnfg4UxPZBgIBrb+8x+NBNBoVAalEIoHjx4+L+mUyGfT29uZU63d2dua9t1DQw84ehK9WOXz4MHw+H9rb28X3dO3zQEYhRHo6nba0FQW7eHup15RqbaObyy9EojMfJuOexu3HCIsWLRLJl8mmiwJF6rywdOlSEaimgNb777+vtWxTQfMXD+jy/B5kbUZ1Leb+p47XXOr1iT5zmjFpxUxuEzW5vcH0xlS9K87kMWxgYGAwERhy3mDG44EHHsD3v//9vP9mOs7FQ8pMfTAiAm2i5KCKiZCxZzOwMRkqRDpGdXW11tPVbizoXrS50lzXDrnKW4gqT+elqztGc3MzqqqqhEVFMplER0cHgPFklMB4wtKKigrxXTGJaXXg9UilUti9e7fWpoXago9Vh8MhyDm/329RsROpb6fW5X1FK0HmzJmDsrIyyZNXPfcbb7whrQ5RCVoiGHORe7rtCYlEQrIL6ezstPXfB7LkOAVewuGwIJ5LSkqk43AEg0FJ0b537174/X488cQTko1LIUgmk0L9raK+vh579+5FMBgUZaExQ2OLSDROksbjcZw6dQplZWViv0QiIchxIotJRcuVsTplrTqmuO80V9hzdfn69evF3xs2bLAEBNrb28V5iZxW+4nG3LJlyxAKhaSyxeNxaVx88sknePLJJ9HX1yeR5w6Hw0J+02ev14vKykphV6SrO62Q4KsduFq8pKREUi9TMGDu3Lno7e21HE8HXVJdahsekKH2of8pyEtjvqysTLKOUoOD1D/qKhb1dwAiP4AOS5cutbXKUe+HgUBABK8ogKFLPD0TnwHONvg9je5RDocj572MVpH4fD4pQEbjWsWKFSssRDddh4FAAHV1dWK+pP6k+YEHfHMFd7jin+f34GKFYlFMMuvJGm8zXVhyoWK6C2EM9DD3iekNc10ZGMwcGHLewMDAIA8m8qI30x9Wc5U/n988V5rnawedn7xKuvP2L6RdVdshUlIDkBTCdLxXXnkFjzzyiOQDPjw8fEb9p5I1nOBwOp1YtGiRIKFTqZTk453JZEQber1eoa4nFXdDQ0POh2xOFPKVIJlMRhvQIBI9Ho9b1JE8YR+VY9WqVYIAJAU1kbGclKX6EdEfi8Wk34lAUl8aaEyQVRHVh7zPS0pKsG3bNolkIsV8VVWVyGNw+PBhhMNhXHbZZejp6dFa4Ph8vpzqaCqjx+OR/MQp0XAwGBTji4hVHfg5otEoMpmMNC4J+/fvRyAQwPe+9z0AWbsVINuut99+u7BaIaiBGdUfHsiSfZQ4V8XHH39sUeBGo1ERyCBSOBKJSLZKPFdES0uL8JkncAX/G2+8obXJePnlly2JUD/77DMAwPe//31s27ZNfM/LT/YdZE/Ey8WDGWpwSNc2EwngcsU/JWmmpKsDAwMieMivCVrZc/jwYVx22WUigEPXyNKlSy114UgkEjkT7Xq9XhEkscvHQXWlvtu8efMZrZAx0IPuUXbzLfXDDTfcAADYunUrGhoaxO+0wqeyslKynvrRj34kWdfQsSj4SuCBNBpnfFwVQ5ZPBsiixG5VHiHfcwVHodY6dsGz8w1THYwo9PhnSgKe73ZXBjMD51twz1xXBgYzB4acN5jxeOSRR/D444/n/WdgYAfjV1ocyLt2MrxjC3loPNP2d7lctmrBQo5NJJ+dNUWxKC0txbFjx8TxUqmUhbzk5yQ1IyUFzUeo5Utwq4InAiQQUbJlyxaRsI/K8corr2Dz5s1oamoSqv5Zs2ahpqYG3/rWtwBkSW8ecLEjDHXL12lMEKFJKuKuri54PB44nU6R3I/I6q1bt6KlpQUA8Oyzz6K7u1soqkk9qiYEBbJEVV9fHyorK4U6W1Vp+3w+9Pb2YmhoCLFYzGJLQ6CEm2Q/waGzf3G5XNqVB42NjaKPSXW/atUqrF+/Ho8++qhUvs7OTukYusS4a9eu1SYXBfRELwChLCerjXg8LhF8c+fOlXJFjI6OSvtz0ltXJgBSUkwC9XU4HBaEN5ANQlA9P/nkE9TV1dna9hDU64SuMR4IIzshgtqvH374oeW4nOSnIA1vX1o1xM9DGB0dxYkTJyw5TdS2oHMsW7ZMBLaIVOXBARoLGzdutIxvXbLbpqYmzJ8/H93d3fjnf/5nhMNh7SoUuifqyEyVgEulUmhtbUUkEhGBvGJwvhEhdqB2W7VqlTR3Avq5+k9/+pM0Pj/99FO8//77lu1UGz5+LFqpMjY2JlnXkSXa1VdfbUlmPBkEKyfjyXqO22npwD3x6bNqqcPPMRGyqaOj47wcZ1P9jFro8c/U8s9gZuJ8C36Zdz4DA4NzBUPOGxjMEJyLB9iZ8NBsZ5tSiFKLH4M/iM2Eek8H5PKOLRZnStDk6jNK2FjMcThJR4pxSiw5VSAyrbS0VBCLXF2vKpwna5yq5HkqlcLOnTu1XsWqKnRkZATAeIJBIg4psaUK1c+crGAOHDhg2/+cFL7nnntQWlqKtrY2lJaW4tFHH7UQhURoDQ4OAhgnqEh1ym1vCH19fcIupL6+XgrmECk6MDCAcDiM9evXi35pb2/H8PAwVq9eLc6jSwrKE4oSXC6XCGZwpNNpi4KUyG6XyyXZmhw+fNiWYCeoaltePgpcqElyDx8+DEAmuOfNm2dR7tu9jBO5PH/+/Jxl08Hr9SIWi0mE98KFC6Vkr7qAGbd+mT9/Ph5//HE89NBDKC8vF9/X1dUJkt7tdotzkPKc7GccDgf8fr9F2Q/IyTL/9V//VfqN+ml4eFhsNzY2VrAimPbXrTQgsp8HPq6++moAwB//+EdxvdK8wNXYZIXF80n09fUhFouhpqbGci66znWksUrA0cqgSCQCv98/IXL+fCdCKNjZ2NgorOP4tUXj2O/3C5spmjN8Pp+4hsl/nnDy5EnL2OI2T5SPpKSkRPTbggULsGDBAvzwhz/Evn374PP5JHu0M1VZcou8xsZGkceg2H5WV5zlO2eueyG1NV8xd74HhGbKc6xR9c58FCsIKRQzZQwbGBgYTBYMOW9gMENwLh5gZ8JDs+6FT/VP15U/18vZTKj32UYxD8k64kxNNKiC+9RPtHy5+kxV0dqp/uk4RMhzb/apGg9qks1CrSbsykXtnkgkCiYfVI98IrjJpsPuOEeOHJE+E3HIgwpcget0OqVAANkH9ff3o62tTToX7aPayRTSBoCcVwAYT5hIiVzVhMFU9mXLlmmDOUSODg8Pw+FwiKSi6XRaUpETOMFPZLeqyqd9OLFMSWA5qUwWP6lUymLFkktB7nQ6pfazg12S3IULF4p6zJ07Fw8++CBWr14tAgLUH7xMbrdbkMsUvCkGnIQnnDhxQlKX0xhZs2aN+I6IarfbjZGRESQSCfT19Ym2B8b92n0+nxQwOX78OBoaGsRqjWeffVZbdt5PK1eulDz+7XDy5ElEo1H4/X5LX6i++/PmzZOU7MPDwyIopyPsX3vtNQDj7TEwMCBIYBpbPp8P27Ztyzl/UR/zFS/AuNp+Kua+XOr8mQzdvZKeU/j8RtsNDw/jscceAwCEQiGLwnzt2rVinA0NDUm/zZ071xK05cE6soPiKn0qC825tFrFbpUEtzbjKITgnkjgZSIr8ug+AKAgv/8LISBknmMNzhYme3UpwYxhAwODCw2GnDcwMLggMdUvZzNd8UEv5ZFIBK2trQDsE7Cq4Epz8htXEw2q0ClvdOTNRNuV6kMe4fnqMpkvBQ6HAzU1NfD7/YjFYrZk1Lx586SAgK6e+YgL7l9PKkG7Y3Fyxa6+x44dE0ETHZGmEsWkcicvblLgA5DqRoSP+jJH4ySVSiESiQCQld5cRZ8v4EMK1G984xtoamoSCROrqqqETzMnYEnt7XQ6RXDB4/Hga1/7Gjwej0QOZzIZS1JRshVZuHAhQqEQnE6nxTLkpptuQk1NDSKRCFKplCBreSJUAieVR0dHxXxFRNvChQtt606rA9LptEVZ/8477wDIJqTkFik6qL9nMhl0d3fjmWeekb7n5N+VV16Z85iUCFOX5BXQ292o404l8N1ud0FBLSIi1aSqfX196O/vF59V5T6BVMm1tbU4ceKE9Jsa7KHvqA2XL1+OX/3qV9LvmUxGUufPnz9f8qqnMlBfe71eVFRUiHFF+1Igiq7XVColysJXsZAamePVV18VOQPU5MBkOwVAS8QW4xOuIpc6fyYj172D3wdpxVJ7e7uYS9LpNNatWyfNq3zOU9vqv/7rvyznIJV9XV2duC47Oztt50oedNTVpaWlRVibcajPUJOlRqfgba5xZXcuO79/eg4xMJiOmOkrOdSVnjMdM/39zcDAYOZiSsn5QtRaZ7K9gYGBwURRjEfiRB7UZrriw+XKJhKNRCKWZeX52oPXXWeZUuhLCL1oAzhjFTuRDA888IDwJi9EYTcZyGQy6OnpgdfrFcQYPye90LjdbqnddPVUrYTU9iT7G67atjuWulpBFwwh2xNSuKsEjkrOnzx5Ek1NTQCyvuGkwOfe8tQXW7Zs0fpyU1lIKbx06VJBWL766quifNFo1GKJQ+MWyJLyQFbhrBI15NPc0dEBIEt66pTJvb29+OqrryQivrOzUztvkK/8kiVLcOrUKRFc4AQ9jQUi54k4pwCE3+/XJindt2+f+JuCX5s3b9a2nd/vF6sDAGsiVFKMX3HFFfjDH/4gvidrGyL2PR4P5s2bJ9qFE89UblqdUVVVJUh3FXbff/vb37YEGOyUd2oghAhIunaSyaTw+tdZCBEOHTok/V8IVq5caflu3rx50hxWVVWFTZs24YknnkAwGBTPs2vWrBHtf/z4cRFwcbvd2mdeTm58/vnn4vqhZMaUaFctPyXSpeuVH4sfk6+KISQSCTH+YrEYDh48aCFGdcFsmi+4cptsqoohmaZSnX+2USzJpuYbOXz4MPbt24ctW7YAyBLs/NpXQWOd7tWtra1iXNXX16OsrEys8KGgJ/Utkf4UDCtG9aoLyujIetqGW3XZBVXV1VvqioBc58q1HSVotst7cj5gqslEQ1ZOLWb6So7zbXyoK3HORb/M9ICNgYHBxHDRVByUHgzvu+8+fP3rXy94v2K35+cjAsfAwMBABfd7pYdHrtTmFiY68Ae1Cx26tuTfAbD8ru7f1taG6667ruAHea7enCzwcpztvi20PrxdHQ4HVq9ebSH0qB61tbVob28XRGh9fb2WbOZQVyvQse677z6xjZpkUiXSiNBZuXIl3nvvPcydOxc333yzhUzVkdmcgCEverKJ4aS92+2G3+9HIpFAIpHALbfcIraNRqNYvXq16EuPx4Nt27ahvLwcV111lWizXbt2acckKZPp+IFAAA6HAx0dHWKlA1euAlZ7kdLSUoRCIfT19SEUCmH+/PmiXrFYDA8//DBisZhWWU2YNWsWgOzzzMsvv2z5nau4aT566aWXpG18Ph+WLFmChoYG7NmzR3xPCVkvvvhiyb4mk8lIKnX67eqrr8Z3vvMdNDY2SjZTOlUcEb3btm3DzTffjP379+Pjjz+Wttm4caOw3qmtrRV/h8NhS7DHTkXNVxEAQH9/PzweDy6//HLx3dtvv63dl8rOx6BqD0JwOBwoLy+3WOGoSW1VwvSiiy7Cu+++i56eHvj9fuG1Pzo6KsYL5SQAsqRqJpPRBhJojOhWEADZuqvX1wcffCDKr4JWsQDA+vXrxffz5s2zJPIFxq108q3SOXjwoBjnfr9f+JsXMr+rCv7z5f5a6P2N5nY1cEUrZGhVyVVXXWVZpULk9eLFi8VKjpGREXEt0jFLSkosK3z4nKvOa8WoXvOR5+o2NKZ8Pp/4zi4ROO1LyJXHgIJBurmdB4+oP/i963wlE2fi8Q1mNs7V+NC9j0z28Yt9Xzkfzm1gYHDuMGXK+Uwmg8HBQRw/fjznv2K3z3ccAwODCwuFKDbyqVJmusr9bMJOQcmtTwpVAHFlSEVFBVavXo2KioqpLP5Zx2TYPqRSKWEnoks2CliV7cWoUcfGxtDa2mqxuwDG1eAEroAHxlXcN954I4CsSlvX98PDw7ZKIL/fj7179wr/cPJcJ7S3t0uko+pbr5JMdD2Xlpaiu7sb6XS64DFJXt3hcFgkyjx27JhlOyJcA4EAysrKhFLe7/dbSC7qC55AF8gSS9S+J06cEOeLx+OSt7kd1GSrpaWlgpiPRqOWvld95dXAC4EU6MA4WU5JWjmZTAp7UlvX1dUhEAhYiOwlS5aI1QM8AW4+O5NcZOHg4CBCoRC++uor8Z3Oe5/quGTJEumzat8CZC1rMpmMJRCwYsUKiyWGOubee+898Sx67Ngx2xUhHA899BBeeeUV8ZlISLXefBUMX1VRXl4uiFieBBTIBj5oVRB9VoMhnBg+efKkJdlvPsKDHysUCqGlpaVgglfNazHTkc8/X7VVoVVLat3JW14XmKG+oNUmPCcFD97t378fCxYsyNkXgUAAS5culT7zvBa8ToUqN+1WI/KgJNlJ5bO549D53RPovqc7Fg8OpNNpiUCcSkJvMjEZ6lndMQrNF2C3jVH1GkwHzPQVBwYGBgYqpoycdzgcZ+WfgYHBhY2JEutTlcBopiGXd2ssFrN4ZucCT17IkcvznB6sq6ur8cQTT6C6unpiFZmmKERhOJlLgjlpWOh10dnZKVnQcAJw2bJlaGpqsr1O6PqjfeLxuLCX4WSUw+GwfZEiux9Vxev3++H3+xGNRrVqcl2dc4FUlgcOHJACJn6/X1s/IlgHBwcBWD3ePR4PNm3aJMhwIEuCquQUD2jwOg4MDAjLk/3796Onp0cEX3jbETmrKpk5OVpXV4doNIr+/n5RFt7OOmsWu0DPnDlzLP20atUqhMNhSRWvJupVLawIbrcbDQ0NAGTblXy47LLLtN+TP//Ro0ctlj0qeMLYfOf/5JNPpHFBbeZ2u1FfX5+3vOTlf+rUKdEHu3fvFr+TzRKhr69PamNqo1gsJuUe4Ofm3v6HDx8WSaQJ1GaxWEz4bnOS1u5aGR0dtajxOYqxgcuHMwlYTlfk88+neZLmedqO+oOCcer4JPsmYDy5K61Q0AWYCIODg8hkMlI7t7e3i/5rbGwUwTX6TMmQOTmfj/iiOSmVGs8RQknE+bloDBY6V08UdivMeHC4q6vrjJLPn01MBvmYS1CRj5xXkxhPZrkMDAwMDAwMZEwJOZ/JZM7aPwMDAwMVhah6eNLSiex/vsDuJYtsBxoaGs6YOD4Tn/ipWHp+LsihQCCAiooKbX2KaR/Vr5cIENVHOhdofBOBwVWa5eXlgpQOBAKoqqoSSVRzJZVVyRCqExHLL7/8cl5ij4hWIvopaSyQJf1VH33+uRBEIhG0tbUJApusI7xer6ifw+EQY4PahZTk6iq93t5epNNpKfgSi8UE8cbJL4LqJ69a5BB5RZ7uPp8Pd955p1De68ZIeXk5LrnkEgBWBbUKIrYBe+U8T1BKQQsqN3/uKsa3ndpEtwpBBZ3zoov0zovUrh9++KGt9QuB7IIoKSv56v/P//yP2IbaJJPJSH25bt06kbyXr3hQVzXQOWjFANnr1NbWSv2xcuVKy5il8gDZYFBXVxfC4bC4L/l8PlRUVIhroaysTLrW1edgvmqhvb0dBw4ckFbE8OTAPN8AkcI+n6/ogLXP5ytqjlYDlrocC+cjdPN8SUkJmpqacM899wAA3n//ffEbqdkJdF3Sigd15YwKHiwnOxld8IDOU8w9keby+vp6Qc7zuYyvCuDzfqF9nS+BKz0bqGM11wozetY5cuQIgPwrd2YqJvv5lecruFCei882zjfP9vMFpl8MDAzONibdc/5HP/rRZB/SwMDAoCgU4tWXyyPxQvX6S6VSQulJ3sT5/NFJYR8KhQoiddSkb/m2nQofSyKH8nkqTyYaGxtRXV0trQwoxi+TyIpoNCptT6QhtzVQoZ6HxvfPfvYzcUzC4cOHha1HIeXKdSyXyyW87+PxuLA0ILJGJVh44lHdGNm0aZNQaN51110IBoOIx+NYunSptD3Pf8ChEuH19fXo6upCaWmpGGu9vb2WlQ6qgtvn84lj6exLuH8+H2OpVEra/tVXXwWQJZvJLobIeerPtWvXYsGCBVJ7U/2o3W699Vb85Cc/AWANINDKFyJ0vV4v+vr6EAgEsGLFCkvZ+bnT6bRQvBZDqoVCIQwNDUkkMtWLvNEJl19+Of74xz9K3xEhmW9+OH36dN7yEHFOfbBq1Sq8/fbbIoEqAPzpT38CYE2cO2fOHPT09KCnpwevv/66+L68vBxHjx6F2+3GsWPHpHLMnTtXkKgqeep0OsWYJXz++efi72g0KvIuEYFYX18v5g0ix/i1XlJSInIjAPIYp3wMvB9OnDgh/ubkJNmpeDweKVBFft665LI0/oLBoJRsWSUz+H2FEp2eryg2uW1JSQluvvlmpFIpaf70er1wOBzSuEun0/B6vTh06BBqamoswTU1hwBdc4FAQMzDiURC2MQMDg5i9erV2Lx5sxSYohVGqh9+rrlVrRMwHggaGRkRY4qv/Ghvb7cNOPJARq7fabWHXZkJF9IKSbvnV1175/Lsz3VcfszNmzfjlVdemRE2QdMVxtN/eiJfv0yG573dMUxgwMDgwsSkK+dramrOyT8DAwMDO5iHnMJAannVm5grptS2pH2417aO9KZjAJBeus9lv3Cy+lwowsh32G55PW8fO8sQrhDkSkO1/2h1xIEDB7Bjxw4AVu92Dm5XsGvXLlFWtY2IVI5EIsJ+g6v7OSlCZBGVjV58VG9k1dee17WnpweRSASpVEoQPnV1dWJ7XldqP6fTafHTBsZJJKfTiQMHDuCuu+4S9bHz+Q4EArjzzjtFWxMZSip8tV3r6+tFe6jqUiJZuY87nYur17m9AB8ze/fuRSgUkggvSjpKJBVffQBk/dNDoRDmzJkjkcdUX17vSCSC4eFh1NTU5PVQLy0tlUjY2267DcFgEB6PB5FIRBDwqrJf9/yWTqexcuVKEWjgHvgA8OabbwIYt/fg4DYgOvAEsgRq/1xJX7kPPdkbNTQ0CGKe+p+Tz2SHBIyrk/fu3Qu/3y/8wtWgBwWuyD//F7/4Be644w4cOHBAa5H1xhtvCDscXR/+8pe/lLZXbVOo3GTJA4xfl6rNiYqqqiqEQiHs3btXbMNJVT530H2Fz3Vk3XM+Ead2c5cK1VaPApmEjRs3IhKJWFaGVFZWIhaLiaARnROAxRaMVqnU19eLbWKxGFauXIn29nYMDQ1pVeZq/hICn1t1wRoVdFz6/9SpU+jo6AAwruQvVJFN2xw4cEDaloKBHR0dUpnT6TRisZh2dRVd1+fTuCsEOp//XJ79ucDFAv39/VNmcWPU+jMDE+mnyejbc/0OMVW2U4DJhWZgcKFiyjznDQwMDKYLJvsh53x8YUin09pl7e3t7RIxSySxaq8CjD8o69pa9wA6XR4+p9I/NdfLAxEJdslS87WPqsRubGzMqXBub2/Hvn37hNowmUzioYceAiCTy3QsTnbriJpdu3YJG4Z4PI6RkRF4PB6JBKiqqhJENpVNJUW4RY1qkZHL3iBf+9DvpaWlOf20AaC/vx/d3d2SYhnIkqqc/KYVEM3NzVK5aFWACh35wRM5Evx+v4VoB2TylttSDA8PW/ewrl8AACAASURBVIJiwLhVzTXXXGPxXg4EAqirq4Pf7xdWJ1QHqi8nCOPxONLpNHp6ehCPx+HxeDBv3jxL2evq6lBVVSUF9zKZDILBIHp7exGJRIQyW8WaNWtE33MbIO5N/emnn0oqYSKwVdIegOU83d3dAMbJbm7rkgs+n892NQqtZCCrHAC46qqrLOcnq6G6ujps3rwZe/bsQTgcxunTp3H48GF4PB5s2LABgHVMUGCCchH09/dbyjF//nzE43ExJqjvgsGgIL7z2f7U19dLSXxpvFFfAvY+8y6XS4wl3dxJcwdPesrnkVtuucXWWm6moViSSGerV4jNCg+uUJ+l02mthZZdXq4jR47Y+uPz5K2FrAJQnwP4/nwlCo2nWCyGQCCAYDAo/WZnrUff09+cCCbF6fr16y22bjQ/6uZluq4LTV5cCKbqmXAyyEfdPdTOFijffvy3fCsoJgPG235mgPrp4MGDBV8Hk9G30+UdwsDAwGCyYMh5AwMDg/8f9IKVzxv7fHphoJc0AJIqk1tz5FLQqccq5kF5sl5op3OwpJA26ezstFWm5wJXYhOpnSvRcTQaFaSnz+fD6OioUGjfdNNNCIVCCAaDwvYg37nb2toksiiTyVhIcP4Sz5Xq6jacHOaqWwAikeJkKB25979dDgBgnJhqbm5GWVkZampqhH0HKcS5ncnSpUuFSj1f2/Fl0kRMh0IhtLS0WNrmqaeewlNPPSU+k/LcLrEi+cC/8847tt7LhI6ODjgcDgSDQVsimp+nt7cX5eXlwiqHyrpu3TpLnf/v//4vr4e11+tFbW2tsJi58sorxW9cqQ7o/bVzWTkRqL2IIH777bfFqgJdklz6TpcAduXKlaipqRHjmK94IJDfPDBO4t90002SbQhdsx9++KFoX6qvavtD6OzstNyXuA++Cm6Xw6FaAZWUlEh1feONNwTxSYQnJfudKEnIx1BnZyccDocgps8XYqXYex+3S6B7F28nNTcDjUu7ZxN+7RAooOV0OqUAaC6oFkb56kSBWB6Yp4CsXWCIVj9NBNRG6XRaGzimeVvNlUHjjsjmyba0m6pnwskgH3VEut2qNd02ZtWpQaGY6EoMAwMDA4MsDDlvYGBw3mEiRAKRgW1tbQBwwbyQ6F7SKBGoThlFarXJwGS90BZ7nHO9FFYFV7/mgl25PR4P7rzzTrhcrrx2A6RmrK+vl1TZbrcbW7ZswYIFC7Bly5aC28Yuqaiu3ESYkM8t7y81qKDa0+QjEgpBIBBAc3OzUL7T/7yulKCRxj/ZP/T09EjkPKlACa+99hq2bNmCLVu2oL29XRCQ+QIKKgnscrmE6hnIEsDcCufDDz8EIBOeZO3g9/sFIUb/p9NpyYKAt3ksFkMkEsE111yDWCwGj8cDp9MpqSVVktDpdAqbHCIKdQGAF1980WLBoqKyshJDQ0OCZNcp4UlRfvToUQtBz61/VJDXvIpEIiEU7evWrRPf8ySvPH+G6mH9xRdf4Pe//z0A2bZmxYoVCAQCQqE/a9Ys0dZ2iTs//fRTvPDCC9J3OsIfsM4RPLBAhKTT6cTq1asxMjJiIUZJWT179mzpO6fTKYjSxYsXIx6PW+bRWCyG3bt35/XV5UFSu/tEPB5HJpM5b0j5M0Wh9y4aq3ZqeB24ct3lcgkVOQWquOURzSGxWEzMXbn6pxhVtToH9vX1SXMazSN2gYf29nbxm2qNxsETmKv3img0iqGhIfH5fPZHn8znGx4cmOrnpukssjAwmM4w146BwfkDQ84XiS+//BKHDh3Cb37zGzz++ONoaWlBIBDAjTfeiBtvvBH/9E//NOVl+OKLL9DZ2YmHHnoIf/M3f4NgMIi//uu/xg9+8ANEIpGcaqqzfdypKquBQS5MRG3E/XwL9Y09H0EEJq+7mqBTTfo5nYjuQjDVS2ELfVAuVgluV+7t27eLRLO6/uBESi6bi1xEkZ3FQT6Pb15usnIAYDmPzuZBdxw7dTq1eS5iqRBCpqSkxOJfnytwQqRuLBaT7BeIgCSSiBP2FRUVoh6qet/lcmHjxo0AsuQ1r7taTv5bS0uL8B7nINVzIRYEvb29yGQycDgc8Hg8CAaDknULoLe/Wrp0qeVYKslsF8ThbfvRRx9ZfucrM3gyZRU8aW55ebmU8FUFXQOvvfaatA+QtQrhVkE33HCD2Oa9995Db2+v2F8lunkbf/bZZ8Lbmj/nqPYjH3/8saV8uZJakvq5oqICQHb1QVlZGU6dOoUXX3zRdrUEjY1vfOMb4rutW7cik8kIonTNmjXa8yYSCYTDYXR1deWc11QbErpPqFZbOks0A7md1MAT5QSgcanaIPGxSLCb6ykvRVdXl1CQc4siu+AJJ/CB8cAiV7Gr4yMQCKCsrEwbqPn/2Pv64LaqM/1HlI8k5MOyRT5IXIJrxwqpSWKcrFfQEhm2RWboRnZ2d1JNFgoYptsdUpd26ZawTSllmy6MGxiYcRxK2SDYdrDUsq3FdIkFnWBSYpI4BmLHIjFxQsDYkRw7HzQB/f7Q7z0+99xzr65sSZaT88xkYlu695577rn3nvO8z/u8Ho8HDoeDPQOologIWfYeD7J2kz3fedu3WCyWNGA4mWA0z5DNE4zmaanM38T90rZmGWipkIZm8w/1zFBIBVbH3XhIbcous5ItaYZ0rKHM7h1F3CsoTC4ocj4FvPnmm/inf/on3HfffXjyyScRCoUQiURw7ty5rLWhr68P3//+99HQ0IC3334bn3zyCc6ePYtoNIquri48++yz+Nd//dekPqPZ2G+m2qqgYIRUFwJqwqKHbIFrFqywSnRbmYCaXRMq2Nnd3W3xTKwj3QEGq2pI3o9d3N7K2DQi4mULc544dDqdjNwzOwee7OYtKHhV7Pz585nlCwUbjCwDzBTwRuOIV9kTCV1fXy8l53lS3AoxwaOoqAjl5eWm/UJt4YlnvsCpSFzT4s3j8WiUmwUFBew8ePU+9Tn5ui9btkyzL2BUXT5z5kzU1NRg06ZN7J4gAsuI3OX7w0j12tfXh0AggK6uLrjdbmbTQvsMBAI6guuNN95g10c8ttvtRllZGQti8Nd++vTpGvKMVOc8eLWrkVULMOr5DugJcCPwBCgfKKNsg7q6Ol0NABnEOgkitm/fzsaMkTKeB3/dxXPhvboBYOnSpYjH47pMDh7FxcXMn5zPEAC0wRH6meoGiCCvcv7ZZLPZUFZWhkAgIFU+83UKKLAgK0ypoB2DomUTzZPp/heLVLtcLlxxxRW6+48IcABsLPPBNCpY3d3dzZ5dPBHKv4t4Ar+np4dlXPT19bFtxWtbW1uL48ePIxgMwu12a9pXVlYGh2PUik3M2uCfU3l5efD5fMw2je+rcDiseefQc9ftdiMcDmsykai/JpOYwAipZAwavV/HI1SgbWUZaMnamMocR5b1pZBbELMjU9km3fcinwVthZwfa/YuZVDyz9ixIJ1iIVkQ63yyYVVQuBCgyPkUcPLkSVM1VqYxMDCADRs2sMJgNpsNX/7yl/F3f/d3WLlyJUvVjsVi+NnPfsZUWxOx30y1VUHBDKlMQsYzYZmMavFkMCJ6jc4zlQUukblWbBHEa0IT7Y6ODuzevVtaGHG8yLSS3uy4RJqL2QlWxqbY7oGBATQ0NKChoUGqpiOig5T2RUVFKCsrg8fjQSgU0pBrZmQ3qWKpwOizzz6LH/3oR8jPz0d5eTnWrFmTtr4kD9PxBNJk/STur7S0FFu2bDFVZ1Nbfvvb30o/54lrUpP6/X5GDonnIraD73MjkAI9Ho9j+fLl6OzsREdHBxobG5nlw6JFi9j3U83O4MnyQCCgIQk9Ho/GjoIQCoVYfQAqcAqAFX7s7OxkCnyeKHvppZek+yOIROMll1xi+N25c+cy+xjRrz4ZFi9erJmDBAIBjWUNICf8aTyR3RFBLK4cDodx4sQJ030RnE6nhkDnC/DyhVXJ3uSNN97QEel0LTweD9xuN7MRoXoLRJKLFik0vw2FQiyoRPUFgNFitzxRFo/HmYf4iy++CEBrT9LV1YVZs2ahrq5OF1hQ0CIV2y4KtlRUVCASiWDWrFlYvXo1u15ke0T3G40JAHjvvffYz319fWhqakJHRwd7dgWDQVbYkWqhiM/LWCzG7t0dO3boAnb83IEvWMxnotDzSnbeNGcgdb7dbtc9fyjDB9CKCui5S58tXbpUs+9MWNpM9jlhtsUqqcxxslF4VmF8ELMjx5KJkS7wWVvJ6oedb1BBLAWFyQ9Fzo8BeXl5WLFiBb75zW/ixz/+Mb7xjW9k5biPPfYYU5HNnj0bmzdvxn/+53/ivvvuw0MPPYRf/epXbBJ67tw5bNq0CSMjIxOy30y1VUEh07BCOk8UmZtJGCmujc7TbIFrRDrKCGMravqmpibDAphW95OroLaTMh3AmD39iZTw+/3SvhYXuaWlpXj22Wfh8/ng9/st+d7zqnlxDMTj8aRFSI28qEWISqx0LjpSDcxR4ITITFJ4i+QxTxzJ+pLGMJ0LEV+bNm1CQ0ODbiFJKmue7J07dy6ABDFFRPrw8DCrlQEk3rkibDYbysvLEYvF0NjYiGAwCI/Hw6x1iLDlM9n489m3bx/Kyso0++QLTAaDQTQ2NmLBggXMYoYvLtnW1oaamhpNcK2/v5/9LBLabreb2fsQZNeLtjt69CizjxHV6Ub+84Qrr7xS05ZwOIyOjg7Wp16vF729vRqbISCR+VJeXg6bzYbGxkbEYjGUl5fjpptu0h2DVzobqecXL16Mrq4ujZUQn00wMjKClpYWAGAK4n379ukU80eOHGF2N+QzDiSKwRYUFEjbB+jJ+urqauTn5+uujREokMMrqXnk5+cz8ri3txeNjY3YuXNnxjKiJgP4d5eY0SIqvgEtsQ4kAj2dnZ14/fXX0dTUxOxvSB0/PDzMnjMU3OHvcXomie9XCiTSc8zs+Suq/Ona0/uMnlOtra2aYJNod8RDbLOIoaEhTQFyXjFKz1EKJlEdkXQUFDfCZJ8T5oK6NlntgfMJExEMyfTxrIpwsgmj54eCgoJCrkKR8ynguuuuwzPPPINt27bhP/7jP7B27VpUVFRY8twdL9rb29mk++KLL8ZDDz2Eq6++WvOdWbNmYcOGDWzxPjw8zNJOs7nfTLVVQSGToEXyZF5gZQOpEOqpKr/H06bJet1kqu5M+eImu3YyX3mxeKtR+6yS7rzq3iy4Q4u88RaBlcGIBBAXsGLgRAw6kP2I2+3WEWkyIognwKLRKHvnhcNh+P1+tpAcGRmB0+lkJNrq1auZRz1ZU/Be4QQiu0TrEvr+7t27cfjwYXb9qqurMW3aNBQUFGhUzUZkrFgclid+gQSBd9VVV8Hv97NgBo2JUCiE5cuXM8UvT3TPmjULS5YsATCq+F25ciWz1KExcOjQIc3xli5diiuuuAKAniAUv2eEgoICjV+90bkCet/87du3sz5tamrC4cOHsXv3brz11luGxyNUVFSwMUNKevICf/rpp6XbjIyMMCLerBgufdfv92vGXCgUwubNmxnB/9RTT+HJJ59kn1NGIyEWi8Hv9zM7IboePIyItGAwyM7vxRdfZBkh9DeyyHn33XczlhE1GcA//8UAKn+P0D0p2kBSQIXEMESm888q/rlC5H9xcTE8Ho8ua5UPuMkgFmaVbcsT+QMDA+w5JWaQzJgxQ2NBQ/sfGBhgz8aRkREWAOMhPotJ7c/3AdWroDoiqah6JxvOZ5vGySy+MEImgyGysZCN4EsuBHhEmIl60omJvv/MrArNMNHtVlBQ0EOR8ynAbrdLFWnZwB//+Ef280033WSYFj1lyhT4fD72+yuvvILPPvssq/vNVFsVFDIBIh8BTFqCN5uYKCKciMdMqt/ShVxdTCa7drLaAqSglE3eRRucdAUVxrLIS6XPibwR1e3icYksS1aMrqamRmP/AWitGijowStF+/r6dOQ6EcLHjh1jilAgQV6TRz3tl190EnFF9QH4e8Rut2sCJ/x2/LXl27ty5UrpeRLZRaShjMDmQV7TVLySV3gvX76c/Tw0NMTI2S996UsAgBMnTjDCXSSAqa0lJSWGPus8RNKZsGLFCjzxxBPs2BdffDH7jM61r6+PjWtexX7ttdey6yeqj/nrKlM/07FpzFD/kKL+2LFj0roBfHFcGfhtqK0i+RoKhVi/Hjt2TJMxQH7m1GbqW9rXvn372Gd0TWQZIjt27AAwOk74wAmNTRqzn3zyCYDskSi5DofDwYjqXbt2sb+vXr1aOpaIpCZLovfffx8A8MEHH7B90H0aj8cZ+b9x40b4fD5dUItsZIwU9SJ4Mn/KlCm656AM9J28vDyW7UWBvqGhITQ2NrJ7yEo2FgUuxIKyBw4cYMcBrD/PJwv4d14uEqNAau9leq6LAflcEl+kQmZOFPGZq2MhW3A4HOxZaZadQ98dy1ydgopUDJYyfShAmG2Y2T+ZneOFPlYUFHIRipyfBDh9+rRmgXXzzTebfv/6669ni6zh4WG88847WdtvptqqoGAFqUy06LsA1OQkRyBeP55ULCwsZCrmXEc6FpOisjzbC72xFPgyA7WfSD2ZTYL4nWg0yryvrbQ33Qt4sbCY2BdkP9LS0sJILF61Lirv+eKiqZCRRFbwC0KC2+1m7SDybefOnZo+kwVO3G43I0h7e3sRCoVQU1MDn8+nsVUheDweJk6gjAGy2BBJQ1rwEXFLHvBEBJIXNA9S1BMJZ1aHhsZHqsXkxbFRUVGBeDzO9nPu3Dl2jUnFbhSAMCL8+X0DCUudmpoa7NmzRzeOze4tvigsIZk4RNavZhkFIj7//HMAo4V3ZduK7ZKdg9kxaSyTjSH1ryLnE3A4HIwgp3sCSGRXyDJAPv74YwCj/UkFqimzIhwOa0h+oznS/PnzUVdXh6KiItTV1bH98Wp7YPT60fuYMm7cbjdCoRB7FvT29uKee+6RWjitX79e9y4nEi0ejxsGefnABQ8qBh0Oh1kRcyARTHI6ncjPz2ffJRJt8+bNk37OlyuktdncxKiNZnO9ZPucSNC7jWoymLUvV4hPK1mNudrfY4HD4cDatWsBIGlB97HeQxRUpGKwRoKPbMLo2Z4rzwkFBQVrUOT8JMD+/ftx9uxZAAllSjJy6pJLLtEUtePVXpneb6baqqBgBalMQui7mbDNmMzIxCTdatDEyOLF6/UygvNCmWCKvp1mCz26ZjabjdmfpNJPsutj5f6QfWZkVyMStmLbqUAq/51AIAC/34/q6uq0ZiIQoZgs8CCS2nS+5NVOJDav3j527BicTidsNptuPNP2Xq9Xqugiizwjqzx+QUjbV1VVsQUor0Qlf3hedc4ft6qqihHhBw4cgN/vh9vtxrp16zRkHsHn8zHLmQ8//BDAKDl+2WWXWQqgELq6upgdDQUzxHFthVQ28m4nuFwu+Hw+psaXEd4iaOyRFcgrr7yi+by4uBgul4udu8vlYlkOsoBCOBxmFkZ8EGP+/PlsPJC9Hw+ZSn7//v0oLi5m42n27NmafdJ1EeHxeKTZHUYwC3rQmKGMDL6AMB88KC4u1vmjU7CNDy5RIEC0LVHQYuPGjXjttdcAaINMdH8TSS8DkfwzZsxgzyRg1Bu+oKAAeXl5qK2txWuvvaZRYJ48eRLTpk1DTU2Npmh4S0sLTp06hfz8fGmx36NHj2L37t1MvU4YHh6WztP4+hk8+HHhcDjYcfLy8th7iwJpQCLoy6vsu7q6cPz4cVYone7rUCg0qYjI8c7Lkm0/nmy/sWa6mdn50T7b29tzsiaFWUZhrsFKVmOuBBLSBaMsDB7nU0ACUCS8gsL5AkXOTwKQ6gwArrrqKnzhC19Iug0tRgHjgiiZ2G+m2qqgkG6IKl2FBNIxSRcXeuOdNOZSgalMw+oiWUZqx+NxZn9itn13d7dmwZtqUMvM2zLZtcrLy9NsbzbeyNqA7HYApGUxZZY+b9b39Pn69etRX1+vIdgLCwvZeXV1dUltGPi6Fvy2brcbPp+PFXGkz8z8n/kAg5WFKJC4NjyRTxgcHASQeP/yHtG0v4qKCjgcDk1xVx7hcBjXX389KzhrptIjmzsi5Un1aoRkHtgi+MyFtWvXYt26dTh8+DCAROFXHmY2MSQU4G1fgIQimfcCX7p0KeuvtrY2dnyjwrqEWbNmsX4qKirSfS7629N+IpEIG//9/f1Yu3Ytaw+l1JO9Ddnl+Hw+3HPPPYbnSjAi93lQX/b29upIH76vIpEI64PFixejuLgYjz/+OPx+P06dOsUCW1QgVJatoZDAtddei0gkwkh2/vnHW2GJEDNaeBUpf+0GBwfx3nvvabKE6Pl18uRJ+P1+zJ07F36/n7UhFArB7/cjHo9rgrhi8WyeOAeMbSZEiyiCOC7IN76kpIS9tyj7liC+Y6h2gt/v1wSTJhPGOi+jeQJlDJiR87lA7InBfQrynG81KSbC+lAmnEjnOiiX7ByttOV8C0goKCicH1Dk/CQAT3hb9bwnVZq4fab3m6m2muH48eOMoErXP4XzH6JKVyx8qTB25MpCbzLCat+NZWFBC7GOjg7LC15ZoEXmbWl1YWa32w29MQkiucK3Px2LKSvpv7JUcPHaiN7u/HnJnif89vy2d911F+rr6xlxTZYRtbW10mKIdDz+fxE8CcafB09uiZkDIjFGC/aqqio4HA7TwAwVR41Go4z0s9lsOnJdVLvzlhMANMVZPR4PamtrGflsVKiW4HK58J3vfIdtW1JSogk2LFq0SNP+kydPavxpCTK/d2C0WC1P6pNanj6TkaSE1tZWFBcXo7i4GM899xzz46dMBSLTr776ao1Qobi42PDc7XY7yz4k9TRZ7hw5cgQejwehUAg9PT06f3763iWXXAJAa6NidO50vkePHmWfJQugFBUVIRKJsGvPq5tpDCbzBr6QIN6XZhkfZs9C3ganoqJCk8lK9zbdW/39/ey+feSRR3T7pcDLjh07pBkYNpsN5eXlyM/P1xTPFoOUhYWFGBgYQENDAx599FEEAgG2Pz6zh8Z7YWEhfD4fAoEAGhoaAEDnGy9mnpi9Y1K1wsoVJCtiTvVG6N1llI0mg5mCOF3qYqv7uVCEGJmcIxvNb2R9a2V88N9Nln2RrXl/LrUFsJ6NmWvIpYCKgoJCAoqcnwTgF8xWH/z8gp28I7Ox30y11Qz3338/vvWtb6X1n8KFA1J6Acp7PlWcb2mh5ztoITZef2czG5xkqnMiec0WBMkI/PEW9LOycCNlKVnYiKQHtVPcL5G/ydLeS0pKdES36FGfl5enKYbIEzT03Vgshk2bNqGmpkZ6PrFYjFlDUd/TuVP7SaXNBwF4wpUUt3xgRiRkjdThvCc1T+rRc/fGG29kQYmFCxdi0aJF7Dv79+9HLBZj/tl8oVoisoFRgvGyyy7D7t274fP5sH79ek1/OJ1OXH311ZpxRWSxSDbybeCxZMkSAFqCjLII+KCC2C4gETgg5TuvKj9y5AjC4TCcTif+9m//FkCiWCzfn5FIhBXMJFCfbdy4Ee+++67mM56AdLlc8Pv9GvKFCFCylCErQh58/wLAqlWrWHv5fVB7eYiBBFkWAI01EnG0tbWp98j/R0lJiWHAg/orWZbMwoULNTZL11xzjeZ+oPFw1VVX6bbt6upiASjx2vFFgYHRIOTx48c1z6qTJ08C0CvnW1tb0dPTA7/fj0AgoLF7qq2tZZkUdK+3traisrKSWZzxhDONFxqLZGOVLJBohFyez1CwTswu5rPm+MByKnPZZJZ5YxUB8NtMdMHMdIHeu1bWt+kgPscyJjNFTOeS0nyi2yJeW170MJFIdbwoIVX6kMvvD4XJBUXOTwKcOXOG/ZysCJnse/z2md5vptqqoJApkGUGLXbHS/xdSMj0BPlCU3WYTe4mqi9k13gsE3p+G6PtZecoS8WWFZPNFHw+H7MJEvvC4XBoPP6NsgpEkCp/zZo147Z/Onz4MDo7O7F8+XJN4IMKOxIJet111+mebfRdsoXgVa5UlBKQE4E1NTWM/OLJWD7ww1tI3HXXXcxrnK8hUVlZifvvvx9AQp09a9Ystk1vb6/Gs5pvH1+rhsi9cDiMQCCAyspKXfYDeU/7/X62XXt7OwYG9IV+6Zi8RQ4POke+X3jCnrIBeOJTVsyTB+/Dz58ntYHITsLVV18NABpFOpA8u4BvPw8KJJBC/siRI5rggix7g8YPEaoEkayX2QdNnz4ddXV17HiTzQM8m+AJblKwi4FRHi6XC729vYZ1GwYGRmsF0HWlAA+NN8rmIFsZkWQnUBBSVN7Sfvlxs3DhQgSDQd13+fF44sQJ9rPH40EwGMSLL74oPTahqKgI5eXl+M53vsOe1fQsraurg91uZ8EsIDHWZcHMiSb8RPDzAeqjsQbWabt02jjKVPv0d7EfkxXMlGXo1dXV5VxGDY0rImPN3tXpID4zYTMpQ1tbG6srYeVYuURETkRbxGubKyR3rj3DLiSovldIFy6e6AYoJAepmwDg4outXTJKUwaATz/9NGv7zVRbzfD444/rUuMVFMaKYDB4waTWypBLhDhNeNMNIu1y7TrT5O7GG280tFyRIdk1o/M1suuYSIiKev4cydoll64RD4fDgfr6et3feFJcRobw1zmV8c1b2dA+vv3tb+uOf++997IFApFdR48e1Y0t+u5vf/tbAAkFKtlTUPvJFoWuD6/uJ99nu92O9vZ2ndo3GAyivLxc1zd0TcVxGQqFUF1dDa/Xyyw2eGL3jTfeAJAg10ipPm/ePKxcuRLDw8NsGyKAKPvB7XYjHA4jFovprF2i0Sh27twJj8eDvXv34tixY9i3bx/bZt68ecyqhvrksssuY9sS+Ky/48ePAwCmTJnC/iYrFivirbfe0mwPyG1yKioqEA6Hce211zJvfMKKFSs0ynkjUo/Or6KiAu3t7SgtLUUkEsGSJUuYvc1VV13FshbErMZDhw7hjjvu91nHSQAAIABJREFUwIYNG1hwg/YpEvky0cWuXbtw9913o6WlhY0xhQR4KyYA2LNnD4BE4ISuDZ/tcNFFWp3VsmXLdMQ8b/3C75/qXOzfv59dPyARBKioqGB1Gnhf92eeeQYejwdTp07VHYeU9BRgys/PZ/czBZFkvu/0zNyxYweARFDA5XIhFAolLQ5dWlqKLVu2aP7Gv+MHBgY0AaxIJIKNGzfm7HuFwL8niKSeMWOG5txypX1jmaeJ8zB+H/R7d3c3ysvLpXU5JhKZmpuOF2KfWp3rhkIh/PSnP8VDDz0Ej8eT9N4wm6umA6nM0cfallxa6ygoKCgQlHJ+EoBXlp87d87SNvzEnRaS2dhvptpqhvz8fA1xkI5/CrmP8aolZEqdVNOgz0fIFCC5pJJJB3Jd4WCl/oGM1DYj53l14/z58w0XvNm+1mYqevHvqdyjYz0PIzWgVVC7iZySKQWN/IOTtcus0Krs+01NTex3MwUi2dYUFhYiHo9j9+7dmDVrFurq6lBdXc3sJAB5BgTtu6qqiu2L1OxkXyMbp3wb6bqKlkbTpk1jpD8R0ZFIhJHz69atQ0dHh0bpnwr6+vrg9/vh8/mwbt069ndSf69evZr97dChQwDkhPnnn3+u+xt5wAPaIrqkFhdBpDqvHiYsWrSI9SnNmXj7HVK5UzDD5XKhoKAAgUCAtb2srIz1JfUXnSeRr6JFDkEk3KPRKD766CPN96dMmQKPx4OXX35Z893Ozk7d/sLhMA4ePAi/36/z/FfQggIkZC0EaGs3iEWLKcjDo7OzU/ospAK/AHT30Jw5c5jifNmyZezn3t5euFwuprQFRu+Jvr4+NDU1Ye/evazt4n5FC6yRkRHU1tbipZdeSkrE8zB7T/LveNlzNp0K8mwjlfkLzRPouZzMDinZccc7N3jmmWdYIXr+PAYGEnUIGhoaNPunwAufKTXZkK05FR2HHxvJxkqurnv4dnd3d+Oee+5h4ybZdlb7OlfU7pnG+bZ+U1A436HI+UkAXn3FK9PNwH+P3z7T+81UWxUURIyXYJWlJU60EilXketk9vmGZH7lgL54qZXJNxGlFRUVhgtemXVLrqiLeKsCq2qqsZDzoodvqtsTuQ8kSE3x2iRL8SfwfU8qcJnNjwwi+UQEOlnb8GNGVlyWSHJSuRrZfQ0MDGDPnj0oKyuD3W5HS0sLAOCGG25g+zEap3wb6dnb3NwMm82msWeRzQvmz5+PsrIy7Nq1S2erMTw8jMbGRkZgEhkos4SgosjRaJQRWADwyiuvAABmzpwJp9MJYJQ8J7IUGPVm55XFBKPikytXroTT6URxcTEjy/msgw8++EC6HanXZSp8Ukbv2bMHNTU1GBkZweDgIGvrnj170NnZych4Cj6RJQ2NV74oLB9cEEl7Cj41Nzfj6aefBpBQX15xxRXMl57Q398Pl8slLSQKyJXUFyLo/hgvcUzjjs+UoqLA/P55pbwMZ86cYd+dNWsWs5+i/fEBAjGzggJpRLaLBCB/f4+MjLDnG+GVV17R3K8VFRWYOnUqfvWrX7GxOzQ0JPUxFwOZsues2bPXSnA8VyC+I8TAMr0zRVKefxabvePF/Y91HkjZNb29vdJC9AMDA/D7/ZpA8PmCbM2fxXvICqyse8YrWBgvDh48iN27d2Pr1q1J56VmfX2hktRq/aagMLmgyPlJAF7xZqWiOqBd9JJnZDb2m6m2Kigo5B5yibi9UCbesvO0OvnmiVKruFDURVZgZbzz5D6QIDGtLozEayvrezHN2ygLgt6/IiFNfv38mDFb6NJi38jnf2BgAIFAAA888ADy8vI09iTiPsVxyhc5JAVfMBhEPB5nivXp06cjFArpLHMWLlyIBx54gJGLNptN45He1NSEo0ePst+N1IHkpR2LxTQEFpGL06dPx4YNG6TbAqPe9+SVL1pHyaykLr/8cnR1dWHjxo246667AGhVy6ISGkjYEvEWNk6nE3PmzGG/EyG+b98+7N69W2d3wwcUgIRFUG1tLQsukN89D97nvr29XaP4JwvC/v5+jdqZsgsIvG//rbfeqlHv09gMh8OWrBTOd/CZJD6fT5NR4PV6sWTJEk3/mYHflq4bqdrpvuPHnMfjQVFRkeY++fTTT1nmhXh/tLW1MTssYDQ4JMvQofcOH5zh6xLs3btXF5DYt2+fhvCfM2cOTp8+jdbWVhY4NcpOMiIpk9VjoOcggJwjs/jsJrEwuFgI9qWXXkpqByI+/43e8bLPKHhhFESSvU/MihwrGCOVOXayoJ7VOXI0GtVkMcgEC6L9XTrn30ZZguFwmAUexzIvvRBI6lxak11oUH2vkC6k1XN+8+bN6dydZdhsNtx3330TcuxsgBZPgHzRJsMnn3wi3T7T+81UWxUUsgH1cjUHLcp4lWuueIJn2gMzG6DxJxao5GF2nvz1max9kAyZvs5mljPp8pml6yteZzq3a6+91vTeGhgYQCgUgs/nQ0VFBW655Rb2d9GLeMaMGaxALO/lbnRetHBtbm5O2SqG77OZM2cmJQt4P3RS8FH7KioqNAVDq6qqTFW+J06cQCQSgdfrZUQWb8VSW1srbQ+veHc4HDr/87y8PM125NFOIM/ua665Bp999hnuvPNOvPnmmzh06BDa2to0Vn8innnmGZYVkJeXJ1Uyu1wutLW16UjPrq4uDfHNq5j5n0XQfugcq6urASRIdfHcxcBOUVGRRlkvg9HnbW1t8Hg86OzshMfjgc/n05CvLpfrvH1mpQq73Y76+nq8+eabLPBRW1sLp9OJyspKvPnmm6b3AgBceeWVeOmllwAkMjX279+vuZ6y90xBQYHmHpwyZQpeffVVAIl7SUagE2SkPI3daDQKp9MJn88nrS2wb98+FjAQUVxcrAsspZpZQOdZVVXF7l3ZO5aeg11dXSntX4ZUPLONtl21apV0PsoHTOj727Ztw4cffggA7PqJmaHjndtSv1OQ58knnzTc56lTp7Bt2zasW7eOKfjFZzj/rhWLa5/v8xiroDFJ5LdZnyQTxBnNnWhsUBF5AKxwulG2E9nfUYAsnfMyswwAPuAutp8CVBcy0jVHVUgdqu8V0oW0Kue3b9+O1tbWrP7bvn07tm/fns7TyDnwhPUHH3yAzz77LOk277//PvuZT9XO9H4z1VYFhWxAqYTNwdutTGYVSq4GYYxS0K3CyA4nl8431zMcrFrOEIzOhyyEiATirRJkNjJiG8zuLbIA4Iul0t9pOzpuYWEh7r33XpSWlmpIe6MgBK9gpz6wonhsbm7WEGyUMWB2rYnQI+sfvk3btm3TnF9eXh4jCmQqayIer7vuOjz11FOsDeL5Eoj0nzZtGoBR+w2fz6f5XktLCyPDAK0Nn8fjYb7v/f39uP/++/Hmm28CGLX1ITKQnxsRKR0OhxEKheD1eg2L2tM5y8hPKlibCnhyNBQKsWscCoVw/fXXo6ysjPWN2T1qdFzahsYf78//i1/8gh2rsrJSZUr+fxjZ2ZSUlMDn88Hn82nqNNB4JCW47P7k90UZEHRtduzYoXt2hEIhZl1B++NrGvD3kgiPx8OuNwVhAGDp0qUA9M9Sr9fLgloEun/57IyRkRFGzPNFhY2ezWI/FhcXa+7dwsJCTW0LI1ipCZLsPTae+ZGZtVosFmMEN/V5T08P/H6/hvgWM52M5rapWPiI2ViUEQFAs49ULWo2b96sCShasfU7nzGe7Egg8TxIJShDY6O0tHRc8890gyz8ioqKTN9zat1mHbk+/1ZQUJhgW5t4PK75l+7vny9YvHgxLrnkEgCJCaroryji7NmzmsIpsrTqTO03U21VUBCRS4Tj+Q4riu7JhFyfzKc6tpNdn1TON9P3VbaCOmM9DyNVuxHofEQ/ZyIuSkpKdFYJY2mbbBsjq5loNMp8vPmFNr8PWRCCFJuiYt6Kgj4YDDLSxu12s/4zaiMwGozfu3evxjc+FosxcgdIqHyJqATAyEpSugOj5PXRo0cNla/8uX7jG99AeXk5IyBDoRC7NrwlSCgU0pBevFrY5/OxIpmhUAgdHR2s3byPusvl0viwi0Uva2trEY/HdWpot9stLZBJpCegJb+NCAw+GGRWcDMej6OzsxNLliyRfs5nGchscHhcdJF+ecErt5977jns2LGD/c4XirzQQM8QkXR2OByor69HfX29hpyncVJVVYW6ujrcdNNNAEbnzwsWLNDULSDrpj179gBIjD+/34+hoSGNjU0wGMTx48dx9913aywrAPO6ANXV1di5cyfLvOjp6UFNTQ0j4FtbW9HQ0ACbzQafz4dp06YxGygCHWvlypXsb3wAgWyUePDPaiKd+H6MRCIIBAJoaWmBz+dDSUmJpZolVgK0dM0ySXTxdT5k73i6r43aaYV4DwQCugKitI1I5NGxxUAh/043siQBEpk3vAUbtT8SieDEiRMsEHW+zDMJyd73Yj+PdY5E/VZTU6Mh53N5rmsGyhIoLS3VFGY3Ap9RmKx+Qq5hrKS5le3EzIILOfCloDAZkHZyXiTQzf4BiQkZ/Uv2ff67dKwLAVOnTtUsxpJlCrS1tbHJ+PTp0/HlL385a/vNVFsVFERM5knnZINVRbdSZWQP4sI9XYqn8+W+Gut5JFO1G4HUfoDWa53sWnhyayxtM9pGVqg1FotJi8fy+5AFIUSSkNT/lO5utOAlgo9Im5qaGmn/0SKRlPIEIozFbANAq84USR+Hw8EIe5EwcrvdGnVua2urhmw8cOAAHn30UVx99dWs4Cvtk1TvolhA9Kym4rV0/jz5zFvfiMUyZTYdMkJrxYoVCIVCOj9wI8tAnmitqKhgHvy33XYbO46IvLw8th2N0S996UsoKCjQfXfOnDksGPHf//3f0jYQjh8/bvp5e3u7JlBgVCjyQgKN/1SeC/feey8jupctWwYgcb35MUbXUhx38XhcVwyyr6+PWVbwauZwOMxU6C6Xi93fXq8XQ0ND8Pv9KCsrY8dZvnw5GyvhcBh+vx/xeBwej4cF3fjx+tZbbwFIjDFS7vPH5wNP9HygwGdJSYnGCoMf08BopgYF9IyevTR/oeeEFZLYLPhoBitzJX7fY3nHmynQ6bktBgRFop3fno69a9cuAPp3DwUDjCxJSktLDQvRz5gxA/X19Vi3bt2kKRBtdb6b7H1vFOBPFWOduySDVfX9eIlvMfOFxlN3dzcrgi7LIOO39/v9hvVL0jm3TfdaZ6ykuZXtZOctmzcqpA615lXIBNJKzm/dutXyv/vvv5+ltMbjccycORO33nor6uvr8dhjj+Hpp5/G008/jcceewz19fW49dZbMXPmTEbIT58+Hd/73vewdetWtiA+n0G+oADw6quvalQxPM6cOcMmvgBwyy234Atf+EJW95uptiooKOQ2JlKVkcuqmFRh1o+87Ug27WtyZRKa69dZVnRX5qEq60+rGSr84t2MHDLzpxUX8rzikUhCUpqSJY5sQUfBB2B04Wy32009+8nyBtASdNR3MnKB+lAMOBCozdSGqqoqDVlOhWb53wcGBhCPx5nSns6P9nH99ddrjsEXsXS73QgGg3jppZeSZhaIxVlFBAIBKaFFxVXLysqY5YDb7dao5XnQnLq4uBhf/OIX8d3vfldn7SHCbrez60dE3YIFC/DVr35V992//OUvjDAdGRnRXSfyz08FdrtdZUz+f6RasFusCUDXXySw3nvvPfazaIHjcDg0f/voo48Mj0fj44YbbkA0GoXX69UUZuXbMzw8bKigBhLnumbNGjidTixcuJAFs3bs2MEyAfgA19VXX63ZvqGhAdu2bcOqVavQ3Nysed7wY5pgxaaM3rskKrJKcvb29uKee+5JKfPD6lxJVL9TQJJXB/Pvi2RFbwn8c9sqeEKfnn98+ykoPB7w78pULHeygXQp3I1AwRSrlnoiks2NrM6dxDEmI3fFfaWD+Kb+BKDJNjx48CDa2trgdDo14r+JxGRXoI81qKigxWQfBwq5ibSS87Nnz7b07+DBg3jiiSdw8uRJXHrppbjzzjvx61//mi08Fi1ahAULFmDBggVYtGgR3G437r33Xvz617/Gt771LVx66aU4efIknnjiCbz//vuYPXt2Ok8jq3j11Vdx2223sX9GWLFiBUs1PnfuHB5++GFd0a8TJ07gZz/7GVu4zZgxI+nkKxP7zVRbFRQUJhb8hDzXSNLJrPhOhfg2W1Rnsg9yZRKa6eucrXEts0WgcyNFKKUhpzI2xmo/xZMira2tOmLfyvXPy8tjRR+HhoYAaP3hRWWcSKIRGWNW0FRsF50zBRLIKicvL8+QxCZs3LgRzzzzDPs9GAyip6eHKbp5ktPr9bLf3W43ampq2DZjJVOABJlmVNyT1OcfffQRyzTgAwG8PzcwSo7efvvtCAQCiEajiEQiOuU+kFA/8+QLHyQhko239wG0ZCmgt9HhfcEJVgJNYhBEQQ/x3gFGixFTEd6TJ0/C5/Ohs7OTfae4uFhz3fjxk5eXB4fDwcYyAAwODhrWZyB8/PHHbF+Dg4PsHiJFNZAYi8FgUEP8ixkiFBjj7/e2tjZN0UdS3xM8Hg9T6vv9fvzpT39CU1MTq3dhFLwbHh62/Byl+5En3c2ew0ePHsXu3bs1mR9EcJJdFg8z6xfalu5HUf0uszrigwh///d/z/ohlSCvFfBzDytWZ16vl2VJif7pYn0D2bYAcmLOQUhlDpRuMYPNZkN5eTlisZjhfpPNjWSfG4kExDGW6rHGA6Mg/YYNG6RZFwrWkOy5o6CgkBvIuuf80aNH8dhjj+Hs2bOYMmUKHn74YaxevdqSYvoLX/gCvF4vHn74YUyZMgXnzp3DY489pilClmls3LgR9913n+YfX2ArEonoPr/vvvswODg47mN///vfZ0XD+vv7sX79ejz44IN44okn8Mgjj+DOO+/E3r17AST66oEHHrBUcCsT+81UWxUUFCYO/IR8MpPhuYZcIb6zgVwL6ohIdVynQojLiCOjDAhqg2xs0KJVpoK1an1gdh1SVVXxBDnZVpCaVixmySsDecUrT8acOHECgLzwKw9abPKEPXnT79y5k32PyEUKHpBPfSQSYUQc9WUsFmNzusLCQtTU1KCsrAxr1qxhxL9o20OqfSJLyU5GJDVnz56tIxtFNT4Pyjo8deoUC+Tw6mR+W2A0mEDf4b9Lbbr88ssBAGvXrmXkC0+68aTeZZddBjN8+OGHpp8Do4plOr4Mb7zxhq69FxKsPBN5VSndK7NmzcKjjz7KMlCPHDmCU6dOIRQKMQU11YAi2Gw2ZuMks8E4cOAAW1O9++67AKCrQUAFZmOxGA4ePMjI9fb2drjdbpSVlWHmzJkAtGO0r68PwWAw6X3NB8V6e3vh8XjY/qqrqzUZMBSYIMV/VVUVs5vy+XwswDQ8PJzSO9br9eLEiROMdBefw7y6WGa14XA42LNQRs4nU5hPmzZN579uRPiKwTUgEcRM9h7gC34b2YBYVVrL3oFUS0Ps956eHjQ1NWnqGxQVFWnIw6qqqkljbyPDeOZ0MnsrspqKRqNpnSuKljqy/WYqazJXsjEnErKgayaPJQZMFRQUcg9ZJ+dfeOEF/PWvf4XNZsPtt9+uW7xYweLFi/HP//zPABLK7BdeeCHdzTREX18fDh06pPnHq6bOnDmj+/zQoUM4d+7cuI/tcDjwyCOPsGI6n3/+Ofbt24f/+7//w1/+8hdWMGnWrFl48MEHLad/ZWK/mWqrgoJC7iLXidfJhlxL604HJkNQJ1W1uqh2N4KZzcxYUFNTIz2m0X3In5fRdbCycBsYGEBDQwMaGhoM92VGrJAnNBFUdXV1mqACkV3V1dWm3qgiAULkTmVlJfx+P1PyErlot9tRX1/PfOoJXq9Xox6mv5WUlMDtdqOzsxPHjx9Hfn4+ysvLmfBAdl5lZWWYNm0agERf8jYT/f396O3tZX9zu90aYo/UqHQNyCOc9scX3ZVh5syZKCsrY33PW5RcddVVABLEqsfjQX5+PvPz5cmB2tpalvVgpOinAEMqGQNmwSuy/SEC9kKDFU9qIi3tdjsbJ319fQgEAux67d+/n91Tl156Kfsbobi4GC0tLejq6oLH42GqZpvNxqyFenp6WKYFke68DzwwStqbgcbexx9/jLKyMs395XK5LJPzQMLW6e233waQeK7w9wCfFVJXV4ehoSE0NTXh+eefR3V1NfPjN/KqNnrW19bWmvpb8+pis++NBbx3Nk+wGxG+Rtl0yeZjRgVE+exIK+9qMSgse4fwz3F6bgQCARQUFDAfej5okQ6LnEwinSpk6nOq7UJZYNmcI5nVJzAad+Ml19MtSrEa5Ey1zTI7I7r2452ji1Y+qV7zsay5rGS9KCgoTByySs6fPHmSqZmmTZuGr33ta2Pe19e//nVMmzYN8Xgcb731FlNynO8oLCxkPvzl5eVwOBy4+OKLkZeXh9LSUtxxxx146qmndIqqidhvptqqoKCQm5gMxOtkAE24AXlatwqCZBZjWTSajf1MXS8jj2qjtlg5L6OFG1+kjcgjmSqUYETsUruJTDLz2SbCgAhEKiZLgQFRbSYq84mYnDZtms4flyeQZCpTCqSQipgvlBmPx6XWE83Nzejs7GRk87x587B69WrDfuD72uVyMXKGPLcJfFbh/Pnz4XQ64XQ6dbYy8XgcnZ2dzMbk1KlT7DMSRAAJEcnx48fR1NSEjo4ONDU1YWhoiPURbysiYsaMGZg6darmb+K1k6nk29vbk4pxxKwChQSsKK0BbSZDW1ubzpYoEokwy6aysjKman7ppZdYEWQAGmU6kBjH/Jik+yovL48R5UTuh8NhdHZ24vXXX2dt7+zs1AWijEBBAx5kkQMkAlQ8IS965FPWTSgUwgMPPMAKKlPWC7WJCDV6ZmzevBmBQIBl1USjUWmAMRqNagKT1D4AOHbsWEpEHZ9JlYw0FH31RdA7xm63o7y8HDabzfQ9wBfkFuuOmAWRRSKZt62hz+6++27d+06WjRUOh6Xn63Q6NWMgV0QK/Huc7kkjG6VU90u1XbIxf6br393dnXKAQXbvZIpcF8earF+sCA7E76faZpkIgK49kB7rpVTrjRDGsuYaS+FxBTnUWkwhE7g4mwfbv38/zp49C5vNhkWLFuHii8d++IsvvhilpaXYs2cPzp07h/feey8rJC/vT5oO3Hzzzbj55ptT2uaSSy5BVVVV2qOfmdhvptqqoKCgcL6CJtxUqNLo82y3aSInoQMDA9i2bRsAYN26dZNqMiy7XkTujkUdON5r8cgjj+Chhx7S+Lea2fMMDAygpaXFctvovFIlLoh8EtXhwWAQtbW17J4gGw+y5zBDQUEBVq5cicrKSk0bq6qqNAEEo/OXWcTQ92lRTNuIAYm8vDyUlJTorjOR58PDw4wAXLZsGUpLS1FaWoo333xTs58ZM2bA6XSiq6sLCxcuxPPPPw8AmueDzGOaLGyoLYRwOMzmy3Re8XicjVGRHBX7g1djA8CiRYvw+eefM4/866+/nqn+eaxcuVK3rUJqaG5uZvPpZGT30qVLGRkv4uDBg3j55ZcBJO6vf/u3fzPcj0jWE+x2O7ueZ8+e1Xwm1o2IxWJsXI2MjKCxsRGrVq3CtddeqymYLKs/QBkwLpcLbW1tGnKextz06dPx9NNPs6xqIGHzA+hrIZCtSn5+Pn7/+98DALOyevLJJ7FgwQIAo/dza2srU/7HYjH2/CF7Hj7jo6mpCTfeeKOl5x5Z8NTW1jIC8MYbb9R8h3+elpeXG+6LnzNQAJHAk+4A0NjYiGAwiJ/+9KcAAL/fj/z8fFRWVuraLxL2/LustLQUr7zyCuvL48ePs+/Ru2UspGVXVxdrP0+AWu3XdIPvAzp3Oi+r2XBWAh9j+e5YQGPti1/8YsrzD9r22muvTbvtkDhPEseaWXsmYmxM1jp5FAhQGD8mYi2mcP4jq8p53nc9Hemr/MQ0HZ7uCgoKCgoK2cZEE99WMNFZEVbU2umGmaXKeEH9KarBrWRJpHItZIrMrq4uTfFCfp8ye56BgQFGXiXzMeYtFoyKtyZr98yZMy35+BOxbKYo3bx5MyPm+b6w2+244oorGMFG55+fn4+ysjIEAgEMDAyweaaRr3Rtba2UpHC73SgpKWH75f2veRBRv3fvXnaNqI/p+1Q4kwfdDwSZRzOvnBcVxmb2OEZkrBFElbbR9mTPozA2uN1uSwWIKUOBSG2Px8MU4YRoNKoZU4WFhSybpKOjQ3M9jx07xu5/UshTsc+33noLQEJ8RZ/x4LMsyGKGV+yL7WppaUFPT4/mb3SP/PWvfwUwSsjLIFsLEslOBVopG+b999/X3VdiMcqFCxey7cVnEmURkeWOmMli9Lwzy4zji+bSzxSMkSlerdh08MpfPguD7MVCoRD8fr90XCVTGlOWzfvvv2+Y5Sf64Vupz0LFvGVFprMNK2pr8TqI1z4Vxbbsu1ZU5LJ2WIGV4sEict12aDIjU178sjGZCxkpFypU/ysYIavkPKUbij+PFUa+gwoKCgoKCpMFE018E9RkUYtUC6OmCrru8XjcMPAw3rGRahp3Jsciv28ZccUTYlYL28pAhV/5YrSAti/i8Tg++eQTVFdXa75D1jAiOb9r1y5pEMDIcqSqqortd3BwEPv378fy5cs13+EJ/7a2Nt01olo8RKzzhTT5gMnChQsxNDTE2kEkKU/Ot7e3a/zvRSvI4eHhcd37PMlpJJbp6OiQjquFCxdqfK8VtKB7RayL0NbWBo/HA6fTqbm2lBXR3t4Or9eL9evXo7q6WrPt+++/r/mdz4xpa2vT2Nz09/czBf6yZcsAjBb7JOIc0I43IHE/U/bGsWPH8NRTTwEYDRoEg0GNZRMdmyxxAK1/OR1LllGWbA1ot9tZgVZaO8q888V7/K677mLbi8+kQCCAnp4e3f1PNiwATG3HZMck0pNXjBNpzitex2ItIlrj8PYQHPBdAAAgAElEQVRiVmBlfiBa0PDBWgJlE4n7tdls7HrT9QyFQinVtpgoiNfB7D06lnmWkfXNwECi/sujjz6KhoYGlhViVuBVRG1trWnNnEyJRyaDKAXIbDtl+063XRB/LHHsZOI4Ctag+l/BCFkl53nVRE9PDz777LMx7+vcuXM4cOAA+/1CLSSloKCgoHB+ItuLFzVZTECm9rOKXA5wOBwOSwVfrexHRn7znycbt1aCAGbXwev1Mh9pIszouCUlJaxYo9H+ifAxI36am5uZFYeovhULqZLSmEhSXol48OBB7N69Gx9//DH7rs/nM7QQIuUskZhEeg4NDWHLli06v/3e3l4mePF4PLjlllsAJCx9eFCRUCBBoF9xxRXsGMCoinf+/PmGfWKESCSC2bNnA9Da4vBqalkAgtqvyHlj0L1C45xXPPt8Pjz//POstoHL5WLKcMDYdoNsZ6g+QCgUQjgcZs+HwsJCNqZ59fLp06dx+eWX44MPPtDtU7QyikajOHz4MMrKynDy5ElGqvP2T7KsE2rb4sWLWUCCV/LLLJMIYj0EM8gslvr6+hhR7PP5DG2BgMR5yJ4fZsU1xe/x//OQ1cEg4psI2GT7J+KWMmzErAtepW8FogK/sbFRF+STnbvMS5yyxhwOB9tvPB5n13vu3LmW2zURsNlszNs/VaRzntXT0wO/349AIKDJfjAbg/TuoOAukLxmjhhUp3dXKnUTzPabCcjaM5Y5NQWYmpub0d3dzZ67RiKDVJArwhwFBYXcQVbJ+SuvvBJA4qV28uRJvPrqq2Pe1/bt2zWTAtq3goKCgoLC+YB0q68UrEGm9rOKXA5wkNf6WEELcYfDYUp+p2vBKZI49Le6ujqpsp5XpI713uBJ72AwiFmzZrEAQWtrKyorK+H3+3Hw4EGNqpXsOVavXs1IG6M2eDwe1NfXSzMDSInvdruZUpjsYNra2nQkDIHU9WVlZUyRT6plIlx5ovHdd9/FJ598wtTVFOhobm42tbwxQ39/P4BRVbbL5WIBAtHSRhV/HTtkimcSPy1btgzhcJj5pgNAd3c3U60D2oK9opczPR/sdjvWrl0LQGtTtGvXLpw8eRLBYNDUTooQDofxwAMPGFoahcNhaQFhIJEBQPcIZZHw4DNPyOpGJEv5jAJCR0eH7m98sWIiij0ej4bABPQBTrpXPB4PsxxJZhHCK8WBRLBFJD15kJ0Ntc0soMiThWR9JZ4DMOrlTqp/r9fLisnGYjHDotv8OTQ1NbFzmDNnDrNoA0Ytf4wyCIzeEXS9+WubyQKWY51H8cXBrWAsJK6VQrjjySpoa2tLuS6MGCjkg380JrI5LzXrVyN7oFTnJjRGmpqacPDgQfj9fp0dXi6R62ptMD6o/lOYaGSVnL/mmmuYwj0ej+PZZ581VUAYIRKJ4Nlnn2WTgJkzZ+Kaa65Ja1sVFBQUFBRyFblMAmcCydTakwFWJv1iIcV0o6ioCOXl5SgqKpK2x0xtNtZFbSpKumT++lYWw7J7g1ek8wR0a2ur5nsi2cETocFgEIFAQHpMUgATaRONRnVtoGzPvLw8ZktjlMnAB1FkKlJx7kzq+uHhYc3cuK6uDnfffbcuA4EfZ7xffTAYZH7PPIg0tGI1RIrkG264AeFwGBUVFTrLky996UtJ96OghRWC75NPPgEwWgy1t7cXW7du1VjBkDUNAFx11VWa7em+2LBhAxvrvBqdxk17e7tGoW+GZLU7ZLUYgISHO6lUKZuDL3LMB5GIJO3u7tbsIxaLsawMm80Gp9OJtrY2dt9RXy5ZskSzHU9KO51O2Gw2DAwkipJ/+umnuja4XC5mOSLbBw9eKQ4kv6dESx26P3t7e3VkfHNzM1atWqWzsKE+JqKbb6fb7ca0adM0zy6yWQNgOuaoPoDT6WQWbUCi35PNUej9kCzIQ+efiXePlXlUKsS6EaGeColLxwP0NQmSga6vWYCIH29jLTorjjv+OmbaDlBsR6bJcSPrulyF1bXBZLEVyjaytbZS/a9ghKyS8xdddBFuvfVWxONx2Gw2nDp1Cg8++CBaWlosRZ/j8Tj++Mc/YsOGDTh9+jTbT3V1NS66KKunoqCgoKCgkDGc7+qNsRC3yaxK0olMTJyNJv0Oh4ORJ+moxyPum19Ev/baa3j00UdRWlpqSGKnQ21mtC/xc5k/sdVCvKlcI16Rzi+0w+GwpgBlMtUrWXIQKUcWI+FwOGlhvX379gFIkCOkaiUSnhSMRHDwitzOzk7p+QAJYs3n8zFLmRkzZjAV9b59+1BbW4vS0lIWYJARofv379f0CU+AEkjpLhJpvOJYxI4dOwCMFvLkwSu7ZftV0EN2HxIZSES5WCz1xIkTGhsZABpLUCroKqK3txfhcBhOp1M6HoCEL7h4HWVFYYPBIN58803d30nVTvvnt3U6nQAAv9+P48ePszEt2qgQKEOD7jFCJBLB8uXL4XA4NIWVyZd/1apVmu+/8sorAKAJPHR1dSEej7N7ls9AIYV3qgU1RdCzsqWlRWqZQccGwCyFjh49qhkTtA8xqwcYzTxobW1lhCx97nQ6DQvCEjE+ODiIRx55RPc59YVZgIEnrPlnPrWXPy6dc1FREXw+HzweDzZt2qQLuljtz3TMn6xasFkl1OlZZ/TME9XpVuH1elFSUjKuei1GkL2rxXE3HhV/uua758O8OVukbS6q/q3gfLjGwOTtf4XMI+uM9po1a5gCwmaz4fTp02hsbMQdd9yBpqYm/PnPf0YkEsGHH36IDz/8EJFIBH/+85/R1NSEO+64A1u2bNEocObPn49/+Id/yPZpKCgoKCgoZAzjXVyOZQKbTSVHqsRttpHNibPD4WC2KHw6fyow6i/ZIjpXFjVWgwNGSJXMB0YV6YWFhUw9y5MKPKlBthY2m02nPCfynFfWy3yigUS2All3eDwexGIxHdFF+yC1Mq/IlSnsSc181113ob6+HvPmzQOgHT+hUEjXL3yhTwKR6ESOHj58WPcdo4Kbt912m+Z33kaEiDsiTCmAAOhtbv7nf/4nZ8blZIBIBhpZEYnPk4qKCg2BzRd0dblczN6IQMS0DCMjIzhy5Agbi0uXLtUEByoqKlgwiJT8wOg4o3uR2ki1EtxuN7q6urB9+3YAiXEsqvSpfgKN+/fee0/aRkJ3d7fmnhsZGUF5eTkLDBw4cADFxcU6cp8g82eX1b0YGBhgWSj838gmZmBggJGyNptN974NhUJSywzKtAESNSz4frOCjo4OeDweqaqZrzshO286ZldXF9xutyYLgUDPYApS2Gw21l+8/zn55W/evJntmwp4BwIBbNu2jQUU6+vr4XK50NnZyc45VzFWQn28oP6m7AdgtFi4rCB6Y2OjJmvK6rvT6L3MZ6SNB0ZzgVTngJmc4yQLvqcLirQ1Rzqv8USvMxQUZMg6OX/JJZfg4YcfxuzZs5nyPR6PIxqN4g9/+AMef/xx3H///fj2t7+Nb3/727j//vvx+OOP4w9/+AOi0ahmmzlz5uDhhx/GxRdfnO3TUFBQUFBIA9TkKDMYywQ2VxYFvMfnZBsXZgGOZIo5EancG7lGvGcLYz1vu92e1H+/rKyMKXdFj++uri7LFkulpaW4/fbbASQI0Gg0qrEZIQwMDDCV8/z58zX2BDU1NSyAA2jVz8AoSZOXlydVMNK45MlXXmEPjNqdkG2H3W5ninkjC0qe2CsuLsbKlSul3wMSnvRE3r/xxhuYPn06++yNN9644MbueCCSgUTUfvjhh5rviaQ9KcZl8Hg8UnLRZrOxscKDhFKnT59mbeJJ+Ntvv10zZglEws+cORNlZWVsDM2cORPl5eW46aabAGgDBxRAIlA2Btkj8d+lbA6+rgGRy4S33noLu3fvRklJCZxOJ/bt26cZ4yMjI9i0aZMmgCdaW/B2UERy8hYYVECysbGR2cT09PSgpaUFQOL+o/ct/06gn42e/2QbRdfcyB6Gt+9pa2vTFPYFRp8Z1HdtbW26QtXis6SqqkqXhQCMWpnQ+InH41IrENpfKBTS7PvUqVOsngadLx/oyDWMR8hAfZQOIr+kpAR1dXWoqalhfUdZFhTkIdC7krLzXC4Xu25jnYfz452yyNKF8c5p0iU24W39qL95n/1srV/UWmlsMOu3yTRvVtf/wsGEeMFcccUV+MUvfoHrrruOke3kkRmPx6X/AGi+c9111+EXv/jFhJMICgoKCgpjx2SaHOUSzme/Qn7BN9lgFuAgMqKvr89wkj08PKxL+8/mvXE+jKvxnIPNZkNZWRk8Hg8jBGOxGBwOh4Z4CIfDqKys1Hk787YMVtpgs9ng8/kQCoU0+3n77bc1Sny73Q6fz8c+FxW+RBqUlJRIjyOSuV6vV6feJ2/7K6+8EkAiu6C3t9fQF5/6gRCJRDSEuwwUENm3b5+hGl8hdRBRu3//fo3VDJHzZvZDhNbWVs0YpGyPeDyOoaEh3ffF7IcpU6YAGFWzt7a26oIDbrebBYi2b9+Ozs5OhMNheDwezJo1y7DIJm8lw2Pu3LlsfFLghwIQU6dOxezZs6UkKBHSCxcuxIYNG3Sf9/f3o7OzU6MO5+HxeNDS0qKxyhKf08FgEAcPHtS8y2KxGFPA88p6vpYFvSeSPf/pXUFqdNqO+jwUCmmCMXSv0jUW+4VU+yUlJSyoYkUpTP3e29uLTZs2oaamhm3n8XgMrx1/vrL3PR+sTBdk9ixjeVdkQ8hgpW1jUezTs4IPnI13rsFb6uTK/CET10jcZzbnaHSsnp4eU5JWVg/AiJi+EMjeVK9Rrs6B1Vr5wsGEGbXb7Xb8+Mc/xg9/+EMsXrxYQ8LLQJ9fc801+OEPf4gf//jHWU8fU1BQUFBQmCjwk2mzhUe6Uo0ziVydAGcSPNEhTrKpUOvMmTOzNgGXXYN0Lmgn6hrLzkFGmvPFcQnxeBydnZ1wuVwaUon2ST7IQCLI0tTUhKGhIbZP+h4Vh6Q28Mp2HrNmzUJlZSX8fj9efPFFAGBkX09PD0KhEFNFbty4EcCoIph86ul+p0KQJGThQdYa5Fsts+Ah0oasPigAYJRhIJKiQEL9zCuWRRQWFkrV1IDynbcCkVDhLVIoeETFPr1eL7MRpWvFW6Hw1w1IkLdDQ0NwOp1wOp24/vrrdcfnSX4xEEP2NuvWrYPX60UwGNQpn2+66Sbs3LkTHo9HQ7y6XC7LazoKGgCJbA8an1VVVfD5fMwCZ//+/ejv70c8HmftqKio0Gwvg9PpZBZMHR0dOjU59RuR7LL7g/pbPH+Z/ZCMhDZ6h1PgY8GCBdi1a5eGlCd7GD6bZWRkRKdmpmKtRMbz7SVQoEV2TcS20fkfPXoUnZ2dWL58OduObLnoWcXDqHhpKjZlRjB694gEV7oJXDquzWYzLLZu9Tk3Ftu2iUauZF+mE7lGivI2UTJYtTLMtfPKFZyPY1hhcmHCq6i6XC78/Oc/x9atW/G9730Pt912G77yla9g+fLlWL58Ob7yla/gtttuw/e+9z1s3boVP//5z6UFrRQUFBQUFM4XyBaXVifTk0F5fiFOgEULCh6lpaXYsmWLKbE5XohjKtPXINn+jYIDmSD0ZaQ59XlBQQEaGxvR3d1tGtRyOBJFiUnBTkQbX8RXpkaT+VATWlpaGJlIwQAiu2KxGPx+P5YvX45QKIRIJAK32437778fAFhhR3oubN26FU1NTcyr2+l0MqKerA54oozPBvB6vawIY29vb1ICExglanly8sMPP9R4GosYGhpithwiRF9xBT3EdwCvaCfrJRprVVVVePvttwGMWqHwtRaqqqp0xO3WrVvR1dWFxYsXsyDN3r172edut9swuEJK+hkzZrC28HYzQEIt7/f7UVZWpvn7sWPH2L0n2mPwAQG3242vfe1rABIk+f79+zWE9/HjxxEOhzXZA319fYz8XrFihca+JhqNsoAVFVf+5S9/yUjwtrY2VFZWatq6YsUKRswbge4JkXQ3qg3Ao62tDT09PZp3ON2rx44dAwB885vfZPvm2yIGPd566y1d8OC5555De3s7/H4/zpw5g7KyMmYl1NzcrDs2AE0gs729XfO5+D4bHh7WPUfpWcUHDqnYLP9MlGUhFBQU6J6byVS/MoWzVWJ8PBYvzc3NqK2tRTweN6ynAsDwHScem7IiqGg5//lY20lj0MpYJBi9l2lcyjJHUkG6LWjSOX9I1Y4wGS4UxXqmkI5rnGqgTEEhm5hwcp4we/ZsrFq1CnV1dfjBD36An/zkJ/jJT36CH/zgB6irq8OqVas0xaQUFAg/+tGP8C//8i9J/ykoKChMFqSDOJWp1SYTJnv7s4lUUuBzpU+NFO6pqAXF8x7LwpdIE9GCgsArO0lx6vP5GCn10UcfMQJFJE+pPcFgkI3noqIiFoQJhUIakiRZ0bmqqipDhTGRcuFwmBXVjMfjumKYRJQBCULV5/OxwAUVwSWPfCLtZaKY/v5+3d/+9Kc/aX6n4p9AQoxz4sQJU/L+QkeqdSYoEMNnHtM4CAQCbDyHw2EUFxcjHA4zIrawsFBXS4GuTTAYZLZDvIXSvHnzUF1dDUBL2rtcLvz5z39GQUEBLrroImmQa+HChaxtoqK8v7+f3SNkj0FBhLNnz7Lv1dTUMLJ+5cqV8Pv9sNlsLOuIiGre+56ONWPGDHR0dLC/X3vttRgaGtKQ2+vWrdO1b//+/RrbmTfeeEN3boQPPvgAU6dOxcsvv8z+Rkp7t9vNnhlUWFVUobvdbo0fu9frZcVVjTJYKKgnqzVBwRE+2BGJRHD06FEAiXHR2dnJxk8wGNQcm54TFMgsLS1l29J1EBX7H330EbuWskwh/jy7u7tZcMTj8aCmpoZ9l4izwcFB3X6MnrNG9w19X9ZHRt8dCzlvVDSVJwJbW1s1z2D+O0TG0z6ovTKrI/5n/j1oRqTX1dVh5syZABJZTlZJTqO5A72vUwWdL9VkAGCY7ZbKfCUTcxzxGowXYx1f1B/pKkqb7qBDNsAHwMZLzicLlKWyr2wEWy7EbOMLFTlDzisoKCgoXHhQE47MYbwT2IkCjYlcIpLTgVQXV6ncG7lAvIsL7rEuVlJZvKbiATuWRRSRhfw+qNgeEW1ESvGL92g0ysgWIkjpfiwtLcVdd90lPZ7MboYn74eHhy2NC57IE4th8m3z+/3MO5/vFzpmVVUVSktLccMNNwBIEJqkKu7t7YXP52NkDzBaOJbatmjRIvbZ2rVrNSpbUXAjyyi50JCM4CPyPBqN6uxQ+EwIt9vNPiNyOBKJIBAIYNasWfD5fNi5c6cpMfPee+/p/tba2sqIb972aenSpejt7cXg4CCGhoakQS4+KCMq6kml39nZicHBQTgcDjaGeaW73W5n9RXIVmf69OnYsmWL4XnQsYaHhzVtXrZsmS6o0d7ejp6eHoTDYXYf9vf3a/qZD1ZQ8IruxyNHjuD06dPYtWsXC8CR7/uhQ4eYcrympoaR89RXPDnN33+kwqbnS0FBAT7++GPdecrsrKjP+GCHDHy2AgUm+PkD2WI1NDTg5MmTAIAlS5agvLwc+fn58Hg8rJ+pUHBtba2ugCZhxYoV8Pv92Lp1KwuOVFdXsz5vbm6W1jkwQra9v1N5j4iBAZnKPJXggQz8e9CMSL/33nvZuFy4cKFmm2zNwwcGBrB582Y0NTWho6MDTU1N0v7MlTmNWVHiTPabOM6oP1LNIjmfMJb73Owa0bMxHUR/Nsj5ib4fFLIDRc4rTHo8+uijePrpp5P+U1BQyD2oCUd6MRn85pPhfB0TdF5GhAV9R/QvBzApFl+8Aj0XvUytLqI8Hg/27NnDFOVG45CCLDKbFvKF5RW3PAHOB2iIzPJ4PLDZbAgEAigrK2Nkm2g/kOr9QdsXFBQAGPXK5xWBZv0yMDDAiuNOnz6dqYvb29tRWVnJrFPEbej7+fn5KC4uRn5+vuY7MuW9ghw0dkm1LCPxjFSsc+bM0fxut9vh8Xjg9/vR0tICj8cDp9Ops9QSCfTZs2cjHA7j/fffN20rjTcKClixIiVLnEgkgqeeespwLDY3N2NwcBAAmLI/FAphYGCA9Q3B7Xab2oTt3bsXv//97zV/O3DgALtnlyxZAsBYWep2u3VWWURcA9BliPT29jILLLvdbvqupj7kr3NbWxsqKiowODjI1Pt83QCjum3RaBQOh0OjSj916pSmb1pbW3VWPM3NzSzQSoE8v9+v8bSXFfCl825ubkYkEsHbb7+Nt99+G/fccw97VtL5ibY/vE2KWR06HqnMecjn3ujZaWVfYyXjRLumVDGeuV2qNkCpIBaLYe7cuZYDC5R9BoyOg/Ha4hgdhwJK4xEK0BiViSoyOVc1yg6x2Wy6bEGj8ZiMmOb/P18x2dYTF1KwRUEORc4rKCgoKChMAlhR6ZAST1nCTE7IFhLZVAUqAGfOnEEgEIDH4zG9h0pKSjRkC794l5FPPAHBL4gvv/xy1NXVYf369YjH4wgEAujs7MSsWbM0NgRAwopEBK+YBhIFM4m4jEajrC1EaqaCoaEhbN68mSmO29ra8MILL7DPY7GYaX2Lzz//HMePH0ckEsHWrVuZhYEMRspfhVFQdoFIFIm/8+Pu3Xff1XwWjUYZyRcKhVBWVoauri4p+cSrrUkBztvZEHjCllBVVYW6ujqsXbuW/c3j8Ug963lSu62tDQMDA7r2LF68GMFgkKltP/jgA/b97373u7rnY1VVldRCiUjpffv26QIQg4ODrO9oW76mBI+bbrpJl3Ei3mMej4cV5QUS14/e4bxqHhj1jq+rq2PbtLa2MtuXUCjE2k7ZBBRAoO/abDZDhTz/zBkcHNT0DW9nAyQCKsFgkNWx4IOMRLDT/SoGL6hPg8Egfv3rX2P37t3Ys2cPdu/eza4Zf70JsVjMsk0KPxcS+9EMyZSylOlEz34ZUWbFDkQ2V7Pb7UnPTQwe8IXExfOkgMumTZvQ3d1tuE86B7OMnFTsgWT98dFHH+WEPQrfPspy8/v94547iRl048FY1fY0D4zH45bJ5slGTOcSJookV/N9hZwg58+dO4d33nkHv/nNb7B582Y88sgjePDBB/Hggw9OdNMUFBQUFBRyAqlMtCerpc1kwHgn7WrynRsgZV0gEIDP50NRURG8Xq9OzWkEkUiy2+1s4S1CJMwcDgf727x586T3NRFJZN9BfxMJiObmZqxZs4YR9JFIxLTYn5l9jNj+o0eP6opfHjlyRKPYFcEX8OQRDodx5MgRw/pR5EetYAy6djzRyhNHfKCG/P5FgloMqJBtwyWXXKI73sqVK9m1pkwH3maGjsmT3ES8joyM4NSpU2hpaWHtXL9+PSuoTKioqNCMcSBhb7NlyxbNfUNENI3tgwcPss+6urpw/Phx9rvb7Ta0D6MggwxnzpxhP5N9z2WXXSb97okTJ3TFOikQQvfymTNnNOOaiuU2NzdLyUwicEkZHw6HTYvPirY88XicKeD5eg9m29H1bW1tZT9TcI+vY8HD6XTiiiuuACDP4qBsCRoX1C9mJLIs4OTz+eDz+QwtWqzOcawSonQuLpeLkfOi7YqRB7mY9VZbW4tt27ax4AofFDMCXX8K+lCWHU8MU6Fvh8OB5cuXo7OzEwcPHjScl8hIfZ/Ph1AopPO4p/Pt6ekx3Feqc5dskpyZmlulcz6dK4T5hWwpalXolMpYslonSUEhGSaUnD9z5gx+85vf4Fvf+hYefPBBvPDCC2htbcWuXbvQ2dmJd955R7rd66+/jrvvvht333036uvrLae+KSgoKCgoKOQ2cj2tM1MLwFw/72xhPItGo21llgCkrAsEAqisrMRrr71mWHQx2f4pU4UW3jwB7vV6NZYStJ9kxzICP/5ENR2RmTQvttvtGuUuMEpukkqzqKiIkTVAojAfKfSNiPxrrrlGsy+eCPzyl7/MfiYvcR433nijdJ/ne3q9FRiNL1m9imS1OS699FLd3yoqKnQkKBGofIYGgSeGjTIb+OfVihUrmFf9yMgI/H4/QqEQPB6Pxt+az/RYsWIFq2NAePnll9HZ2YkVK1YwopesbwiinRQfkFq8eDGeeuopaXuXLl0qVe8DwJQpU3R/k9lWXX/99eznxx9/HDt37tTUBKAAVTgcxuOPP87O4bnnnkN7e7vGVooPQPj9fmzevNmQkBfvp7lz5+q+U1RUhPLyclYngo7jcDgY+T516lTdduFwmFkg8b76MnznO9/RXDMifKlfi4uLNd+nPqTAzty5czX1EYBEcIAfS3a7HfX19aivr9dYeBi9I82yBcdLiFqxXRGPQe+XUCjEztUoq1HMBOALvYrtpkLfIqzOSxwOB7O1MrKiSWZ1lgrEdpHiv6ysDEuWLBmX1Q/tP5vzpvNlnpYrQYJUQPeJzWYb1zVI57nzVlypZJwoKBhhwsj5Q4cO4bvf/S5eeOEFDA0NpUSwr1y5EsPDw+jv78fBgwexZ8+eDLZUQUFBQUFBIVu4UJXlRuc9WRRO1E6+QOJY9zPWhZPRtsnsngKBgK4gn0zZKu7fZrOhvLwca9as0eyXCNDi4mKsWbMmKfFMi7dYLAan06n5jEhRt9tt2icywr+5uVmqSCc1JnlmE1lDhD+pqY3IebLvoMKUZ8+eZZ+ROla09CCQx76CHkbjV1avwsgCi1Sy7e3tumvPjw8xw4EnpmXWLzx5bzSeKyoq2Pd5Mp+UyHQufMaJzWZjtkmUVUFk7owZMxjhS8S0zEJHbHc4HNYUQaa2AcDbb7+NsrIy6fainQgwOtZ5MpoPRvX29uL111/XqJOvvvpqzefRaBQzZsxAJBLB7373OwCjwYRPP/2UtTsUCpkq5cUABd2fRHBHo1G89tprePTRR1k2Ah3H4XCwrIHTp08DSFwXPutBtEDiwZ9zLBbTWK6ISGahVVhYiHvvvRd1dXUscEnkFq/spucRnylkNDfIVrag2XkbgS/0XVVVpVPZWnnnmdnGtLa2ZpUwiv0AACAASURBVMRWhq87kK75mMPhwI9+9CP813/9Fzo6OrBmzRpL8wWzzIBU5oupEKWyuVe25qfisZMFbq2M/clOEtN9QkWyc+E8rFhxWR0zAwOJegyybCGFCwcTQs4fPnwY//7v/45jx44hHo+zCVw8HrdE0k+dOlWjWqBJnYKCgoLChYfJPuFMJyYLkatgHWYL91wa+9ROvkBirsGIwOGLvhEZODQ0lLRv4/G4tCgiIRKJIB6PS+9LUrgWFRWxxVs0GkVXV5cmiED7JmKVMgBk1hhEGBFpR4QhrxQmYkzWD83Nzcx3WQaxuOeePXvg8Xg06mJS3VZXV0uLxfLWIWbWGwp6WA1cEVk7NDQEYPS6FRYWoq+vD8AoQQskgkgul4spnr/61a+a7p+KC5uBrFlkIPUukPCwD4VCcLlcuiLB5KMOJIIDTqdT5xNP+OSTT/CP//iPAEbJfX58rV69mikcCW63W/OdOXPmwOPxsCAdX8SYCiETPvroI/azGDAQrX/279/PSHKx/W1tbVJvfEAfMKEACV1PCqLRs8FM8TwwMMACFjR+SF1P4NtB6npRBQ8kAip8QUlRJc4r80VLL7fbjZKSEk3AiVdP88ruZIQ8fT/VOY/Re9MK8T7eQprpVKUTwuGwJrAsOz+v18sUx1aJ/GAwmLTAu/geszofSdVD3QrBKVoLyWyRUiHXJ1JdLh47WeA2mUULFXbOFVJbQQ96jiard6RwfiPr5Pxf//pXPPzwwxrlzFVXXYX77rsPTU1NePrppy0R9JWVleznZOl3CgoKCgrnLy5UpbUMkzFV9UJDMjIhGo2mvMBVYz89sNvtzBM7mTpLZpVjBNl9WVpaii1btqC0tFT3fT6IYFQUUCziSO0HEiQsEV78OfHfkYHfp9frZZY3RKSuXbsWdXV1jJzdt2+fhmwnFBQU4MiRIwgGgzpyjic8ly1bxo6lnlnpA6+Q93q9rCgrf+15Ivb222/H17/+dWzcuBGA3I6I914XyWcCr5aXfYfqPGzbtg3V1dUARgVWMhI4HA6zwsgzZsxg5LKs6OmhQ4d0f7vlllvYfSB6vwOJe4q//zo7O6Wq+ilTprAsESAReOCDG3xfzps3D21tbWkJPPH3Vm9vL1PDr127ltXHoPuU7B6AxDuEiHz6f2BgAOFwGAUFBcwOx6z+BJ3f8uXLASTudco+IGFdeXm5zu6otraW+dFXVFToLL2qqqrYvd7d3Y0f/OAHLGAkC1KYFWClZ3Cqqnmj96bo8W6z2XSZTKKyn99nOgLl4vyA9itDUVGRrn3i+fH2V/ROo2e8WIBWdk15uyjZ3IV/jxH5S3UYsg3+PetwOHS2SFaQS4KH8UCWcULXPZU55oUKJXRSmChknZz/3//9X/T397MH/2233YZf/vKXuPnmmzFnzhypR6IMZWVlsNlsiMfj+Pjjjw190xQUFBQUFBQmD3J9Uiz6w6a6yEkWQJEp686XBWMuQfRJNoOs/3miXEQ6/dNlSk0iJ0VyhcZmSUmJJtVa9Pm2gtraWpSWlqK+vp6R+1SklidvZQV0BwcHceLECel+ecsP2o8qYJ1e8BkgVVVVmrEjI2QpAETjZ8mSJTqyfOfOndKisTyMxFW0f1IG+v1+HDlyRDMmjeyOqEjm9u3b2d8+/fRTaVHiXbt2adrd2dmpUZWL92swGNQo4EOhkIaMpCKzZ86c0dz7+/btk/q2A8CxY8cAjAaejLBjxw7TzwkyW6qnnnoK1113HYDR+5TIVyBxrvTziRMnNGpp/t7My8tDTU2NzvOfB3+/Uq0JINE3u3fvxvPPP68h1aPRKDo6OgAkxp6ojOf9og8ePIjOzk6WTXD06FHd8fkCrCJRL9bfGO87Unw3x+NxXSaTqOwnyLzVeeU23VvJ7HDENtB+KYDBq2pLS0uxYcMGAPp3AQBs3LgRW7Zs0T1f6btkbUZzmeeffx67d+8GMPqOEcl5I9u4xsZG1kaek8k12xWzYA+14XwQPMjOgzJtMpG9kS7kylw3FaFTrq9ZFCYXsk7O/+EPf2DE/N/8zd+grq4OF12UejOmTp3KvAkBsBeCgoKCgoKCwuRFrqv/+falcyFntnhP94IxVxZA2YJs8UTKOiKejdTbpDIbS/97PB6dwjIdIMKRyHKrqe8y/9zGxkbYbDZT8p6IpkAggIaGBmlxUBlZCiTIeyJ6vF4vli5dyn6fMWOGWtSmCbxfbUlJCbM+icVimvEve74QeU/jpLKyEuvXrwcwag0zODiIs2fPml6rrq4unfWRy+VCfn6+pmAqkCCNjYoii2Qxqb4JbW1tWLlyJft9wYIFABJjjRT7CxcuRCgUkoq38vLy2Hh95513NJ+9+uqr0jaQRRCBCt8awaiALn8OVsAr+fPy8uB2u9HV1YUDBw4AAJ555hk0NDSgu7ubkW88XnnlFTQ1NeHFF19kf9u2bRuAxHWvqalhAQUCBXDmzZunqTWwd+9e1g7q11AoxNoCJMYbndvMmTPhcGhrYfzud78zVFfv2rULDQ0NjDhtbm7WkMOElpaWcXuPA6PPdpmvOp8ZJfOJTwZRuU33Ft1rfr8fDQ0NlvdJ/UD3F7WXD8iKz/5IJIJAIKA7hvjeoPOlegfxeFxav4T2I84fqO9l48/snZSKn7tVz/Vkcxs+2DMW5DIRS5lJ/D3EQxZIzzWkal9ktp9szXGTrVlyecwo5B6ySs4fPnwYg4ODLJp/5513jmt/fJV6Pt1QQUFBQUFBITVcaIRtrkFcvGcStABK1/XO9NgZ7/7NFk982r9M4ShT3PIws2RxuVw6haXsfOiYsmK6vI1CKkX/xAWhw5EoXLZt2zZGCvG+v6S0lykwSS0aCATg9/uxf/9+jULZ6/Xi/7F39sFxVef9/26AYGzL0lqL8ZtAqBKSDPKLkBln7eTnlacZVmkaduXSOhuXtmDclMw4StLQGEIpNp46bSKcTJgYQycdWJgk1i5tZry0qbWkMRvXFjK2AElIyALb2BhJK1nC2Jiwvz92nqPnnHvuvkgrWbbPZ4bB2r1777nnnvv2fZ7zfe655x5p+9yHm4QeyvJds2YNgKR4N5UDcZcSql8tt0Oi8Q9AEtB0GdOqjcadd94pfb969WrpbypmCiTFn7q6OslqY9WqVcJOQ82MJoGsuLhYmo2hisU6qO0VFRWWgIDH4xGBABrP1B8+nw9lZWUiI109p0g0Vj3mVey87wl+znMrJw6dQ+osBb4/3E6oublZFHXds2cPgGSfB4NB/PSnPxXiGy+yS9avPBgwMjKCmpoay3lXVFQEYFQIPnnyJN577z3xPa1LvUfRul0ulzS+dFn/1G86cbSlpQXBYBBAMrAZDofF+z33uc9VwJMyiMlXvaurS7ICoes+LUff667DdhnZumu9z+dDJBLRZt+r9zlaH80scTgcaQVMl8ultX7KBl7rgWo1pCvMm+6cUNuYzbU/U8/1dH0zloK+42n3ZMJnJtklrfp8vjHv+1Qhk2NwMWZA2D2nZjpmjIhvACZZnO/p6QGQvODfeOONkrg+FviD3IcffjiudRkMBoPh0sQ80OSGy2U67+UEPezbibLjHfvhcDhn4vxEjp2JXD8XLkmUpEKFmdgQ6CxZ0lkY6CwQ7IrpchsFALYifibwl3fdC6RdBqZKNBrFX/3VXwlRUbVOWbhwIVpaWiThlreBioXqxDtDbqDj0dzcLGW4hsNhIf6ePHnSElyisUmZ1rNmzZKEvunTp0vbufrqq6W/i4uL8cQTT0izIwi1cCqdH729vbjhhhss+5CqMB4JyB0dHZZ3QJ71S1nC1B90vqYKAJSWlloy37n9DaEGBezgdjAceg9W607U1dWJ/iNhv6amBuFwWOy3ev5y8b2rq0tkQdtRXFxs6Vvde/nIyIj0N40XntFOsxXUGQ6U4a4LOEciEds2Op1O0bd0bM+cOSOugYC+IDYnVUDX7vrM7T5066bv1cBCX18fQqEQAFgy1XXXem45RkEkaq96nyORlT5LJBJSIIDWv2PHDhF0VWcrqPud7r5RUFAgEikPHDgg1pXp88LFFH/T2daMt6DvpZLEotoR0cy4+vr6SUkAmUrwGQUTmYwy3udU9Vl0qo8xw8QwqeI895+cP3/+uNfHvQ/Pnz8/7vUZDAaD4dJjKmeyGAzZwl+g6WHfbgq2Gfu5w04wt3uRTSV0jGcWRKqXfxIadSJ+uv0ZL6rYkUgkpKKfPFvzy1/+MgBYspdpTJMox4Vjw8QQDoctFiK8zgIPLnErDxJ7VYsL1c5FLfy6detW24KxPLNW9b5va2uziN2LFy9OK84DsPi/29lr8PNVV8iY6O7utvjn6/Zp1apVtjUrrrvuOhG84rYvwOg78KFDhwBYLXPOnDkjBE6abWBnAaRD591OUDDl3XffBSAXYf3ggw/Srjub+hCRSARdXV3awtmxWAyxWAzFxcXClojgdjY8GMTFfMpqp0K46jbSWaSkuz7TPdfj8VjEZnV2EQ9KRKNRKQM/HTQ2urq6xD6R6L5z505LcAQYFey3b9+OtrY2ANBm4tvtN12HdRn9QPL8oeBUNBrNyjqYZqZMNrQ/7e3tAMZud5wugDHRRW9zJf5zyzjV1m4qJzRNRNt4UkI252aq9V2qySiGqc+kivMff/yx+He6okKZwIsH2RXmMRgMBoPBYJgIJuJFQie466xGDJOLmmGcbWDEzrJA53WcS8uhTEn3QqiKHVwcdTqdcLlc8Pv9AGThtaKiArNnz9b2FbdKMOQWHiwhoZECLHY1BrhASBQUFKCkpAQVFRUoLi4WMyJKS0u11hkdHR34+c9/LlmsqMJpRUUFlixZIgUdI5EIlixZIi138uRJNDY2IhQKSdtasmQJFixYoN3vOXPmiG17PB48+uij+NrXvob+/n5Lsc9U6Arnqhw8eBArV64Uf3OR+aOPPkJ3dzcWL16M06dPAxh9973++usB2M/6Hh4eRjgchsfjQSwWg9frFSLsggULLGK2SqrAA/HOO++gsbFREhm5UE8cPXoUwGjtAYIscNTPAdkuKZ0t2L333ovjx49Ln/EZAjRL3u54UCHccDic0mJMhQeiUsGDItQmKlJs50OfTcFN0jL4uTA4OChZjgFAYWEhgOT5SO04fvw43n77be16nU4nrr/+eni9XqkIL0HrJ7ESSPYlWdjw80Pn+89RM7PH+pzicDhQXV0trHsyyXam+yqJ5rpgBl/O4XCkfJZKd1/XedZ3dnbi/vvvR2dnZ6a7astYhVl1PKuWcXy/pnJSx0S3bSoXwzUYgEkW53lRGZ5FP1b4FMNMHqIMBoPBYDAYcsVkveToCriNB/4ynav1XerBA3U6vPoyP5b+182C4C+FqV4Uc2U5lGn7MoWsanQ2H5SJyp/JOzo6UgqhusxuQ/boagzYZVvn5+dL1hqEboaO0+lEeXk5nnvuOWzduhVAUsStqqoSwRiisrISwGiGvM/nQ35+PsLhsMginzNnDr7xjW/g5ZdfFtm5JDartjdnz55FMBhEKBSSfOzvu+8+MQ59Ph/mzJkjviMh3Ov14vz58+ju7kZHR4ewViUyTeryeDxi/ao3fDQatR3bNPOAfjt79mxcuHABgPXc6e/vl4IPdP7Q8Tt37pzIGi8uLhYzU+zQCZTUX5988gmAZK22YDCY1hb297//vfi33+8Xfu90rvPgBMEtg2gWg9frFTMjePFoPsvB6/WKmQgdHR2oqqoSQRi+HP1eHa/ZCMNk8eT1enHo0CEEAgEpQ576kPcl/bu3t1eyoFFnFelmbnBcLpcIaqg2UQStk44PBSmcTqd0fX3jjTe0vy8oKMAHH3yAuro67N692+KpT/B7kGq5Q6gai+5aoys4ni2JRAKtra3YvXs3urq60mY7cysgGgt2wRwe7Mj1M1tPTw9aW1st15jJhMYznRup7rmXijXPeLgcnkkNVyaTKs7TjTyRSIz7AnbmzBkp0p4LmxyDwWAwGK5UzMNsbpnKL0C5eplW1zdRY2cyxqaaEZeLl/lURexUz+NU9QVytf8uV7K4bCAQyDqDjsSOW2+9Vfs9z9wrKChIG/zhAp2dbZMhc1Idy+HhYanIK5DMVA8EAiKrtrOzU4iKJLID+tkdQDKoQseNRFcqVkpwf+ObbroJQFI8b2pqkrKC6X0uVUFJ7gFPMzUoaLZo0SKLyFlVVSX5sAPyNTndeyMJzOfPnxeCv9vttljvcKsV2o/KykpxHu/fvx8AMDAwIJajIqdEe3u71HfPP/+89D3NBPB6vYhEIlKyG7WLo5udbheMeO211wDYe3CTmH/kyBEsW7ZMWKdQ/5N4TtnyfOzwtgcCASG8833lHvWBQAB1dXXi84ULF6K1tRVer1da7uabbwYwmtFNff3MM8/YZlrb3Y/dbjdCoRC8Xq+oM8JrEpw8eVL0zcyZMwEkNQg+G4DOA7qmUVvj8bg4z1TrqKVLlwJI9n9jY6OUnT4yMoLt27cDGM0mv/XWW7X3ALJxsYPPXNB56ttlxTscDkswisYfAG1tlFw9A4TDYeHhr7abo5vpQwG+VJZpNBY6Ozun7DNapqjPDXfccQcAWGpmqL+53LPH1ZkC2SSjjPXZ3bxDGXLBpIrzlZWV4mIxPDyMw4cPj3ld//M//yMe6q699lrLDcRgMBgMBkPmTOWprpciuXgBmsiH/UvpeKttnYjABwnlumJ2qbY3lraonsckgNrVF6CMRjsbBbttqGPH5XKhoaEBDQ0NWR936heyV+ju7obf7xfZtCSUkOcwWSQQ6kyEbDy0DWODjtm+ffuwa9cuYU107NgxBINBeL1eJBIJ7Nq1Cz09PUJUvO222wAks8aHhoZsPZbJbuuBBx5AIBBI6fPMxV8utKpQBrnT6cR7770nPqd3Po/HYwksJRIJyeoUsIqOw8PD0jX59ttvt20Dhwv8c+fOxapVqwBAnD9qAEDFzmaDIA/4kZERse/Hjx9HcXGx5bfnzp1DMBi0ZMVSmwgKhPB3YzsRl7z0qThztteFm2++GRs2bMDmzZst31G2fmFhoXRdy8vLQyAQkIIKZEmjWh2FQiFUVVUBGBW/X3/9dQDJcd3X1yd+E41GRaa1OmtJLbaqitPxeBxNTU1YvXo1mpqaRDDl4MGDYlkKUPKs7Hg8LsbAXXfdJa559P9gMCiNTRqD8+bNQ2FhIY4cOSIVugWAvXv3ikBPIpFAZWUlfv/734uZAbox5fV6pZkNBD8PKODQ29sr+owCcnQPon3lNUVoe263O62vfSqyuVemukYQfKzQflCALxqNphTn6ZqX7TNaqueEXJLpvV6tS0TXhnS2XVcSPBklk+e7dM/uds/lmTxTZ3IOGJH/ymZSxfmZM2dKRUJ0DxiZ0N/fj927d8PhcMDhcGDp0qX4zGcmdVcMBoPBYDAYJpRLSUCfTCYi84vEQ10GaartZdqWVC9cx44dExmABQUFUna7uh2a4p8u6y/bsZPuhZD6hWwDYrGYEOeDwaAQB0hAUi0S1JkI5FltGB+pXvbLysrg8/mEeLhv3z7LMiTGcSsSyrKura0V72mhUMjiVU/e2y+//DJWrFiBaDQqBFSPxyP5zZeUlFi27XA4hF0NCdN+vx8bNmzAY489Jtrt8/kkqxd1jOoCWmrm6LPPPit5qpPgC1gzzwHgwIEDls9mzZolhEq7887j8aTNZuZQZvoHH3wgBax6e3st78gkWKq2OCMjIyJjvbKyUvT1H//xH0vL6fYTSArz1De0X9w3nnjmmWcAJIVD8vim87msrAxer1fad1pnf38/4vG4EMaKioqwfv16XHvttQCSIv7atWvhcrm0Gb8kMFPGPW0jFothx44dlt9Q1jUFNHUZ1jRmaN2Unf3Tn/5UEjvb29tTzuw5duyYZDlEx7C2tlZcM3UWZVVVVdixY4f4u6ioSMwuUGeQcHuXvr4+MduBrHF8Ph82bdokrsV24jzNADlx4oToM9oW7T8Ai4g5c+ZMW2EzGyYyYzsajYpriK4WRq6g2RUTVfSWsrwnw9ZuvEzl2aEq9DzEZ8cQ2Y7L8TyXZ7It89x/ZTPpivaf/umfin93dnbipz/9aVa/j8fj2LJlC0ZGRsRDy1133ZXTNhoMBoPBYDAYDLlC98JFgjjH6XSmzG4nEWUsWX/Zto9D9gqqpUa6daovwpShyZnoLMTLmVQv+2qAhMRuErqbmppEtjsJdx6PB3PnzgWQFPYoIzUajWJgYADTp08X9iR8+7QeshxZvny5KNRZUVGhHTdnzpxBR0eHWJ7gs0pKS0vhcDjE7/lYoUKMPLBAIrWaXXzy5Em8+OKLAEbtRvx+PwKBAB544AGLcK2z2MnPzxfWJnbceOONKb+3o6WlxZLtzzO0uQ2UDrKyWb58uQh8LViwQAqm5OfnS8eO0FlVkXAOANOmTQMwKrZz25FHH30U27ZtAyCL/1RHgLL3uf1Pc3Mzurq6RLCBByKyTdqLRCLaIEZfX58lq5jo6+sT58Lhw4dRVVUlxGr6/Pz582J5miFCY09nBUOZ/3QetLe3SxnxlAlNwbDe3l6pgCdd98nWh6BgKDBaKJba+NnPfhaA1Ws/Ho+LGQd03ni9Xsn6ifeZz+cT+0b1bXiQ+pe//CVWr15ta30EZCfU2lllqfYjbrdbOjZ20LlBgRG6BvBgXC6t4dT7ZElJCaqrq7UByLGsX+f7nw4ao2QzNRn31ExF7akk4hvh2zDVmXRx/gtf+IJ4cEskEvjNb36DBx980LagCUHFcDZt2oSjR49KWfOLFi2ajKYbDAaDwWAwGC4T+EujrsjdRE8tphdFEuHIskPXvnRM1LIEFetbuHCh1r+VxIF0PsQ8Q5NmCExUFqJBD9UECIfDFqGxtrZWmtXA7SUGBwcRDAZRV1dnOdYvvfQSAODQoUMAksIyCZEdHR3Yu3evrQWp1+sVWf1DQ0PSd93d3QiFQkJMJC/pvr4+PP3002htbRWBBSC15zLPEqbZ2+vXrxdWTUCycKsdx48f184+4Pz2t7+1fHbddddJRWt1HD16VPQhwY8Nz6p/8803peUSiQSOHDkCINlf0WgUgUAANTU1kr0UCeRqZrFavBYYFTZnzpyJc+fOWdpL44KOT1dXl1QIlTz9KZhBWe4ejwfhcBgvvPCCZZ19fX1iHW63W8zMoQCOGmxIh85XnTLpqS9isRja2tosAj/Z/ACjgjVl3eoCTeqMjpGRESkgQYWvKahx4sQJSzZ/X1+f5LUOWAubclpaWkRQgBMKhRAKhdDW1ib6PxAIiKCbuk5eG4LawQMHvb296OnpSXlPzCb7mO4BaqFXul9QAGnVqlVoa2tDfn6+drskQKsWaXyGADGRomx5eTmeeuoplJeXZ/W7XIjWdEzISq6mpsaS2a9uR2f5lCvhXLe+K8HjfjxMpeCF4eJzUbxgvve97yEvL088OLW3t2Pz5s2455578KMf/Uha9sknn8RDDz2EQCCAn/3sZ5Kn1uzZs/Gtb31r0ttvMBgMBoPBkArjGzn14S+N/OWdxAk1I3GiUQWebF5qx7psti+GZGVCqOKAXX+pQlm6GQKG3KIKsnQMSagjYbagoEAIdfQdeYdzzp49i6eeekpkB3NxGEgeZ+5BH41G0d3dDY/HI8Q3Wr/b7RYC8ZkzZyziILWL2z309fUJgZgygj0ej/DGVwvEEjxLOBwOY+fOnejq6hLbv+GGG7S/A5LCbjqPeZ6tS6L/Rx99hDvvvDPl74BkH+bn54usc12GttvtFkEGOm9eeeUV8V0sFkMoFMLAwAC6u7uxefNmrFmzRhLoaZaCOluABzmI9evXp203kBRcdT7hH3/8sfh3d3e3sDGifqSsZ8qmpnWsW7cOmzdvht/vl9ZLljZ8JgFZganFaEkzOHr0KICkVQ8vZMzhsy+A0SCTytmzZ0V/A6PFfY8fP47GxkYRvOEZ70QoFBL7QmPf6/UKCzM+poHkeZduphK/R9E1lq+Dany4XC7JMz9VZjXZAJFtDpAci+TJ/+yzz9oW3tWhFi0ljh07ZqlnQUXLqZ3AaHBEvU+owRLaV7qW2QU2aBaY0+m8qM9oZA2lq+eRKWrQQReEUJ8N1GedXArnU1mIz/RZZyKDF7r3gqncZ4bJ56KI83PnzsUjjzyCgoICJBIJOBwOJBIJxONxyasukUjgv/7rv/D666/jwoUL0rKFhYV45JFHpMi2wWAwGAwGw1TATJ+dOCY68KF7mbXbXjYvcnbfZ1JkjkSLdOJgJpBIQj7Gqfz07ewHAoGAyAw14/zike5c4GKXDhKw6P3L6XRaxtrdd98NQPbnDgaDCIVCUnYwZ3h4WCsu19bWpmzPSy+9hB07diAcDtsGFABIQt/MmTNRXV2NNWvWaM8PVajn2fmqWJvKL54CD5nS398v/q0WrAWgrZc2NDSEv/3bv0UgEBAZ4wDw/PPPA5CLv9JxocAIn5kQiUTw29/+Fq2trXjzzTelvvv5z38OAFi6dKll+1zg9nq9WoGTW94Q6rGmZdLZANHs95aWFimTXLVQ8fl8wgbJ4/FgzZo10rINDQ348pe/LD7r7e0VHvkHDx4EYBXgOe+88470d39/P2pqahAIBOBwOEQQJxgMSmP+ww8/BJAs4hoMBrXjj4IguuBFIBDA+vXr0dTUZBGvKdBD5wGfDaKeG319fdizZ49l/VQTwOVySfYr1L8+nw8OhwORSEQECeh84BZNw8PDwk6Ne+BnIlzS/RSQ/explgRtz07Et4OesUgLys/Px8aNG0W9BDtxnmaBFRQUXNR7F+23GizKxfPNZGRjp2qnnXXRxcROBNfNmswkeDGW5z3zXmBIx0WronrLLbfgiSeewO233y6mktFNhyxr+E2I/p1IJLB06VL86Ec/EvY4BoPBYDAYDIYrg8l+wUm1vWyy0Oy+z6TInMvlgtfrRSQSgc/nQ0lJyZhf4EkMiEQiKYsdd91E9QAAIABJREFUpnqZ9Xq9luKDqVCzsQ25QR2bOgsDr9crCYNOp1MIYM3NzeL7iooKOBwOaaxlgq4A44IFC8Sx5hm4wKiwTpmuPCh15MgRsV1uV6GOU/43iW3cmoRboJw9e1YIdmQvkkvIk52j2tjo7Fs//fRT7foSiYR0zMrKynD8+HEAo176xcXFOHr0qNT3PBgAAAMDAwCSwjOfiUAZ8u+++y4AWdTn3v/cs5wXiOV+7NQWahcda5o1ceONN6a0oiHxnl9HqJgwF2rr6+ulosA0u8Dj8SASiaCvr0+yBztz5owQt/lsBgCS/Q5BARtaL/VFQ0MDEomE1rseAP73f/8XgLVGAekWPp9PCqgQFMx49NFHsX37dqluAzA6MyCRSMDv9wNIis8kJNJnwOg5n+p87evrw8svv4xt27ahvLxcrGfNmjXYsmULgsEgvF6vdD+hwrOA/rpNme/Z3AO4n73aZ3Y1AjJZL///pc5Yn2/6+vrQ2NiIxsZGEXRPF+yg7zINiGTaTrIumkrivB20HwCke6duBhdnrM97BkMqLpo4DyQvov/4j/+IH/3oR1i9erXIpNf9d9111+Fzn/scHn/8cTz22GOXzQXYYDAYDAaD4XLCeGhmh91UdLsXw/r6epSXl6d8gc/0GOiEKrs2jjUYwPdF501vyB2ZCALxeFxk2UajUZHZ29HRYfHe9vl8woO+qKjIIqYDoyI6t78pLi4Wgt7KlSvF5wUFBVLmulp8klNQUCDE55GREe35UFxcLIogqp9v3LhR/H79+vXi35TtTGQahCDUscsztgnVIiZVRj5BQnUkEpHEMt7ftN7e3l5EIhEpu96ON954w2JTAiTtdoBkBj2J0u3t7UIY5v76119/vXbd8+bNQ29vr8h6v+WWW0T7gGSxTH4c8vLyJEsa2ufrrrtOfFZbW4uBgQFJsH7mmWdEIenm5mYxhpYvX45gMIidO3fC6XSiuroa9913X8ogYDQatRTY/b//+z8AwNVXXy0+O3jwoO15RPujswICkv0YCASwdu1atLW1Wb4/fPgwFi5cKGoE0H7Ruumc4tdnmtXC/e8pKKz61xM8659bmZFtWzweF2OIsp0pcEABocrKSnEN4O2h5ZqamjA4OIjq6uq0xVsBa+FXQL5HxGIxBAIBEYCmfUh3L6Oiu06nE3Pnzs2ZVmR3Lx3vc04mM+ayoa+vT8xqoACHnY0TYZe9n0suFYtH9d5J9k653oZ5Njak4qKK80RpaSm+9a1v4d///d/x1FNP4fHHH8c//MM/4Dvf+Q4ee+wx/PjHP8bzzz+P733ve6iqqrrYzTUYDAaDwWAw2HCpZAxN5ZdGElx0Bf/U5Xbu3Cl5C9PndseAiwE6qwUd45mtwMUjO/9gw+Rx7NgxSZDW2c8QvFikmvlKUMDl8ccfl0Q3EuoOHz4sfOadTqcIAPCZ0zxjWceZM2ek84HG8Le//W2LJz4t43K5hMiZl5dnKRxJxGIxaR1cKNahE+lUv/OxQNnnsVgMP/zhD8Xn3I5Ftejh3/HCtsDocSWhXJfBDSQFdAowHDx4UGTPx2IxcYyOHDli8agHII43tUNtHwnT9913H6qrqyWrFA6fWeBwOKTCqD6fD9FoVIjF0WgUv/zlLwEAv/71rwEkRchEImEpzGlnq0N2OsSFCxcAyFn2LS0t0rF2OBzCM99uLBHRaBSVlZXYvXu3dK5RH8ZiMbE/fHsA4Pf7RXAhGo2KAEVvb69UwDyT6yhl/VNw6Mknn8SOHTu09wbKhFcDtsuXLxfnPL9fkF1QOBxGPB63zF6xw+VySTZLJL7TPSISicDr9YoANO1DuucJmhVTUFCAU6dO5VT01m1/vM85k5XxnyognssAQV9fn7BH4uvLdKyOV7jOtfCtBixysX7dmOE2gVP9mdkw8UwJcZ4zd+5cVFVVwe124wtf+AKWLl2K4uJirS+fwWAwGAwGg8EwFuxeGscr2lMGXy7gBf9SFRPbvXt3xgVsdX7OkyGWk22KYWrBxflM7A1ITPD7/QgEAigrK0N9fT1efvllrF271jJGY7EY6urqbM+pRCJhESopM1ktoEnwMazOyuDnNO1bqgAEIIuylFGeCjXAdeutt6Zcxg6dfzu1h/aZ942d2Ozz+TB37lwAVhshglvTAMmAB2GXac6F2nXr1kkZ56rArWsfCU7l5eV46qmnUFBQINmZkMCr1pyj437w4EGRjQ9A+IuTzz7/3QsvvIBt27ahsbFRHG8KeKi8+eab2s8BudhsPB4XRY/37NmDjo4OYStGY9Suv1988UUp89bn8+Hzn/+87XYJp9MpjR06Bm+99RZ27dqFb3zjG9i/f79WKOQ2RwsXLhS/pQz/WCwmggXxeFybCd/S0iKtZ8aMGVK2OwUYVFsaDhcyqQCraldcVVUFr9eLV155ZcwZyiQIU5syyQCfKkH5yWpHqoB4LgMElLnv9XrHtL7xBjvS/T7T/lZnkHg8Hsm2MNezKMZiE2i4fDGKt+GSZ/Pmzfi7v/u7tP8ZDAaDwWAwpGOsWeIkYITDYdtCquN5GU/VrnA4nPGLHYmrlM1sJ+pnWgg3U3S2KYaJhcQrLjiqQmxeXp4Q40jc4sdXVzCvoaEBmzdvRkNDgyRc8CARP9Z2AhEJOgSJbH6/XxJ4KFOasmMpQ5M+8/l8KCsrs2yDPNMPHjwoxEHyg9dl66fKgOffpfLAT/WZmn2u+rdzeECBMvt1YvOcOXNQU1Mjss3vvPNOAMBNN92kXS/1D8+m5mI1Hx/qzJrPfvaz4t/z5s3DgQMHxN+LFi0S4rxOsNZZdUWjUTH2SktL4ff7LYGPt99+W/x9zTXXaPcJSArPoVAIwWAQzz//vJTFrx5XnbA8e/ZsAMCaNWtEhvzg4KAQs6nYa319PQoLC8Wxo6x7Fb4Nt9uN6dOn217/uBgej8dRVlYmxHBaDwWNuru78cYbb1iESJ/PJxXKPX78uDh+urEYCoXE92632zZAs2DBAmkWyrXXXivuHbp6E4AslA4MDKC1tVXUQACSAZi2tja43W5pZgEFX2gd6TzT6frx8ccfi8/S+ahPlaKcNIMgl8F8oqCgAIFAQBT5nWymSgCEk+64U5sBYNeuXeL6W1tbK/2GnrX4PpqMeEOuMOK8wWAwGAwGg8EwTvh0fZ1Yno0oMJEvtySukriZarlMCuFmsr1URSENuUMVDHbu3IlgMCgV+iTRgQT7oqIiUWCShFF+fO2ONc8WJCEskyARt1Kg4AGQFPrWrVsHwJrJyTPbBwcHM87QJFE7Go0iPz8fGzZswMqVK+Hz+SzZ+gC0nxF2IiygL/iaC0js/tKXvoQZM2ZIAidx+vRp/OIXv0B3dzeKi4tFQIIfL7fbLcTlP/uzPwMwKvSPjIzgrbfeEsvu27dPKhJLQvvg4KBYBwB8/PHHkgA9b9484U1OAQJgdCaRnYczjc1NmzZh8+bNlmPKZzJkKnIdP34cZ8+eBZAU9O1EZGA0WPO5z30OQHJGAfmw6+oRNDU1oaurS/QFBTnsMugBYMmSJQgGg9oaHx6PRyrwClitXwDYCvt0zm/cuFEStznd3d2Wz3jgpa6uzhKU8Xq9CAQC4jpB9jq8TgUdO7I10gni2fia83oUJHgCyWDd9u3b0dnZqf0dH4e58lFPFxzI5h6dyrc+FxaAdB31+/3w+/3Yv38/1q9fL4Kndm2ZqOeMyQ6A8CAvt39Sl0mV3U5tVovX62ZAxePxjMR+kxFvyJZJF+d37Ngh/nvuuefwhz/8YUzrOXPmjFjPj3/84xy30nApsW3bNjz55JNp/zMYDAaDYSIxxZ6STMWsqYvJWMbFeF9uMzkGk3WcdEKTYWLg48auUCQV+rzrrrsQCASwf/9+8Z0qjNLY7ezstIxhLixlIoTRumbPno0NGzagrKxMEt1ra2vF9qmwITAaRFCLeHIyCQpQ9n55ebnteExlf6MTOAnu/Q5Yi8YSXNzO5LwjAf3999/Hhx9+aGu5QzYvvb29wq6GF75dunQpIpEIPB4PDh8+bPk9L4Qai8XQ3d0tBPoLFy5YfKQB4Ny5c9LfTqfTImwByWPT0tIi+chzXnrpJQD2YqqdIJspFy5cQGVlpdYzv7i4GLfeeiuqqqpw2223AYDUP/x4Acns/nA4jBdeeMGyLm6/o0L9QSIyP89qa2ulTPmhoSHcf//9GBwcFJ/5fD7p2NMMBDpH6Jyn9ar7ys8zr9crMt+J/Px8i+XYypUr0d7ejv7+fsv+UGY22RJlwvDwsLiW6Io70/lNNiKE0+nEsmXL0NbWhp6eHtv7aUVFBUpKSnLmo86DA7r7ZDb3aJ0In6roO32f6XMDidN+vx8ejwfBYBBdXV1p2zJVZhGkIpN+4EHeEydO5KRGABVALysrs3w31sCPnTVhqnFguLKYdHF+7969aG5uRnNzM371q19h69at0lSkTDl37pxY1969eyegpQaDwWAwGAyZc6kUQp1oLoUXvslkIseFXVZ6JsfAHKcrj5qaGiE4vvrqq1ixYgWCwaCt2EBjt6enB7t27UJXV5dFKNm6datFnAZGxTGv1wuXy4Wuri7s2rULAwMD2LhxI4CkLzdfnsZzJBJBJBKBz+cTdho8+18HeQVPheuvnTc8h6xW0hWTLS0tFZn5r776asZtmDdvHqqqqqSs7KKiIsRiMYv//IwZMyy//+STTwAkM8N1sxQoM50oKSkR4hMdexJc33rrLZGpXVNTI2XmU2AhFouhs7NTFAQldEERuwxxYNTKSGXJkiWWz3p7exGNRlFaWipsjlRBnkO+/rplUtUqIFsmQs3G5gHMX/7yl2htbZWshtRgEnnIc8sMLvLx/uV4PB5s2rTJMmvq2LFjeOWVV6TPXnzxRbS2tuLw4cPYuXOn9J3T6YTX6xXHlMYTjRGdCDk8PCyuJRQ05PYrdJ6rNiIqdvfTBx54AOXl5Sl91FWhNxPhd6KKmPPgKQ+e8O/H8tyQq5kDmWJXlD5b7JIFsu0HO3umdKgzJdTj7nK5bGfgpLNSInTPXDQOJqv2j2Fqc9FsbRKJBBKJBFpbW/Hwww/bFmzJZD0Gg8FgMBgMVzIma3/ySDVFXRWWJhp62cv2pXiyx4uZTXFxWbBgAaqrq3HXXXeJz8LhsBBwqJhquoy+wcFBi1DS0dEhsvGBUZGcMuQ3bdoEl8sltvXCCy+gsbERXV1dkh2F0+m0zLKor68XYkteXp4k/AJycIraxsc1/z4ej6OxsRGNjY1pRZTFixfD7/fD6/UKaxyC/71w4ULL34BebFMhEZkytu3o7u4W1imZCG6Uzbxw4UKsWLEC999/v3hfJkGdxgEFEXSFafk+xONxS5+Rpzvt8759+/Dss8+ivr4eZWVl2LBhA+644w4Aspi9aNEireAeiUTQ09ODYDAoMr/txDBuf6LCC90Sg4ODKUW7cDgsFZflzJkzx1bs5tgVu66pqZH6Up0BEolE8Nd//ddiGQpWnD59WhLtCgsLAegDKXQ9T1dY9d5775XOcWpLc3OzxcKHzs1Tp05h165dklajjgWy6yELIy5C0vmq9j/ViWhoaMD69evR1tYGINmPXCRtamqyndHicDgyOjYEF3qpz3QZ7Tt37hTHI5Mi2ePlxIkTE76NiYL6NJFIjHu231h+r96n0onzdkHcTGZKqPZvBF2PUl2XDIZMuGjivMPhgMPhQCKRQEdHB773ve9pffQMBoPBYDAYDKkxWfuTh11f09Tyurq6SRWix/JSq+7DWMX6TH9nsvQnHypIR77RTz31lEVoJnTZoXa2ODpIUCQhnMQaXcHDWCxmydZ3u93asRGPx3Ho0CFUVVVhyZIlqK+vx/79+0WhQ51lElnckGizdu1aUeiP2+WQ8Eue48TVV1+NP//zP8fmzZsRCATQ29srZZpTRjmQ9Da/++67xd/z58/X9o8qqHq9Xlx33XUArBno6bA7hgQvAkqzHVT7EQrWUN+dP38+ZVCR/MY51G8rVqxARUWFOK78WJOgy8V4akuqGQOUUT1t2jTxmdvtFgGTbPnJT36i9Xvn2CUKnj59GsuWLQOgr0lAXvO8cC3h8XhERjihzgCJxWJoa2tDV1eXdhZUbW0tmpqahPivzgx45plnsGPHDnGuVlRUSDM3VLsYCiIHAgERpFEL5PLxTuNz5syZUt+TaO12u8WY09lLUaCG6hEQvBA5tYkK8ZJISgXW7Y7dwMCAJdCTaSFOu+sb3RtJMOfXqVwGtbnoP9Zs73T09fWJgCS/JgIYdyHadJ78Ew3tGx/7maALMHNSzZSwm5VBwc+9e/daisKmexbMpl6L4fLnohaEpaiTw+HAO++8g+9+97t47733LmaTDAaDwWAwGAxXGJn6mmbyMprtNPhU286VGJBuPWMN7pig0NSDRItnn33WtihgqgKZqeAimTrN3+fzSQX1qC2Uza5mv/K/yfpGZXBwEKFQCA8++CDKy8vR1dWFYDCIFStWSHYDgUDAYjVC2x4YGMDZs2exZ88e8Z3T6cSaNWsAJMVXXszzk08+wU033SSti9v2qALt+++/L/5tN6O7uroawKjdiNvtFpnnPT09lmxqWk4nYN96663abQCjWezA6LE6duyYEF9pm/n5+bj99tvxxS9+EV6vFwcPHsQHH3xga8dz6tQpiyBF65oxY4alnTwLVYUy1Gk/dIVUm5ubsWLFCimbe9WqVSJgki2nT5+2CNAq3EZG5fXXXwegnxFx9913w+fzSZn3dPxqa2sl4bWiokKI7AsXLpSO+4EDByQhn4IfJCZSDQHVQioajUr9pM5kodkLfr9fiPNUUNku0KOzqcrLy5P6nmoIkF2Q3TVFLbRJ61ZnZlDbaeaD0+kUwaOWlhbhKc/hwvmxY8eE/U4uCnHSceIzIsZ6v9OJtLzt4xXn+frVgtsUkOzq6hIBCbfbjXA4bOtLnwnUFxNtn5PK7iYYDIqxTwWMS0pKbDPf1ZlXY2lLqsBPNBq1iPMmKcGQDRdFnKcHl+9///soLS1FIpGAw+HA6dOn8eCDD6YsuGMwGAwGg8EwFTHWHZcumbx0j/VlNN24SLXtXInf6daTqWfqWLZr7JYmFy7IqP1OY5FPz6exaXesfD4fSkpK4PP5RIYsrYuLiTwTVkWX2UjivCq6kX1AVVWVxSpE56fscrng9Xotthz8N1zEIbiQrivmmWmhPl541c4LnbKdya6FBxLa29uxaNEi7e9UMRKAyLindXFbDwoc1NTUiGNF/Zyfn4/y8nIxi4BmN9B6WlpaMraZ9fl8uP766wEk+9EuczXVOz2J+zwgQG3lNjMk3u/btw/79+/Ho48+ql2fGiDQHQudCEqiMYn3OpGZC+9er1da5tVXX7Vkxy9dulTsjyqc03hRgzzt7e3SuFbrAqgzPFJBM1mAZL9VVVVh9uzZluV0Pto8WFJRUaHd7uDgoBhf1KdqH6jXE7r20P7zhEy+36dOnQJgvRc9/PDDKC8vT3k/zeZeme5eR9cHXcAt26xznUibTiTO5nmSr59mKqiFTHkf0zVDNyNmqpGpwB0IBNDQ0IDy8nLt8mqQiKNe6+3uhXSvGW/gh2NXhN08M12ZXNTM+VmzZmHbtm1YsmSJEOiHhobw0EMPSTcVg8FgMBgMhqnORGfJmIf2S5OpmD2lvvhPVBE5k1k/taCxyAUcGpvqsaIxsnHjRpSXl4ssVl64rqSkRFhRpKOoqEgSAqmA4BNPPIHy8nKpjX6/H21tbRnXFuMWG5nCxTHVPx2w2l6oYinx1ltvadfJIVub3/zmNwCSPuOvvfaa+F61tuGituqpTRnHdXV1wppGFaJ1GdFDQ0O46aabbAUqFb4O1Zbn9ttvx9GjR6W20vLxeFxYB/EghLoft9xyC7xer1iGMvgJKnpKgZNYLIaXXnop4yS+VatWWT6jLHIOF2ndbjdee+01MQ50Wf2BQAD33nsvgKSQz2s3EH/0R3+E6upqzJo1S+wfidz8WKvZ/M3NzaioqBD9UlFRIWZA8PHn9Xot9j66tgJJoZ6fSzR+ent74XK5hM0OHR8KLHi9Xnz/+98Xx7mgoED8VpdZr6K7nmzcuFGca3bnNvWP3b0o3f00GAzaCu90TXM4HGImjTprh5ZJV6NgvPc0Ogd1MwKoHZk8N9BMqW3btqGxsREA0v6O+lidzZSqno7ds6fD4UB1dbVtzYVLAbUoK41dKoDe2dmZsl7JeLLxdW0xz0xXLhdVnAeAadOm4R//8R+xatUqIdB/9NFH+Kd/+idL1XCDwWAwGAyGK5VUD+0maz93pAuC6IpnApfWMZiKAQPD5JHJ8bdbhmfIl5eX44knnpDGvd154HQ6RcY+kMyYTtcGyjomQUS1mqBzlTKbly5dmvIcJOsDl8slCdRz584FAHz1q1+VtgeMZlJzQZIL1zyhbM6cOZLAT/T09Ih1kIjKf/fGG2+If/MAw3XXXWcR6knQTSQSaG1tRVVVFbZu3SrtIwUMampqJJGRiiGSyBoMBm2LbXLLlby8PJE1CiSLrtKxIfG5t7cXFRUVGBoakrLFqT94AMbtdqOmpkYq/Lpy5UppZsZHH31kadOrr76qbeu8efMsBV07Ozsty9G4oSxyahsdz/nz5yMej+P48ePw+XxagZ9DtiAOhwOBQAAejweFhYU4cuQI/uZv/gbPPfecWJaCDakCTtFoFB0dHXC73YhEIujo6BB9wi2l6urqJD9+QB+M0EFe6moR0pUrV6KqqkrY+7jdbiQSCUQiEVG8lSxn1BkWZCulm+0CZHZPJSiIEYvF4HA4tD78BN8WjeNIJJJW2Kf9orar4vzGjRuFR34uhVcdNCNgrNBMqVAoZMnoznYmXKp6OnbPnnQd4uM614kkfH06e8GamhrtNV/XDn5/Utelzv4iSykqVB0MBrWzDcrKykR9l7E+U/Ggt+HK5aKL80Cy8M7f//3fw+v1CoH+woUL+Jd/+RfbKYoGg8FgMBgMhiRGbM0d6TKX7Dzlp/IxSBc44D61uVyvYWK4mLNoVEsHddzzv10ulySucUFcLRAJWOs6qD7yqtUEnav//d//DWBUAKV2qB7DdXV1InOXkypL1u/3C4G+pqYGpaWl6O3t1dqfVFZWCoGfwzOkL1y4YPmehGV1nTwrHwCuueYaAEkhh/ZLtd6pqqoSwv/y5culfiaxiYTZSCRiEVpJHOXZvGTLowrCKtwznCD7lsLCQvHZqlWr4HK5hKB6/vx5y+/UjHPAPmNbJ+DqMuxpvwcGBgAkM4wBvZd8bW2tOC41NTWoqKiAx+PB9u3bMTg4CLfbLfYtkUigoaEBtbW16O/vRyQSwYEDB9DR0aFtr8rVV1+d8vvi4mJEo1ERXAKS2dt8vKSbZULnLY11h8MhPNqBZODnwQcfFGOVnzckWtJv+UyKoqIiYStlN9slk3sqQTMEIpEIdu/ejbVr19r6fNOMEa/XK53DdgH0bNAV/1SvZ+Mh23un3TVfN3Z1FBQUiCx3On7j8bpP5eGeTfZ3pvV+aH28ngUF92pra6XiwlzIV9vB709jtSpUj5vL5UJDQ4O2vku6feUz1MxzlGFKiPNA8gbx9a9/HX/xF38hBPpPP/0UP/vZz/CLX/ziYjfPYDAYDAaDwXCZksmL8liF6HQvn6nWmyvxO13gQCdE5GK9hokh3Sya8Wbx6SBhKhwOZxwYoPFBY5iLW3bev7t27cILL7wgfU7L2gWRSIj96KOPRL9wC59AIAC/3489e/ZI35O3vdPpxIYNG4SQ7XQ6xblXVlYmrD8WLVokib6USU6Z183NzRaxWxXc1QxvzvLly6WAhGrzSr+tr68XfRIOh3H8+HFtfy5YsABlZWWiz0kMV7ObA4EAvF4vSktLcfr0aXi9XrS1tYnv8/Pz0dXVJWx+aD06KxXyDFfh/UaiIK0nFouJf5O9CgVo5s+fn3Ycc9//VLS3t0ve9Fzs58VagaQfN8/k7+joQH9/P9ra2vDmm2+m9efv7+/Xfk4BF25T88knn0jLqMmJ3Mpo+vTpGBoaAgAxLoH0QitZsdByiURCKtqrnlOp7gV5eXliTDU3N0tZzBQEoM96e3ulANKCBQuk/wOj1yy/3y+N/3A4jC1btqCyshLBYNBy3aE2BgIBKQilC6Db3YfTWeCoIizZe42XbO+ddtd8dQYELcsDLzTzgbLcy8rKUF1dLYr5jrX99fX10oyOsTBWGxen04l169YBkAO9tL5vfvObGQcusiEvLy9juyE127+rqytlsID+NgkPVy5TRpwnvvrVr4ootsPhQCKRwPPPPy9dYAwGg8FgMBimKsYb/tJjPDYf6Uj38plqvZMlfk/UC6F50Zx8Ms3i0/0u1bHiwlQ2nstqJv3atWvTehSrGfMEDyLpCrZSsVRAFqgaGhrg9/sl0ZN72xcUFEhe7PF4HE1NTSJjmIRj7hcejUZRV1cHn88nRKBwOIx33nlHLOP1eiUrn1S43W7s27dP/M1tZdJx5swZi8jo8XiEmE99ToIyF5Yp63vLli2i2CrZqlBm6p49e7R2DryQLvWdnSgdi8XE+hwOBxobGyWPeRLYly1bJnnoJxIJy1hTZz+kE+e53z3P4H/33XfFvzs6OvD666+Lv7ndD2WTU7AkGo1KgROHw4G+vj5JqCQBnYvwHo8HR44cgdPpxLXXXmvbXrvx397ejl27dmH//v0ARgMhajBFhYruNjU1iWNP5x+J9anEeLJD+sxnPoPrr78ebW1tWLt2LbxeL8LhsDQ2wuGwsPsBkmOTgjrxeBzt7e0IBALS+KZrFp2jPKDV0dEhAhq0bt3zFbXfzh6E34e5RZMddvdenS3KVHvWUzPC6bpN18vi4mI89dRT47LToe1wr/Zckknf2hW/BZLjRhe40KH65qeaFZDp7EJdtr+aoW+XSW8SHq5cppw4DwBf+tKX8J3vfAdXXXWVEOj37NmDf/1q0BWBAAAgAElEQVTXf8Uf/vCHi908g8FgMBgMBlsmqqCTEToNE8VEvRCaF81LBzpWACZUcNJ5FGeKKozxgq2ALNpmcx0m8ZEEbrJ/od9Sli+3WFHRiemBQEDK3E8lCC5ZskQSZXlWtMfjkfzZdZZBKsuXLxce1Gqf24lWasHP+fPnA0hmcr/00kti+7r+oL4jUZpDYisJ0olEAsFg0FIQFUh6xfN1kOD92c9+VnymFtBNZ0tBNQWApIUOoQYc2tvbhVh9+PBh2/Wpsx8ogMAz7Wk7N9xwA4Ckv/2aNWsAJPuK+posgwB5DOlmJZBIfeDAAfEZ2dxEIhFpVgBtExgNxoTDYfzud78DMCrYFxQUCNsY8s6nWTd0vgHArl278Omnn+KDDz5AJBJBIpEQY1KtWzA4OCjEcupPGqvBYNBShFWltrZW+psfbzo3u7q6EIlELG3duHEj+vv7cf/992vrDgCjmfrA+GaLjedZL5X4rPuOzi81CEf9W1NTk3K2FL9eZjNbINXnhOrVngsy6dtc3bPo+jgwMCACurxweklJScoZX2PFFH81qExJcR4APv/5z+ORRx7BtddeKwT63/3ud3jsscdw7ty5i908g8FgMBgMhknFCJ2Tw6UeBJmq2XyGS4OxCgZ83HV2dqYUxzKFF3AFkufm6tWrsXnzZiFu8ixbLsJmAwl+QNJPmMRM2gbZ1vAsaPodCV4kpvPMbGpzQ0MDNm/eLARBgouxXIB0u92STYnf7xcWFBUVFUKMJMsgnaUJ7UMwGBRinG45/hmJ9uTdz4uyUqZ4ZWWl6A8SeDnqjAg+eyAajcLn82mtfygLn2ek19TUCMH7C1/4gvQbnsFqN1bpeL399tva9r3//vsA5BkX69evB2Cfva4jFouJPlaLzFL/Hj9+XBuQUr32iQ8++MDyGWkgdHxmzpyJs2fPihkhakBn+/btFlsl2i+eMb9ixQoEg0EcPXoU06dPx/r168UYy8S6JC8vD4FAQCpmTNBvuRVTOgoKCtJ6ux87dgzBYBArVqyQ2trU1ITDhw+jtbVVFGJOhVpDY7JIdZ0dyzX4jjvusMwosfPeD4VCtpZo1IfjyebO9TMUX59u3dRfaqHYs2fPppylpWbIq0FZ2u/y8nJs3LjRtvaBwZArpqw4DwBLly7F1q1bkZeXJwT61157DQ8//LDtjcxgMBgMBoPBYBgrl3oQxGRjXf5crABSqmxtGnddXV14+umnMxbH7Nbv8/mwadMmiz1PT08PWltb8eKLLwJICteU7btkyRLRL3aZpqksGMirmt4z1QxzyjLWZcCTAKQTgihw4XA4pP674447xL+5NcuqVassBXNJTO3r68Of/MmfCGsTYFSI5+Io2etEIhGRWU42Mu+9955YrqioSLSPAgSpEuFOnz4tMpZ1qL8dGhpCKBSSPlMLu/r9fiFmE6WlpbjrrrvE36qwOzg4qM0u59D+8O3xDHxqKw9CcFsinonOM9xVeB9TJi+1jTLnAVhselUxlc8k4G2mIM7HH38sLZ9IJKTZI7xQ67Rp01BYWCiy0NWsei7cUttPnDhhuXfwjGs1Q57Iy8vD+vXrRfu6u7uFhQoFV5qammwztgle52Hjxo0isKAr4kxtOXbsmKUAqF07qR18/+wsuqZSkJtbJqnnAR+XdOx4P9OzDP8sGo3a7lcunh+yeYbK5F6mWqOp66Z9o3FK18EPP/wQra2teO655yTvd1V8zyRoRFZINBspG2imxqFDh7SzGy5WgMgw9ZjS4jyQ9LL753/+ZxQWFgqBvqurC1u2bLnYTTMYDAaDwWAwGFJyqWfiG6YekxFAIqsXXQZlqvE8ODgo2XtkA18/t47QiWQkZDqdTuGxTxmOdvUb+Hr5Z+l8hLlo2NDQgE2bNkm/44I7iezcuoMKAQ4MDGDjxo1ieco893q9kgA5a9Ys7N+/XwQBnE6nEOcHBgZw6tQpvPHGG2K9tM26ujoh1PPMaxIro9Eo3G63sGWZN28eZs+eLdZz/PhxALJYrTJ9+nSRsazzOVctZ2KxmDQewuGw5DVP+6eyadMmSbAnP/hrrrlGfEb9ZydsqRY7M2fOlI711VdfLf5NArg624OOoZoYqArGqiBMgRxelJL6F0hm2Kt9pUJe+TfffDMA4MKFC9L36kwIHhiiDF/aX55VDyT7nLKkU4nZHHU5p9OJuXPnihoQdE6+8sorCIfD4vh5PB6Ew+G09kPcpoRqPlRVVQn7IZ/Ph5KSEmm2SHNzc0ZiMomr5FufzhZKJ1KPRbDPhcivs/Ai7Gb1qKh9r7u+Z4tdFns2683E2z8dfN+am5tRV1cHYPQcjUQiolYBBZDHchzVGiepULP9vV4vQqGQdF/gQQUjzhuAS0CcB5I3rx/84AdSVe94PJ6ykJDBYDAYDAbDxcCIsVcedi+k9EJHBdl4ht9UycozXLmkGofqFH9ivIGBTArP8vWnyuTkWfB8X3SZprp222VOkvBH/1d/q/6uvr5eCMUkCFFm+c6dO4W4ODg4KKwj+PoDgYBkyUOe7JQBaieg0nrJLqW4uFiI89xCZd++fWJdZI8DJLOzE4mEELdUAVq16AGA3/zmN2JfyE6luLjYIhSnympXPduBZJ9yCxb1mNBvuEAdi8VQXFwsid6pGBkZkSxsdEGB7u5uaZu6cVdTU2MR1t9//31UV1fjM5/5DKqqqrBnzx4MDAxoffXdbndGba6oqAAAvPbaawDkzHiPxyNlTbvdblEjgM+goJoH3F8/Ly8PwWBQBGWosCztqy7D3ev1oqOjQ/zb5XKhoKAAp06dsgS3qA8pMEFZ+w6HI6NnIzrnCwoK8OCDDwo7JBLuX331VaEDUf9mkpVP/aKeh5lC/UUFbzN51ssmE52uYen2hS+vE4x54WxCPUbHjh3TBh+yEaDt2pSLmXt295l0z07hcFhc+/j5wi3IaN/V40h9pMtkTxUgyab9Y8E8L145XBRxfiyiusvlwg9+8APccsstSCQSRpg3GAwGg8EwJbnUbVEM2WP3Qso/t/t3rjHBIUOmqGOSrFcyySYfK7m8PvJChNxWZ+fOnVohhfaxs7PTYm/AzxmylFGtZfh6GhsbEQqFhE0BidNcELKz2dBl7PNtUWCBfhcOh+FwOFBdXY3Zs2cDSGbo03I8E522z4XbWCwmRHnKsidvdL6dadOmAYDYxi233CIyc0lsJ7sVvk/33nuv+Ju2v3TpUku/6Yrmut1u0e+0fSDple9wOCTBXrW+ASBlpmcCF9WXLl0q1qkT0e1Qs9CB5LFubW3F0NAQ2traEIlERPCC+pOgjHgV1XqGREYSEXn/+P1+KQCzatUqsS9UeLepqQn9/f04e/asNHtheHgYkUhECPZq7QAK1nCx1u12i3XU1dVJNjXxeDylqEse+Xv37s2qeCjfBv2ObK3UQBLPnl6wYAGqq6tRUlIiLUNjNNOZAiq0Dfr/eK5lqbzTAWjv4aolFwnGPp9PaGO9vb0pBXs6B3V9wNdnt09qEDST5xiduJxOcE71G/KXp+8yuVfx/aVglHocy8rK4PP5Umaye73ejH3n0+2jGhxMleRhrAqvDC6KOK8rhpIJM2fOxOOPP45ly5YhkUiMeT0Gg8FgMBgMBsPliAkOGcYCCQCJRCJjH16OKjhXVFRYxDF1e42NjWhsbMxKtCkpKREZxTp4hiSJVqqY1NPToy38R+dMWVmZsLGxa3swGEQoFMKrr76K/v7+FD1j/S3NpqE+bmpqwuzZs4Wfvc4W6MCBA9i2bZto49mzZ4WgzDPRKUigCsIk4JNlzZe//GXxHQlX5MdO2yguLsa3v/1tAMDdd98tZWSTwOXz+SRxbM6cOQCS2dOqCH3rrbda9mvdunXCvojEbCBpRbF7925JCE+XnMdnOhD5+fnSMmRbs3DhQoyMjAjLGEC2zEk1/lVbHgA4f/48AL3oOTAwIP2tZt2TKM8DO8XFxRaLHT7OnE6n1O985gKNn3A4jJ6eHnE+8IAMMHoMKWBDsz5ovSTWVlRUSEV8KfOYagnwc04HrTeV1zltj2eOp7LCycvLs9jSkLd3e3s7tm3bhvLycul7VZzPRSB7rFnNqe7TVPtC/c4usFFfXy/G+ZkzZ8SxoAxwOrcCgYCo46ArDp1uO4AsFNvV9aDPUon46QRnu9/QvpGAzmdJUSCPLKVopgcgn5d0HumCpulmU7jdbjHrRA30qve0TEV1fp8yIvyVzaSL808//TSefvpp7Nq1SztVLh3XXnstHnnkEaxduxa1tbWora21VCE3GAwGg8FgMBgMBsPkwLMPN2zYgCeeeMIijnFI4FYL7KUTNAoLC3H77bfD7/cjFApZxH1OfX09EolE1oJHNgGujo4O9PT0CEFzwYIFFsGPhLCCggJp/7gP9sDAABoaGmwLrZKwuXDhQkybNg2vvPKK9D0JPCQc33zzzVLhWhLyydaF2hSPx3H48GEAo4I+3wcSqYuLiyVLHBL5eZABAG688UYAyWz97u5ueL1eka2rJtb5fD7bAAgAi+BLYjKh+myT2EbHes6cORbfebJcufHGGxGJRKRACLfMue2227RtKisrE31ZU1MjBSMAiELFqVD96mtra1FRUSFl78+aNUuy2AGAd99913adavawzoNctdKhIAF9Tv0WCoWwbds2BINBAMkxvnfvXsv6otEoKioqRNBENzMCgGTZlAqyjeEWPHbk5eVJQirt/9mzZ22LdnK7qs7OTmzevBmrV69OWaMiUwueiRRUM2kLnYO0j+TzTyJxMBiE1+u1BKuygc+kaGpqkuy61LYCyKhfxlsMlWf733fffSKoSkFOj8eDqqoqKbBHQS8uzlOQhWbi9Pb2pgy6hEIhS6DX7p4GjPYLDxYTdJ/KxjbHcHky6eL8nDlzxH9XXXXVmNZx1VVX4S//8i/xzW9+U/xnMBgMBoPBcKlhvCQNdpixYbiYkI1KtlaiuZ65oQpTJIAsW7YMoVDIVogDZFsMYDTDc6y2FqmgoERNTY1l/4uKirSZ+KoPNm8jF9Y5N910E86dOyfsZYj6+noMDAwgGo2itLQUS5Ys0Qr9b775JoCk+LthwwYMDQ0hFosBSPrRb9iwQcom51CGNZAU+XWCoWqRUldXZ5ulq8vQ5dn5KmqhWrUPVMhORQftsx12M/R5dvtdd92FtWvXAhi110nXJgAW0X14eFjK8gWAI0eOWH5HGb8ejwcul8tSCJPbAOnsh1QoSEB2OefOnQOQFN1DoZA0k8HO9qejo0P01Ve+8hXtMi+99JJtGzh8fygrnq5Dg4OD2Llzp7Q/FNwi0vmCk9XTrFmzcPjwYbS2torAlIruOkYBgGwsv3KRnZ/NNfWZZ54BkAz46KA+3rdvn7DkUrETzNXMdUInOHPomqa7VueqGGp9fb22IHhtbS3a2tpE3QZg9PzLy8sTz1kUGDpx4gQA4MSJE5J9jjozLJOi53xmAR1DHixONzbUmSSGy59LoiCswWAwGAwGw+WI8ZK8PLB7yeKf2/3bDjM2DBMN2UBEIhGLAJBIJNDa2pozG9Fc2T/YCeyqeEKZoyRGNTU1WbKox4rL5dJaaugKzpIon4m41tfXJ6xCUonUHD6DnPb1nnvukWYt8GVIZCX7In58i4uLUV9fj927d2uvPVx4nzFjhtgnXX8QoVBIK2Rxr3kOz84HRv33M0XnSz8WuL87z0In6x8A2LNnDw4cOGC7Dt0xXLx4sSUwoNrcpKOyshKbN28WVjM1NTVi9oUqytJsA9oHbjVEx5PcDN57772Mtr9v376s2qsGGtJdC/Ly8sR+nDlzBq2trYjH49i1axccDgfmzp2Lz3zmM2hqasLKlSvF79KJmORTf+bMmTH5z6ezu9KRjbCerZCvu3739vbC4/HYBhDo81gsJgr78vWl81znUNCNC8703MIDLfRv7tWe6prBIXuczs5ORCKRMTtm0DnHf19UVGRpr1oMnPrCrnj4f/zHfwDQ175QaxSopBsb6WoQGC4/jDhvMBgMBoPBYDCMA7uXLP653b8NhsmGxDEgmaFN9hUTKQDkKthEQodOnOe2On6/X/o+HA4LIZoy2XX7qisaq4qJtC3K2rUTwjI5z3k2bldXlxCy+TqpGKuKx+MRVg4ul8tWcNRl0aptrqmpwfbt29HS0iJ5VlOBYJfLJYnUPFuWezWrWfJcmOf2JiQMUt/SdhYsWABgVNjOplArYC22qus71XtdBw9a8Gx4vn+xWExqH1ncEJ///Oct21q2bJmlXW+99Vba9nBGRkakoqjky//CCy9YghkzZ86E1+sV+8CDNvPnz8eGDRvEceW1CzhqkEENLhQUFGDDhg0oKSmxHatAcoxFIhGRpWwn0Dc3N1sCabRfM2fOxKlTp/Dpp5+KGhlA0taFrg00syDXpArA5WJ7tH4AGQUyaeYAXb9JeK6trRXXQbVdqWopqJ7rdkEUO4HcrjCwbvaVy+US1yVdUEW1x+np6RH7CYwWZuXXp3R4PB7pvuB0Oi3BXlWcp/bx6xQPKtD5rzuHs5lpQYEWPpuB94t5XrwyMOK8wWAwGAwGg8FgMFwh6Ir6AZMrAOjECPo8E7FFVxCSfs8zHAsKCsRyXLS221dd0VhdYMHlcmHTpk1jyqTl+0ftbG5ulry2nU6nEIjuvPNObZ/U1tZKNdwok5r+T9sqKSkRxWb5+jnFxcVoa2sTtg7AaECjvr5eCPXEa6+9Zimqy2cuAKOFToGkTUlRUZH4m/vD80LElPm+bt26jDJrAVksVGd6LF261LI8z2TlYv706dOFuEze/Nmg2uicOnXK4vNO1kC8L9TMcu7drgYbPB6PEKpffvll6f+xWEz4bBPz5s2TxHUqXAskj/nGjRttgxXUDhrfZAujto0KmBYWFkq+/SrFxcWikDJgtTShYs/RaFQcRzoH0tmIbN26VQQgli9frrVm4cKrToTl2BWsVpmIQPtYAplOp1MEaU6ePCmKTmc6Uy+TdtC9grZDQRk653lhYPrO5XJJ56TO2mbPnj1aj3Zdpno0GoXP50NdXR2CwaC4bqj7prNlq62tFesjcZ+uuWpgs7m5WbIcU69T6vWU2szvabStTIqru1wuNDQ0oKGhQexLusx7jrFBvDww4rzBYDAYDAaDwWAwXIGoAsBk+dzqxAj6PJXYRUJQUVERNm7cmFGhRMoGJYuPTApO2sFFkLEIc/Sb/v5+3H///RgcHBRWEiQMUeavuq9A0hrC6/WiqqoKJSUlkoCmivNEYWEh1q9fL1m1NDU1obOzE4cOHUJVVZUl61vd5127diE/P1+IUmr2tE5Mu/XWW8W/a2trLVndvMBkMBhEY2OjGHf8uJFIRm10u92SAH3HHXcIgfmdd94Rn8+bN08UyOXHiPcPt0U5e/YsVq1aBWC0sK2uL3TwQAShFu3lkPivZiG73W6sWbNG+pvIz8/HG2+8IQR/ynRXM96nTZsm1ltQUCAFpbj9BlmGcPLz84UoT5nNtM+UqU+Ul5dLRS67urpss++BUY97O6G9vLwcDzzwAIDs60J0dHRIxzWduE3BER4k4aQq7jlZpCuW2tnZia1btwJIHkuyGxoZGbEEzlJZUGUr7FK9CrLrIvgxa25u1taUiEQi+OY3v4nOzk5xreB2N5nARXa7PiJbtvz8fOkco0AFifsEFcGmAFQ0GrVYbPF1qNfTGTNm2N7T1N/q7lmZBoPsMDaIlwdX53JlDz30kOWzxx9/PO0yuUDdjsFgMBgMBsNUJ5dTog2XF2ZsGCYDNWOQXvJ/8pOfTMnxx7MRuQ2Einr+bNiwAddcc824t0/98//+3/8bUyYqZbT29PSgtbUVPp8P9fX1UoHF5cuX49lnn8XAwACA0X0mwfC5555DRUUFAIhCovF4XAjRVDiV7EMWL14Mp9OJcDgssj3D4TCqq6sRCoXw3HPP4ejRo9o2x+NxIao7nU40NDSgo6NDKhbK94uyRwHgqquuAjCagR0Oh+F2uxGLxdDW1oaioiKx37S+gYEBkXlKQtO6detwww03iGXXrVsHp9MpRN7h4WEhWPNiqydPnhTZ1B6PB7/61a8s+6dm2pPA+5//+Z/a/jh8+DC8Xi/OnTuXNptbLfy6cOFCYX9B/6+trUU0GsXixYtx5MgRrFq1Sspk51ZAmdZMiEQi2LJlC6LRKJxOpygCrLZpcHAQu3btwpYtW6RtLFq0CC0tLWI89fT0SOsvLCxEf38/enp68NWvfhW7d+9GOByW1sOpqalBS0uLtC92qLZVNPMlHA7D5/NZLEIKCgrg8XgQjUYxd+5cbNiwQSu49/X1iYCSw+HA/v37EQgEbGe9TIUinOFwWCtwE4cPHxbn/+DgoNi/VP3MhXoKqixevFgIu2vXrhXXTVXopetQcXEx7rzzTtttUL0Part6zDo6OtDT02NbeJrgwTvO4OCgOBfS9ZHT6YTf70c0GoXD4RDXKdo3mjlB+8QLM9N3OlsaXfFh9Tqoy963u2fRtR0YtfwaSwFiw6VNTsX5trY2MfgSiYTWX4ovkwvstmO4cti8eTOuvjr9UH7yyScnoTUGg8FgMGROKnHJcGWT6iWOvwAaDBMBWVXkilwFm2g9JCzRedDX14dnn30WALB+/XrL+VNfX4/t27cDsLeymGi4sK+Dt4uEGp/PJ/ZPJ1QRg4ODImuZsrJJ6AyFQsJrmYTzSCQiBNB4PC7ep2fNmiXETiA5y4BEKMq0Vn3F+X5VVFSgoaEBAPBv//ZvAJKZ7dxOIhaLIRKJoKqqyrIfkUgEzz33nBRUKSsrE8EFn8+HsrIydHd3Y+bMmRgZGRGCOm83CcKEGnyYN28eTp48if7+funz1157DQCE2F9cXIz58+dLMwXq6uosswBSZYwTx48fF+tVrWyWLl0qPuOzD4qKiqT9IiorK1Nuk9uKqOO9tLQUZWVlltkPHBLEddu+4YYb0N/fj/b2dhw+fNgiUgLJLPmlS5ciFovhK1/5ClpaWizt4HUH6J5G/PrXv4bf70dZWRlmz56Nd955B2vXrgUAVFdXw+l0IhAIYP/+/Vi+fDmi0Sjy8vJw99134/e//z0AWWDv6+tDJBKBz+dDfn6+CHLZXY8ysRIZL3b3cl6YNRV0/tbU1EgCbrrrG10bOzo6pOBMOBxGbW0tVq9ejc2bN1vqdmQKBZyITGxdmpqaLLOQSAD3+XwoKSmRxiL3eKfrkt0zEfnvA5CClQCkayCfiQAkdctAIIDZs2dj9+7d2nbTdWbBggVSMJTsfMZTVD0bW5yxYp4npxbG1sZgMBgMBoPBYLhEMNOXDeOFC+XcezmdADzebY7Hm5kXsd24cSMSiYR0HqSzoejr60ub6UztJJ926qOJnsVC61+yZIkl85dEE16oNR0zZsyQ/o5Go1qxkYSpwcFB5OfnA0gt7FGmNa2LAgd2zJw5U/o/3yb/N/dY5+jGDPVHPB4XovzZs2cByIVvFy1aJK1LLSx78uRJlJaW4o033pA+V0Xz3t5e5OfnS/7SdCxSFT9NBRVg9fl8cDqdqKqqEkGBffv2CVHZ6/Vi//79uOOOOzJet65NaiZ5d3c33G63mK3A6zIQJJTriglT0V7A3n7m7NmzuPbaawEkvfADgYAQWAmaIUGiZldXlxCZjx8/jmXLlllETvp3QUGBKIZKgReaJZHKq5sHAC5WdjxZmOzYsUN7L+eFWVNZ21D9gkWLFgkBt6KiAk6nc8zXq8HBQRw+fBitra3o6upCdXU1BgcH0djYKIJ8qg0N72e17gTtj119EPpcrT/Aqa2txcsvvyzsntT1h0KhlM9EdB0hkZy3l64hQ0ND6OnpEZnzHo9HWIglEgkx60jd93vuuQeBQADt7e3CLi1VYEe1ELKzkaNgklqTxY5M71G67efqedL43o+fnIvzdNHMZJlc/GcwbNu2DU8++WTa/wwGg8FgMBgMhisdLnryqfO6qfrjJdMX9nTL2YkI6XyZdaSyCaC+KS8vl3yaJ7JYrrpNnilJog0v1MqFHF0hVi6eZgptM5FISEEMEuu5zzxlZa9duxZNTU1akbOvrw9tbW0A7H29cwV5mXNI7Aas4j8dx+7ubsmDnYrRqpCITcI3HYtbbrnFtk2pxhgdn9raWuzduxdtbW0iKBCLxYTI53a7EQwGLV7vc+bMsc2ap+LBgN53XVf8tbm5WSvC6yguLkZ1dbX2O4fDIQUxotGoCAIMDAygsLBQm43NxfSysjKLDz+Hxlpvb68IJKqaUDo7kEwKbdJvKbs/l1AgkVtD2WEnWvf19QnbIQpOAUnLmIKCAlHEmf+2s7MT999/Pzo7O1NukwIuH374IVpbW9HU1CQK+S5btgzBYBBdXV3CI52Wz8vL0xZxpeubroDqxo0b0xZ+pqAgHWen0ykCkKWlpdqgq8PhQFVVFUKhkKX/hoeHhfBNgcMzZ86I2TAej0c7TquqqsS+E83NzVixYgWCwWDKOgl0f2tpaRGBKPqcBzz58sFgMOPxl+k9aiLFeJM4Mn5yamtj582W7TIGg8FgMBgMBoPBYJhYdFPn02VEZ0OmHu1j9XInz+FMIVuUTFCn/GebzZiKkpISVFdXo6SkJOvf7tmzB2VlZVLggHslk8hcUlKCiooKIdipHvwkEsdiMWFrYycwud1ufP/73wcwanlEthjf/e53AehtRGh5CiJwoZ6E/5aWFni9XgwNDSEWi+GZZ57Bgw8+KPUx92/u6+uTbGXIa7ykpASBQAADAwOS8FlbWytlzq9evVprU3H33XfjBz/4gXb/I5EI1q5diyNHjgjfdm6tQRQUFGBwcBC33XabKNCpQm0ZHBy0DYbpMpBnzJiBefPm4Ytf/CKefPJJi3UPkAyE3H333WI8PPnkk9LsALLVoSzzmpoahMNhHDp0SHjJ85kOKr29vdL3JMhHIhHk5+fja1/7Gtra2sR2aIxFIhEsXrxYa2XE6zxji20AACAASURBVF64XC6LLQqHRMwTJ06IvqPgDLVLd02jWgiRSCSj4BVZoVwsu4901jZ9fX0iQDNjxgyR5U3jngulVID6oYceQm9vL3p6elBeXi7OV4fDobUvIvjndN4NDg4K6y06/2m88r6ma5TL5UJdXR0ikQhKS0vhdDrR2NgIIHl+hsNhrbUN3yZdAwYHB0VgYu7cuZbaDkAyYNPW1oa2tjYhtHMbJ7I1olkXw8PDYj95wVlg9LpGBcUpiETHh4JV1CYddDy+/vWvi3VwCgoKhOUY9/u365OpwHjqrxj0GFsbg8FgMBgMBoPBYLiMsctM102HH68gdbGnt5MHsW772eybmgmYbTajCheYy8vL8dRTT6G8vFyse+fOnejs7BRCG6D3G1atFWjdVVVV8Pv9om3l5eV4+OGHxXrIg58CDiTiRyIRkQ1OQillL5OoP56ihPF4XGyT9sfn80lC/bRp07B06VIASTGQZ6cCyUKxra2tePrpp7Fjxw5JMGxra0N9fT0KCwsxffp01NXVSb8l64rKykoA+kz7hQsXiuWAUesZDonclG2vWuAAo6IbLWtnfePz+Wzr5qkZyBTE+PDDD/Hoo4+Kti1fvtzSXnW8xGIxUTyT79Pp06fFOmmfuP8+BaFKSkosGc8FBQVwu90AkjMUqL+bm5tx9OhRIcwDo0EAAHj99deFcMsDXGpRahUSR+1saChznPuHq8u7XC5hg8P3w45cz5bJ9prIrW3SMWPGDASDQXFM+GwWyrzv6ekR43Z4eBg7d+4U4yI/P19YxoyMjODw4cMA9OcJnXc8OEbjk8aey+US2eRdXV1i32lGyD333INEIiFsyOicUWcJUICCtkmWRvF4XASlpk2bJpZPdd3nNQdmzZoFIHndeOaZZyzLFhQUSGOI2sdnKOiOD7WJ6qE4HI6M7YWo2HZDQ4O0fCq7n2yZSNs6Q24w4rzBYDAYDAaDwZBjJkqgnGj/a8Plid2U84mwbJmM6e2qjzEX/YaGhiTrAPr+Yp83qQoEUp/19PRIQhuRrsgjZYpycR6wZpzv3LlTHBveh7z2AAD4/X5RjJULxdnOqvD5fOJ4bN++XYijtbW12L9/vwgChMNhqV9++MMfSvYbJJBFo1GRHVxaWipsU3bs2CG8y+3sSq655hoASTsbVXDmgjKQLCqskq7oK7fPIXGPrFxoe2Qrc/vtt2Pv3r3a3w8PD6OxsVEIhzxowPn1r38tfnPy5El4PB6EQiE0NjZqhWwSyj0eD+bMmZNyn4LBICorK7Fnzx7xGR0rp9OJdevWAUiK/y+88AKA5DHk9ksAcP78efHvc+fOweVyYf369UL47evrE2Iw1b04dOgQqqqqtLNKSFCncaqrG0CiM/1fRRWTJwN+TeTHJpezlEgwD4fDKS17Tp06ZbGJoZoTiURCZJjzGRLcakjNsufXGIIXo6bzkqDZJfxvO096LoCrwRvy1wdGz51du3Zh586dwlILkIMV9fX1Yr/ffvttEbCgMaGbWUVjThesUKGCw9S/6r2VgmHDw8OTLpbrbOtyeV+cCvfYSx0jzhsMBoPBYDAYDDlmogTKifa/Nly55OLleqIEB7VtqnDjcrlE5qGu8F82nrxjDarlIiDHM1I5S5YsQUVFhfib+0mn6nMeEFDFGd6HZMlQVFQkifJqf+lmHpDdA2XGcshXHRgV1kmICwaD0j5xyH6D0GVVV1VViWz7SCQitu9wOBAIBIQgThnj3Nd95cqVFoGeRHCv15uxTz4X5HkmOxGNRuH3+7Fp0yb4fD4RBDhx4oQkcNbU1AiBcN++fQgGg7Y2I7xoKvfJHx4eRigUQjAYxNDQkK2Xd2VlZcpAA50/b731lvBG93q9kg83F7a5XYhKPB4X/uAk1PN7Y19fn/h9UVER+vr6EAqF8OCDD4pZJdymRp1N0N3dLfalo6MDfX19ov129Qm5xdPFnOXj9Xqlc4zPnskm85r2MxqNpvTrJ3gGOKH2q8/nw/z588X3PMDEx7nH40F+fj5aW1uxZcsWEVCj8zUajSIUCknrHhoakjLWnU6ndC23OyZkE0XXyI6ODlx33XUAZCuacDiMt99+G0ByrKvBClVs93g84nyn6xsf37S9uXPnit9zi7OSkhJxrvHZQURnZyceffRRAMBHH30k7Wc4HNYGaOyK6OYC2p5q2zZezLPp+DHivMFgMBgMBoPBYDBc4eTi5VonAGciMKVbTte2icjU48KhLiCQanu6gFy24h8JsqpHfHl5OZ544gkh2HC7g1wU8rUTggndvtNnlGE7MjIi9pW+062bC1h21i4qqjjv8XgQDoeFPQtfJvH/2Tv36LaqK/9/VV52Ej/kmMTBNnGMHTuhSoJjp8YJQ+RMO1VmdWZk08wwSkq7qPEMLQ0eWujkF2jXkKHDIw1ZvGpMhjIgWAuwxKONYLWxoBA1JY5DYiAydhyDHQhBtuQ4LwhUvz+09vG5594ryc882J+1sixLV+eee8651/Dd+3x3NIqGhgbh4SxDYno0GtV9TqKlzWbDjh074HA4hPhNOxniiZ8kPqrrIxwO64JJ6nVXVFTA7/cjLy9PJ3ZTcIFENbloqpzNK/vPR6NRzflUmx55TswK4co2NzabDcXFxcJLnHzKCbNx6erqEoVzDx48GPc+UH2+zWy4XC4Xdu/erQuu+P3+pO4zsngigTJeEH0ixHu6TrV2hbx7xizzmsjOzhZjTtnYAERhX7NsdABi10Q85KCa3W5HVlYWTp48CUB7L8oBm2AwiMceewyhUEhzjPpMO3LkiKYQswpl2re2tmqCjnRfyEEIEszVYBrVg7j88st1fVbF84qKClFjQBatAW1dCDlwKVuclZSUGFoQud1ubNq0CXv27BG++BdffLGuv0bi+EhsjUaKXENlJAkk6r3AmfLjD4vzDMMwDMMwDMMwzLiTrOCf6DgjkSzRd8hbebTCmtr+aIIXo91BI3vEy4J3fX29qeg2EosMsnmQMzTpZ7L2R/QeCb/RaFQT2JDtcMyQs5tzc3NNM+lVWx8SIZOxmpD5/PPPkzrO7XbD5XJhw4YNAICPPvoIQEyMdLlcQqyXBfH09HTYbDaRcUzXbmQxomZ10/Wp9jrAsLB48uRJPPnkkwCMs/RVIpGI8NcmkRIYFurp55IlSwDEAhAul0v0hcRY6oPs2x6NRsUcAMPzYWS/RDsrDhw4oKslQKhrNxKJCIsSEnIpyOFwOODxeDTWT8lkjI9GTJwMi67RQIVzzaDnB10vFYcGhuc9EAjA5XLBYrHodt5EIhEhqk+fPh133nmn+F0ufGq1WjXrmwIkRuuA+iR/RvU75Lmh9t5//314vV7N7hR1nkkwz8rK0tQTMKoHkWzwVw52ylZQtJsIgG68jNaWz+eD2+0W6x8wrw1h1qczSfxW7wXOlB9/WJxnGIZhGIZhGIY5h5nI/9E3Es7H00uZzpGsSCYXejyThLV4c6CK5LLVhSqImGVUjsSeYOvWrUJEp/aMLBkSEQqFhO0DZfCaFe6MR0FBAebMmYP7779fZETL80iZpna7HS6XS3xGlil2ux25ubkAgCeeeAIdHR1ivK1Wq8gOJ9Hu448/xt13360R/l577TVNn0gMrqqqQk9PDxYsWIBHH30UK1eu1GRtl5eXw2azAYgVmaRzxBsHst4hsT+ejQ6J8yT2qZnJRsL00NAQnn76aRw5cgQANBYlBAmPVFRz5syZWLNmjeiLXGxTJRwOIxAIiPVCWdELFy4UhXfV8wB66yOaIxL5aMyoroDX6xXXoCJnh1OwIhwOo7CwEGVlZTrPelrrsiWUzERa3EzE85euk3YmANodNySeArG1ffvtt6Ourk7YsJBdUTQaFfYqhYWFugLQr776KoLBoPi9tbU1YTBEXc9GRbTtdjvWrl2r6ys9T2jnxsyZM3XtU6CABP9oNCrWjAztEsjPzxdrjDzySSinvtL80xp0Op3C6qq0tFT0v7OzM+5OJdWSRrYRkosWky2Oams0UeL3RO00O53F3881zh/Pxt55553xbG5EfP3rXz9t52YYhmEYhmEYmTMt64n5aiOLH+MNCchXX321eG+8fGxHA1kUJOsbPlnEmwMSDr1erxDLGxsbsWDBgqTajSf6y585nU54vV74fD6kpKSMeU2EQiGdbY1RprjD4UBqaipSU1NFX+rq6oSg3tPTg4GBAZSUlGDt2rXIy8tDVlYWGhsbUVtbK+Z0+fLleO2115CVlaX5fk1NjbB78fv9eOyxx3Dbbbehvr4ewWBQZ6Nx9OhRtLe343vf+57Ifg+FQhrRMRKJIDs7GwsXLkQgEEB6ejrefPNN7NmzR2SkA8CcOXPw3HPP4aqrrhLvlZeXi3YDgQAqKiqE0B8IBPD222/jjjvuQHZ2Njo6OnDnnXeajnFubq6YN4LOn5aWphHR7XY7QqEQ0tPThQ1IeXm5ztZGpr+/H6WlpWLtZWVloaysDLNnzxbHqJnQkUhEiKFURLO4uFhk9ptBGfhGArKMbO1jVsDVarVixYoV+POf/4xPPvlE9OvKK6/Eo48+anh+skxZsGCBLmNbfo4ZWRPRWhzNc029zvH4b4Pp06dj8eLFopirw+HAjh07sGbNGkO7nKuvvlr0gZ41crZ5dXU1XnvtNdTW1mp2OBjVe6ipqUFRUZEmoCJTXFyMmpoavPXWW+jr60NVVZUYYxLfq6urdWMgP0+MCvrKzxraQZGamorKykrdsU6nUwSKaO2EQiE8//zzaGtr0wjo9KxtamoS92Jtba0ItMnr3+j5RmPc19eHrKwsVFdXi/tVtrA6evSosPtyu9146qmndIFYo/U3HkzEfwOof/vH08P+q8i4ivPr1q1L2jduvHnxxRdPy3kZhmEYhmEYRmUixVCGOVM5E4JSdO/J2Z4j+e5o+z/WazcSCmXRlryQFy5cCJvNBo/HgxtuuCGh6C9/RqIcACHGqudVMSscKHszO51O4f9sdE1Ggk19fT3+/Oc/i99J9KI+//nPfxZC6pVXXinmVBYaQ6GQ8IEmqw+/3w+/34/rr7/eUDyU+5qTkyMEfSAmGFLWMInqBBU0PXToENrb28X7lBn+wQcfiPcqKiqEOE8ZsqWlpXA4HAgEAggEAmLnQnd3N4LBIIqKioQ3tcyuXbs0Yh8A4fP/l7/8RZzH6XSKTFt57VdUVIjj7XY7CgsL4XA4NJnGdHw4HEZLS4tGvJw+fTouvfRSTZ/kgp40t8FgUCP2yhQUFIgASbz1OtKdG+FwGIcOHRI2QXLGtxGUud/b24srr7xS0xda+7IQT5DNzngIp2bXT/cKZa8nOo/6jKiqqsLtt98Oh8OB/v5+bNy4EbfcckvcNuQ10NvbK+43I2FchjLWZbFdneOamhpRDJY0QhLfS0tLdTsbAGiCaBR0oqKv1D7dr3S9AAztsOT5c7vdSE1NxYkTJ8Q1U9CBrtsoQEaivCzO0/co4CBDbVdWVop+UpFcIHbfrlq1alR/m8ab8f5bPdHBha8CE2JrE41GJ/UfwzAMwzAMwzAMc3o5231ox9J/M1/2ZAUQWbQj0Vu2qSDxIxwOo729HR6PJyk7gUTWA3K/yfJBTrijbGM5m5baJMG4trZW7FSQBdKxjCeJ9UaZqskSCoWEQAjExGnZ93rnzp0aAX5oaEiIjT6fD42NjZqCm0DMpkIWNUm0lwVN8uWmjHUSfOVxVYMGixYt0vxOWfxerxf79u3TfEYCoex5H4lEcPPNN+Ouu+7StU1zUlNTg5KSEo1fO4mfALBv3z4xp0ePHkVpaSn6+/sRjUZF/+12u2FBz3g2PjTGtNMhGWTLIZns7GxRmJbGgeyNEon7dPwrr7yCTZs2Gd4TJMTLhY0Tif4jIRQKYdOmTbrz071SUlIyonsmMzMTLpdLs9ugu7sbbW1t6O7u1p1b9vGXefnllwHExGrS2GSLogULFgg7pw0bNqCjo0P4s9OaoGz2u+66SxOoUTW79evXo6SkBB0dHbjhhhuEgH3w4EFxDFkxTZ06FaWlpaLP5LUvZ/SrBXALCgpgsVhgsVhQVFQEn88Hj8ejuW/NdnnIXvw0pvL803kXLlxoOkdWq1UUy5X97+m5Q/fKaCzAzIj3nB9NzRaVMyHwfq4z7uI8i+UMwzAMwzAMYw77dDLMyBiNMHAmiAmjEaflgoQtLS1jtgmQfetVP2SVaDSKtrY2zf/TkzguBwPkPpJHPgmjI8l+HmmmNEG+4YlqEai2OzU1NZqx9Pv9SE9PR2lpKUpLS5Genq7JUPd6vZg1axZycnIMva9LS0s1grvL5YLD4RCiOWXVk+C7bds2cawadFCL29bU1AiBnryvjby75WsJBoPweDyagERubq5ubmSxUT7v4cOHxesjR46IDF/KLh4YGNCcU66PoF4PZesDwMUXXwwAwvtfRhZos7OzxTVXV1cbZpJnZ2ejsrJSU2zTKKikEgqFsH37dgAxwZT8++NB9+9o16lZP9xud1LnTxY1YCRDArDb7RaBNiMffwoAtbS0CAFaLiTc09ODZcuWwW63IxgMYs+ePSKISII57ehRhXCjPjU2NmL79u1oa2vDQw89hI6ODk2xWdrd0tnZqck0p4CljNVqxTXXXIOioiLR14GBATz//POGu1GA4XuTBHMS+GUvfp/Ph9LSUmRlZYn/biNLqdzcXPGexWLRPVflNSPbk8kBw2QCj8n+92K8Z+F4FDY+2wPvZwPjamtz7bXXjmdzDMMwDMMwDHPOwdt/mXOJyRDBR2MTdS5YS8nWM0Y0NzePOPuRxiReUUMjzKxi5P4ZrYOOjg5hsVFSUmLYNtlcyBY6Zv0n/3WjYwoLC1FaWqqxaZEhwUw+rqCgAE899ZTG+122usnLy8Pvfvc77NixA62trbjssstEe8FgEMuWLQMAfPLJJ1i/fj1CoRB8Pp9ow+l0CjHc7/dr/OhlcnJy4HK5cOLECaSmpqK4uFjY9FBm+MqVK9Hc3KwTi9U2/X6/8Plva2sTorQ6DqWlpZqCombiNu0m6O3tFeNCuxDM1h4FFICY8CsXv5ShLO89e/ZoMqfb29tFwVB13ZCoabFYkJOTA4vFgra2NgwMDMS1YZKzmFXiZcmT+B+JRMbkPT+eUH8B/b1M4vrQ0JC4Hp/Pp9kxYUZra6vY6WCxWHDRRRfhs88+w5EjR9DX1yfW5NDQkDgvnY+CJSpkEUX3IwV7KFgTCAQ0QS06t1prgYTy2tpa3H333ZpzRKNRdHV1iboOvb29ST3jjDz1ZYLBIKLRqM5GaNeuXcjIyBD/LadaT8ksWrQIe/fuRWZmpiZgqO4yoh0hVA8BmJj/XjS7R0ZKIks0ZmSwOM8wDMMwDMMwDMOMinNBBD8TkQViMxKJ90bIGZCjFWaMMj5V/+7m5mYsX74cjz32mLDYMBPnyeaCPOVDoRAWL14MQC9gyb75KiUlJbj//vvR3NyM7OxsHDhwAIBevC4pKcH69euxevVq8R55vwMQAqR8rZWVlfjd734njqH5Ieuazs5OjUBFbahBhOrqarS2torrKiwshM1mQ1dXl6ghQGNIojjh8Xjg9/tx6623at6fM2eOTvB3uVwAIK5RznKXawHI1yJb3Mg+29T2K6+8It6rqKjQCHzxrF/8fr+m+KURhw4dElYodrtdU7TY7HtTpkzBoUOH8Ne//hVAbK5GK2bGq1VBO0qcTucZE1g36q88x0AsQKKuISCxIE1zn5qaKmybAODYsWNx2zt+/LjmfbrvaC4pEESBG9leR+1TNBrV3evBYBADAwOIRqPi/qTdJHTvUQFno34CWm986ktZWRkGBwdNnyvhcFgEtKifXq8XZWVl4hiytbLb7WIOKFAwbdo0URtDfkZs3bpVU8TX4XBg9erVOH78+IRlqcuWZPI6lp/ZVBg40fnVv/2ne6fa2c6EeM4zDMMwDMMwzNkO288wzLnNmXyPk1UEQdm7VqtV2KfIjORaSOQme5h4GImu9J6ZzQoJpHv27IkbYFAzL8kmw+v1Yvv27XC5XCguLta0S8cAw5nxPT09wscbgE7YIosUi8WCxsZGdHR0aNpRIa9qo+unPpOnNFm2UH+oT2YCKM1jVlYWgFig4LbbbhO2QTSPnZ2dYuyCwSAcDof4XRbOAWD37t2682zZssV0h4Na32DFihUAgLlz5wp7DvUcwLB/dkFBAdLT00dkldHT06Nbn3IAQhZ2ae17vV50dnaK79HYJBKXx8JIdgKN5vmRyFoqmTbNjqE5pvoP06ZNS5g9Tus8IyNDvJefn4+6ujqNNREQmyP1fnY6naKWwIwZMwAM27hUV1eLa/V6vcJOx8gKO9GcUhBs48aNmoLMVDiWoDGRg1UXXniheC0HoADgpZde0ll5AdBYLJnZz9DabW5uFtdWXV0tAp+0q2batGnifpO9+H0+n7AbkvF6vRP2N0m2JFPfb2pqQnd3d8L7ejw87Bk9LM4zDMMwDMMwjAHj4dPJMMyZy5l4j5vZa1D2bmZmJhoaGkRmNGF2LWZio9HxRscWFxeb+imbWZUQZjYXJO4Aw0K6KhqR97NqTULHhMNhbN26FUAsA9XIx5vGMD8/H/X19YhGo0KA8nq9ukxjIJb5mpGRIbyqZQsZ2Q6iuLgYdXV1onAloBXx0tPTxVjKQt+RI0cMxUD5HE1NTaItymqXLUlUj2sjX22/35/Q05o8yD/66CMAMYG2vr4edXV1sFqtKC0tNfzeqlWrsGvXLgDD/uFyQVyjNfH++++jqalJI+qpNQGMkAu00tgQZMOjFu2NBwnHVVVVhv2MJzKST/mWLVuSqnlgBLVvFgBIpk25SDMFYBwOhwg+EWqAhfza5cK8s2fPBhDL/KY1+tBDD2H58uWma9RqtSIvLw8ulwtTpkwRwj4J6N/+9rcBxKyJ5CCj2TwVFRVhz549mvdaWlpEhntVVZUY+56eHrzzzjsAYsEACuAQaqCqvLwcn3/+OYBYUEktrtzX16f5nZ4J2dnZou8tLS2GxVv9fj/sdju8Xq8Q6oeGhsQap/Gnn2R5pZKM93yiQGq8oNJ4W8+diX83zwVYnGcYhmEYhmGYSeRMKFTJMKeLMzlb/UyAxDsSf8f6nBhJRqPRsfQe+SFTYdlk+tbf32/4/ljFHYfDga1btwqhKxAIGB6XqEitnE1OQn5NTY04XhXvqd9yYEEtckrfLSgo0IwlZfgaZaTLqJn36g4KAPjoo49QX1+v2z2RqF3aNUD3H4mCVAg2EomIXRXbtm1DMBhEeXm5YXsUJCHxXBZyjeaVMuO9Xq/u/p8+fbrw1Qdic0HXRuMQDofFbgezzO541jq0Zkk4jldcV4V2O3z66acAYqLseBfXpOeikQgsY1ZQdOXKlSL4BEDsFAFiAZ6amhrs2LEDtbW1Ys06HA4RmAGGixBTwVe5QGtRUZGYo3A4jPT0dDgcDrjdbiF4Hz16FHV1dSJz3+fzafpI7b388suadZWZmam7h1tbW0U2OmWgEydPngSgXbcWiwWlpaWaQJXT6cSSJUvE76tWrRLjod47FLi45pprhBAu14qgMZVrKaj9BWLrlZ4RNP6BQCDpHU0UdKP7Vfbel3ePqDtQ5Fod6k4TQL+byAz5fmMmFxbnGYZhGIZhGGYS4e2/zFcZzrpLjkTPiYkM8qkCEPkhU2Z6IlscuVgl/V5YWJjUuR0OR0LRuaqqyjAD1awfyYwRBUNkGx0z32VZKJPtcczEYTljNp4439zcLIROs10HAPDmm28CgG73xLx58zS/Z2ZmoqamBjabDYODgzrbChLiSESk/ss7FCg4IGecy7YiyTJlyhTxWrXt6O/vx8yZMwHE5r+4uFjsFKA+RiIR0Ser1Yr6+nohAs+dO1fMXaI5T09P11xrMtCuFdUSZTxRd0yon8mCK4nF8j1gFIAicRsAysrKhIUKjdHSpUs1meSDg4OabHHZGmbt2rWatuV+0nrctm0bjh8/jqysLCEyBwIBkZFP5+rr68P8+fMBxNaTfB5aZ8DwvaL6x6tWNkNDQ4hGoxr//aqqKrFbBoAuyLR69WrRL5mBgQFxf6hjKrdH60vd+UE7AGQbH5/Ph82bN2u87s2YMmWKuK8p6CXXrTD6+ym/Z/ZaxWjXEKC935KFA+7jA4vzDMMwDMMwDMMwDHMWQQL5k08+iU2bNsFisYybWB9P1CFBPt4xFFiYPn06gFhWr1kxWIIyNVeuXKkTnUfT/3gZo5Qla7RDYCTjJ4vYTqdTI+w3NzeLLHU5CzUQCOjsgChj1uv1CrHv7bffhsvlQmFhIerq6lBYWCgExr1794ogCdUfsNls+Id/+AfRZlVVFXbs2AG73Y729nZDixIKAFBWu5HAS1nqlHUMDIvCTqdTiNyJPMNPnDgR93M6z9q1azUFZuMFM6i/u3btwvLly0WgxGgeyQqGrJDMdlPEQ87uN2MihEqzey0QCBiKqLSbgbK8/X4/Dh48KD6jta6uCVnMVwsMRyIRnS0NrWuqRdDa2gq3242nnnpKiPw+n0+z+4MCSDk5Oairq8O1114rPnM6nWJngwz1hWxz1CCJke2MujOioqJCBHP8fj+ef/55UWvBarWir68PTU1NYldCc3MzIpGI2GVAxYZJfDeaX7vdrtkBIGfZ+3w+vPDCC5rjKRAhB8Xcbrem/kJzc7O4Nnn3yGihwIy8Q0B+nyyPRhK84oD7+MDiPMMwDMMwDMMYwPYzDHP2E08sO5vucaO+kpjjdrsRjUZF0cFkxMHRXvtIihXOnTtX81MlUea92jfVj1/Osnc4HEL0TuS/X1xcnNSuBIvFIgrNxrtmp9Mp2pOFdspS7+3tBTCc8a8KhxRoAYazi/fu3QuHw4GSkhLU19ejpKQEFRUVhufPysrCvffeC5vNBgAoLS3FypUr4Xa78cwzzwAY9kunn263O6FgDgxnqZNIKYuPsvc+ZaSrUIBmypQpD7B/lgAAIABJREFUutoFtCODkOeExHMS7WnOjTJ+vV4vHnroIeHDbrT+ScQOBAIoLS0VuwVGQm5ursaH3+yeHItQaRQ4ikc8GxIzz3j1u4neo37J+Hw+sa5VfD6fJiO/paVF7IQga6C0tDTxvCJqa2uFgE7fk6HgyEcffaRZN62trWKdAzELnt27dyMUCgmxOTc3VxOQ8Xq9yMjIgN1uRzgcFvcFBce8Xi/C4bAm2z0UCmnWPxXTpblSLajU8VcDHsuWLdPt1qFz0/VQ8M/lcmHr1q1xC/zKQr4ZcmBGXqf0DKJaEvGCV2fT382zifNPdwdOnDiBt956C8FgEL29vTh69CiOHz+Ov/71r0m3YbFYNIVBGIZhGIZhGGas0P/EMAxz9kJi2dVXX20o9p4t97hRX42EmHjXm6i9ZGlubjb0QlchQTcjIwONjY3CJkYWsOk92R/erG/0PtlXkBifl5ensaAxE0ZHes0DAwNwu90AgMrKSvj9fhQVFaGrqwvhcFiIh/K5SeQyEtGWLVum89YmaxzZzoNQ51fNIqfgDACNWLl+/Xrxms5HWbwkjvp8Pnz3u98FECsKKottcpFR+bocDofImqfP1DkBYtnRJM6uWrUKjzzyCIqKilBRUYGTJ0/C5/MhHA6jtLRUBCx6e3uxd+9enZUQBQdCoZBuRwUV2vX7/eI6KWs83voPBoMJhWsjMjIysHjxYsyfPx8+nw9r1qwZ9+cHXe9ooJ0UNBZypju9lsV32jkxY8YMHD58GC0tLSKbXKWlpQWnTp0Sv5vVeSBonQExwfvWW2/VeK9T4VS67/Py8uDxeITVTEFBAfx+v2YtdXV1ifl+4IEHAEBXd8LhcGDlypW46aabUFNTI4rV0k8Zq9WK6upq+P1+TbY6IY+VUSZ5SUkJurq6EAqFNLtIqB+J6ku8/fbbuOOOOwzXqTy+VqsVDocDq1evjtue1+tFWVlZ3GOMkJ9B8cR/4mz6u3k2cdoy57/44gv83//9H37wgx/g17/+NbZu3Yr29nZ0d3fj0KFDOHz48Ij+MQzDMAzDMAzDMGNnIj1kOetu/BiJL/BYkYsVer3epM4te88bZWkCw4UPR1KAUF5DE1HDw8j/OxKJwOPxoKurSwjhZkKWWtSVRDpZrAuFQti0aRM2b94s7FZUD+ze3l5N5v6ll14qMtFVmpub41obUdaxbAlCAvWsWbM0uy4GBwcBxCyGZHGeMvOB2C4AszGXr0MuKmoECZpvvvmmxivb5/Np7H/Uugf0XjJBotEgPwPldex2u3HFFVdo+jEeJPtcpIAE8fTTT2s+kwMob7/9tviMXj/99NPo6OhAKBQS79EctLa2aorsUmY4EFvrakAjnkC/e/duze/y2s/IyMCxY8c01jt9fX3CUsbpdIqMdbVWBc231Wo1tL9auXKlYdb31q1bEYlENDsfzJ45NL6yOC9b5+Tl5QGAZudAbW2t5rwul0uzC0CGxjXZQrEq6u4R+dks77wwW1NqrQz1eWfmR0/Hyv9tYHSvMqPjtIjzg4OD+NnPfobm5mYcP35cd5NbLJaE/+g4hmEYhmEYhmEYZmyoRQcnykOWCyKf+RiJOrKgDsS331A93+NZJFCm80gCDRO1hqjfRqKdLNRVVVWJazISsuRrkS1ZCApIuN1uIaT6fD4hHJIv99DQkLAtCoVCyMzMRH9/P5xOJyKRCDZs2CDaJPGURHbVm5rEUdk3ferUqSgrKxMCKPmyy97Y8nMhXiZxdna2KD5L55KLfR49ehQ333yzuN6WlhZ0dHSI3Qey0Es7AigIMh6BwpF6aDc2Npo+A+NZyYyWeGvaYrHAZrMJ8bqmpgZAzLO8r68PgD5QZ7fbhRf8vHnzxOu+vj7s2bMHjY2N4j1ZV5OtZGjnC3m9z549W9c3sqtR6erq0l0DidqDg4PCKUPVAgcHBzXPme7ubgDQjcuGDRsQiUR0hV5lEV3e3UK7NYLBoPiOx+MRc/n++++LNtSAz4wZM+D1eoUYT2NO4wcMB8dk66bi4mKxhuVxMqu/oQZeCLfbLa5JttCSv0djRjsvjAKXtK47OzvjZsibFcIGhp8RnZ2dok26V/lv+tiYdHH+r3/9K+69917s378f0WhUPAjOO+888cCUKyDTH49oNKq5cVNTU5GdnY2LL76YFwHDMAzDMAzDMMwYONeLupEgei5dn+y9Pp7/T2wmFMoZmrIIpDKatWSxWFBWVgaLxYKOjg7ccMMN6OjoGHX/E2UhG2WAkiBLQqcsVJp5cRsJWTQv+fn5muAEBTQA46x7ErWXLFkCQCuayn7StbW1OqFRvTav16sRBMm7Xc5gjkajWLx4MaZPn45QKCTEXxLUqQgmzaX8XbomORBTU1OD9vZ2UVh04cKFAGLr84033tBY35AnfyIbDTq/HDSRi+3SGNntdlFA1+VywefzadZfcXGxKJ6bCLnQr9wHEmfJDsYooDQRO4Oi0Sja29vh8XgQCoXE2C9dulQcowYf5PoEsh0NEFvL8vXJuynIcx2AKCJLfuyyjzxx7bXXwuVyGdoyEXl5ebj33nuFqC2jFpl94YUXNEEPOucll1wCl8slrjMYDCIcDot7hZB39UQiEcP1ReK73+9Heno6ioqKhNDudDphtVpRVlYm6iiQU8ebb76pWz8kpnu9Xjz//POYO3cupk6dig8++ADZ2dlYu3YtXC4XMjIyRMa8HOSQr5UCXCo+n0+z1vr7+0f1tyxRhjzNc09Pj+nuOXlsmfFl0sX5P/3pT9i7d6/IgJ8+fTp+/vOf49lnn8U999yjOXbLli14+umn8dxzz2HDhg1Yvnw5vva1ryEajeLLL7/Ev/zLv2DLli3YsmXLZF8GwzAMwzAMwzAMc4ZjZq1yLkAinWr/MVG2QWr2/Ei+Z5SJL2eVR6NRtLW1IRqNoru7G21tbSJrdjTnS5RZrwYQZEGWhHi/3y8EblmYTpSFLfvny7YPVIg23k4CIFY8FQDeeust8Z6ZlVB1dbWu0CoJfosWLQIQExB37NiB2tpaXeFWGoPOzk6NMGt0nUYe2vECMSS8zpkzJ64FCgmcDocDHo9H+OjLyNcvF9vNyMhAXV0dbrvtNjQ0NKCkpERnfwPE1kRDQwPWrl07obZa47GrI1lbMVnYprVGOyZoDZeXl+uy2GU/eAAaKxsZWYwvLy+H3+8XIjzt7hgcHMSUKVPEWlNJTU1FX1+fsEoiaC2p525tbRXzLAee9u7di8rKSuzYsUMTdLrkkksADGf3A7FdGjk5OcIyh6Bgm2qxQ/Yzdrsd9fX1yMzMRFtbm65vgUBAnJt+rlixQmP3tX//fhw7dgwdHR3YtGkTnnzySVRWVsLn84l5kPuq3tMURFIz6DMzM3WFpuVnl8fjgc1mG5G7SHV1tSbo9+abbwIAjhw5kjDA2tLSck79LT0TmHRx/sUXXwQQ++ObkZGBe+65B1VVVTj//PNNF9KFF16IBQsW4D/+4z9wzz33YMaMGfj888/x4IMP4ve///1kdp85A1m3bh1uvPHGhP8YhmEYhmEYhknMueQLT2JZIkH0bMRM9J5I26DRrA2jPp3p80KCG2XK5ufna3YNJDsOI7F9UD3qKYM9HmlpabqACQl+5DxQXV1t6JGek5MDIJaJLvtnE/LchMNhTdHNeNdCus6JEycAAB988IHmc1V4rKmpEf7hHo9HWN/QeQkSKIHhQqBbt26Na8OhMpb7g+aFxs1isUzIbpxEwqgccFS/5/V6UVpaKuZAzqAnUVi14zHKaDfjwgsv1LR75MgRNDU1ic/JCoegNaBCYykL1URmZiZcLhc+//xzAMOWNpFIBG63W7wPDBd6/fjjj8W6OnLkCA4dOoRt27aJPlGBWUC7CyYSiYj3KaOeAhwWi0XjUQ8MC/yUBX/kyBHN/UfX29/fLyypVAE+MzNTPFeM7KHWrFmDlJQUzftWq9U0MErifHt7OwYGBpJek2QpBsSed7R7IFEhWyAWuAyFQhoLIWZsTKo4Pzg4iP3794us+TVr1oz4oVhcXIwNGzYgIyMD0WgUjz322Kgj6gzDMAzDMAzDMIyWc90XfiIL3k4mEz1PRuM03udUM+gnmni+8kR+fr5OCCMbn2QK0Y4kgCFnAefm5qKurk5TSNLhcGiEPGqXxstisSRdkDEcDgvBUsbr9Zra9tA4PfPMM/D5fHA6nVi7dm3cc1FQQLZLIex2O1asWAFgWCS1Wq2aQqZ03T6fTxM0kAVKChSo9jXjCdl+qGuUxEsSpsl/eyyM5JlEa2/u3LkAYmMqz0cwGBRZ37LQunjxYgBAVlaWpj0qvhoPChTRTwpQEO+99x4A4G/+5m8StlVeXg6r1QqbzaaxjpJxOBxCLP7GN74BYHi9yEErWfimIM+ePXs0x/X09Giu8dlnnzX0dge0O2ii0ajGigmIidJOp9N0t8HJkyc1P1WcTqfIjgf09lByQWSZZMVvEtyN1hGt48LCQs16jif8q32brOf0V5FJFeepyEI0GsWFF16Iq6++elTt5OTkYPXq1QBiHvbPPffcuPWROfu466678PDDDyf8xzAMwzAMwzCMMedStjxhJnid6/7648Vox8loLZnNxWRn0Ku+y0ZQZrzL5cLu3buF8G0myKvXRscB+sKs9LmamQ/EMnzVsXC5XBohj85fXFyMuro6ZGRkaDLzQ6GQEK7VDFg5S9hut2tsP+RjCwoKUFNTo7lOapNEPLO5rKurQ25uLoBhAXf69OnimJqaGpHtnJ6ebvrMsdlscLvdwmoDMBco5XoSsrXLaKHrkAtr1tbWCiGZ6iPQ+I3Ef9voPkhUgJbWohqAoSz166+/HtnZ2YbjQ/NaWlqKyspKADGboUTXTxh5yTscDjEvL7/8MoCYEO50OlFSUpLwXj527Bjuv/9+tLe366yUAKC3t1djbURBHrVYrdVq1YjYv/zlL5GXl6exUDIS4Xt6elBRUYGamho88cQTAGLjU1hYqBlDOp9Rdr8c/JDvZyPkfqtWMoRRbQUgVowWiCU6j8e6rq+vR0lJSdxn7tDQkDhXT08Pbr75ZhGE2rFjh+aZJVt4MWNjUsX5gYEBALGHWUFBgdgSY8YXX3xh+ll1dTVSUlIQjUaxc+dO08gUwzAMwzAMwzAME59zMVteFpfPxeDDmYrRWkrWqiM7OxuFhYUoKytDYWHhqM6fTBaynIVO55cFtuzsbOGBnsjGxeza1MKictskcstWLfLnal/kvpIAXVtbqxPFKOvW6XRi4cKFhpmyQMyW5O233xa/y7Y9PT09KCsrw7p16wwtT+h6Ozs7NVn7NO8kGpMwPHXqVPFdq9Uq+kzBCHlsSQilLGnVq95ICJWzhWnM1WKXI8Fs/VK7ANDW1qbzNE8Go1oHjY2NcQvjkl9+Q0ODpk+ypUgoFMLWrVs135ODS/fff79uXmTIpgXQivcOhwN5eXmaY6uqqsS8yL70tbW1mD17dsIs73379ml88FUrnJdfflkjus+YMQNOp1OTMb9q1SpkZmZq1kd/fz/279+vaUu29ZGvOy0tDVdccYXox49+9COUlJRo/O4pcECFUskD32inyZQpU+ByuYQNjjxmfr8fDodDBNnISqaurk5YI9GYqbUlqBhtNBoV64/u53jru7m52TAApO6CUtspLS1Fenq6ONeRI0fE7gGqByHv9mHGj0kV5+WHlxw9Jc4//3zN77KXlMoFF1wgtvGcOnVKbKNhGIZhGIZhGIZhGJlzMfgwWchCTzLC92hsg+T5KSkpwaOPPoqSkpJR9TeZjH85C10+v8vlGrVVSk9PD2644QZ0dHRo3jcSikkYoyKxslAHQGehU1tbK+YhXjCAMo6rq6tFhqyaKUsCnCp819fXC/H54MGDaGtr04mdMuQBbha8oAAIZdInAwmhRgIy7WhIpijxSHzok4HE0+rqamHbQ4zF6sMogGMUjIl3Pw0ODqKxsVFnhXL8+HFNcEm2NYmX6R2JRETG+RtvvKEL0MSzQDLL7rZarZoCrzKqrY4s+AOxgI0652ofVIGfkHdeyN/x+Xy68QKG55L852WMhH66Z+k+uPLKKwHEhHyXyyWyzFNSUrBmzRpNe/X19YhGo7qdPGbjC8TWNd3P8rOLdlZQ/71eLzo7O9HY2IiOjg7NzgxaT9SH7OxsWCwW2Gw2zJ8/X+xsqa2t1dyHFKyQA5sc9B4/JlWclx9iRlnzqidZou1B8kOQsvIZhmEYhmEYhmGY08vp8HU/V7zkx5PxGBOv16sR5xMJ32erbRBlyxsVT00GErTVmnhGQrEcjKDXJNTRTg8S5FVxzQzZqzqelrJ+/XpDMdNI+H733XfFa9XbnERENVNaDTyUl5ebisG0Pi0Wi+YY1WZHbd/lcgmP8cnwwabxlMeVdgSMt6WHGkg0u5/ovEeOHDHMvKf3yPYHgAjWqPMsZ7J3dnaKugdqAMfhcOCVV17RvEeZ1Bs3bjTsR3l5ecJs+vLyclP7mEAgoPs+FbwlLrvsMk0fiUAgYBgUCAQCumsDhseU1p/83bS0NNE2WTJlZGRorlle+w0NDSJbnp6hRuvICFnYB8zvNdpFs3LlSkyZMgVZWVniPqIdJXv27NH00Wg9RaNRtLe3w+PxGAYK5J0VcmCTg97jx6SK81OmTBGvjao2p6Sk4LzzzhO/0xYOM2Tbm8HBwXHoIcMwDMMwDMMwDDNWTodAa3ZO2ZMaODf99c0Yyzwk8lIeLyYzqELCrpwdf6YGdWjuuru7TW1PEq1l+driHUuiJIl/x44dA6DNYk5JSdF8h4Q7VWhUBTv63Sjblq4xGo0Kwdhut8PtdovsbTWzmmxe1q1bh4aGBvF+skUzx4u0tLRRP0dU2xHAeIeFGbK3vlGmtRzciFck1AwjvQ6ICfFUqJVYtmwZqqqqTAvLkiOGbEtDkKf9/Pnzxa4JmaNHj2oKA9PxakFWeYeHarsiZ7wDwz7uMuoa3rJli+6Y/Px80fa2bdsMbaXUtS+vyXA4rCuAS59bLBbTIrXyM1jtp/yMUO8jwiwTX16Dcj/peLfbjUOHDgEAZs+eDUAfoGPGj0kV5+WbwEhMt1gsmmgZFZA144MPPhCvZVGfYRiGYRiGYRiGGTtnqnCZDCQCAtCIU+dytt94zleyFiLJtiVbt6h+yJMVyDHKjjc7f7JBHDpOtWKZjCCQ2VqmbHKja+vv7xfCrpkgaAQFNNTrbWlpSTh38k4AAHHvv/z8fASDQcybN08Ik8kK11SsVc2sHis0npmZmeJ1eno6jh8/jieffDLptUsBL3k3ChCzGrrmmmtGJM6bBWyqqqoSXn8kEhH2JUbs3r1b957T6TTcpZCenq6xsJbF8ezsbI2Yr2bHL1q0CEBsTcrfMaKurg7f/va3AQwXYnW5XLDb7SIw0NPTo7v2nTt3an5XxXpgWJDOzs4W7ZWXl4uAgsPhQFZWlsi29/v9pnMeCoWwadMmbNq0SaN7ygWZMzMzEQqF4PF4AMQy12tqagAAjzzyCNxut6gdUV9fL3YyyPe1Wjx2pHi9XvEspuCHjM/nE0GQrKwsAMBnn32GJ598Ejt27DC08GJGz6SK81QUIRqN4sMPPzQ8Ri768sYbb5i21dHRgYMHD4rfjTzsGYZhGIZhGIZhmNFztlqUAMPC5XjbTpzJnKnzZWTdMpHnGq0oLn832SAOHWckzk9EECiZ6zNa82omvtPpFIIgENNYHnroIQDA3LlzRXFLNROZrosEw3hCpUxnZ6coJKvS3NwMi8UigmkANFnA8Tzk6VqtVisGBgbQ1tY27rbH8jmKi4uFpYnb7R6RDZIa8CKxPhgM6rzsk8HpdAoxmqxHHA6HaMtutxsK6uFwOK77hGxzQ23KThgyW7du1Qjwy5YtE6/VcaE1Q1CG/meffSbeU3doADExvr6+Hunp6QBiGfXNzc1Ys2aNRmxvbW3VjWNra6vGGsnoup9++ml0dHSgv78fBw4c0H2ekpKCAwcOGPrUA9rgEdV+cLvdmr7I3+3r60NjY6MQ6y0Wi8iqN8p0l+/nxsZGtLa2oqmpSexskW1vqEizOu92ux0WiwU+n09Y5ni9XmzevFlkyKtQ+6S9BgIBuN1uvPvuu4YWXszomVRxPicnR0TnTpw4YRid+cY3viFef/jhh3juued0x0QiEWzevFkTEZs3b94E9JhhGIZhGIZhGIZhvpqoQnAywnCy2ctm2Z9jzf4fiyg+lu8WFhairKwMhYWFoy6KG29sSQA08iQn33YqDJlM/2tra4XQnJ2dje7ubgSDQQAxn/f169cD0IqtshVGskEv6h/pP0Z+216vF9FoFPX19cLLfaSEw2GRiZzI0zsR6vwZBW3GI+iXnZ0tio+aZUEbFYilHQi1tbUiu/mKK64AEBNQ6d6Tgy/hcFhclyoAV1VV6YIwMoODg3C73di4caOuBoDs3b5gwQK0t7ebtiPXniwuLhZCuCzIqwVoZUjsPnLkCJqamrB582adB/6LL74oXpNOKHvS09jI89fX14c9e/bgscceE1n4lDVvt9vh9Xo1ycFA7F6IRCIoKytLuOvBbrdrxunjjz/W7HyIRqPwer06XVPdYUEWRdQXEvdliykqTpuVlQWbzYY9e/YAiK2FaDQKt9utmWuzgIPcvpl3PzN+TKo4DwA2m0283rVrl+7ziooKIeBHo1E89dRTWLduHbxeL1599VVs2bIFP/rRj3Dw4EFEo1FYLBZ8/etfPye3JDIMwzAMwzAMw5yNnA5f96+Sl7wZJPDRz7GOiZl/uFF7JPxR9nKiTGDK5DbzUZ6s7P/xWjclJSV49NFHUVJSMqprMBprl8uF3bt3w+VyxR138ptuaGhAQ0ND3GuRs2yN5pN8pWlc5GxnWSxMtiYB9c8oIzhRG2ZzYxT8kG1Dxoo6f0bjNBpLEVlYJxIVCTUKxpCw29zcLLLJCwsLUVpaCp/PJ+49NYBgNhfLli3TFCAlqqqqNMJyT0+PcMSYM2eO7vhFixYZir0k7Moi/KlTp4QAbpQtL+Pz+fCzn/0M9913H4BhT32fz6fzwDfytpfbp/EKh8PCwx6I3RdG64cy86kOA+H1ehEOh8VOjcbGRuzYsQMbNmzQtUEBGEINQBl53MvQfaBmw1Nme25uru5zKvIaCATgdDpRXFwc9xyEugOIrK+M7ICAs9v67kxi0sX5K6+8EkBsoRgt/JSUFKxevVoI79FoFO+++y5++9vf4uGHH8ZLL72keZCcd955uO666yat/wzDMAzDMAzDMEx8Toevu9k5v0qivSr0TeY8mInticjMzJzU+THaDXAm1iAgf3yPxwOHwyEKqI5ECFMzvmXbGLN5qq6uNswQJ5GOCiwDGHNNAtXmpaOjA3/4wx8wffp05OXlobm52dDSRhbPzYRLFXnsxkNQpPEbSZFMEtZHUvzVDMroJiE+Go2KnQ+BQEDsoJAtecw4evSoJrObWLZsmU5YpmTaq666Kql+Op1O/NM//RMA4KKLLhLvmxWQNSIQCMDv9wtLGlVANoPE69TUVPGe/PrUqVPitepND2hrMhw/ftzwfQDweDxoamrCu+++i2AwKIIR9GyLtzanTZsmxoL6O2PGDM051HtR7ev27dvR398vdo4kChxlZmaaXltmZiZcLpcI1tD8G4350NAQNm/ebGpXxSTPpIvzFRUVWLJkCcrLyzF9+nQcPnxYd8zf/d3f4Tvf+Y4Q6Al66JBof9555+FHP/oR5s6dO2n9ZxiGYRiGYRiGOZeRhatzQdg+U8XXiUAuXHkmciasp9O5HsYqCo80I1++VtUrfqRrhEQ6stZobGwUth7JFGAlcS/eebu7u9HV1YWbb74Zs2fPTupa6bpkjM4hj9147M6gc9TU1CRcS0YWTv39/cKOyKzP8aBMZkpelZNYfT4f5s2bh3Xr1hmK4Onp6Rqxddq0aYYZ75RlLiOL2wRloJNXvdVqhd1uR01NDSwWC7Zv3w7AvFbkjBkzAAz75hNm42qxWHQ2POp3ZWS//BkzZojdGiSGA8YZ99XV1WKc5DbUgAUlHr/wwgsAgCVLlqCsrAxZWVm6tQkMZ+GXl5driukCsQDG4cOHxfzKa8ZisaC0tFTXV5/PB4/HI/qhBt6o+Cu11dLSghUrVojP5WuzWq1oaGiAy+XStEHj4HQ6cfnll8Nms2Hnzp1i3YzVSuqrzqSL8ykpKVi/fj3uuOMO3HHHHeImVKmrq8Ott96K3NxcRKNRTTQwGo1i/vz5+NWvfqVZUAzDMAzDMAzDMMzYULNSvyrC9rlAMlmypxNVLKZMblk0VW0/zkaMfMIbGxtFUdSxZm/L3u9GqG3Lv5utEdkzX/4OFWotLCzUZAF7vV40Nzejra0Nd955Jzo6OuL2OT09XQj5Zn7uxJYtW4SoTNdK/eno6DBcI3Ime7IWHmMhmXtNnXfqo9frRXd3t7AjStSOEbIYX1dXpwuQHDx4EG1tbTqvdCAmxsvff/PNNwEM28/MmjULAHT+8gDw/vvvAwDefvttTXvAsP88icB2ux0ejwc+nw8FBQV47733DK+Fvl9SUqJ532yNDw0NaWohOBwOXXBD9kjv7e0VYv6sWbOS3vFhsVhEu729vTrrn8zMTI0t08cffwwgplvKdjeU8U9BjLS0NJSVlWHJkiW6c8rFcYFYwd2Ojg40NjbiwIEDYncEXY9szSP3y2KxaAIWZIXkcDjEa8qep/GXd3TQfWm1WmGz2cRujPr6elRWVuK2227TuKG0tLSwtc0YmHRxfiQsW7YMDz/8MH7zm9/gjjvuwC233IJf/OIX+O1vf4v/+Z//EdXDGYZhGIZhGIZhGIY5PciierI2NUaFNcfT9uN0YuQTLouzZA1jlL2djGiver+r461mhieTKS575svfoUKtJSUluvkicS4YDKK7u9t0LFwuF7Zv3462tjaEw+GEfu49PT1CVKZrpf50d3drPNdWES+HAAAgAElEQVSpHRJRVf9ys8LD8aA++3y+MQmO6rzLYi6J4xT8SHa903xTVnt6ejrq6+uFwKqKtWlpaTprI1XIJlGdCraSyAzEggYXX3wxqqqqUFRUJDzeZa93uWAoFTX1+/2iCDAQm1Oj7HQgJuzabDZNBnc8Pv74Y5HJXVBQgAULFoi2q6qq4HK5NNntfr9fiPkWiwUej8cw014du2g0Kta73+/H0qVLNYGq4uJiQ6Gf+ka7TCgA893vfhcAkJOTk7AuBwVMfD6fCOTIgZZFixYB0Ac0iOeff17sZCCsVqsQ9aPRqBgj6gdZSNHzvLa2FpmZmWhvb4fP50NlZaXpOvX7/SzOj4EzWpwnLrnkEpSXl+Pqq6/G4sWLkZWVdbq7xDAMwzAMwzAMwzBnFKfLNkYW1YuLi8e828LIZ/xcwuPxCIFZhQTdzs5O+Hw+4R1uxkh3t8hrZDTZ+/FEbrP2jh8/bmibMpbdA+S5Tt8lEdXn8+l2DTQ1NQGATqQ2GzPy+3e73aZ9s1gsSVv6EFarVYi5JM5T8GMk8yeL8SSskiC8dOlSzfFpaWk6ayOzLH3Vd37Dhg2IRCL49NNP8dFHHwmxV7WUAYD58+cDgNh5AcREdzPkrPzW1la0t7eLa1mwYIHuHPPmzROBl507d4px7+npwZEjR8Rx1157LRoaGrBw4ULDhN5oNAqPxyOuRfZeVy2zLRYLfD6fRtCura3Fa6+9pntGkdg/Y8YMETiJd/1GyMEBoxoA5DVfVVUldi6QX7z83d7eXtPniwwFaVQ/ebpn1KBWJBIR9+xIagYwiTn/dHfgbObUqVN444038Kc//QkffvghIpEIpk2bhpkzZ+LKK6/EihUrRLGM8eadd97Ba6+9hnfffRfhcBinTp2C1WpFQUEBrrrqKixbtgznnXfeaWv3j3/8IzZv3jyic69evRr//M//POI+MwzDMAzDMAzDMMb+25PJuS6qjxeyHYQZkUgEbrcbTz31lMZqwul0JiW8mSGvkWAwiKamJlx99dXjMm8k6sntUeAmmeMLCwtRUFCAnp4epKWlGV4ridoVFRViHEOhENxutzjG6/Xq1qLVatXcG2O9T8i6JF72MwmbsoXMWOno6MDGjRtRWVkJADrP+tzcXNTV1RkKrs3NzVi+fLmhLdC0adM0/ufZ2dkIBoPCxkYWY4uKioR4TPN14sQJTX8AYx934vLLL9cJvJQ5/+1vfxtpaWkIBAJYsGAB9u7dixtvvBGvv/46nn/+eezbtw9bt24V35MLpFLgoaSkBPfffz/uvvtusU5cLpdG9HY6nbjmmmtwySWXAIBO6zpy5Ajcbjf+/d//XXxPXbMU6IlEIujq6sLhw4fFmqDzqoEcClSlp6eL8QOGC9TOmDFDU5+TRH4az6ysLPzud7/T9NXhcCA3Nxc+n09k3auEw2FNjYI5c+YAANrb2+FyuYTl1OzZswHE7qNPPvlEfN/n8yEQCMDn8xna6TCj56zInD8T6e3txU9/+lNs2rQJu3btwqeffopTp04hHA4jGAzi8ccfx49//OO4D6PRcPToUfzXf/0X/vM//xOvvvoq+vr6cOzYMXz++ef45JNP8Je//AX33XcffvrTn2q2EJ2udhmGYRiGYRiGObs4E4p2MmNnrMVHJ4uzdb2NZnxVj+qRkp2dnbRf9mhJZAND4ifZmFDGcLICdLzjSkpKcMsttwAA8vPzDa/VqAAq7TKYDEZikyMXyaQ1TkItZVePtBBsd3c32trahHiretYXFBSgvr4eCxcu1NUQkG2B5IxxALrCpHl5eQCGM7Nl6D1ZWKZ+ZGVlafzezZg9e7bOWiYnJwdAbO5pXFatWiUsZOSalYFAQFyDbGkjP0eys7OFdUtaWhoqKys166S2thYlJSVoaGhAQ0ODOD9l9R86dAgA8Ic//AEAdDYxdI76+nohdFPfZH96CuRkZGTA6XQKoX/atGm4/vrrxXFUoFYW5gF9MM+o+KrNZhNFXI2y7gEI73sgZptDa5gsa6LRqM4+R26LhHlAa2tEjMQ6itHC4vwoCIVCWL9+vfBUs1gs+PrXv45vfvObWLJkifDpikQi+O///m/s2bNnXM579OhR/OxnP9NEBXNycrB8+XJ861vfwoIFC3D++bHNEF1dXVi3bp0myjXZ7RJ5eXn4+7//+4T/JqNoC8MwDMMwDMMw8eEisGcGYxXXk/EZPxMwKhJ7Nqy9eOOrzh1dl+pRbeStb+YLrn6eyOpGPibRd2TvdiMbGCNI9CQbFRKbE7Fz505Dqx4as6ysLDFWcr9Vr3U5Q3s8EwgTie+qj3w8aA7z8/PFGiehlmxpxqt4s+qTr9YQUJE92UdKT08PHA6HEOaLioowdepUADHBmTSxeMybNw/f//73Ne9Rtr/VakVWVhbKysowZ84cMXbkZ09UVFRofl+2bJluXdEcZGZmauastLRUZ0mUn58PYDjwRNYxJMrHe5bKOxV8Ph9sNhuAWEY7CdxWq1Uz7haLxVRIJ6g4r4xaVwGICePqjgh1bW3btk3cP3ReCnB4PB4xn9u3b4/bJ2b8YVubUXDfffdhYGAAQGy7yfr16zVRssHBQdx7773Ys2cPvvjiC9x999149NFHxcN3tDzwwAPo6+sDECvU8eMf/1gX7fzkk0+wceNG7Nu3D5FIBL/61a+wadOmuD5oE9UuMXfuXPzbv/3bSC+XYRiGYRiGYRjmK4uRRciZymj8t4043bY844WR9QVdFwl8ZKlBhRdlIb2+vh7BYNCw7WTGSD2Gfifhefny5XjttdewfPlyYR2TyAZGJT09HWVlZSLJTvYQV/vicrkwMDAAn88Hv98vrHpoLJqbm1FdXS3GzMx+pr6+Hs8++ywA4K233hIiv5xFb7fbNZnGsmhNcxEPmrsHHnhgTIGiUCgk7EiMBPhkCyebQRYwJD6TT/7q1avhcDh0hT2Nzl9eXq5xe5g1a5YoBktZ1iS6y7S2tuLOO+8UWdRdXV345je/CSCWJR5PcHY4HEhNTcWOHTuQm5sr3rfb7ZrvybZBsiWPOr/z5s0TGefp6ema9V1bWyvG3mq1CnGerlu1JCouLobL5cKBAwcA6LPDp0+fbnpdVqtVEwCgNWmz2XDPPfeI4+QAQTQaTbjjY+bMmZoCvQBw8uRJXZ8ikYjOAkoNMPn9fk1Ag4IFfr8ffr9f9NkoK76oqMhw5wAwHPiQM/OZkXHaxfmTJ0+Kyt6RSATHjx/Hl19+OaI2LBYLfvKTn0xQD7W0trbi3XffBQCcf/75uP3223V/hDIyMrB+/XrcdNNNOHToEIaGhuDxePC9731v1Ofdv3+/5kF1880346qrrtIdN3PmTPzyl7/E2rVrcejQIezfvx+vv/46li9fPqntMgzDMAzDMAzDMF8NkvHfZmJQBnhtbW3cAMxE7CKg81166aXivLW1tULUIxEUiAnmRjtoqF8ZGRloa2vT2PQY9Tk7OxsNDQ0IBoNCiCTRUPbQLysrE59t2rQJJ06cQGpqKtasWaNpjwTE1tZW3HzzzZrPysvL8cMf/hBFRUWaYIcqWidDouBEInHdzGtfFkzHEogi0Txe5r26vuQdGSTMyuL8/PnzhRB84MABOJ1OzJw507Bt1Z4oPT0dNpvN0DmCBHS73Y6srCxUVlbipptuEhnqVVVVSElJgc/nExnt8rNEvo4f/vCH6OzsFAmmhYWFQpwnWxZ5fctrkkT3+fPno7W1FT09PXj99ddFYEpeK4QcDJg6darpfRmNRjXCe1paGurq6jTHhMNhjf5GY0iBFNkmiLjgggt04ymvoZycHM28xhPRgWGrHiPi2XLn5OSYtkvXLdvhMCPjtNna9Pf3Y/Pmzfje976HX/ziF3jiiSfw4osv4g9/+ANaWlqS/rdt2zZs27Zt0vr9+9//XrxesWKFaXQ4JSVF+D0BwCuvvDLioIOMXNBhzpw5hgI6MWXKFKxatUr8/tJLL016uwzDMAzDMAzDMAzDaEnWNmqs9lKjsUUiQbmqqgperxednZ26tqhfJArLIrXc53jnJzHPyEOfCuF6PB643W7d92X7kHA4jMbGRrFjo7q6GiUlJeNuy9XR0YEf/OAHuOuuu4QwSuJ9ovOo1kV07cnY4gD6eSwsLERZWRkuv/zypIM3FHCpr69HcXGx+B7ZuBCqBc7cuXPR3t5u2CbZPBPRaBR5eXlCfJZ95ylbu7q6Gm63W9gQkRj8+eefi8BNMBiMG+QrKSnBv/7rv8a/YAl5TapWUS+88EJC6y/Zhmb79u149NFHNT78ND+qtdInn3yC2tpaYR9dVVWFrVu3ajLlSY+j81922WXiM/LXv+iii0z7lpqaiksvvRS1tbVil4aRjVFqaqp4LdtZu91u091OqvMHBUPGy4aJ0XJaxPnW1lbceOONaGlpwcmTJ8+a6PqJEyc0UcC//du/jXv80qVLxU0wNDSEd955Z9Tn7ujoEK8XL16c8Hj5QdjZ2akrKDHR7TIMwzAMwzAMwzCnj7PJv/1Mxkxkjje+p3vsqc/J1BwgsVnOxl24cCGAYQE5nr++mUitfsdisYgCoCMpgqpac8jifCQSQVNTkxASVbE53jUmQvbh7+7uRnt7OzweDwYHB+NaOKme9e3t7Xj00UfR0dGhCSQkOwbqOJKXfGVlZdJBCK/Xq6l/QN8jodXhcMDlcuk83VtbW01tV9SxHBoa0hy7ZMkSURSVCq3KxxKzZs3SZWxTcMblcsFisYjgQk9PD2644QZN8Vqqh7hgwYKE/u0UmKD1Ip83FAph06ZNcLvdmu/8+te/Rnl5OaxWK/bu3asLGtH8qDsJQqEQQqGQyLpfuHChbizV/mZlZYnXpLUZec6TzfaJEycQiUTQ2dkpdmmQ3ZHMiRMnxGvaZQBA9Ke0tFT3HbVAMGX0x7uH5HuTGRmTLs6///77uOuuu3DixAlEo1HxYIpGo6P6N5ns27cPp06dAhDLjE9UwPSCCy7QRK2MfJuSRY6qyhWqzbBarZrtL2bnnqh2GYZhGIZhGIY5txhrgVJmZIxV4OXCvuODmTAdb3yNPpvI+0dtO5GlisViSWptDQ0NmRZHHen6jEajce02KANfFa3VDHMjUTs/P18UkTViJNnqZG3i9XqxefNm3XwlsnBSC8Z2dXXB4/Ggu7sbTU1N4nujyUBOtIZkf/2Ojg5dgVC1HYvFApfLhaysLKxZs0Z4rpNDxGeffWb4/fLycl1RUjVYMW3aNOEmQfNDxxw7dkwct2zZMl37Pp8PHo8HDocDAwMDYi2///77aGtrE8L1m2++KQT2adOmCbGZrHnUnRd0XxrVgwyFQnC73RoBvaioCOFwGPPnz8cDDzxgOBZmyP70RUVFmhoSco1HSoAtLS1FYWGhrp3CwkIhnlPwRPagf+GFFzRZ+3KWvOr08bWv6SXg3/zmNwgGg7q6k6OBxfnRM+me842Njfjiiy+Eh9QFF1yAv/mbv8EVV1yBWbNmYerUqTjvvPMmu1tJQds4AGD27NlJ9fOyyy4TFZ7HUkF8NIEI+TsffvjhpLYrc+zYMbzxxhvo7e3FsWPHMHXqVEyfPh3z5883jWwzDMMwDMMwDHNmcTYVKD0XOJuKo57uTPGzAaP7Z7zGbaT3ZkZGhq5ArZFYPDQ0hKamJtx55526z9Qis2pB2WShMSguLsaVV16pK4T74osvoqKiQrRNAjIAjX96In94ICYgJ+prdnY2qqqq4PP54PP5NHbFIyEzM1NXvDQecvHWeD72ZvNM3yc/99LSUni9XsM+yO3IfvylpaVoaGjAZ599pvE+Jy90KhhbXV2t8y430pZobi0WC3bt2iUyw2VxnLLAgZj1i5pNTkGOgoICkQH+/vvvw+FwaIR0o6x5mj81SKZa9YTDYWELAwz7zJPPen9/v65tFVWYlgvpXnfddbj99tvF71SEFYhZ/rS2tmL9+vWGQbChoSFxTxj5z7e2tmL+/Pnid3mXgppF/9e//lX3fdI5a2pqACDp9aqSl5dnGFxgkmNSM+f7+vrQ2dkpomX5+fl4+OGH8ZOf/ARXXXUVioqKMGvWLMyYMWPE/yar/0Sy57z44osNvz9SMjIyxOtkrGTC4TC++OIL8btZYGCi2pX5y1/+gnvuuQfPPPMMXnrpJTzzzDN48MEHceONN+Kmm27CG2+8kbCNeAwMDIgtQ+P1j2EYhmEYhmEYhkkOztI3JplM55GOm9ymaqGiovqdkwBvlrVNYmpubi6A5DJh41nemNHS0mJos0K/y1m8ra2tuuznhoYGNDQ0JJ19TsdRwdDJ+H9+KriqYlZIdqTjaLRbQs7YJ4z6QOulp6fHNLseAPbv3w8AOP/8WF7v0qVLAcSKv7733nviOLvdLtaMDM1tOBxGW1sbjhw5AgC45JJLkJeXBwD44IMPAMQyyD/66CPTvvT09IgAwN69e2Gz2cRnsv0yoBX/m5ubhaUQ3TOyqE9rTd5pQmNG13/y5EnTfhHt7e2oqqoSv+/cuVMEOGTLG6fTicLCQnFeKhwr2wzJ0PgUFRVpnCvka5Q98PPz80WG/UhsqK1WqyimTMj3oWx5pI43EKtnYOR3zyTHpGbOU7SH7Gxuu+22SRPWxwP5hkrWH0y+uVTPppFQVFSEd999FwCwa9cuXHfddXGPVz27zM49Ue0mS09PD+655x7s2rULN91006h2Tdxyyy1j6oMRL7/88ri3yTAMwzAMwzDMxGGUeZpMNirDxGMs2e1yhvJ4obZpltkOYMTrXs6Gr6urEzvd4wnKZuJuvHHzer2mfcvOztZkFhudj76rnmOi7vfCwkLYbDYUFxePyC/fiERZ/iryNcrCPa2DN954Q5OVrWI0dyTgHzx4UIjSzc3NIkhCOh3Zp5AdESWfRqNRjTZUU1OjE5bT0tLEfKifRaNRkbxKbR87dkyTrQ/E9zd/5ZVXxGvKPidk7c7r9aKsrMz0PlT7brfbUVhYCKfTKcYmJSUFFosFNpsNeXl5yMrK0gST6FgSrc8//3yddgbEhHka45qaGvj9fuTn52PVqlUAIAowV1VV4fDhw+jq6sLg4CAAfYHW4uJi7N69GwCEpgcAHo9HZPonG+gpKCjA3XffjZ///Ociy7+qqgopKSnIy8tDX18fLr/8cuFXX1hYiNbWVrHTYfr06VwodoxMauY8PQCoEMill146macfM3K07MILL0zqO/JxyUTbzPjGN74hXh84cCButvnx48fx7LPPat6TC0BMRrsAMHPmTFxzzTXYsGEDnnjiCXg8Hjz33HN46KGHcP3112t2FWzbtg2NjY2mbTEMwzAMwzAMw8TDKPN0NFm9TGK+SvUHzsZdASMJKMQTuOVM+9raWk2RVDrWyNue2lUz4p1O55iuS72f1XN0dnaiqalJiJyExWKJW8RVhQR4h8OB7OxslJSU4PHHH8e6detEUdF4tjj0OYn6NTU1KCwsHFWQR75Go3kNBoPo7u4eUZs0DvSzqqoKXq9XjNvSpUtFZjtRVFSEnp4euFwuMT6UWW0kzGZmZpoWSyXkTHO5UKnaDiEn91IWud1u1+3w2L59u+Z3Or8q9ldVVenqFKxYsULjFw/E5mBgYADt7e1YuXIl1qxZo7sXgOFkVnKboN/V/oVCIezYsQM1NTXYsWOHaIcCFldddRUefPBB1NXV4fPPPwegtf8BtDZC+/btQ1FRkbDjUTPm1UK/gNab/sSJE2hvb0d3d7dIwN2/fz98Pp/ok6z9kfi/aNEi8ftYg1ZfdSY1c14uPqBWaz4boJsCGN7WkwjZE8qsmEYy2Gw2zJs3TzywNm/ejC+//BLLly/XHHf48GHcd999Ov8vue+T0W5lZSWqq6t1BScuuOACXHrppbj00kvxrW99C/fddx927twJIOYHdvXVV+Pyyy83HwgDNm7cqKlqzTAMwzAMwzDM+MO+4gzB9QdGzkTeP3J2dLzscaM+qLUN1LmV2x3LnMvnMRP05eshSCBXMbpOs8KvVMT1Bz/4gfBAj+c9TwK82RjGy3yXP8/Ozsbjjz8uPhur7YfctllgjNYCBQMAaLLG5Uz2t956C8CwruPxeFBcXIySkhJ85zvfwSOPPCLapYzqp556SrxHOxzC4bAQm0+cOAGfz2co2KelpcHlcgl/+IULFyIQCCAlJcUwmXVwcBD79u1DTU0NUlNTsXTpUuzbt0+zq4K80mX27t0rfPKBYXFeXRe0tuSxjEajuqBTcXGx+K7H40FNTY1mTBOt50AgALvdDq/Xi8WLF2PXrl3wer248847cfvtt8PhcACIJa3ST7vdjvr6etx2220AICyBCDWTvqurC9/61rcMd5x85zvf0QU/ZLH9k08+ARDT5MieiN4DYsVtVf96YHj9MGNnUjPn5UzpU6dOTeapxwU5C172XY+HfJ0XXXTRmM5/yy23ID09HUBM6N+4cSNuuOEGbNy4EQ8++CD+3//7f6ivr8e+ffvwta99TeMDJUfFJqPdadOmGVaClpkyZQpuu+02jTfZ888/n3ggFGhL0Xj+YxiGYRiGYRhGy9mYQcwwpxNZ3J6s+yfebpGR9iHZ41Vve6M+0U752tpaw8/k/pKw63Q6sXbtWlNxfqS7YshSJpH3/Ol41o00eKN688uFdcn/u76+XiOSq5nsra2tsNvtIsPb7/eLMVF3GWzZskXXh0AgIArmut1u2O12ZGVl6Yqw5ubmoqysDAsXLtQVcgW0LhOXXHKJeH3w4EG43W7U1NSgoaEBJSUlWLFihea7VqsVxcXFQuAmVIscI7Zs2YKOjg7dWKoUFBSI136/XyfyJ8Ln8wmLqD179ggxX87oD4VCYh5aW1vR2dmJxsZGkYiqnjMjI0OXkW/kMb9gwQJx7kQEAgFdhj4Qy4yXtT/y4pete4x2EjDJM6nivBwlJO+qs4mUlBTx2ixjXEU+Tv7+aJg5cybuvfdezJkzR7z38ccf47XXXsOrr76KvXv34osvvkBqaioaGho023PkStGT1W4yXHTRRZo/zu3t7Wdl4IZhGIZhGIZhGIY5dxmNlc9EiLyq4C9nR4+2mGgyx5ElCP2kwpoulyvhNcpCuipCG1nR0DHXXHPNV0b0G03ghLLGMzMzTb+vzhugtVkxKhgLaG1TFixYoBG7yara5/OhsrJSBAAikQjcbrdut8P27dsxb948jV1MaWmpSBKVKSwsNOynUb9koZ+CBCpOp1MkhGZmZmqCFT09PXjooYfQ398v9LpAIBDX614mHA5rai4Y7Rag5FYq2iqL33JGv3rO3t5eNDU16RJi6ffu7m6dXZDsPU8sWrRI9Eu1KjKCfOxV5Ex7o8CH1+v9StynE8WkivMzZszA/PnzEY1G8eGHH8atxHwmIj8Yko2UyTeYuu1kNFxyySW4//77ceutt2Lp0qWYMWMGLrzwQqSmpmL27Nm45ppr8OCDD2L58uW6bSino91kWLhwoXj92WefjaiiNMMwDMMwDMMwDGBu2cFWPMx4cKbUL1A9yNXs6GRI9lrk41TLmNbWVrjdbsybNy+hMC8LmHL/Q6EQPB6Ppl35GDXDne5ni8WiaZOCCJTtfTb7X48kCET2O5RAafRdI6sfI9GbCIfDmrEE9M4XBw4cEIVc5XYpu15uw+l0wufzwe12a/oVDAYNNbLLLrtMvCb/c8osl/tVVFSEpUuXwu12o7GxUWhvstMDFWClzHf5PiEf9kAggO7ubiHy+3w+nd4XDoeFFY9MJBLRWNrI+h/546vBDzO7a/WcJLyrluAkkpNNjd1ux4IFCzTvyUydOhWRSAQ5OTn4x3/8RwAQxxPyzgCjzHlAGxRRodoByQY1GD2TKs4DwJo1a8TN9L//+7+TffoxIUeZkhWQP/30U8Pvj4Wvfe1ruOqqq/Dzn/8cW7ZsQXNzM5599lk8+OCDuO6668RDQI48q0UuJrPdRKj/IWFWLIRhGIZhGIZhGMYMo8xRtuKZGDjocXYw2mx/o7klwZt+Hjx4UPMzXh/MPLlDoZDwyG5paUnYT1m093q9wk6HgggZGRkasTrRNY2GiS6GnEzgRLYJIg/6xsZGsQtB/q46b/RaLc7rcDhE9nlTU5NGOJeF4OzsbM2cy/oNZVTv27cPTU1NOHDggM7GSCYzM1NXrLSoqEi8JnGerrmpqUmIxF1dXeK11+tFb28vAGDJkiW68xjNv1Gtw4yMDAAxwZ5sckpLSzE4OAifzyc+pwLDcv9USDOkQAh5tpO7xrx58xAMBsU4EJTBf+zYMQBAfn6+pnCuEcuWLTP97PXXX8fTTz+NQ4cOiUTbZcuWwWaziXYrKiritg8AW7duNXzfbreL84/U7ocZZtLF+csvvxyrV69GNBrFzp078cgjj+DLL7+c7G6MCllc/+CDD5LqN3kxAUja52k8GBgY0DwwjaoznyntqpHDsXrzMwzDMAzDMAzDMBMHBz3OLIysbmTRejyseCipzmq1IhQKYefOneN6DbLfebKoBVvJUz7RuhyLWD/ZOyiMggHUB/IlJ1HeSByV542uOysrC1OmTIHL5RKFY9euXYuGhgZxvFF2fXV1teGYqZ7tJEwbBW6ys7M1gQE638KFC2Gz2TQZ+xQgkBM65cCCHBggoZy+U1VVBa/Xi87OTt1uk7q6OsMCp4ODgwBi2fM2mw1ALMOfCrUODg7CbrcjIyMDbW1tmiKtJNzL4+B0OmG1WmGz2dDb2wubzSaSXgsLC0Vgymq1CoHeqDBuPI3M7/drAilqrYD33ntPZP2T7c2sWbPw+OOP44477kBdXZ2oD0p9k+2GaOzJlkelpqZGaJ1n846V082ki/MA8N3vfhff//73YbFY8Morr2Dt2rX44x//+P/Zu/vgKOt7//+vlQS5SSSBVUCJRk5iAggoihWsXwhwZozT9jSJdU672ta2ISPWoZQePUOpx7E99LRF0GGGOTHt2I6m2PaE1Xba7ZlRgrWmdy3rpdMAACAASURBVJxUsJaEQESDgrCSBBCp3Ozvj/w+F9fe32T32t3k+Zhh2Gx2r+uz13Utra/P+3p/ot4+kStmzZqlwsJCSUNfGHsFeSRnz55Vd3e39XPorSOZtHPnTl24cEHS0KRCOircM7Vd+wSGJGvBCwTL9Aw9AAAAACD/RGp1k8mJE/vilYmKtWisva1GrH2m+t/DoYF6rGOUS//d7ff79eSTT4b15DcGBgYihvLR+vTb7zwwveHNwrGSgtrDlJSUyOPxBFWQ2/vBG8XFxXK73Vb7lpqaGiv4fvXVV9Xa2ho2BlNN//jjj1vB8V133aXXX389qH2Kva2NUVpaar3fHs6b973++uvyeDxRq7nNMbjuuuvCPks0JkSXhqrMI01gfOMb35AU3MamoaFBJSUlev3119Xe3q6VK1dq9uzZki62iK6rq5PL5dKOHTuC9mmq8wcHB4P2H8nPf/5z63Gs9jPmDgiXy6XNmzfrmWee0dKlS63nTdZnn3To7++PWZRbWloaNAGE1BRka8f19fWaPXu2HnvsMfX19WnLli2ShhY3mDhxYthsTywul0stLS2ZGqpl/Pjxmj9/vvU/Qi+99JKqq6ujvr6jo8PqB1VUVKTrr78+42OUhm5/sd82Frpqda5t98UXX7Qel5WVWTOOCGb+D8WSJUuoUAEAAAAAB42kVj6JfpbQ19kr8o1Y/cvtQqvcpYuh6913363vf//7amtrCwrNI90FsGTJkpQ/TyIS/e9u01c90udKZZ9tbW1hLWDMortS7JYhocGu1+u1xmXv02/GG2n/zc3N8nq92rJli9UaaNGiRerq6pLP59P69etVVVUlSdYCq2bfXV1d1nPLli2z1pfcs2eP9uzZo5qaGpWWlsrn81ljqqmpsULnurq6oPY75nemWnv79u1avny5pKHjHqu63+fzqba21iqUjdY2+eabb5bH49GHH36ojo4OzZgxQ4cOHdLNN98cc+LJvj37/s1kRqTe9MbAwID1nokTJ0oa+l6YNk32YxIIBNTZ2akVK1ZIGroT4Pjx43K5XGG95Q8ePKiCggKdO3dO0lBlvCQdPnw44jjM5Iw0dP7M66JNSM2ZMydon9OnT1d1dbXa29vV398fdv0heVmpnJekP/3pT9q0aZPVRykQCCgQCOj06dM6duyYjh49mtQfp9x5553W4xdffFFvvfVWxNedOXMmaIbwjjvu0JgxYzI+vvPnz+uJJ56w/uEuKytLS4iezHbtqzjH84c//EEvv/yy9fPSpUuHNU4AAAAAABBdotX18Sryq6urNX/+/LjbiBecX3bZZaqrq5PX6w0KCKONM3Sbmb5bwITX3d3d1kK0pmo9kQr77u5urVy5MqizQuj2zbZSmWgwgW6kXvLRFtcN3b8pxAxtDRRpPDfffLO1n/b2drW2tlqV3jNnzgwLzRcuXKj6+nprUVh7pb00FFDbq6/r6+slXWyz0t7ebgX+9jHZW0fb9+nz+ayA3R6m2++KcLvdWrNmjerr6+Xz+XTo0CFrrKHvk4JbOpve+ibUrqurU2VlpWpra63JAY/HI7fbHbZIqpmEuOqqq6zjarYXaSLB/tzs2bOtUD+UCeYl6Z//+Z/Dgnkz/iuuuCIoTI8W4Nvb/oS22jl8+LDGjRtnrVHg9XpVXV2dVJE1gmUlnN+2bZs2bNhgLUYgDVW/p/LHaQsXLrQWjjh37pwee+wx64tknDhxQv/5n/9pXeTFxcUxF8F48cUX9clPftL6E01nZ6d++tOfBh03u76+Pj3yyCP64x//KEkqLCzU6tWrrVY8Tm331Vdf1dq1a4NmOkOdPn1azz33nL73ve9Zt9243W596lOfijlWAAAAAACc5nSv8XRId7W/CTdN4Lh+/XpNmTIlZhuYWMG5CWTLy8tjZibJbDMTzLnv7e21FqJNpr92b2+vOjs71dvbG/N1/f39VgV9rM9mzqt9DCYgTuQ4JnNdxFpo2z4RUFRUpKeeekpVVVWaP39+UJcJe8Bs7jiIVtEuXbwuTAW4dLFdi+md39TUFNRGpaysLGxiQgqu8o/0HbaH5xUVFZozZ448Ho92794taWgiQrrYS/6qq64KavvS2NgYdnw8Ho/WrFkjt9sddMfDjh07NHnyZDU2Nurmm29WQ0ODnnnmGauwd9euXVY7bJOlmYLmjo4Obd++Xbt27VJ5eXnMRWLNRIZZXPaKK66wOnkcPXo0bpsc+/6l8FbU0sU7FMw56Orq0ptvvhl3u4jM8bY2v//977Vt2zZJQ4G8vR/SuHHjNHHiRF1ySdYK+hPyjW98Q2vXrtXx48d19OhRrV69Wtdff72mTp2qEydO6LXXXrMWOR0zZowefvjhoAUaUnXq1Clt27ZN27Zt04wZM3TNNdeouLhYp0+f1ttvvx00SVBYWKhvfvOb1m1HTm9337592rRpkwoKCjRjxgxdddVVKioq0vnz53Xs2DF1dXUFLQRbVFSkRx991PrHAwAAAACQPfZWGyOhlctoZELMdDHhpml9EtpuJlevk3RNUphAOdKinelgqvEjHUt7EG/Oq9/vt+44MN/TRCaP0nFdmN7xpuJ+x44dWrhwodxut6qqqvTAAw/owQcftF5vQvC+vj61tLTo/vvvlzTUrsXn8+nOO++02u/85je/sRartbd6iTQGU71dWVmp0tLSoFbMUvB6BmYM5m+/36/t27dbv6+vr9ett94a1Pbl05/+tG688Uar8ry8vNwKoadPn66FCxeqra1NS5cutd5j3769Sr29vV319fXWsf/DH/4Q1pP/tttu0549e6IddklDHT1+85vfRP29uT7N30ePHtX48eNjbjOaWbNmhbXRMfr7+4OO3759+3THHXektJ/RztFwPhAI6Omnn5Z0MZi/5pprVF9frxtuuCFvFg9wu936zne+o40bN6q3t1cXLlyI+OWZNGmSVq9eHfc2r1QcOnTIuu0mVEVFhR544AFVVFRkfbvnzp3TwYMHw+4usJs3b55Wr15t3bKEyEZSj0MAAAAAuS0fQlckJt0TLab1idn2cMaUqEj/PWy2sXTpUu3cuTPq50s0jDY93k1LklAmnPf5fDErl9MlNHyO9Ht7QG6ei5UbtLW16a677op4vGIt2huPCZ7NdTY4OGj9rri42KogN8ewq6tLc+fO1Z133qn169ertrZWTU1N6urqUmtrq5599llVVVVp2bJlMcP5NWvWBD1nWsssXrw4rP+7GYP52+/3B237yJEjam5uDsomy8vLdccdd8jv91vH1V4hbv6d3L9/v7WtgYEB6y4T85wJue2V9JHWETAdQkz7mmnTpoW9pr29PWbGdumll4Y9F60dTjyR+s2bLiHbt28POn7vv/9+SvuAw+F8V1eXjh07Zl1st956qx5++GFHerGnW1lZmTZu3KhXXnlFL7/8st5++20NDAyoqKhIU6dO1aJFi7RixYq0Lm66cOFCrVu3Tnv27FF3d7f6+/s1ODiosWPHavLkyaqsrNRtt92mm266Kaljmu7tLlmyRFdeeaW6urrU1dWlI0eO6OTJkzpx4oQCgYAmTpyo6dOnq6qqSv/v//2/iP8jg3DprnoAAAAAAIx8iUy0hAb4mb5zwvQ5twfCsULlSP89bD7X1VdfnZaJJL/fr9bW1ojtUUJ1dHREDfGTZV+0VbpYeR0pfI723tD++5FeZ6rsFyxYEHS87JMAyY7bXtlur/y3d8mw94Y37WLa29tVW1sbNzObOXOmFixYYLWbsS8qG2k8d955p1WJf+211wa93r7obLTJIXtVf01NTdhxDa2GN+whtdm+fdJk4cKF2rt3b9AdBpGY42YWAna5XJo8ebKOHz9uvSZSJbs9NH/rrbfC7jjo6uqyFr21Kykp0cDAQMTfSdIbb7wR9PPs2bOt/YROmmTqjpLRwNFw3vTXCgQCKiws1Fe/+tW8DOaNwsJCLVu2LGghi1SsWLHCWoE5lvHjx2vRokVatGjRsPaX6e0WFhZq9uzZmj17dlq2BwAAAABANo30O5lDA3yn7pywh/9OFKMlMulgbxMjXTz39v7lPp9Pzz77bELHxgTMM2fOjPh7E/yaQDZSRXU08Yr47J83tMrevo3a2lrdc889On36tNVDPd6xcrvdqq+vj9nDvKamRpWVldYdFvZq9kTuQKiqqtJTTz0laShIto9RUtj47OsYlJeX65577lFtba0kWaF6aWlpWHguhVeXL1u2LOxzm2r7iooK/fWvf4249kCkriBm2+YOg0jHs6amxrrGjh49KmnoTgN7MB9NXV2dtm7dKknav39/2Hlpb2/XQw89pO9///tB7zPXmtvt1qFDhzRv3jx99NFHmj59uvr6+sImAkw/+0jtbmhTnTpHm7ubBQVcLpeqq6t12WWXObl7AAAAAACApDm9CGkuijRBkc1JC1NhHmtx0VCpLOxrzr29f3kyTMAcb+0+e2V3uiT7eb1er/XaaO81LVv8fr8VRIcukmvOiakSN5X70sVFVmNpa2uLOmYzxlifra2tLWix10h3ahgzZsyQNNR+x/53rPPwhS98Qdu3b094IsVsU7oYiJs7JaShYP7hhx8Ou8ZOnToVdZtTpkyRNBSUv/baa5KGimVD92cWs7ULPQcmr73hhht000036corr9Tq1avD3rd3715NmTJFt9xyS9jvzKKzSJ6j4bw9jJ88ebKTuwYAAAAAAAka6ZXiSF6kCYpsTFqYcLivr09ScuF8ouzhsNmfy+VSfX19Suv7JcIE3amsx2gPzKNJZTIj2r5MKG62uWzZsoTHvXDhQutxSUlJWFse034nkc8SjdfrtUJwe1Df0NBgPScNBdeHDh1SXV2d1X6nrKxMjY2Nmjx5ctxjWlJSIo/Ho/r6etXX18vj8cjlclkLvdbU1Mjj8Wj+/PnWXQIvvPCCNm/eHLQdU00f+rlMaB7JDTfcYD02dyScPXs26DV1dXWqr6+XdPG819TUaPny5UGvsy8Y29raqtbWVrW0tEgaWifS7v3339eECRMkKeh7P3fu3KhjRWyOhvNmVkeSPvzwQyd3DQAAAAAAEkSl+MiRyESL05Mxw9mfCYeNq666KqFtxVuE1vRer6mpkdfrVU9PT9D+AoGA6uvrtX///mEtnppOJpTv6elJuEL+sssui3gHRCK99kPZF1m1n1N70G3GadrI2Ku6zeLC9nDeBOihn9HlcllV4H19fRHPpf1zlJSUWEG/vcLdPhbTprqhoUGVlZVqbGxUZWWlmpqaFAgE4h7T0tJSrVmzRitXrtSUKVN07733KhAIWC2K6uvrtWbNGlVVVWn+/PmSpF27dqm1tdXqL19XV5fSWoymBU5oe5nFixfrr3/9qzwej5qamjR58mQtWLDAKphevny5/vznPwe9x5ynoqIi67k9e/ZIujhBYA/pzdoB5tjkyvchXzkazs+ZM0djx46VdLH/PAAAAAAAADIjkYmW0NdkOqxPx+SPCXnLy8sT2lakPuOhY1qzZo0V2MZqWZKJhXITOeahFfJm4iCR9ir2fuyR7oAIDcWj7d8eittb8djPabS7AOrq6jR//nx5PJ6EFtQ1n9c+OWJE659vPkdpaan12F6hb6rTa2trg1rXRLsmDx48qJUrV6q7u1sul0sLFizQJZdcogULFmhgYECbN2/Wk08+GXY3Qejnt09KSBcr2e297c3rTdsZe+sbw/Svv+666yJOqFx11VXavn271Wv/f/7nf9TZ2WkF7ydOnAhbJ8CE8/aFfI39+/dLUlBbpo6ODqsdEIbP0XDeLDwaCAT0/vvv6/XXX3dy9wAAAAAAAIgjH+6cCG2Jkqhkq3xN2BqvlcpwJXLMk+0hn8wkS+hrI703tHd7sq14GhoaVFVVpTVr1mjNmjVRF5ptbGyUy+VSc3NzUAhv9mOC7lQqts1ExuLFixMa9/PPP6/Ozk719vYqEAios7NTFy5cUGdnp9ra2tTa2mpVykuy2i0ZZoIhdN1Ns0BtpIkV0/rH3m7G+OCDD1ReXh7WE3/69OmSpL/85S+Shq5X+4SU2Z+9rdHixYtVXV2tgwcPyuPxhE0g2HV3dwf9fOjQIWsb8doQITZHw3lJ8ng81gq+zc3NMfsnAQAAAAAAIHMS6Vc+nNenmwlvTfuRZMPZZKve7a1bnJbosTbBa6hkJlki3T1h/9leNR/vGA7nzguz30AgEPVOB/N57eOwt78J3XdfX59aWlqsVkXJjHPXrl1hz5kwPrQCvb+/P6ynv70tUqTt+nw+bd68OeI5njZtmlUdb1/Y9eDBg+rv7w86PrNnz7Z+J0k/+clPrN73ZqwVFRV6//33redWrVql9evXy+fzqba21qqgj8S0uQmtmDftepA6x8P5adOm6eGHH1ZBQYH6+vr0rW99S0eOHHF6GAAAAAAAAKOevRo7kTA42ertdMt0Vb9pJWL+Dm3dEi3MTWXSIt57oh1r+4K10lDwWldXZ1Wbhy5m6/f7h92qKFJbINOn3+fzBY0nU22STE/50FDcjK+lpUXHjx+3njNtaE6dOiVpaIIlWiueSPsyrWFCmQVYQw0MDFjV54sXLw7arn3xWPt2Ozo61NraKr/fb43XXHvFxcVqampSY2NjUEsf6WIF/OLFizV37tyw0HzXrl1BFf3SUIsaE87PmjUraHz2dkUVFRXWArbSxTY75rjYxaq2R2IcD+ePHj2qsrIyfe1rX9PEiRO1f/9+rVq1So8//rh27typAwcO6L333tPRo0eT+gMAAAAAAIDUZTt4j2W4FfuJBsSTJk0K+tveuiVWmJvKsUv1eJs2IvYFUBsaGoIWMbX3azevTfekhgmwTbgc63Vm3/bzmOg5Ne1r7D3lo7W0GRgYsD7z8ePH1dnZaYXzUvD5jLZ/c5fA3Llzred27NgRtbWRvUe8CatNAG9Cb7N47Lp16+TxeCJux7TNMf3h7RMIoS14TKHzxz/+cT399NOqqKiIuE17yC7J6mZiWueY8ZmJl7q6Ou3fv1+f/exnrc9g1g+VpPfeey9oe6aNDlJX4PQOv/KVrwQtaBAIBHTu3Dn97ne/0+9+97uUt/vCCy+kY3gAAAAAAADIMSbIXrJkScrtUhoaGtTW1ha1LYvf77dappgwNN2L45rgN94CrKGLr5qx1NXVWUGq+UyR2r/EWwA3Van0ebezn0dJamlp0bx586Kel7q6uoiTCom0JzKtiOwtte3n0z45Yt9HT0+PWlpa9PnPf16SVFRUpPb2do0bN061tbVBFel1dXWqrKzUrl27FAgEgu68CD0H5pzOmzcvbKxtbW3WYsSvv/66PB6PKisrg8a9ePFiq2rfVMCbCvqZM2equrpag4ODOnz4sPW+G264IajS3/SxnzZtmnp6esJ6+i9btkxer1fbt2+3gnz7+822J02apMHBQeuujVxenyLXOV45b5heSy6Xy7pwA4FASn8AAAAAAACQOabKONMLo0bbd2hQnep2QivV7dXToWGllP42OolWy0drIxMv1M+0ZHv2J8JUu/f09Ki5uVnd3d3y+XzyeDxJH3sTVtuvU3tgHul8hi5oGrq+gKm89/l8QZXoNTU1uuuuu4Kqx0PvvJAuTmiYc2+es/N6vdZisqYHvH2MoW12TMhuKvWrqqq0fv36oGDePnZjwoQJ1vvM57S3rTHPtbe3y+fzWb3u7T3vJWlwcNB6nIlrYjTJWjgvhYfxAAAAAAAAcE6ileH2YDGdleSJyFQVuNm2CcuzsehrPPGqkiOdv7a2trRPokS7Tsx+0rE/E9Lv3r1bra2tuvXWW8P2F20c5nmjr6/PugvCBNn2wDwREydODHuupKTECqqXL1+uQCBg9cB3uVxhd15I4eF1aWmpmpqarB70JvCPtJisve2O6ZcvSZdffrmkobYyoRM9tbW11hinTZsW9LsdO3aourpaM2fOtJ4zLW4iMb8zVf1IP8fb2nAykW7r1q1TQUH8S3nr1q0OjAYAAAAAgPxhKomNeMG7CRZHspqamqQnH1Jpf5PIe+zBrt/vtyrK7Yut2s+HaXuzYMEC6+d0TKSE7icdTKAfGkqbn81kib0VUKRx2H/f09NjPW9CcxNQDw4OauXKlVq7dq2qqqrC2gSFKi4utn5fU1Oj9vZ2q/VLe3t7WKHxiRMngrYV7/xOmDBB9957r/7yl7+oo6MjaH/mc9nb7lRWVlptdUy1fnt7u7785S8H7ePNN9/UPffco/b29rAFWw8dOqRVq1Zp586d1gRCcXGxGhsb5XK5wha7NeeipKREN998s3bt2hXxsyB1jofzX/va15zeJQAAAAAAAP5/oWGnkYkANp1ypbd1pOOXyrFL9j1+v1+tra169tlnIx4Hew/6kpISNTY2prXlSKTPbV9gNRH2wDrRavvQPvVtbW1aunSpdu7cqYaGhqDf2wNnaeiaKSsrkyS988476uzsVG9vrxXOR+rZbyrUy8rKNG/ePHm9XiuQj8bepqampkYulytqH33TX97+mcyYI43H6/WqoaFB1dXVuvPOO+Xz+bRr166gHvTm2JpJhHfeeSfqWNvb27V371499NBD1ue8++671dXVZfXTN0G8Ce4rKyu1bNmysHA+lYksBMtqWxsgHTZs2KCtW7fG/QMAAAAAABLve57O/dnbc6RquEFzvEpmE8q2t7fHHGsyxy/0sydaYZ9Mu6FIx9bc4ZDO4DQd142957sJ0svKytTY2KiZM2eqsbExrNo70hh6e3sjjsUcN3MuGxoaVFlZGXG7ke5EkGS9fvLkyfL5fKqvr1dHR4eqq6u1fft2q4e9vc2MfS2AhQsXKhAIhI3P5XKpurpaXq83qIWS2U5JSUnU897a2iq/3x80CVJRUSFJOnjwoJqbmyVd7Fh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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks pretty good, but maybe we can improve things by creating a new aperture." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 400 } }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "# Create a median image of the source over time\n", "median_image = np.nanmedian(tpf.flux, axis=0)\n", "\n", "# Select pixels which are brighter than the 85th percentile of the median image\n", "aperture_mask = median_image > np.nanpercentile(median_image, 85)\n", "\n", "# Plot that aperture\n", "tpf.plot(aperture_mask=aperture_mask);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve(aperture_mask=aperture_mask)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 369, "width": 755 } }, "output_type": "display_data" } ], "source": [ "lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's a long term trend in this dataset, which we can remove with a simple smoothing filter. You can use the `lc.flatten()` method to apply and divide the [Savitzky-Golay smoothing filter](https://en.wikipedia.org/wiki/Savitzky%E2%80%93Golay_filter). Here we'll use a `window_length` of 1001 cadences, which is roughly a 5% of the full length of the light curve. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(18067,)\n" ] } ], "source": [ "# Number of cadences in the full light curve\n", "print(lc.time.shape)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "flat_lc = lc.flatten(window_length=1001)\n", "flat_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The light curve looks much flatter. Unfortunately there is a portion of the light curve that is very noisy, due to a jitter in the TESS spacecraft. We can remove this simply by masking the light curve. First we'll select the times that had the jitter." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Flag the times that are good quality\n", "mask = (flat_lc.time < 1346) | (flat_lc.time > 1350)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can just clip those times out." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 766 } }, "output_type": "display_data" } ], "source": [ "masked_lc = flat_lc[mask]\n", "masked_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use *lightkurve* to plot these two light curves over each other to see the difference. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "# First define the `matplotlib.pyplot.axes`\n", "ax = flat_lc.errorbar()\n", "\n", "# Pass that axis to the next plot\n", "masked_lc.errorbar(ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks much better. Now we might want to clip out some outliers from the light curve. We can do that with a simple lightkurve function `remove_outliers()`" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 776 } }, "output_type": "display_data" } ], "source": [ "clipped_lc = masked_lc.remove_outliers(sigma=6)\n", "clipped_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a little hard to see these data because of the plotting style. Let's use a scatter plot instead. We can do this with the `lc.scatter()` method. This method works in the same way that `matplotlib.pyplot.scatter` works, and takes in the same keyword arguments." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 766 } }, "output_type": "display_data" } ], "source": [ "clipped_lc.scatter(s=0.1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add errorbars using the `lc.errorbar()` method." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 766 } }, "output_type": "display_data" } ], "source": [ "ax = clipped_lc.scatter(s=0.1)\n", "clipped_lc.errorbar(ax=ax, alpha=0.2); # alpha determines the transparency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally let's use `lightkurve` to fold the data at the exoplanet orbital period and see if we can see the transit." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 776 } }, "output_type": "display_data" } ], "source": [ "folded_lc = clipped_lc.fold(period=6.27, transit_midpoint=0.4)\n", "folded_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like there's something there, but it's hard to see. Let's bin the light curve to reduce the number of points, but also reduce the uncertainty of those points." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 386, "width": 780 } }, "output_type": "display_data" } ], "source": [ "binned_lc = folded_lc.bin(binsize=10) # Average 10 points per bin\n", "binned_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we can see the transit of Pi Men c! \n", "\n", "Note that you can actually do all these steps in just a few lines:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 386, "width": 780 } }, "output_type": "display_data" } ], "source": [ "lc = tpf.to_lightcurve(aperture_mask=aperture_mask).flatten(window_length=1001)\n", "lc = lc[(lc.time < 1346) | (lc.time > 1350)]\n", "lc.remove_outliers(sigma=6).fold(period=6.27, transit_midpoint=0.4).bin(binsize=10).errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing two apertures\n", "\n", "In the above tutorial we used our own aperture instead of the pipeline aperture. Let's compare the results from using these two different apertures." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Use the default\n", "lc = tpf.to_lightcurve(aperture_mask=tpf.pipeline_mask).flatten(window_length=1001)\n", "lc = lc[(lc.time < 1346) | (lc.time > 1350)].remove_outliers(6).fold(period=6.27, transit_midpoint=0.4).bin(10)\n", "\n", "# Use a custom aperture\n", "custom_lc = tpf.to_lightcurve(aperture_mask=aperture_mask).flatten(window_length=1001)\n", "custom_lc = custom_lc[(custom_lc.time < 1346) | (custom_lc.time > 1350)].remove_outliers(6).fold(period=6.27, transit_midpoint=0.4).bin(10)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 386, "width": 780 } }, "output_type": "display_data" } ], "source": [ "ax = lc.errorbar(label='Default aperture')\n", "custom_lc.errorbar(ax=ax, label='Custom aperture');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The importance of using different aperture masks is clearly visible in the figure above. Note however that the data archive at MAST also contains lightcurve products which have more advanced systematics removal methods applied. We will explore those in a future tutorial!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }